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 |
|---|---|---|---|---|---|---|---|---|
2034-12-20 00:02:46.400 | 2034-12-20 00:02:59.100 | 10 | {
"RSRP": [
-116.74622495594592,
-117.6090595891884,
-122.45500391033383,
-122.78880950305276,
-118.02636500307615,
-115.82426446883655,
-120.31134163811731,
-123.60884324239271,
-120.48508176953996,
-116.19886600722272,
-118.25938125597357,
-122.95466577595427,
-12... | Overall radio conditions were moderate to weak with RSRP ranging from -123.9 dB to -115.8 dB. The mean RSRP was -117.5 dB. Uplink modulation supported UL MCS values between 13.0 and 16.0 with a mean of 14.9, while downlink MCS stayed lower between 6.0 and 7.0 and averaged 6.8. Uplink SNR varied from 12.2 dB to 21.8 dB,... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 21
},
"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": -117.47947943276844,
"variance": 2.4358105730971737,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00686484969682993,
"variance": 0.000022148136539518246,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.828125,
"variance": 0.143454... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone C."
},
{
"q": "W... |
2034-12-20 00:04:00.000 | 2034-12-20 00:04:12.700 | 10 | {
"RSRP": [
-133.1287141733487,
-132.958845756418,
-133.02772213772118,
-132.7731428765249,
-132.89674549623638,
-133.2566748222131,
-132.9669887408167,
-132.68626656779503,
-132.83938643260535,
-132.91572814701598,
-132.5272199941653,
-133.0525885368233,
-132.67319... | The radio link shows a notable late-period uplift in uplink quality and modulation. RSRP improved by 17.63 dB to a peak of −117.00 dB (overall RSRP ranged from −134.6 dB to −117.0 dB). The mean RSRP was −127.1 dB. UL_SNR rose sharply by 16.00 dB to 20.55 dB (UL_SNR range 4.6 dB to 21.8 dB) with a mean of 11.5 dB. Corre... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 76
},
"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": -127.08203632854375,
"variance": 68.00879573824044,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0017249756507329407,
"variance": 0.000003944909484386603,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 2.7890625,
"variance": 11.837... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone C was the location of the user."
},
{
"q": "Was this sample im... |
2034-12-20 00:14:20.800 | 2034-12-20 00:14:33.500 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-1... | RSRP showed multiple abrupt swings, including at least six notable jumps and drops; the lowest observed value was -124.9 dB and the highest was -111.5 dB. The average RSRP over the trace was -116.8 dB. UL_MCS varied between 16.0 and 17.0 with a mean of 16.5, while DL_MCS ranged from 6.0 to 7.0 and averaged 6.7. DL_BLER... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 92,
"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": -116.75325918534065,
"variance": 7.199247473977819,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.0004672316858966836,
"variance": 4.7436079405747684e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.71875,
"variance": 0.2037401574... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone C."
},
{
"q": "Was the user a... |
2034-12-20 00:12:12.800 | 2034-12-20 00:12:25.500 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-1... | The radio link shows a weak but steady downlink signal with RSRP at -116.0 dB. Downlink MCS stayed fixed at 7 while uplink MCS varied narrowly between 16.0 and 17.0; the UL_MCS mean was 16.6. Downlink block error rates were negligible, ranging from 0 to 0.002 with a mean of 0.00013, whereas uplink BLER was higher, rang... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 109,
"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": -116,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0001348185299695444,
"variance": 1.3692310860417736e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"U... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "File download was the activity."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone C."
},
{
"q": "Did the use... |
2034-12-20 00:04:06.400 | 2034-12-20 00:04:19.100 | 10 | {
"RSRP": [
-134.0769442886914,
-133.3052469104849,
-134.4333908840638,
-134.08418012144992,
-134.13199976484907,
-133.9946683214825,
-133.40178103587508,
-134.4367313267003,
-134.6290007091141,
-133.8443972876201,
-133.88669647186686,
-133.8454009001648,
-134.21057... | RSRP improved noticeably during the window, rising by 17.63 dB to a peak of -117.00 dB. The observed RSRP values span from -134.6 dB to -117.0 dB. The mean RSRP is -118.7 dB.
Uplink MCS showed an upward shift, increasing by 8 to a maximum of 15. UL_MCS values range from 7.0 to 15.0, with a mean of 14.3. Downlink MCS a... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 12
},
"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": -118.72875792946093,
"variance": 26.659556723133655,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0006379591930895439,
"variance": 0.000002967613748534398,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.2890625,
"variance": 4.506... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q": "Did the user experience jamming or normal signal... |
2034-12-20 00:06:14.400 | 2034-12-20 00:06:27.100 | 10 | {
"RSRP": [
-128.9187629644682,
-128.9195808263313,
-128.93134260499212,
-128.7219812082174,
-128.70751158095172,
-128.84215034353042,
-128.92378966773904,
-128.68980553734323,
-128.9551758721113,
-128.80493593960188,
-128.6870712839595,
-128.79047230801874,
-128.99... | RSRP was generally low but showed a notable uplift mid-run, peaking at -117.0 dB. Across the trace RSRP ranged from -129.2 dB to -117.0 dB. The average RSRP was -119.6 dB.
Uplink radio conditions improved intermittently: UL_SNR rose to a maximum of 19.5 dB and varied between 6.6 dB and 20.8 dB. UL_SNR averaged 16.7 dB... | {
"exists": true,
"type": "High Network Congestion (Sudden Spike)",
"anomaly_duration": {
"start": 58,
"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": -119.59336603142081,
"variance": 24.216397577505948,
"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": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone C."
},
{
"q": "Was the user affected ... |
2034-12-20 00:02:40.000 | 2034-12-20 00:02:52.700 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-123.33927523674724,
-121.89210013444918,
-116.54250109805842,
-116.77... | Over the interval the device experienced generally poor downlink signal strength, with RSRP ranging between -123.9 dB and -115.8 dB. The average RSRP was -118.5 dB; a notable dip occurred (6.34 dB) reaching -123.34 dB around the mid-window (t≈15–23).
Uplink modulation and link quality were relatively strong: UL_MCS va... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 22,
"end": 85
},
"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": -118.45450864726415,
"variance": 6.010697688656067,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.0033803517557400363,
"variance": 0.0000041018924295172415,
"trend": 0,
"periodicity": 2
},
"DL_MCS": {
"mean": 6.5,
"variance": 0.2519685039370... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "Was jamming detected, or was the signal una... |
2034-12-20 00:06:59.200 | 2034-12-20 00:07:11.900 | 10 | {
"RSRP": [
-119.64916703965628,
-120.65439878380779,
-120.601605084891,
-119.9586269559176,
-121.84766014819998,
-121.16235783451302,
-121.192966811218,
-121.46211481474926,
-120.46853143790952,
-120.27699783537876,
-120.55527102135336,
-121.03649420858217,
-120.30... | RSRP was consistently low, ranging between -126.2 dB and -119.6 dB. The average RSRP over the period was -122.9 dB. Uplink and downlink modulation orders were stable: UL_MCS held at 15.0 and DL_MCS at 7.0. Downlink block error rate fluctuated between 0.00036 and 0.0064 with a mean of 0.0019, while uplink BLER stayed hi... | {
"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": -122.90274169315191,
"variance": 2.476512556323431,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0018974542610587565,
"variance": 0.000001273415553929745,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone C."
},
{
... |
2034-12-20 00:10:46.400 | 2034-12-20 00:10:59.100 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-1... | The radio and traffic picture shows a relatively weak but stable downlink reference signal with RSRP ranging from -119.2 dB to -112.7 dB; the average RSRP is -116.1 dB. Uplink modulation and coding is moderate: UL_MCS varies between 13.0 and 18.0 with a mean of 15.6, while DL_MCS is constant at 6.0. Downlink reliabilit... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 38,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP... | {
"RSRP": {
"mean": -116.13658836104875,
"variance": 3.112791817787085,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.9930917552725346,
"variance": 0.00015208497376507043,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend": 0,
... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "Was the ... |
2034-12-20 00:11:05.600 | 2034-12-20 00:11:18.300 | 10 | {
"RSRP": [
-115.57883983299617,
-116.29721936023789,
-116.45001225616932,
-116.90183097615989,
-116.89243332701125,
-116.82728567753242,
-117.27290108429544,
-117.48067475242401,
-117.99175203975828,
-117.87049496799565,
-117.89488506599658,
-118.40018036699541,
-1... | The radio conditions indicate a relatively weak RSRP, ranging from -119.2 dB to -112.7 dB with an average of -116.5 dB. Uplink modulation was moderately high: UL_MCS varied between 15.0 and 18.0 with a mean of 16.1, while DL_MCS remained fixed at 7.0. UL_SNR spanned 15.8 dB to 22.4 dB and averaged 19.0 dB.
BLER behavi... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 101
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -116.54550778110969,
"variance": 3.723432813412222,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.003663002383996415,
"variance": 0.00007920687452345825,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone C."
},
{
"q": "What is the condition: jamming o... |
2034-12-20 00:11:02.400 | 2034-12-20 00:11:15.100 | 10 | {
"RSRP": [
-114.5630760610784,
-114.324014731663,
-114.01951020421855,
-113.7331945455463,
-113.55823057229168,
-113.51021071018764,
-113.44213869596636,
-113.469971318377,
-113.34102525162758,
-112.95829911384772,
-113.33679300963297,
-112.85686402371984,
-112.861... | RSRP was consistently low, ranging from -119.2 dB to -112.7 dB. The average RSRP was -115.7 dB. Uplink radio conditions were moderate: UL_SNR varied between 15.8 dB and 22.8 dB with a mean of 19.1 dB, and UL_MCS ranged from 15.0 to 18.0 with an average of 16.2. Downlink modulation was lower, with DL_MCS between 6.0 and... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -115.70762053208398,
"variance": 4.7584469837198355,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.10516614103372654,
"variance": 0.058097445955185956,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.78984375,
"variance": 0.1665889... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "Did the network suffer f... |
2034-12-20 00:04:44.800 | 2034-12-20 00:04:57.500 | 10 | {
"RSRP": [
-128.91655012022437,
-129.01546703188788,
-128.98609087189735,
-128.8583859091979,
-128.8817144752982,
-128.71370749571702,
-128.74086471531922,
-128.7108848475946,
-128.92445304634768,
-128.92442375862336,
-128.66947409418802,
-128.9089677705024,
-128.7... | The radio link shows consistently poor downlink signal strength with RSRP varying between -130.4 dB and -128.0 dB; the average RSRP is -129.0 dB. Uplink modulation is relatively high, with UL_MCS ranging from 14.0 to 16.0 and a mean of 14.5, while DL_MCS is fixed at 7.0. Downlink BLER is very low, spanning 0 to 0.076 w... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"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"
],
"troubleshootin... | {
"RSRP": {
"mean": -128.98073353301783,
"variance": 0.16619442277854712,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.006200006238250524,
"variance": 0.00019805436923537968,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q": "Was jamming d... |
2034-12-20 00:02:30.400 | 2034-12-20 00:02:43.100 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | During the interval the downlink signal weakened: RSRP fell by 6.34 dB to a minimum of -123.34 dBm, with observed values ranging from -123.8 dBm to -115.8 dBm. The average RSRP was -117.2 dBm. Uplink modulation stayed relatively high with UL MCS between 14.0 and 16.0 (mean 14.8), while DL MCS was lower, between 6.0 and... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 118,
"end": 127
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Dop... | {
"RSRP": {
"mean": -117.24961529885789,
"variance": 1.4310739766819836,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.002422780285490223,
"variance": 0.000001758969666573423,
"trend": 0,
"periodicity": 2
},
"DL_MCS": {
"mean": 6.921875,
"variance": 0.0725885... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone C was the location of the user."
},
{
"q": "Was jamming detect... |
2034-12-20 00:04:51.200 | 2034-12-20 00:05:03.900 | 10 | {
"RSRP": [
-128.68517374772358,
-129.135835967795,
-128.7306877898399,
-128.96215315268415,
-129.17070917999828,
-128.97628567054224,
-128.90670056920877,
-128.98516566088963,
-128.9764698204857,
-128.61579598608523,
-128.59002837885316,
-128.7917221101441,
-128.71... | RSRP is very weak, ranging between -131.8 dB and -128.0 dB with a mean of -129.9 dB. Uplink channel quality is moderate: UL_SNR spans 3.6 dB to 10.0 dB and averages 6.2 dB. UL MCS varies slightly from 14.0 to 15.0 with a mean of 14.6, while DL MCS is static at 7.0. DL BLER is negligible, between 0 and 0.0038 (mean 0.00... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 22,
"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": -129.94297921580673,
"variance": 0.9328006573649648,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0010653351580481483,
"variance": 7.160089148491236e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q": "Did the network suffer from jamming or operate i... |
2034-12-20 00:07:40.800 | 2034-12-20 00:07:53.500 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | The link shows a stable but weak downlink reference signal with RSRP holding steady at −117.0 dB. Uplink radio conditions are comparatively good: UL_SNR ranged between 17.7 dB and 21.1 dB, with a mean of 19.2 dB. Uplink modulation was high and consistent (UL_MCS between 14.0 and 15.0, mean 14.8), while downlink modulat... | {
"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": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.005434253794630663,
"variance": 0.0000031266013126104765,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q": "Was the... |
2034-12-20 00:12:22.400 | 2034-12-20 00:12:35.100 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-1... | The link shows consistently weak downlink reference signal strength with RSRP fixed at −116.0 dB. Uplink radio conditions are relatively stable: UL_SNR ranged between 17.8 dB and 21.4 dB, with a mean of 19.5 dB. Uplink modulation coding was high, with UL_MCS between 14.0 and 17.0 and an average of 16.3. Downlink MCS re... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 13,
"end": 51
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"... | {
"RSRP": {
"mean": -116,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0003226054144399022,
"variance": 3.4570785861302575e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"U... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone C."
},
{
"q": "Was this sample impact... |
2034-12-20 00:07:28.000 | 2034-12-20 00:07:40.700 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | RSRP was steady at -117.0 dB. Uplink and downlink modulation schemes were fixed, with UL_MCS at 15.0 and DL_MCS at 7.0.
DL_BLER varied between 0.00028 and 0.0071; its mean was 0.0024. UL_BLER ranged from 0.083 to 0.17; its mean was 0.12. Uplink SNR moved between 18.0 dB and 21.0 dB, with a mean of 19.2 dB. The number... | {
"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": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.002362758720454286,
"variance": 0.000002619191155987547,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone C was the user's location."
},
{
"q": "Choose the condition: jamming present or not?",
... |
2034-12-20 00:03:18.400 | 2034-12-20 00:03:31.100 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | RSRP weakened notably over the observed interval, falling by 19.87 dB to a minimum of -136.87 dBm; across the trace RSRP ranges from -137.0 dBm to -117.0 dBm. The average RSRP is -124.9 dBm. Uplink modulation and coding suffered: UL_MCS declined by 8.42 to a low of 7.0, with values spanning 7.0 to 15.4 and a mean of 11... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 75,
"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": -124.90807587956998,
"variance": 89.33065265237477,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.02110649084535737,
"variance": 0.00017562850214293546,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 4.1015625,
"variance": 11.98172... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q": "Was jam... |
2034-12-20 00:06:30.400 | 2034-12-20 00:06:43.100 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | RSRP was stable at -117.0 dB throughout. UL_MCS varied between 14.0 and 16.0 with a mean of 14.9. DL_MCS remained fixed at 7.0. DL_BLER ranged from 0 to 0.016; its average was 0.0015. UL_BLER fell from 0.28 to 0.09 over the observed interval, with an overall range of 0.044 to 0.28 and a mean of 0.13. UL_NPRB spanned 11... | {
"exists": true,
"type": "High Network Congestion (Sudden Spike)",
"anomaly_duration": {
"start": 0,
"end": 11
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes",
... | {
"RSRP": {
"mean": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0014512856065788363,
"variance": 0.000008930885008961055,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone C."
},
{
"q": "Identify the scenario: ... |
2034-12-20 00:11:08.800 | 2034-12-20 00:11:21.500 | 10 | {
"RSRP": [
-117.79347408923579,
-117.50510038019442,
-117.32099530326748,
-117.21373085740764,
-116.87434908584632,
-116.702632812368,
-116.49935588079636,
-115.95181090758138,
-115.81961921682117,
-115.59241387809311,
-115.36503116055118,
-115.18489539295908,
-114... | RSRP was consistently low, ranging from -119.2 dB to -112.7 dB with a mean of -116.1 dB, indicating weak downlink signal strength throughout the trace. Uplink radio conditions were relatively good: UL_SNR ranged from 15.8 dB to 22.4 dB with a mean of 18.9 dB, and UL_MCS varied between 15.0 and 18.0 with a mean of 15.9.... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 69
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"
... | {
"RSRP": {
"mean": -116.07094137170667,
"variance": 2.726010704561748,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00011822055289287787,
"variance": 8.262754399506362e-8,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone C."
},
{
... |
2034-12-20 00:04:03.200 | 2034-12-20 00:04:15.900 | 10 | {
"RSRP": [
-133.8346044025247,
-133.7087190387428,
-134.01883467696547,
-133.60863927302643,
-134.22662593780151,
-133.78705452251316,
-133.8423600828121,
-134.1962285546425,
-134.05465184787354,
-133.54722614183677,
-134.26990672117054,
-134.17911199875715,
-133.7... | Radio conditions showed a step improvement mid-trace: RSRP rose by 17.63 dB to a peak of -117.00 dB, with values spanning -134.6 dB to -117.0 dB. The RSRP mean was -123.0 dB. Uplink modulation and link quality improved in the same interval: UL_MCS increased by 8 to a maximum of 15 (range 7.0 to 15.0) with a mean of 12.... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 44
},
"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": -122.96633392290305,
"variance": 66.20596548382173,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0012468757197658126,
"variance": 0.000004166994247859885,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 4.5390625,
"variance": 11.258... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone C was the location of the user."
},
{
"q": "What is the condition: jamming or normal opera... |
2034-12-20 00:00:25.600 | 2034-12-20 00:00:38.300 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | Across the trace the downlink reference signal received power weakened notably, falling about 10.9 dB to around –127.9 dBm during the mid-window. RSRP values spanned from –128.2 dBm up to –117.0 dBm. The average RSRP over the session was –123.1 dBm.
Uplink modulation and coding degraded sharply: UL_MCS decreased by 14... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 56,
"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": -123.05561440562487,
"variance": 28.758961371175143,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0006957217779246464,
"variance": 6.263571050840236e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 3.0625,
"variance": 12.1535433... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "Wa... |
2034-12-20 00:03:37.600 | 2034-12-20 00:03:50.300 | 10 | {
"RSRP": [
-136.32030042894266,
-134.8788604672752,
-136.7126344115298,
-136.43213832931417,
-135.95138721210355,
-136.03042039706526,
-136.38355642555987,
-135.7491276523931,
-135.8617914134152,
-135.7919880416508,
-136.31742482866218,
-135.69106286316236,
-135.58... | Across the trace the downlink signal (RSRP) improved abruptly around t≈108–127, rising by ~20.1 dB to a peak of −116.0 dB. RSRP ranged between −136.8 dB and −116.0 dB. The mean RSRP over the period was −133.6 dB.
Uplink modulation and link quality showed notable gains: UL_MCS increased by 8 symbols to a maximum of 15 ... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 113
},
"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": -133.5554829587051,
"variance": 38.31253630824939,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0019986526128417314,
"variance": 0.0000017065429510531582,
"trend": 0,
"periodicity": 21
},
"DL_MCS": {
"mean": 0.765625,
"variance": 4.810777... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone C."
},
{
"q": "Did... |
2034-12-20 00:06:46.400 | 2034-12-20 00:06:59.100 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | The link shows consistently weak downlink signal strength with RSRP spanning -120.7 dB to -116.4 dB and an average of -118.1 dB. Uplink radio conditions are relatively good: UL_SNR ranges from 15.5 dB to 20.6 dB with a mean of 18.5 dB, and UL_MCS varies between 14.0 and 16.0 with an average of 14.7. Downlink MCS is fix... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 40,
"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": -118.12051076949768,
"variance": 1.4088519478103334,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0010270876326289528,
"variance": 5.760560225821992e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "Was the environ... |
2034-12-20 00:07:05.600 | 2034-12-20 00:07:18.300 | 10 | {
"RSRP": [
-122.29818470918195,
-123.44587922559262,
-122.99270366088514,
-123.0364565507712,
-123.72045040967247,
-123.95107023802919,
-123.30883727820134,
-121.99302260754239,
-122.03963142791801,
-122.41381587445129,
-123.11301812085333,
-124.33933613910295,
-12... | RSRP improved notably during the window, peaking at -117.0 dB (minimum -127.3 dB). The average RSRP was -123.0 dB. Uplink radio conditions were strong: UL_SNR ranged from 12.2 dB to 21.4 dB with a mean of 15.5 dB, and UL_MCS stayed high between 14.0 and 15.0 (mean 14.9). Downlink MCS was steady at 7.0.
Error performa... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 97
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting_... | {
"RSRP": {
"mean": -123.00007181920544,
"variance": 12.326518723541225,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.004940890024579804,
"variance": 0.0000272046628349175,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone C."
},
{
"q": "Was this samp... |
2034-12-20 00:11:15.200 | 2034-12-20 00:11:27.900 | 10 | {
"RSRP": [
-118.99666237125457,
-119.14144545249,
-119.02243223431793,
-119.02829252940282,
-118.9552559594895,
-118.98646435438772,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116.29032258064515,
-117,
-117,
-117,
-117,
-117,
-117,
-... | The radio link shows consistently weak RSRP with values between -119.1 dB and -116.0 dB. The average RSRP is -116.4 dB. Uplink modulation was relatively high, with UL_MCS ranging from 15.0 to 17.0 and a mean of 16.1. Downlink modulation was fixed at MCS 7, and DL_BLER remained at 0.0%. Uplink BLER fell early in the tra... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 5
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"
... | {
"RSRP": {
"mean": -116.3692331501869,
"variance": 0.5207870632298192,
"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": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone C."
},
{
"q": "Was the envir... |
2034-12-20 00:04:41.600 | 2034-12-20 00:04:54.300 | 10 | {
"RSRP": [
-128.6895462449359,
-129.18413787918345,
-128.97863929481784,
-128.75229842547037,
-128.61927759045253,
-128.76928274375683,
-128.78324739683652,
-128.82367007037303,
-128.67031993755336,
-128.7549134949432,
-128.82490217931488,
-129.13912063827502,
-128... | RSRP remained very weak and stable, ranging from -129.4 dB to -128.4 dB with a mean of -128.8 dB. Uplink conditions showed variability: UL_SNR spanned 6.3 dB to 28.6 dB and averaged 7.9 dB; UL_SNR experienced a sharp drop early in the trace. UL_MCS varied between 0 and 16 with a mean of 14.3 and rose to the maximum val... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 118,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooti... | {
"RSRP": {
"mean": -128.81986397251444,
"variance": 0.03109902559445511,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0.1303297569361328,
"variance": 0.07359840561809446,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.772109374999999,
"variance": 0.17... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone C was the location of the user."
},
{
"q": "Was jamming detected, or wa... |
2034-12-20 00:07:50.400 | 2034-12-20 00:08:03.100 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | RSRP remained steady at -117.0 dB. UL_SNR varied between 17.7 dB and 21.2 dB. Its mean value was 19.0 dB.
UL_MCS oscillated between 14.0 and 15.0 with a mean of 14.5, while DL_MCS was constant at 7.0. DL_BLER ranged from 0.00043 to 0.017; the average DL_BLER was 0.0072. UL_BLER moved between 0.15 and 0.48; the mean UL... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 115
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"... | {
"RSRP": {
"mean": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.007222718761806044,
"variance": 0.00000918358876065406,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"U... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone C."
},
... |
2034-12-20 00:01:42.400 | 2034-12-20 00:01:55.100 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | Across the trace there was a notable degradation in downlink signal quality and transport indicators. RSRP weakened, reaching a minimum of -131.17 dB (overall observed range -131.3 dB to -117.0 dB). The mean RSRP over the period was -126.1 dB. Concurrently both uplink and downlink modulation orders fell: UL_MCS fell to... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 44,
"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": -126.06309800392614,
"variance": 43.39786674510273,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0015795241060102784,
"variance": 0.000003240179492944793,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 2.40625,
"variance": 11.1407... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone C."
},
{
"q": "W... |
2034-12-20 00:03:21.600 | 2034-12-20 00:03:34.300 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | Over the capture the downlink signal strength was poor and fell further: RSRP ranged between -137.0 dB and -117.0 dB. The average RSRP was -129.7 dB, and a notable drop of 19.87 dB brought RSRP to a minimum of -136.87 dB between t≈36–62. Uplink and downlink modulation and coding weakened: UL_MCS ranged from 7.0 to 15.4... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 43,
"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": -129.65880642376288,
"variance": 81.97194485772792,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.024008966551208984,
"variance": 0.00017113714244987644,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 2.3515625,
"variance": 11.0171... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone C."
},
{
"q": "Select the jam... |
2034-12-20 00:00:09.600 | 2034-12-20 00:00:22.300 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | Overall the uplink radio conditions were solid: RSRP varied between -117.0 dB and -116.0 dB with a mean of -116.9 dB, and UL SNR ranged from 18.0 dB to 21.4 dB with a mean of 19.6 dB. Uplink modulation coding (UL_MCS) moved from 14.0 to 17.0 (mean 15.5), while downlink MCS stayed fixed at 7.0.
Error performance differ... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 85,
"end": 119
},
"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": -116.90781670026882,
"variance": 0.08296356641450417,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0003019600080813108,
"variance": 4.281779247256914e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone C."
},
{
"q": "Did the... |
2034-12-20 00:13:32.800 | 2034-12-20 00:13:45.500 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-130.1697847176608,
-129.89134362674818,
-130.16496189783217,
-130.31735125984312,
-130.27333949460467,
-130.28233752451254,
-130.30556828846414,
-130.37036529549022,
-130.2811184057823,
... | RSRP showed notable variation during the trace, falling to a minimum of -130.9 dB and rising to a maximum of -116.0 dB. The average RSRP was -122.1 dB, with the weakest values occurring early and stronger values later in the capture.
UL_MCS remained high overall, ranging from 15.0 to 17.0 with a mean of 16.7, while DL... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 64,
"end": 68
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -122.06946295610419,
"variance": 49.59215401216197,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0011176019442238408,
"variance": 0.0000017047440788952609,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone C."
},
{
"q": "Did the user experience... |
2034-12-20 00:03:53.600 | 2034-12-20 00:04:06.300 | 10 | {
"RSRP": [
-133.34801067727693,
-132.81549984110168,
-132.40546118245126,
-133.00213972833836,
-133.02554307344812,
-132.44163435064303,
-132.65149894284994,
-133.29219541820936,
-132.90849134428026,
-133.2510015511024,
-133.01843341519123,
-133.04047430338068,
-13... | The link shows consistently poor downlink signal strength, with RSRP ranging from -134.6 dB to -132.4 dB. The RSRP mean is -133.3 dB. Uplink radio conditions are modest: UL_SNR spans 4.8 dB to 7.7 dB with a mean of 6.1 dB, and UL_MCS varies between 7.0 and 10.0 with a mean of 7.1. Downlink MCS is effectively inactive a... | {
"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": -133.3437396114112,
"variance": 0.2986162476461825,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0016793803475129495,
"variance": 0.0000016244386916617838,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 0,
"variance": 0,
"trend... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone C."
},
{
"q": "Did ... |
2034-12-20 00:08:00.000 | 2034-12-20 00:08:12.700 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | RSRP held steady at -117.0 dB throughout the trace. Uplink channel quality (UL_SNR) varied between 17.7 dB and 20.8 dB, with an average of 19.0 dB. Uplink MCS stayed high, ranging from 14.0 to 15.0 with a mean of 14.4, while downlink MCS was constant at 7.0.
Downlink BLER fluctuated between 0.00043 and 0.017 (mean 0.... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 19
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"D... | {
"RSRP": {
"mean": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0032126393920065945,
"variance": 0.000011524528712639965,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone C."
},
{
... |
2034-12-20 00:04:54.400 | 2034-12-20 00:05:07.100 | 10 | {
"RSRP": [
-129.06543862887273,
-129.45064174128174,
-129.83488532111286,
-129.33340646250772,
-129.09995846709322,
-128.79411914121835,
-128.0484195753725,
-129.7894031734234,
-130.0878123366295,
-129.00591070009537,
-129.57654560133696,
-129.0239415145702,
-129.5... | The trace shows a weak but stable downlink signal with RSRP ranging from -132.9 dB to -128.0 dB and an average of -130.7 dB. Uplink modulation is high: UL_MCS varies between 14.0 and 15.0 with a mean of 14.6, while DL_MCS remained fixed at 7.0. Downlink radio quality is good with DL_BLER between 0.00038 and 0.0042 (mea... | {
"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": -130.7200740528901,
"variance": 1.0803781199683378,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0013369111901766837,
"variance": 5.949261812211204e-7,
"trend": 0,
"periodicity": 16
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone C was the location of the user."
},
{
"q": "Was this sample im... |
2034-12-20 00:06:20.800 | 2034-12-20 00:06:33.500 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | RSRP remained steady at −117.0 dB throughout the trace. Uplink MCS varied between 13.0 and 17.0 with a mean of 14.9. Downlink MCS stayed constant at 7.0. Downlink BLER was very low, ranging from 0 to 0.016 with a mean of 0.0012. Uplink BLER showed multiple abrupt changes, including a major rise from about 0.3 to 0.4; o... | {
"exists": true,
"type": "High Network Congestion (Sudden Spike)",
"anomaly_duration": {
"start": 0,
"end": 107
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes",
... | {
"RSRP": {
"mean": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0012275348253288473,
"variance": 0.000009186703014960092,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q": "Was the user affecte... |
2034-12-20 00:06:43.200 | 2034-12-20 00:06:55.900 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | RSRP was consistently low, ranging between -119.6 dB and -116.4 dB with a mean of -117.4 dB, indicating relatively weak downlink signal strength. Uplink modulation showed good conditions: UL_MCS varied from 14.0 to 16.0 with a mean of 14.6, while DL_MCS remained fixed at 7.0. DL BLER stayed very low, between 0 and 0.00... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 72,
"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": -117.43907926699842,
"variance": 0.5319819120943098,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0012124087872158013,
"variance": 0.0000030036240085894593,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "Was t... |
2034-12-20 00:00:44.800 | 2034-12-20 00:00:57.500 | 10 | {
"RSRP": [
-127.89823675072289,
-128.0733448977132,
-128.20637774897492,
-127.68428002605657,
-127.83052326012731,
-127.81621814112708,
-128.1635637056197,
-128.02013772770283,
-128.0907374846859,
-127.74294565605189,
-127.39921534573784,
-128.01441707304352,
-127.... | Signal quality and uplink conditions showed a marked improvement during the interval. RSRP increased sharply to a peak of -117 dB (range: -128.2 dB to -117.0 dB). The average RSRP was -123.6 dB. UL_SNR rose to a high of 19.78 dB (range: 7.3 dB to 20.5 dB) with a mean of 12.8 dB. Correspondingly, uplink modulation and c... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 77
},
"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": -123.56934121456808,
"variance": 27.899817269833132,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0018179750080506035,
"variance": 0.000003465875191681275,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 2.734375,
"variance": 11.755... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone C."
},
{
"q": "What is the co... |
2034-12-20 00:05:13.600 | 2034-12-20 00:05:26.300 | 10 | {
"RSRP": [
-132.39121499289774,
-133.29030300986972,
-132.50454718960967,
-133.66879316316093,
-132.8843917314716,
-133.6561622231477,
-133.51600801021516,
-133.18583661779252,
-133.3074057245942,
-133.36092391670462,
-133.81926671912268,
-134.2036377282368,
-133.1... | RSRP showed a noticeable improvement mid-window, rising by about 8.6 dB to a peak near -127.6 dB; overall RSRP ranged from -136.2 dB to -127.6 dB. The average RSRP was -131.5 dB. Uplink modulation (UL_MCS) stayed in the mid-TEB region with values between 14.0 and 16.0 and a mean of 14.8, while downlink MCS was fixed at... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 68
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting_... | {
"RSRP": {
"mean": -131.46008193770433,
"variance": 8.405675816029662,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.003918196426667697,
"variance": 0.000018931024366883547,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone C."
},
{
"q": "Choose the condition: jamming present o... |
2034-12-20 00:00:38.400 | 2034-12-20 00:00:51.100 | 10 | {
"RSRP": [
-127.54706950535245,
-127.99022237196847,
-128.07112442060048,
-127.89789657973027,
-127.87932717704678,
-127.58293021372914,
-127.54925774280792,
-128.0000560395296,
-127.64542865389657,
-127.92206423517828,
-127.99362276487108,
-127.85064335921793,
-12... | RSRP stayed consistently low, varying between -129.1 dB and -127.4 dB with an average of -127.8 dB, indicating a weak but stable downlink signal. Uplink modulation (UL_MCS) fluctuated from 0 to 3 with a mean of 1.9, while downlink MCS was fixed at 0.0. Downlink BLER ranged from 0.00043 to 0.014 with a mean of 0.003, wh... | {
"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": -127.8182931236235,
"variance": 0.05772047589983053,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.0030195164010472725,
"variance": 0.000006752050421362691,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 0,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone C."
},
{
"q": "Did th... |
2034-12-20 00:14:33.600 | 2034-12-20 00:14:46.300 | 10 | {
"RSRP": [
-111.96744560387074,
-117.51946864898198,
-124.95502968732454,
-122.20233886558846,
-114.70417186267498,
-112.55053092898486,
-119.75329696974063,
-125.03563511645955,
-120.01928991731592,
-112.79952731580218,
-114.85714989067851,
-122.26636682440619,
-1... | The radio link shows frequent RSRP volatility with at least 21 abrupt jumps and drops; RSRP varied between -125.2 dB and -111.5 dB. The average RSRP was -118.5 dB. Uplink modulation was high and stable (UL_MCS ranged 14.0–16.0, mean 15.8) while downlink modulation was fixed at MCS 6. DL BLER was very low, ranging 0–0.0... | {
"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": -118.47410748095837,
"variance": 20.51287093076489,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.002072059580999247,
"variance": 0.0000024750518769158524,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend": ... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone C."
},
{
"q": "Select the jamming state: present or ab... |
2034-12-20 00:01:39.200 | 2034-12-20 00:01:51.900 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | Over the trace the downlink reference signal power weakened significantly, falling 14.17 dB to a minimum of -131.17 dBm between t≈69–95. RSRP values ranged from -131.2 dBm to -117.0 dBm. The average RSRP was -122.6 dBm. Uplink MCS also deteriorated, dropping 10 steps to a low of 5 (range 5.0–15.0) with a mean of 10.9. ... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 76,
"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": -122.58810159425926,
"variance": 46.01602559699015,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0013989835115912667,
"variance": 0.0000032721964749008148,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 4.15625,
"variance": 11.912... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone C."
},
{
"q": ... |
2034-12-20 00:07:31.200 | 2034-12-20 00:07:43.900 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | RSRP was steady at -117.0 dB. Uplink MCS stayed fixed at 15.0 and downlink MCS at 7.0. Downlink BLER varied between 0.00049 and 0.0081; its mean was 0.0032. Uplink BLER ranged from 0.09 to 0.22 with a mean of 0.14. Uplink SNR moved between 18.0 dB and 21.0 dB, averaging 19.2 dB. Allocated uplink PRBs (UL_NPRB) spanned ... | {
"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": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.003246035763588173,
"variance": 0.0000031778394814168912,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q"... |
2034-12-20 00:14:36.800 | 2034-12-20 00:14:49.500 | 10 | {
"RSRP": [
-115.08944592123304,
-112.67737739651501,
-119.66107047540399,
-124.40123779299877,
-120.91404369661996,
-113.26448812034148,
-113.97239723513145,
-122.04508540449814,
-123.87224752826056,
-118.26068512079378,
-111.6589006409348,
-115.78144285149915,
-12... | The radio link shows moderate signal variability with multiple abrupt RSRP excursions; RSRP ranges between -124.9 dB and -111.5 dB. The average RSRP is -117.9 dB. Uplink MCS stayed high, ranging 14.0–17.0 with a mean of 16.0, while downlink MCS was lower at 6.0–7.0 with a mean of 6.2. DL BLER was very low, between 0 an... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 98
},
"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": -117.93289999194891,
"variance": 16.778513890691876,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.0018580675848600342,
"variance": 0.00000291624287331275,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.2265625,
"variance": 0.176611... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "File download was the activity."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "What is the ... |
2034-12-20 00:05:20.000 | 2034-12-20 00:05:32.700 | 10 | {
"RSRP": [
-135.1033083897816,
-134.92828469586325,
-135.78391632856687,
-136.17357081490982,
-135.17999144980578,
-128.75487996739696,
-129.19200415497625,
-128.95279008240965,
-128.74829328505652,
-128.9045440950479,
-128.62028293319807,
-128.3855189739162,
-128.... | RSRP improved notably early in the trace, rising by about 8.6 dB to a peak near -127.6 dB; overall RSRP ranged from -136.2 dB to -127.5 dB. The mean RSRP was -128.5 dB. Uplink MCS stayed high and stable, spanning 14.0 to 16.0 with a mean of 14.8, while downlink MCS was constant at 7.0. Downlink BLER remained very low, ... | {
"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": -128.52966946373056,
"variance": 2.213475306922341,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.0016899537158980276,
"variance": 0.000013532069893174722,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone C."
},
{
"q": "Was this sample impacted by... |
2034-12-20 00:11:12.000 | 2034-12-20 00:11:24.700 | 10 | {
"RSRP": [
-113.29073281759123,
-113.4406293703657,
-113.37576725041579,
-113.48781363858087,
-113.90279845052943,
-113.92945538662323,
-114.1660945363815,
-114.64256151375243,
-114.31923327367103,
-114.60049639826188,
-115.0884020479896,
-115.17776737177157,
-115.... | Cell-layer and traffic summary: RSRP was in a poor-to-marginal range, varying between -119.2 dB and -113.3 dB. The RSRP mean was -116.4 dB. Uplink radio conditions supported moderate modulation: UL_MCS ranged from 15.0 to 17.0 with a mean of 16.1, while DL_MCS remained constant at 7.0. UL_SNR lay between 15.8 dB and 22... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 37
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"
... | {
"RSRP": {
"mean": -116.44265577131208,
"variance": 1.4451809035143126,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0000034081771616735084,
"variance": 9.305035606430402e-11,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tren... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "File download was the activity."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone C."
},
{
"q": "What is the... |
2034-12-20 00:01:55.200 | 2034-12-20 00:02:07.900 | 10 | {
"RSRP": [
-130.83081198909392,
-130.88548101284965,
-130.38737484917422,
-130.84570504067557,
-130.9601263815735,
-130.90000858782784,
-130.5399926444331,
-130.82024899945716,
-130.9921913159853,
-130.54934243451487,
-130.69576343186017,
-130.80460389691697,
-130.... | RSRP was very low and tightly clustered around -130.8 dB; values ranged between -131.3 dB and -130.3 dB. UL and DL modulation coding were static: UL_MCS stayed at 5.0 and DL_MCS remained 0.0. DL BLER was low overall, ranging from 0.00045 to 0.014 with a mean of 0.0031. UL BLER was substantially higher, spanning 0.099 t... | {
"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": -130.81260497747843,
"variance": 0.04568713779030792,
"trend": 0,
"periodicity": 11
},
"DL_BLER": {
"mean": 0.0031093637620913895,
"variance": 0.00000753686337868288,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 0,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone C."
},
{
"q": "Choose the con... |
2034-12-20 00:15:02.400 | 2034-12-20 00:15:15.100 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-1... | The radio link is consistently weak to moderate with RSRP spanning -119.9 dB to -116.0 dB and an average of -116.7 dB. Uplink modulation and coding is relatively high: UL_MCS ranges from 14.0 to 18.0 with a mean of 16.3, while DL_MCS is fixed at 7.0. Uplink radio conditions show good SNR, with UL_SNR between 17.0 dB an... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 104,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshoo... | {
"RSRP": {
"mean": -116.71314845676063,
"variance": 2.2219667345932916,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0007547941740604023,
"variance": 0.0000033193864421492896,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tren... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone C."
},
{
"q": "Was th... |
2034-12-20 00:07:21.600 | 2034-12-20 00:07:34.300 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | The link shows a consistently weak downlink reference signal with RSRP fixed at −117.0 dB, while modulation remains stable: UL_MCS at 15 and DL_MCS at 7. Downlink block error rates are negligible, ranging from 0 to 0.003. The mean DL_BLER is 0.00067. Uplink BLER is elevated, ranging from 0.071 to 0.15. The mean UL_BLER... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 62,
"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": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0006677824241743233,
"variance": 6.287246680109964e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
... |
2034-12-20 00:10:52.800 | 2034-12-20 00:11:05.500 | 10 | {
"RSRP": [
-118.61507796019895,
-118.44080037485313,
-118.18815974036544,
-117.90238574723574,
-117.84840483660712,
-117.67248745533549,
-117.42919456923352,
-117.43559272978747,
-117.14627948352866,
-117.1928164556776,
-116.6499896112556,
-116.2464271995101,
-116.... | RSRP stayed in a weak to moderate range, measured between -119.2 dB and -112.7 dB. The average RSRP was -115.6 dB. UL and DL MCS showed asymmetric modulation capability: UL_MCS ranged from 13.0 to 18.0 with a mean of 15.6, while DL_MCS ranged from 6.0 to 7.0 with a mean of 6.0.
BLER behavior was notable: DL_BLER vari... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -115.56978572515007,
"variance": 4.406281646547752,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.8443347465758306,
"variance": 0.09226812001736412,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.03984375,
"variance": 0.0378487942... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone C."
},
{
"q": "Was the user a... |
2034-12-20 00:00:32.000 | 2034-12-20 00:00:44.700 | 10 | {
"RSRP": [
-127.6423343501275,
-127.68266037496815,
-127.89047495033813,
-127.66867077194534,
-127.85678325640019,
-127.85766318348536,
-127.68692199957711,
-127.88209710492579,
-127.77838245907303,
-127.7708131327053,
-127.59690624529628,
-127.91274188693035,
-127... | RSRP remained very weak and narrowly distributed, ranging from -129.1 dB to -127.4 dB. The mean RSRP was -127.8 dB. Uplink modulation (UL_MCS) varied between 0 and 3 with an average of 2.1, while downlink MCS stayed constant at 0.0. Downlink BLER ranged from 0.00028 to 0.014 with a mean of 0.0021, whereas uplink BLER w... | {
"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": -127.80906351213346,
"variance": 0.054879865037030025,
"trend": 0,
"periodicity": 42
},
"DL_BLER": {
"mean": 0.00214447146438716,
"variance": 0.000006649303068347539,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 0,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone C was the location of the user."
},
{
"q": "What is the condit... |
2034-12-20 00:05:16.800 | 2034-12-20 00:05:29.500 | 10 | {
"RSRP": [
-134.8624725886111,
-133.9092445234158,
-133.7377135717246,
-134.0326688585486,
-133.72985653639333,
-134.178649135114,
-133.7849392222083,
-134.43420891828825,
-133.25831001744504,
-133.4948030300517,
-134.14526876861132,
-134.368975035387,
-133.9313051... | RSRP was generally low but showed a notable improvement mid-window, rising by 8.58 dB to a peak near -127.6 dB. Across the trace RSRP ranged from -136.2 dB to -127.5 dB. The average RSRP was -130.1 dB.
Uplink radio conditions supported moderately high MCS: UL MCS varied between 14.0 and 16.0 with a mean of 14.7, while... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 36
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting_... | {
"RSRP": {
"mean": -130.13557989685654,
"variance": 7.818035315997099,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0034014292370555376,
"variance": 0.000021278337143455676,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone C."
},
{
"q": "Select the jamming state: pres... |
2034-12-20 00:07:08.800 | 2034-12-20 00:07:21.500 | 10 | {
"RSRP": [
-124.8530363195177,
-123.49385708352885,
-125.67216208665306,
-124.79550201922773,
-124.23782754342913,
-124.82263399740332,
-124.70066157857146,
-123.87277422025912,
-124.3023506871348,
-124.62240074186309,
-125.04381633392374,
-123.75788292885355,
-123... | RSRP was generally weak but showed a brief improvement: it increased by 10.15 dB to a peak of -117.0 dB between t=64 and t=85. The observed RSRP values spanned from -127.3 dB to -117.0 dB. The mean RSRP across the trace was -121.4 dB.
Uplink radio quality and scheduling were healthy: UL_SNR ranged from 12.2 dB to 21.4... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 65
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting_... | {
"RSRP": {
"mean": -121.37232591840925,
"variance": 18.535414624473884,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00467086617075837,
"variance": 0.00002898669318046195,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone C."
},
{
"q"... |
2034-12-20 00:01:58.400 | 2034-12-20 00:02:11.100 | 10 | {
"RSRP": [
-130.5829366601203,
-130.72771548594466,
-130.85585250994455,
-130.9077305814148,
-131.059694611915,
-131.0195225864884,
-131.1145631659991,
-131.14126840285152,
-130.6916142925675,
-130.78111265587418,
-131.10482066765263,
-130.7602916180976,
-130.80695... | The trace shows a weak downlink RF environment with intermittent improvements and bursts of uplink activity. RSRP ranged between -131.3 dB and -117.0 dB. The mean RSRP was -128.7 dB, with a notable increase of 14.29 dB reaching -117 dB around the 105–127s window. Uplink modulation and resource usage rose during the cap... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 107
},
"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": -128.67457078307564,
"variance": 25.478445718878767,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.003427388748027061,
"variance": 0.000010114949334074842,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 1.09375,
"variance": 6.510826... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone C."
},
{
"q": "What is the condition: jamming... |
2034-12-20 00:03:28.000 | 2034-12-20 00:03:40.700 | 10 | {
"RSRP": [
-135.80288855052225,
-135.37631796413987,
-136.0566875325412,
-136.68849702602057,
-136.54957829206842,
-136.0562992213414,
-135.5996321763805,
-136.59755500900226,
-135.98697836017078,
-136.45428984716025,
-136.29320271669704,
-135.9465533197416,
-136.4... | RSRP was very weak, ranging between -137.0 dB and -133.8 dB. The average RSRP measured -135.9 dB. UL_SNR varied from 7.5 dB to 10.4 dB, with a mean of 8.8 dB. UL_MCS stayed low, between 7.0 and 8.0 with an average of 7.0, while DL_MCS remained at 0.0 throughout.
Downlink BLER stayed low overall, ranging from 0.00073 t... | {
"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": -135.94098437343547,
"variance": 0.3566984561697431,
"trend": 0,
"periodicity": 6
},
"DL_BLER": {
"mean": 0.017134450288040073,
"variance": 0.0002660209148100456,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 0,
"variance": 0,
"trend": 0,... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "Was the user affected by... |
2034-12-20 00:13:39.200 | 2034-12-20 00:13:51.900 | 10 | {
"RSRP": [
-116.53896529494008,
-116.63970160318767,
-117.33677589884171,
-117.61656530450298,
-117.98390145049333,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
... | RSRP was very stable and low, ranging between -118.0 dB and -116.0 dB. The average RSRP was -116.0 dB. Uplink radio conditions were generally good: UL_SNR varied from 17.7 dB to 22.7 dB with a mean of 19.5 dB, and UL_MCS stayed high between 15.0 and 17.0 (mean 16.9). Downlink MCS was fixed at 7.0.
Error performance d... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 4
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"
... | {
"RSRP": {
"mean": -116.04778054337473,
"variance": 0.06884723150679944,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0007773703124999858,
"variance": 0.0000016648700578518522,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tre... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "Se... |
2034-12-20 00:05:04.000 | 2034-12-20 00:05:16.700 | 10 | {
"RSRP": [
-130.99464793913845,
-131.91088389892514,
-131.60249058877764,
-132.2067805871832,
-131.1650680451262,
-130.83834979017064,
-131.71443555201202,
-132.3965054132952,
-132.08801013734353,
-132.3317816485785,
-131.48975228902606,
-131.82471837598132,
-131.9... | The radio link shows consistently poor downlink signal strength with RSRP ranging from -135.1 dB to -130.8 dB and an average of -132.5 dB. Uplink radio conditions are moderately variable: UL_SNR spans -0.88 dB to 6.5 dB with a mean of 2.1 dB, and UL_MCS varies between 14.0 and 16.0 with a mean of 14.7. Downlink MCS is ... | {
"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": -132.52628331828373,
"variance": 0.7893076811457784,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0017653501727659736,
"variance": 0.0000011631583842970203,
"trend": 0,
"periodicity": 9
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone C."
},
{
"q": "Identify the scenario: jamming o... |
2034-12-20 00:07:56.800 | 2034-12-20 00:08:09.500 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | The link shows a consistently weak downlink reference signal with RSRP holding steady at -117.0 dB. Uplink radio conditions are moderate: UL_SNR varies between 17.7 dB and 20.8 dB, with a mean of 19.1 dB. Uplink MCS fluctuates narrowly from 14.0 to 15.0 (mean 14.5), while downlink MCS is fixed at 7.0.
Downlink and up... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 51
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"D... | {
"RSRP": {
"mean": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.004720964858505614,
"variance": 0.000016466156848820524,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q": "Did the network suffer from j... |
2034-12-20 00:15:34.400 | 2034-12-20 00:15:47.100 | 10 | {
"RSRP": [
-119.77724914122695,
-119.86844730925817,
-119.73374906367917,
-119.87428175759696,
-119.70052826347072,
-119.8338064517593,
-119.70946717878043,
-119.81675132719766,
-119.69579880848923,
-119.81081299807626,
-119.79818001258516,
-119.83827373959264,
-11... | The link shows consistently weak RSRP, ranging from -119.9 dB to -116.0 dB with an average of -116.7 dB. Uplink radio conditions exhibit notable variability: UL_SNR ranged from 17.0 dB to 39.9 dB with a mean of 19.1 dB, and UL_MCS varied between 13.0 and 18.0 with an average of 16.1. Downlink modulation was lower and s... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 21
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -116.65390938694078,
"variance": 2.0769309344369873,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.2586920109375,
"variance": 0.15666808399363155,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.6825,
"variance": 0.2165858267716535... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "Was this... |
2034-12-20 00:15:31.200 | 2034-12-20 00:15:43.900 | 10 | {
"RSRP": [
-119.7809081858793,
-119.8074068955373,
-119.83458178922912,
-119.75618450690646,
-119.74203677334984,
-119.91368451807604,
-119.8627029551259,
-119.84028358503382,
-119.87529735742008,
-119.73186316715874,
-119.7258933708386,
-119.79304965697725,
-119.7... | Cell radio conditions were steady but relatively weak: RSRP varied between -119.9 dB and -116.0 dB, with a mean of -117.6 dB. Uplink SNR ranged from 17.0 dB to 23.1 dB and averaged 18.9 dB. Modulation and coding stayed high on the uplink and low on the downlink: UL MCS spanned 16.0–17.0 (mean 16.5) while DL MCS was 6.0... | {
"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": -117.60412680428612,
"variance": 3.555381887209442,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.032332718749999996,
"variance": 0.014691898507458544,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.9325,
"variance": 0.06162519685... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone C."
},
{
"q": "Identify the scenario:... |
2034-12-20 00:00:12.800 | 2034-12-20 00:00:25.500 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | Signal conditions were stable but weak: RSRP varied between -117.0 dB and -116.0 dB with a mean of -116.9 dB. Uplink radio quality was good, with UL_SNR ranging from 18.0 dB to 21.4 dB and an average of 19.6 dB. Uplink modulation and coding showed moderate capability: UL_MCS ranged from 14.0 to 17.0 with a mean of 15.3... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 53,
"end": 87
},
"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": -116.90781670026882,
"variance": 0.08296356641450417,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00030291391433131073,
"variance": 4.276062027105214e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q": "What is th... |
2034-12-20 00:15:12.000 | 2034-12-20 00:15:24.700 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-119.84202962517632,
-119.74111317588554,
-119.83705804342407,
-119.82756606890445,
-119.77775403015976,
-119.80230457132151,
-119.78923906470204,
-119.84804564047896,
-119.70080797775294,
... | The trace shows a relatively weak but stable downlink reference signal with RSRP ranging from -119.9 dB to -116.0 dB and an average of -119.6 dB. Uplink link adaptation is moderate: UL_MCS varies between 14.0 and 18.0 with a mean of 16.0, while DL_MCS remains fixed at 7.0. Uplink radio conditions are good in terms of S... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 8,
"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": -119.5709498800068,
"variance": 0.8598722582614963,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000007026205310410942,
"variance": 2.888179541316556e-10,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone C."
},
{
"q": "Was th... |
2034-12-20 00:10:40.000 | 2034-12-20 00:10:52.700 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-1... | RSRP stayed consistently weak, ranging from -119.2 dB to -115.9 dB with a mean of -116.4 dB. Uplink radio conditions showed moderate modulation and variable SNR: UL_MCS ranged 12.0–18.0 with a mean of 15.7, while UL_SNR varied between 15.4 dB and 38.7 dB and averaged 20.0 dB; UL_SNR also exhibited at least six notable ... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 102,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSR... | {
"RSRP": {
"mean": -116.4400169978866,
"variance": 0.971362860752906,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.9985248905787194,
"variance": 0.00010089726290824125,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend": 0,
... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "File download was the activity."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone C."
},
{
"q": "Choose the ... |
2034-12-20 00:10:43.200 | 2034-12-20 00:10:55.900 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-1... | RSRP stayed in a relatively narrow, weak-signal window, ranging from -119.2 dB to -112.7 dB. The average RSRP was -116.3 dB. Uplink modulation (UL_MCS) varied between 13.0 and 18.0 with a mean of 15.6, while downlink MCS remained fixed at 6.0. Downlink block error rate was persistently high, between 0.95 and 1.00 with ... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 70,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP... | {
"RSRP": {
"mean": -116.29361946695049,
"variance": 2.081899828594831,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.9963400468451533,
"variance": 0.0001316776690468117,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend": 0,
... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone C was the user's location."
},
{
"q": "Select the jamm... |
2034-12-20 00:06:27.200 | 2034-12-20 00:06:39.900 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | RSRP was stable at -117.0 dB throughout the period. Uplink and downlink modulation orders were steady, with UL_MCS at 15.0 and DL_MCS at 7.0. DL_BLER remained very low, ranging from 0 to 0.016; its mean was 0.0015. UL_BLER varied between 0.086 and 0.31, with a mean of 0.17; notably it declined by 0.19 to a minimum of 0... | {
"exists": true,
"type": "High Network Congestion (Sudden Spike)",
"anomaly_duration": {
"start": 0,
"end": 43
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes",
... | {
"RSRP": {
"mean": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0014512856065788363,
"variance": 0.000008930885008961055,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "File download was the activity."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone C."
},
{
"q": "Was the use... |
2034-12-20 00:02:01.600 | 2034-12-20 00:02:14.300 | 10 | {
"RSRP": [
-130.6895837900239,
-130.6886754771251,
-130.81113286185575,
-130.76192749538944,
-130.8948090009447,
-130.75317684309198,
-130.92969064850294,
-131.0818885298904,
-131.3116708188702,
-130.8817358501722,
-130.39417388151153,
-130.93025762813295,
-130.393... | Overall the UE experienced variable radio and traffic conditions with a few notable uplink improvements and intermittent downlink packet surges. RSRP improved abruptly mid-recording, rising by 14.29 dB to a peak of -117.0 dB; across the capture RSRP ranged from -131.3 dB to -117.0 dB. The average RSRP was -125.2 dB. Up... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 75
},
"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": -125.20564820795889,
"variance": 46.46340541401789,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.003125576216469541,
"variance": 0.000011305232619630048,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 2.84375,
"variance": 11.912401... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q": "Was the en... |
2034-12-20 00:15:15.200 | 2034-12-20 00:15:27.900 | 10 | {
"RSRP": [
-119.72715740846782,
-119.89425502505831,
-119.7290138623342,
-119.75427490393474,
-119.75465867280545,
-119.8447934837706,
-119.85568191710021,
-119.81979043702975,
-119.90478529781063,
-119.82825587789655,
-119.6947581351369,
-119.82930519338063,
-119.... | Cell radio conditions were steady but weak: RSRP stayed narrowly between -119.9 dB and -119.7 dB, with a mean of -119.8 dB. Uplink RF quality supported moderate uplink rates—UL_SNR ranged from 16.8 dB to 21.6 dB, mean 18.5 dB—enabling UL_MCS values between 14.0 and 18.0 with an average of 16.3. Downlink MCS was fixed a... | {
"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": -119.80863713453013,
"variance": 0.0029869744181070072,
"trend": 0,
"periodicity": 32
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone C."
},
... |
2034-12-20 00:14:30.400 | 2034-12-20 00:14:43.100 | 10 | {
"RSRP": [
-116.14006832011978,
-123.09925627507404,
-124.08447790884841,
-116.08060117100744,
-112.42031353682053,
-117.396976390312,
-124.89691318794388,
-121.54019439023062,
-113.83673692658219,
-113.29993033004878,
-120.60195595469635,
-124.85080428168558,
-119... | RSRP showed frequent instability with at least 23 notable jumps and drops; the measurements ranged between -125.2 dB and -111.5 dB. The long‑term average RSRP was -118.5 dB, with a largest single rise of 13.2 dB reaching -112.0 dB during the observed interval. UL_MCS varied modestly between 14.0 and 16.0 (mean 15.8), w... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Doppl... | {
"RSRP": {
"mean": -118.51888024127872,
"variance": 20.4918413288576,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.0020613353584075936,
"variance": 0.00000233522296319766,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend": 0,... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone C."
},
{
"q... |
2034-12-20 00:07:02.400 | 2034-12-20 00:07:15.100 | 10 | {
"RSRP": [
-123.38187716604045,
-121.14367405844598,
-122.60013245664655,
-121.24087280010875,
-120.92116417100694,
-121.59199561997212,
-121.75854544348816,
-121.86388988345271,
-121.84499855448976,
-121.47061618071591,
-122.70816978719375,
-122.11348021491831,
-1... | The radio link shows consistently poor downlink reference signal levels, with RSRP ranging from -127.3 dB to -120.9 dB. The average RSRP is -124.1 dB. Uplink modulation is high and stable: UL_MCS varies between 14.0 and 15.0 with a mean of 14.9, while DL_MCS is fixed at 7.0. Downlink block error rates are very low over... | {
"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": -124.13463821751486,
"variance": 2.5527648276407344,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00474508658363637,
"variance": 0.000027222167817396374,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q"... |
2034-12-20 00:07:12.000 | 2034-12-20 00:07:24.700 | 10 | {
"RSRP": [
-126.63695006437504,
-124.48559109413881,
-124.85080687288693,
-124.99852356440911,
-125.78451097028534,
-125.18386982321272,
-125.24205841348954,
-126.95049764430313,
-125.30813856411339,
-126.09445646821437,
-126.41972079439927,
-126.56928663862821,
-1... | RSRP improved notably mid-window, rising by 10.15 dB to a peak of −117.00 dB between t≈32 and t≈53. Overall RSRP ranged from −127.3 dB to −117.0 dB. The average RSRP was −119.4 dB.
Uplink radio conditions were strong: UL_SNR spanned 12.2 dB to 21.4 dB with a mean of 17.7 dB. UL_MCS stayed high between 14.0 and 15.0 (m... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 33
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting_... | {
"RSRP": {
"mean": -119.40635290112624,
"variance": 16.261869962866864,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.003961198033853239,
"variance": 0.0000326844680121287,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "Did the network suffer f... |
2034-12-20 00:03:34.400 | 2034-12-20 00:03:47.100 | 10 | {
"RSRP": [
-135.95307815768157,
-135.86204723959864,
-136.13308886791475,
-135.740989397411,
-136.5681545103961,
-136.173795623287,
-135.73763396163076,
-136.62707965387978,
-136.14211958949525,
-135.94996605578865,
-135.40586798480314,
-135.83631376135108,
-135.24... | Signal conditions show consistently poor RSRP, ranging from -136.9 dB to -133.8 dB with a mean of -135.7 dB. Uplink radio quality (UL_SNR) varied between 7.6 dB and 10.4 dB, averaging 8.8 dB. Uplink modulation (UL_MCS) stayed low, between 7.0 and 8.0 with a mean of 7.1, while downlink MCS was flat at 0.0.
BLER differs... | {
"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": -135.7452416402282,
"variance": 0.23769581146046798,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.0027681575981932296,
"variance": 0.0000022687412498040393,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 0,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone C."
},
{
"q": "Was... |
2034-12-20 00:00:16.000 | 2034-12-20 00:00:28.700 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | The link shows consistently weak downlink signal strength with RSRP between -117.0 dB and -116.0 dB. The average RSRP is -116.9 dB. Uplink radio conditions are moderate: UL_SNR ranges from 18.0 dB to 21.8 dB with a mean of 19.6 dB, and UL_MCS varies between 14.0 and 17.0 with an average of 15.4. Downlink MCS is stable ... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 21,
"end": 55
},
"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": -116.90781670026882,
"variance": 0.08296356641450418,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00030291391433131073,
"variance": 4.276062027105214e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
... |
2034-12-20 00:02:36.800 | 2034-12-20 00:02:49.500 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | Signal quality weakened briefly: RSRP fell by 6.34 dB around mid-sequence to a low of −123.34 dBm. Over the window RSRP ranged between −123.9 dBm and −115.8 dBm. The average RSRP was −118.5 dBm.
Uplink and downlink modulation and coding show moderate uplink efficiency and lower downlink efficiency. UL MCS ranged from ... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 54,
"end": 117
},
"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": -118.45450864726416,
"variance": 6.010697688656068,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.003045872089665153,
"variance": 0.000003630174464688473,
"trend": 0,
"periodicity": 2
},
"DL_MCS": {
"mean": 6.5,
"variance": 0.251968503937007... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "Select the jamming state: present or absent... |
2034-12-20 00:10:56.000 | 2034-12-20 00:11:08.700 | 10 | {
"RSRP": [
-112.93503054936468,
-112.88635398832506,
-112.95729675061988,
-113.16236267029196,
-113.19956801557251,
-113.3298330292498,
-113.36836698736056,
-113.71848494237027,
-113.8676664008942,
-113.98346343423584,
-114.0071676789168,
-114.14227434110934,
-114.... | The radio link shows relatively weak RSRP with values between -119.2 dB and -112.7 dB. The average RSRP is -116.2 dB. Uplink modulation is moderate: UL_MCS ranges from 14.0 to 18.0 with a mean of 16.1. Downlink MCS is low, between 6.0 and 7.0, averaging 6.3.
Downlink BLER varies widely from 0.0017 to 1.0 with a mean ... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -116.24442910097305,
"variance": 4.8758074767194985,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.5997158901092503,
"variance": 0.20007149468361785,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.28984375,
"variance": 0.206746432... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone C."
},
{
"q": "Identify... |
2034-12-20 00:10:49.600 | 2034-12-20 00:11:02.300 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-115.87512136408237,
-116.2729021548186,
-116.33160893411346,
-116.86877906323325,
-117.09080687220742,
-117.06424296674203,
-117.57563048380644,
-117.71724080151584,
-117.69506147873986,
-118.2390304926032... | RSRP stayed in a low signal window, ranging from -119.2 dB to -112.7 dB. The average RSRP was -116.6 dB. Uplink modulation (UL_MCS) varied between 13.0 and 18.0 with a mean of 15.7, while downlink MCS remained constant at 6.0. Downlink BLER was very high, between 0.95 and 1.00 with a mean of 0.99. Uplink BLER fluctuate... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 6,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -116.56315188235934,
"variance": 4.044491543332101,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.9902739977235699,
"variance": 0.00017228902214506958,
"trend": 0,
"periodicity": 2
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend": 0,
... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone C."
},
{
"q": "Was this sample impacted by... |
2034-12-20 00:03:31.200 | 2034-12-20 00:03:43.900 | 10 | {
"RSRP": [
-135.6866776723007,
-136.7834149058233,
-135.04938484855165,
-135.8351116143911,
-136.06564282164595,
-135.41987206318723,
-135.5261703316253,
-136.5012115010832,
-135.61107681956372,
-135.77857913766516,
-136.1157125233461,
-136.01760184649387,
-134.712... | Radio conditions were poor: RSRP ranged from -136.9 dB to -133.8 dB with a mean of -135.8 dB. Uplink SNR varied between 7.7 dB and 10.4 dB and averaged 8.8 dB. Uplink MCS sat between 7.0 and 8.0 with a mean of 7.0, while downlink MCS remained constant at 0.0.
Link-layer reliability showed intermittent errors. DL BLER ... | {
"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": -135.82958917779672,
"variance": 0.3098129643020457,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0.008047149516953896,
"variance": 0.00011157880731013574,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 0,
"variance": 0,
"trend": 0... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone C."
},
{
... |
2034-12-20 00:03:44.000 | 2034-12-20 00:03:56.700 | 10 | {
"RSRP": [
-135.9093302224206,
-135.73361940953677,
-136.0049943668949,
-134.1262788202403,
-135.98694849049463,
-135.6473976520264,
-134.42594071461141,
-135.96933699272674,
-135.7219172805619,
-135.74502992217802,
-135.30177746589175,
-135.63638939356173,
-135.65... | RSRP weakened overall with brief improvement and deeper fades: values ranged between -136.8 dB and -116.0 dB. The mean RSRP was -128.4 dB. UL MCS fluctuated between 7.0 and 15.0 with a mean of 9.7, while DL MCS varied from 0 to 7 and averaged 2.3. DL BLER stayed very low, between 0 and 0.0054 with a mean of 0.0012. UL ... | {
"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": -128.44913446818725,
"variance": 77.5807205564826,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0011999484533385058,
"variance": 0.0000014324390919003959,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 2.296875,
"variance": 10.8875... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "File download was the activity."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone C."
},
{
"q": "Did... |
2034-12-20 00:01:36.000 | 2034-12-20 00:01:48.700 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | Across the trace the downlink signal weakened noticeably: RSRP fell to a minimum of -131.17 dB (range: -131.2 to -117.0 dB). The average RSRP was -119.1 dB. Uplink modulation and coding degraded as well—UL MCS hit a low of 5 (range: 5.0 to 15.0) with a mean of 13.4—while DL MCS dropped to 0 (range: 0 to 7) and averaged... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 108,
"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": -119.14771352052725,
"variance": 25.110900168170314,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0006402180868716463,
"variance": 0.0000011716058306317209,
"trend": 0,
"periodicity": 42
},
"DL_MCS": {
"mean": 5.90625,
"variance": 6.5108... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone C."
},
{
"q": "Was jamming detected, o... |
2034-12-20 00:06:56.000 | 2034-12-20 00:07:08.700 | 10 | {
"RSRP": [
-119.68298779972942,
-119.44106391970979,
-119.62476765161277,
-119.88799929474736,
-119.03117164290823,
-119.11347793551788,
-119.70324160646602,
-119.73815477844074,
-119.41525230721183,
-119.86343094722312,
-119.31524217291874,
-119.89879822319605,
-1... | RSRP is weak overall, ranging from -124.7 dB to -118.3 dB with a mean of -121.6 dB. Uplink and downlink modulation are stable: UL MCS is fixed at 15.0 and DL MCS at 7.0. DL BLER is very low, between 0.00036 and 0.004 with a mean of 0.0016. UL BLER is higher, ranging from 0.093 to 0.17 with a mean of 0.14. Uplink SNR va... | {
"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": -121.61820017836816,
"variance": 2.340326233713921,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0015505790320667727,
"variance": 6.648513738747708e-7,
"trend": 0,
"periodicity": 2
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q": "Select the jamming s... |
2034-12-20 00:00:41.600 | 2034-12-20 00:00:54.300 | 10 | {
"RSRP": [
-127.85667953657612,
-127.79299029171995,
-127.89075148478035,
-127.56122315262712,
-127.664220052562,
-127.55829435050477,
-127.77985242267067,
-127.557218834627,
-127.66851859469749,
-127.94987402568329,
-127.69101148080195,
-127.91367424176545,
-127.8... | Over the observation window the downlink reference signal received power (RSRP) improved sharply, rising by 11 dB to a peak of −117 dBm; overall RSRP spanned −129.1 dBm to −117.0 dBm. The average RSRP was −126.3 dBm. Uplink transport conditions showed a substantial uplift: UL_MCS increased to a maximum of 16 (range 0 t... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 109
},
"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": -126.29987681575382,
"variance": 14.316707427233839,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0029650943622020094,
"variance": 0.000007396214913303313,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 0.984375,
"variance": 5.9682... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q"... |
2034-12-20 00:07:24.800 | 2034-12-20 00:07:37.500 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | RSRP held steady at -117.0 dB throughout the trace. Modulation stayed fixed with UL MCS = 15.0 and DL MCS = 7.0. DL BLER was very low, ranging from 0 to 0.0047 (mean 0.0013), while UL BLER was higher, ranging from 0.071 to 0.15 (mean 0.11). Uplink SNR varied between 18.0 dB and 21.0 dB with a mean of 19.3 dB.
Uplink r... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 30,
"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": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0012672219804132343,
"variance": 0.0000011711561654497968,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone C."
},
{
"q": "Did ... |
2034-12-20 00:15:28.000 | 2034-12-20 00:15:40.700 | 10 | {
"RSRP": [
-119.80013628688782,
-119.65317544428707,
-119.74184888356797,
-119.73936400653238,
-119.71629464885116,
-119.91198252867957,
-119.8043395235456,
-119.87720192434566,
-119.73908583673685,
-119.78982425081261,
-119.80224794780459,
-119.78032713790138,
-11... | RSRP stayed low and stable, between -119.9 dB and -116.0 dB. The average RSRP was -118.6 dB. Uplink modulation used relatively high MCS values, with UL MCS ranging from 15.0 to 19.0 and a mean of 16.5. Downlink MCS was fixed at 7.0 and DL BLER remained zero throughout. Uplink BLER varied between 0.048 and 0.22, averagi... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 85
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -118.55180021297986,
"variance": 3.207394257101793,
"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": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone C was the user's location."
},
{
"q": "Was the environment ja... |
2034-12-20 00:06:24.000 | 2034-12-20 00:06:36.700 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | RSRP remained flat at -117.0 dB throughout the trace. Uplink radio conditions were stable: UL_SNR ranged from 18.0 dB to 20.9 dB with a mean of 19.2 dB, and UL_MCS varied between 14.0 and 17.0 with an average of 15.0. Downlink modulation was constant at DL_MCS 7.0. PRB allocation on downlink was consistently high, with... | {
"exists": true,
"type": "High Network Congestion (Sudden Spike)",
"anomaly_duration": {
"start": 0,
"end": 75
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes",
... | {
"RSRP": {
"mean": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0014443809190788364,
"variance": 0.000008950678714593935,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "File download was the activity."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone C was the user's location."
},
{
"q": "Select the jamming ... |
2034-12-20 00:13:29.600 | 2034-12-20 00:13:42.300 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-1... | Overall the trace shows a period of weaker radio conditions followed by recovery with corresponding shifts in throughput and uplink buffering. RSRP fell to a nadir of −130.79 dB (range −130.9 to −116.0 dB). The average RSRP was −122.1 dB. UL_SNR mirrored this behavior, dropping to as low as 5.63 dB and peaking at 20.68... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 96,
"end": 100
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP... | {
"RSRP": {
"mean": -122.06946295610419,
"variance": 49.59215401216197,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0008596597567238368,
"variance": 0.0000011951362698835288,
"trend": 0,
"periodicity": 42
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone C."
},
{
"q": "Select the jamming s... |
2034-12-20 00:10:59.200 | 2034-12-20 00:11:11.900 | 10 | {
"RSRP": [
-118.74403799416136,
-118.65068871602317,
-118.89619434273169,
-119.02304259745918,
-119.04929352127644,
-119.10036653150648,
-119.01555739836085,
-118.99387842858198,
-118.89821744797062,
-119.1826729425502,
-118.78319852851476,
-119.18514945011178,
-11... | Overall the radio link is relatively stable but exhibits intermittent bursts of capacity and error activity. RSRP is weak, ranging between -119.2 dB and -112.7 dB. The RSRP mean is -116.1 dB. Uplink modulation is good with UL_MCS between 15.0 and 18.0 and a mean of 16.2, while downlink modulation is modest with DL_MCS ... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -116.0607614322694,
"variance": 5.088944252826007,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.35272467608885016,
"variance": 0.1909751487160481,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.53984375,
"variance": 0.24965981791... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone C."
},
{
"q": "Select the jamming state: present or absent?",... |
2034-12-20 00:14:17.600 | 2034-12-20 00:14:30.300 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-1... | RSRP weakened notably during the observation window, falling by about 8.35 dB to a low near -124.35 dB; overall RSRP ranged from -124.4 dB to -112.1 dB. The average RSRP was -116.1 dB.
Uplink radio conditions were generally strong: UL_SNR varied between 15.6 dB and 21.6 dB with a mean of 19.3 dB. UL_MCS stayed high, b... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 124,
"end": 127
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Dop... | {
"RSRP": {
"mean": -116.09310085837146,
"variance": 0.9001101776069222,
"trend": 0,
"periodicity": 6
},
"DL_BLER": {
"mean": 0.00023899296710716092,
"variance": 1.8260193213100993e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.96875,
"variance": 0.03051181... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone C was the user's location."
},
{
"q": "Was the environment jammed or interference-free?",... |
2034-12-20 00:03:40.800 | 2034-12-20 00:03:53.500 | 10 | {
"RSRP": [
-135.47920072544528,
-135.86963805813267,
-136.0143600785241,
-135.06068166075565,
-135.79250264633026,
-135.94709605967728,
-135.7115419445253,
-135.48236447988657,
-135.8303287323395,
-135.08397526024967,
-135.77803521307786,
-136.15667440680372,
-135.... | Over the trace the downlink RSRP showed notable variability, peaking near -116.0 dB and falling to about -136.8 dB. The mean RSRP was -129.1 dB. Uplink modulation (UL_MCS) varied between 7.0 and 15.0 with a mean of 9.7, while downlink MCS (DL_MCS) ranged from 0 to 7 with a mean of 2.3, indicating generally low DL spect... | {
"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": -129.12123459855246,
"variance": 85.09678856971276,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0013977267064529146,
"variance": 0.0000019233418460539296,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 2.296875,
"variance": 10.887... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone C."
},
{
"q": "Was this sample impacted by jamming?",
... |
2034-12-20 00:00:51.200 | 2034-12-20 00:01:03.900 | 10 | {
"RSRP": [
-127.9523792117538,
-127.75451889824112,
-127.85653999843022,
-127.73348951890482,
-127.69470610628656,
-127.68238182871987,
-127.55748433199646,
-127.74226868939454,
-127.58347964748617,
-127.74759176647848,
-127.82024896013324,
-127.59478290762063,
-12... | Over the interval the device experienced a notable improvement in uplink radio conditions and throughput. RSRP increased by 11 dB to a peak of -117 dB; RSRP values ranged between -128.0 dB and -117.0 dB. The average RSRP was -118.2 dB. UL_SNR climbed by 11.66 dB to a high of 19.78 dB; UL_SNR ranged from 7.4 dB to 22.7 ... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 0,
"end": 13
},
"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": -118.17503039881035,
"variance": 11.333099133878909,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0014860685835055827,
"variance": 0.000004316722618889471,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 6.234375,
"variance": 4.81077... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone C is the relevant test area."
},
{
"q": "Was the environment ... |
2034-12-20 00:07:44.000 | 2034-12-20 00:07:56.700 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | Cell coverage is weak with RSRP steady at −117.0 dB. Uplink radio conditions are reasonably good: UL_SNR ranged between 17.7 dB and 21.2 dB, with a mean of 19.1 dB. Uplink modulation was high—UL_MCS ranged from 14.0 to 15.0 with a mean of 14.7—while downlink modulation stayed fixed at DL_MCS = 7.0.
Link quality shows ... | {
"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": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.006004072565154166,
"variance": 0.0000035813261423686907,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone C was the location of the user."
},
{
"q": "Did the ... |
2034-12-20 00:14:27.200 | 2034-12-20 00:14:39.900 | 10 | {
"RSRP": [
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-116,
-120.78733006207227,
... | RSRP showed significant volatility with at least 17 abrupt jumps and drops; the lowest observed RSRP was -125.2 dB and the highest was -111.5 dB. The average RSRP over the trace was -118.0 dB. Notably, a major fall to -124.9 dB occurred between t≈50–53.
Uplink MCS stayed high and tightly clustered between 16.0 and 17.... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 28,
"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": -118.01122217264594,
"variance": 17.37002502074625,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.0017108249748978798,
"variance": 0.0000026561639827675093,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 6.21875,
"variance": 0.17224409... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone C was the location of the user."
},
{
"... |
2034-12-20 00:06:49.600 | 2034-12-20 00:07:02.300 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117.33303892308047,
-117.9763111823332,
-116.95932381324354,
-116.95630410950722,
-116.40128633573943,
-117.25484342363117,
-117.77366767066363,
-116.97312749753604,
-116.42616423454345,
... | RSRP was low and stable, ranging between -122.2 dB and -116.4 dB. The mean RSRP was -119.1 dB. Uplink modulation order (UL_MCS) was moderate, between 14.0 and 16.0 with a mean of 14.8. Downlink MCS remained fixed at 7.0. Downlink BLER was very low, ranging from 3.4e-05 to 0.0034 and averaging 0.0012. Uplink BLER was hi... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 8,
"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": -119.14113360264884,
"variance": 2.360359690771422,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0012114227031385539,
"variance": 5.89097632867242e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone C was the user's location."
},
{
"q": "Was jamming detected, or was the signa... |
2034-12-20 00:00:22.400 | 2034-12-20 00:00:35.100 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | Over the observed interval the downlink reference signal power degraded substantially, with RSRP falling by about 10.9 dB to a minimum near -127.9 dBm. RSRP values ranged between -128.2 dBm and -117.0 dBm. The average RSRP was -120.4 dBm.
Uplink radio conditions also weakened: UL_SNR dropped roughly 13.2 dB to a low a... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 88,
"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": -120.37461743992591,
"variance": 25.256536274155017,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0003775660499808312,
"variance": 4.392660458548863e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 4.8125,
"variance": 10.6102362... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone C."
},
{
"q": "... |
2034-12-20 00:07:37.600 | 2034-12-20 00:07:50.300 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-1... | The link shows a persistently weak downlink reference level with RSRP steady at -117.0 dB while UL and DL modulation stay fixed at UL_MCS 15.0 and DL_MCS 7.0. Downlink radio error performance is very low: DL_BLER ranged between 0.0019 and 0.012; the average DL_BLER was 0.0049. Uplink BLER is materially higher: UL_BLER ... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"... | {
"RSRP": {
"mean": -117,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.004874233837799377,
"variance": 0.000002362550112269637,
"trend": 0,
"periodicity": 42
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"U... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone C."
},
{
... |
2034-12-20 00:03:47.200 | 2034-12-20 00:03:59.900 | 10 | {
"RSRP": [
-135.66005927458434,
-135.3449065854432,
-135.9748175269249,
-135.77645729877963,
-135.8133695130901,
-135.24718865750438,
-135.25385586371507,
-135.69006494782903,
-135.89686569563824,
-135.89775030974837,
-135.69996317435175,
-135.13363468719257,
-136.... | RSRP showed substantial variability: values ranged between -136.1 dB and -116.0 dB. The average RSRP was -127.8 dB, with a notable short-term peak near -116 dB and a deeper trough around -133.4 dB later in the trace.
UL_MCS varied between 7.0 and 15.0 with a mean of 9.6. DL_MCS spanned 0 to 7 with an average of 2.3, ... | {
"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": -127.7780708638007,
"variance": 69.13081002908116,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0009176067910294443,
"variance": 8.569977469665851e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 2.296875,
"variance": 10.8875492... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone C was the location of the user."
},
{
"q": "Was this sample im... |
2034-12-20 00:15:24.800 | 2034-12-20 00:15:37.500 | 10 | {
"RSRP": [
-119.80218401289929,
-119.76677729460421,
-119.74394400646487,
-119.76596958844625,
-119.82775034239384,
-119.72202725170396,
-119.76893044524864,
-119.93089631000575,
-119.7866804284717,
-119.76833671866486,
-119.7697841912294,
-119.73683950876082,
-119... | Cellular uplink conditions were generally good: RSRP ranged between -119.9 dB and -116.0 dB, with a mean of -119.5 dB. Uplink SNR varied from 17.2 dB to 20.6 dB, averaging 18.6 dB. UL MCS moved between 15.0 and 19.0 (mean 16.4), while DL MCS stayed fixed at 7.0 and DL BLER remained 0.0.
Uplink BLER fluctuated between ... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 117
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooti... | {
"RSRP": {
"mean": -119.50263592426383,
"variance": 1.050803047595424,
"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": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone C was the location of the user."
},
{
"q": "Was t... |
2034-12-20 00:14:43.200 | 2034-12-20 00:14:55.900 | 10 | {
"RSRP": [
-124.94207648019555,
-119.68765470877844,
-112.68949055171902,
-114.73140732296626,
-123.27705786826593,
-124.11113397942063,
-116.55772894685332,
-112.37627279817225,
-117.02170335046975,
-124.80582724822638,
-121.9784060158959,
-114.00161153538288,
-11... | RSRP exhibited multiple abrupt changes (at least five notable jumps and drops), the most significant rising from about -125 dB to -112.4 dB early in the trace. RSRP values range between -124.9 dB and -112.4 dB. The mean RSRP is -116.7 dB.
Uplink MCS stayed high and tightly clustered with values between 16.0 and 17.0 a... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 34
},
"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": -116.73948685362595,
"variance": 6.9810673166899395,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.00042764028513116246,
"variance": 5.820483264272825e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.7265625,
"variance": 0.2002337... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?",
"a": "File download was the activity."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone C."
},
{
"q": "Cho... |
2034-12-20 00:01:52.000 | 2034-12-20 00:02:04.700 | 10 | {
"RSRP": [
-130.79605467242607,
-130.90566311771488,
-130.93530722163737,
-130.94752354198374,
-130.4775087613666,
-130.78575715390556,
-131.20223387530834,
-130.80429559883382,
-130.88858120852086,
-131.13851941229106,
-130.80458847354726,
-131.08532702566075,
-13... | RSRP was very weak and tightly clustered, ranging from -131.3 dB to -130.4 dB with a mean of -130.8 dB. Uplink modulation was fixed at an MCS index of 5.0 while downlink MCS stayed at 0.0. Downlink BLER remained very low, between 0.00045 and 0.0051 with a mean of 0.002. Uplink BLER was substantially higher, ranging fro... | {
"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": -130.83062675594778,
"variance": 0.046774841941159245,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.0019520797599340584,
"variance": 0.0000010245215027743346,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 0,
"variance": 0,
"tre... | {
"zone": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone C."
},
{
"q": "Was jamming detected, or was the signal unaffe... |
2034-12-20 00:06:08.000 | 2034-12-20 00:06:20.700 | 10 | {
"RSRP": [
-129.2437462033211,
-128.80171888700065,
-129.02241181415985,
-129.16081731615813,
-128.50837191086993,
-128.5106375047225,
-128.77129995241197,
-128.62109907400338,
-128.84380659783363,
-128.92206042376608,
-129.11751945541863,
-128.74042245034084,
-128... | RSRP conditions were relatively weak but briefly improved: RSRP ranged between -129.3 dB and -117.0 dB, with a mean of -125.5 dB, including a notable rise of 12.16 dB reaching -117.0 dB late in the trace. Uplink radio quality also saw a pronounced short-term gain: UL_SNR varied from 6.6 dB to 20.7 dB, mean 11.1 dB, wit... | {
"exists": true,
"type": "High Network Congestion (Sudden Spike)",
"anomaly_duration": {
"start": 122,
"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": -125.50353372892401,
"variance": 28.542869708078975,
"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": "C",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone C."
},
{
"q": "Identi... |
2034-12-20 00:00:28.800 | 2034-12-20 00:00:41.500 | 10 | {
"RSRP": [
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-117,
-127.86734206841898,
-127.64712898104219,
-127.6227159... | Over the trace the downlink reference signal power weakened noticeably; RSRP fell by ~10.9 dB to a minimum near -127.9 dBm. The observed RSRP values span -128.2 dBm to -117.0 dBm. Mean RSRP is -125.7 dBm.
Uplink modulation and coding degraded significantly: UL MCS dropped by 14 steps to a low of 1, with values ranging... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 24,
"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": -125.7490611123049,
"variance": 17.823346804832486,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0010795280252755106,
"variance": 7.886618300041253e-7,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 1.3125,
"variance": 7.5236220472... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone C."
},
{
"q": "Did the... |
2034-12-20 00:13:36.000 | 2034-12-20 00:13:48.700 | 10 | {
"RSRP": [
-129.85640881195408,
-130.14791032965113,
-130.30575833419385,
-130.55216229748606,
-130.2500422700664,
-129.95061085662826,
-130.39537657877017,
-130.13113412854173,
-130.38932861654416,
-130.52267530166213,
-130.0890053855898,
-130.15578962545598,
-130... | RSRP improved notably during the window, climbing by 14.55 dB to a peak of -116.00 dB; overall RSRP ranged from -130.9 dB to -116.0 dB. The average RSRP was -119.4 dB. Uplink radio conditions were strong: UL_SNR rose sharply by 15.50 dB to a maximum of 20.68 dB and spanned 5.2 dB to 22.7 dB. Mean UL_SNR was 16.5 dB. Up... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 32,
"end": 36
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -119.39534242215069,
"variance": 36.6547792028531,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0007959944192918369,
"variance": 0.0000016381431643527404,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "C",
"application": "File",
"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 downloading a file."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone C."
},... |
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