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 |
|---|---|---|---|---|---|---|---|---|
2035-11-28 00:14:27.200 | 2035-11-28 00:14:39.900 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-1... | The radio indicates a consistently weak downlink reference: RSRP remained steady at -112.0 dB. Uplink physical layer showed relatively high and stable modulation: UL_MCS varied between 16.0 and 17.0 with a mean of 16.1. Downlink MCS was constant at 7.0. Uplink SNR ranged from 17.5 dB to 22.4 dB, with a mean of 18.8 dB.... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 49,
"end": 118
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Byte... | {
"RSRP": {
"mean": -112,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0006207309551270009,
"variance": 5.586132847606711e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "Did the user expe... |
2035-11-28 00:02:11.200 | 2035-11-28 00:02:23.900 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-106.53,
-106,
-106,
-106,
-106,
-106,
-106,
-106.44086021505376,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107... | The link shows consistently poor downlink signal strength with RSRP ranging from -107.0 dB to -106.0 dB. The average RSRP is -106.9 dB. Uplink radio conditions are moderate: UL_SNR varies between 17.5 dB and 20.7 dB with a mean of 18.9 dB, and UL_MCS spans 16.0 to 18.0 with an average of 16.4. Downlink MCS is fixed at ... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 1,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
... | {
"RSRP": {
"mean": -106.9450848454301,
"variance": 0.048405755915952954,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "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 B."
},
{
"q": "Was jamming det... |
2035-11-28 00:15:08.800 | 2035-11-28 00:15:21.500 | 10 | {
"RSRP": [
-116.56930880176594,
-116.48268051164513,
-116.5392079552911,
-116.57083899328903,
-116.61257352975423,
-116.53703649324093,
-116.60102485520521,
-116.67154598372616,
-116.7165676243365,
-116.53975348180472,
-116.75919030682505,
-116.5886497959906,
-116.... | RSRP stayed in a narrow, weak-signal window, ranging from -116.8 dB to -112.0 dB. The average RSRP was -114.2 dB. Uplink MCS clustered at higher values with a range from 15.0 to 17.0 and a mean of 16.1, while downlink MCS remained fixed at 7.0. Downlink BLER was consistently 0.0, whereas uplink BLER varied between 0.05... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 60
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -114.19577616886473,
"variance": 5.3394483182649966,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "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 B."
},
{
"q": "Select the jamming stat... |
2035-11-28 00:15:02.400 | 2035-11-28 00:15:15.100 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-116.74515574373662,
-116.54... | Cell radio conditions were relatively stable with RSRP spanning -117.7 dB to -112.0 dB and averaging -115.5 dB. Uplink SNR varied between 15.4 dB and 20.6 dB with a mean of 17.5 dB. Uplink MCS was fixed at 16.0 while downlink MCS remained fixed at 7.0.
Error performance shows very low downlink BLER (0 to 0.0045, mean ... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 27,
"end": 124
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshoot... | {
"RSRP": {
"mean": -115.5440510265315,
"variance": 3.893436224441233,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0003460298919178554,
"variance": 6.857354691278251e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone B was the location of the user."
},
{
"q": "Was the environment jammed or inte... |
2035-11-28 00:16:03.200 | 2035-11-28 00:16:15.900 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-1... | Over the trace the downlink reference signal power weakened, falling to a minimum of -127.0 dB with a maximum of -111.0 dB. The average RSRP was -115.6 dB, with a notable drop of ~15 dB toward the low end late in the window. Uplink MCS ranged from 5.0 to 16.0 with a mean of 13.2, while downlink MCS varied between 0 and... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 17
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"D... | {
"RSRP": {
"mean": -115.57563774305375,
"variance": 39.63330305703602,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0011105315094350804,
"variance": 0.0000026539835700712743,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 5.1953125,
"variance": 9.44... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone B was the user's location."
},
{
"q": "Did the u... |
2035-11-28 00:12:09.600 | 2035-11-28 00:12:22.300 | 10 | {
"RSRP": [
-117.57007114069044,
-116.7160023227086,
-118.16487322644934,
-117.35748299365314,
-116.87594362807825,
-116.60988904162976,
-116.78003901386427,
-117.9529517690918,
-118.20725136437429,
-117.39205292433469,
-117.14369517081485,
-118.24429734567681,
-118... | RSRP improved during the window, rising by 7.24 dB to a peak of -112.00 dBm (observed between t≈31–53). RSRP ranged from -119.2 dBm to -112.0 dBm. The average RSRP was -113.5 dBm.
Uplink modulation and link quality were healthy: UL_MCS varied between 15.0 and 17.0 with a mean of 15.9, and UL_SNR spanned 13.7 dB to 24.... | {
"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": -113.51237023211775,
"variance": 6.476725002016228,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000600171421198101,
"variance": 7.521026750705491e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone B."
},
{
"q": "Was the user affecte... |
2035-11-28 00:02:40.000 | 2035-11-28 00:02:52.700 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-106.87,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
... | RSRP weakened over the session, falling by about 12.5 dB to a minimum near -118.5 dBm; observed values ranged from -118.7 dBm to -106.0 dBm. The average RSRP was roughly -114.6 dBm, indicating generally poor downlink signal strength. Uplink modulation (UL_MCS) stayed high and tightly clustered, ranging from 16.0 to 17.... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 39,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_... | {
"RSRP": {
"mean": -114.57714162969674,
"variance": 29.76352604148811,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "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 B."
},
{
"q": "Identify the s... |
2035-11-28 00:02:43.200 | 2035-11-28 00:02:55.900 | 10 | {
"RSRP": [
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-117.92712526556852,
-118.3284247487698,
-117.96005270940724,
-117.8327353693189,
-118.16388023368967,
-118.29459409056605,
-118.41263106484766,
-118.30442514199127,
-118.16118590018097,
-117.7965... | Over the trace the downlink reference signal power weakened, falling by about 12.5 dB early on and reaching a minimum near -118.5 dBm. Across the period RSRP ranged from -118.7 dBm to -106.0 dBm. The average RSRP was -117.5 dBm.
Uplink modulation stayed high and tight: UL MCS varied between 16.0 and 17.0 with a mean o... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 7,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -117.50538664968735,
"variance": 7.751525410603404,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone B."
},
{
"q": "What is the condition: jamming... |
2035-11-28 00:02:46.400 | 2035-11-28 00:02:59.100 | 10 | {
"RSRP": [
-117.74930639539163,
-118.02087396474757,
-118.00776828337588,
-118.43587818321134,
-118.27778727931967,
-118.12429858958181,
-118.27164775696868,
-118.41237375060982,
-117.90037661375752,
-117.99156335417427,
-118.26417314783235,
-118.27907431260988,
-1... | RSRP stayed very low and nearly constant, ranging from -118.7 dB to -117.7 dB. The average RSRP was -118.2 dB. Uplink modulation (UL_MCS) varied between 15.0 and 18.0 with a mean of 16.4, while downlink MCS remained fixed at 7.0 and DL_BLER was stable at 0.0. Uplink BLER rose during the trace, reaching a peak of 0.29 (... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -118.18330383016752,
"variance": 0.03201150666463819,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone B."
},
{
"q": "Was ... |
2035-11-28 00:15:56.800 | 2035-11-28 00:16:09.500 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-1... | RSRP stayed flat at -112.0 dB throughout the period. Radio link adaptation showed stable modulation: UL MCS held at 16.0 and DL MCS at 7.0. DL BLER was very low, ranging from 0 to 0.0026 with a mean of 0.00029. UL BLER was higher, ranging from 0.058 to 0.13 with a mean of 0.089.
UL SNR indicated a healthy uplink radio... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 46,
"end": 81
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"... | {
"RSRP": {
"mean": -112,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.00029316971060845643,
"variance": 2.999279873732361e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"U... | {
"zone": "B",
"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 B."
},
... |
2035-11-28 00:01:55.200 | 2035-11-28 00:02:07.900 | 10 | {
"RSRP": [
-118.08407970317548,
-118.63201524517996,
-119.32579097643625,
-118.3931223723394,
-119.33059687746785,
-119.10889280770972,
-118.24323832171001,
-119.3565264248402,
-118.69155327385334,
-118.55827186219298,
-119.2280529144966,
-118.67109494438827,
-118.... | Over the trace the downlink RSRP improved notably, rising by 15.25 dB to a peak of -107.00 dB (overall RSRP ranged from -122.2 dB to -107.0 dB). The mean RSRP was -113.7 dB. Uplink radio conditions showed a strong transient: UL_SNR increased by 12.72 dB to a high of 19.16 dB (UL_SNR ranged from 6.2 dB to 21.2 dB) with ... | {
"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": -113.67268757049553,
"variance": 42.66397694941541,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.002589351130930464,
"variance": 0.000006603738872775503,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone B is the relevant test area."
},
{
"q": "What is the conditio... |
2035-11-28 00:09:32.800 | 2035-11-28 00:09:45.500 | 10 | {
"RSRP": [
-109.41135128032515,
-106.82207551090849,
-116.00308248951417,
-122.43147569505035,
-115.99248489997626,
-107.19674248656091,
-109.17270019237617,
-118.3205414800493,
-121.82852938586669,
-112.50155068510439,
-107.11769453590111,
-111.01262106868278,
-12... | Overall the uplink radio and traffic show variability with generally moderate uplink quality. RSRP experienced multiple abrupt changes, including a notable drop to -122.5 dB (largest fall to that minimum); across the trace RSRP ranged between -122.5 dB and -105.8 dB. The mean RSRP was -114.1 dB. UL_SNR varied between 1... | {
"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": -114.12968428267436,
"variance": 31.372384386584685,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.000740132031249989,
"variance": 0.0000032128467680210032,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend":... | {
"zone": "B",
"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 B."
},
{
"q": "Was thi... |
2035-11-28 00:13:20.000 | 2035-11-28 00:13:32.700 | 10 | {
"RSRP": [
-119.60931387608562,
-111.73877217969827,
-110.02948868346306,
-118.35351475330842,
-120.1729755499276,
-113.33511239665128,
-109.81542244438336,
-116.27854112386976,
-120.88774003163236,
-115.23113841293416,
-109.28098186573348,
-114.0445752314736,
-121... | The radio link shows notable instabilities during the trace. RSRP varied between -133.5 dB and -109.2 dB. The RSRP mean is -123.1 dB and the series exhibits multiple abrupt jumps and drops, including a major drop to -133.5 dB. UL SNR fluctuated between 3.3 dB and 22.2 dB with a mean of 11.2 dB; it experienced a sharp f... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 49,
"end": 108
},
"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": -123.11031023138051,
"variance": 84.53847333709898,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0016838461446676374,
"variance": 0.0000028854081660161535,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 3.203125,
"variance": 9.659... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone B."
},
{
"q": "Was this sample... |
2035-11-28 00:04:22.400 | 2035-11-28 00:04:35.100 | 10 | {
"RSRP": [
-107.16284266503234,
-107.23161418665696,
-107.44822890519134,
-107.76964202736032,
-107.89481551051205,
-108.52269542830658,
-108.33648388333276,
-109.62468677187529,
-109.92320480456179,
-110.65291782131497,
-111.21324228825368,
-111.6130704093636,
-11... | Signal strength showed a notable short-term improvement: RSRP rose by 7.82 dB to a peak of −104.32 dB (observed around the mid-window). Over the period RSRP ranged from −117.4 dB to −104.3 dB. The average RSRP was −112.2 dB.
Uplink and downlink channel quality and modulation: UL_MCS varied between 15.0 and 17.0 with a... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 35
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"
... | {
"RSRP": {
"mean": -112.164398219288,
"variance": 4.575272127236631,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.00020180104004946406,
"variance": 0.0000012826512532961654,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone B."
},
{
"q": "Did th... |
2035-11-28 00:02:27.200 | 2035-11-28 00:02:39.900 | 10 | {
"RSRP": [
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106.95698924731182,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
... | The radio link shows consistently weak RSRP, ranging between -107.0 dB and -106.0 dB with a mean of -106.9 dB. Uplink physical layer conditions were moderate: UL_SNR varied from 17.5 dB to 20.2 dB with a mean of 18.7 dB, while UL_MCS ranged between 16.0 and 18.0 with an average of 16.5. Downlink MCS was static at 7.0.
... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 0,
"end": 57
},
"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": -106.93716397849462,
"variance": 0.05902723723010172,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0009244833058784898,
"variance": 0.0000050873544592896834,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tre... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "Was the enviro... |
2035-11-28 00:06:52.800 | 2035-11-28 00:07:05.500 | 10 | {
"RSRP": [
-110.43190362928004,
-110.39917707795281,
-110.50379894840408,
-110.41849684199363,
-110.6365860510426,
-110.48512416587077,
-110.36853082669195,
-110.52264100306458,
-110.38195010632751,
-110.48155164902704,
-110.45165725207292,
-110.49057420681083,
-11... | The radio link was generally weak: RSRP varied between -110.6 dB and -107.0 dB with a mean of -108.8 dB. Uplink channel quality and throughput indicators were moderate — UL_SNR ranged from 15.6 dB to 21.6 dB with a mean of 17.7 dB, and UL_MCS varied between 14.0 and 18.0 with a mean of 16.1. Downlink MCS remained fixed... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"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"
],
"troubleshootin... | {
"RSRP": {
"mean": -108.78775046035848,
"variance": 3.0272998492981262,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "Was the envir... |
2035-11-28 00:02:20.800 | 2035-11-28 00:02:33.500 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | The radio link shows consistently weak RSRP, ranging from -107.0 dB to -106.0 dB with a mean of -106.9 dB. Uplink modulation and coding (UL_MCS) varied modestly between 16.0 and 18.0 with a mean of 16.5, while downlink MCS remained fixed at 7.0. Uplink SNR ranged from 17.5 dB to 20.2 dB and averaged 18.7 dB.
Downlink ... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 0,
"end": 121
},
"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": -106.93302335349463,
"variance": 0.060697310347852106,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0009230856496284898,
"variance": 0.000005089936922881338,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tre... | {
"zone": "B",
"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 B is the relevant test area."
},
{
"q"... |
2035-11-28 00:05:52.000 | 2035-11-28 00:06:04.700 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | The radio link shows consistently weak RSRP, ranging between -108.5 dB and -105.6 dB with a mean of -107.1 dB. Uplink modulation and coding is moderate: UL_MCS varies from 15.0 to 18.0 with a mean of 16.3, while DL_MCS is fixed at 7.0. Downlink BLER is negligible (min 0, max 0.0097; mean 0.00097), whereas uplink BLER i... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 58,
"end": 92
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -107.13163708639745,
"variance": 0.12517127154857755,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0009691310800880764,
"variance": 0.000003596122472887681,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tren... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "Identify the scenario: jamming or no jamm... |
2035-11-28 00:01:32.800 | 2035-11-28 00:01:45.500 | 10 | {
"RSRP": [
-117.31318431142421,
-118.05370395191902,
-117.55927493683126,
-117.46926196553045,
-117.34124536733559,
-117.55337971417218,
-117.99583888296726,
-117.45382615393925,
-118.07895934245033,
-117.8744666629722,
-117.53005260360067,
-118.20714564362386,
-11... | The radio link shows relatively weak but stable downlink signal strength, with RSRP ranging from -119.7 dB to -112.9 dB. The average RSRP is -116.2 dB. Uplink modulation is moderate, with UL MCS between 15.0 and 18.0 and a mean of 16.4, while DL MCS is fixed at 7.0. Uplink SNR varies between 9.6 dB and 15.3 dB, averagi... | {
"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": -116.1619566908046,
"variance": 2.9891889526202253,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0022241806312667993,
"variance": 0.0000017147736074210185,
"trend": 0,
"periodicity": 2
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone B is the relevant test area."
},
{
"q": "Select the jamming state: present or... |
2035-11-28 00:05:48.800 | 2035-11-28 00:06:01.500 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | The radio conditions show consistently weak but stable downlink signal strength, with RSRP ranging from -108.5 dB to -105.6 dB and an average of -107.1 dB. Uplink link quality is good: UL_SNR ranges between 17.0 dB and 21.8 dB with a mean of 18.7 dB. Modulation and coding on the uplink is high (UL_MCS between 15.0 and ... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 90,
"end": 124
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -107.13163708639745,
"variance": 0.12517127154857755,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0009315060800880788,
"variance": 0.000003657739732442074,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tren... | {
"zone": "B",
"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 B was the user's location."
},
{
"q": "Was the environment... |
2035-11-28 00:09:29.600 | 2035-11-28 00:09:42.300 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-114.24676241398872,
-122.41423629466304,
-117.72732631080859,
-108.46169831696172,
-107.90670706466231,
-117.92253121041925,
-1... | The trace shows a moderately weak and variable downlink reference signal with multiple abrupt changes: RSRP fluctuated between -122.5 dB and -106.0 dB. The average RSRP was −113.9 dB. Several pronounced RSRP jumps/drops occurred (at least 19), the largest decline reaching −122.5 dB around the lowest point.
Uplink and ... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 15,
"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": -113.92448088296459,
"variance": 28.038187168719674,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.000740132031249989,
"variance": 0.000003212846768021002,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.1171875,
"variance": 0.104269... | {
"zone": "B",
"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 B."
},
{
"q": "Was the ... |
2035-11-28 00:08:57.600 | 2035-11-28 00:09:10.300 | 10 | {
"RSRP": [
-112.80152433324461,
-112.69855089978877,
-112.80985630138223,
-112.50945505708464,
-112.62147337450347,
-112.5920959184734,
-117.44574238522533,
-117.58307240978979,
-117.87626980204665,
-117.8237413999286,
-117.84724164081749,
-117.5683236543648,
-117.... | RSRP showed two notable uplifts: a strong rise to a peak of −102.90 dB during the mid-window and a smaller jump to −111.00 dB later. Across the trace RSRP ranged between −122.8 dB and −102.9 dB. The mean RSRP was −118.0 dB.
Uplink MCS dropped to a low of 6.30 (range 6.3 to 18.0) with a mean of 14.8. Downlink MCS reach... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 107
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -117.97525860499815,
"variance": 17.545261809130494,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.20618362836825438,
"variance": 0.0773225804452893,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.644765625,
"variance": 0.36941411... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone B."
},
{
"q": "Was the user affecte... |
2035-11-28 00:13:23.200 | 2035-11-28 00:13:35.900 | 10 | {
"RSRP": [
-113.4049522464584,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-130.53368650178194,
-130.07081760587215,
-130.03415104036338,
-130.54434209818308,
-129.9490411015255... | RSRP exhibited significant variability: it fell to a minimum of -133.48 dB and rose to a maximum of -116.54 dB. The mean RSRP over the trace is -123.1 dB. Uplink modulation (UL_MCS) ranged from 8.0 to 17.0 with a mean of 13.7, while downlink modulation (DL_MCS) spanned 0 to 7 with a mean of 3.7. DL BLER remained very l... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 17,
"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_... | {
"RSRP": {
"mean": -123.09740381725473,
"variance": 81.66089663309079,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0011035727071676412,
"variance": 0.0000015225461316859724,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 3.703125,
"variance": 12.226... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone B."
},
{
"q": "What... |
2035-11-28 00:09:48.800 | 2035-11-28 00:10:01.500 | 10 | {
"RSRP": [
-111.8315457286309,
-105.99957473169701,
-113.22521157030987,
-120.91891116169961,
-118.96153274438362,
-109.00068457925272,
-106.89314736506138,
-115.56373443122969,
-121.83702329637993,
-116.561694977308,
-107.39275507269684,
-108.6783329006346,
-119.1... | The connection exhibits intermittent and sometimes large fluctuations in uplink radio conditions and traffic. RSRP varied between -122.4 dB (minimum) and -105.9 dB (maximum). The average RSRP was -112.4 dB, with at least 11 notable jumps/drops including a pronounced fall to -122.4 dB. Uplink SNR ranged from 10.5 dB to ... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 59
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Dopple... | {
"RSRP": {
"mean": -112.39575990726047,
"variance": 16.746451252360476,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.0003336320312499922,
"variance": 8.228435974698494e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.53125,
"variance": 0.2509842519... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone B."
},
{
"q": "Did the network suffer from jamming or oper... |
2035-11-28 00:03:05.600 | 2035-11-28 00:03:18.300 | 10 | {
"RSRP": [
-118.15668404745219,
-118.13614486133456,
-118.13816703388262,
-117.99718287123638,
-118.43562626966947,
-118.33552131962088,
-118.18590696270053,
-118.2925464755151,
-118.45488805465702,
-118.54836386584911,
-118.14124446818303,
-118.2511068681088,
-118... | The radio link shows consistently poor downlink signal strength with RSRP between -119.7 dB and -118.0 dB; the average RSRP is -119.0 dB. Uplink modulation is moderately high with UL_MCS ranging from 16.0 to 17.0 and a mean of 16.3, while DL_MCS remained fixed at 7.0. Downlink reliability is excellent with DL_BLER betw... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -119.0004620227777,
"variance": 0.15364857919094702,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0013830861062475858,
"variance": 0.000005643427015918422,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What 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 B."
},
{
"q": "Identify the scenario: jamming or no ja... |
2035-11-28 00:03:34.400 | 2035-11-28 00:03:47.100 | 10 | {
"RSRP": [
-124.1893865515447,
-124.15230491836483,
-124.24918102311457,
-124.0408475879417,
-123.80003336852484,
-124.21500186492422,
-124.14717478456265,
-123.94774879843003,
-124.17708735983595,
-124.53915070088077,
-124.01202081139319,
-124.0839067519423,
-124.... | The trace shows a notable uplink signal and load improvement mid-session. RSRP increased by about 12.8 dB (from roughly -124.7 dB up to -111.9 dB) with values spanning -124.7 dB to -111.8 dB. The average RSRP was -114.5 dB. Uplink SNR also rose sharply, peaking at 16.42 dB after an ~11.06 dB jump; UL_SNR ranged from 5.... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 26
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_By... | {
"RSRP": {
"mean": -114.54814957899512,
"variance": 24.91927313748684,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "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 B."
},
{
"q": "Was this samp... |
2035-11-28 00:01:36.000 | 2035-11-28 00:01:48.700 | 10 | {
"RSRP": [
-117.93732603996554,
-118.72574251266397,
-118.88791443556926,
-118.79249195978726,
-118.30236493215457,
-118.93196261466173,
-118.93959562763668,
-119.7046331279655,
-119.09712774677621,
-118.26913474941465,
-119.12271242833042,
-118.48336214964966,
-11... | RSRP was consistently low, varying between -119.7 dB and -112.9 dB with an average of -115.9 dB. Uplink MCS fluctuated from 15.0 to 18.0 with a mean of 16.1, while downlink MCS remained constant at 7.0. Downlink BLER stayed very low, ranging from 0.00049 to 0.0071 with a mean of 0.0028. Uplink BLER was substantially 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": -115.9480213148394,
"variance": 2.3712790320488204,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.002832403800945676,
"variance": 0.0000027012674064226644,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What 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 B."
},
{
"q": "What is the condition: jamming or norma... |
2035-11-28 00:12:12.800 | 2035-11-28 00:12:25.500 | 10 | {
"RSRP": [
-118.79373200717501,
-118.039890038093,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112... | Over the trace the downlink reference signal received power (RSRP) improved by about 6.8 dB early on, reaching a peak near -112.0 dB; across the capture RSRP ranged between -118.8 dB and -112.0 dB. The average RSRP was approximately -112.1 dB.
Uplink modulation and coding was high, with UL MCS spanning 15.0 to 17.0 an... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 1
},
"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": -112.10026267222867,
"variance": 0.6405380552514813,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00022595241002584462,
"variance": 1.746696463168756e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "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 B is the relevant test area."
},
{
"q": "Identify the scenari... |
2035-11-28 00:02:49.600 | 2035-11-28 00:03:02.300 | 10 | {
"RSRP": [
-117.88393355438173,
-118.23964106666229,
-118.26085125392835,
-118.01643926302687,
-117.9443202343737,
-118.19633351465971,
-118.67019656911322,
-118.22202748753072,
-118.15681607905489,
-117.96772078899036,
-117.81273222247995,
-118.2849501270171,
-118... | Radio conditions were generally poor with RSRP ranging from -118.7 dB to -117.6 dB and averaging -118.2 dB. Uplink modulation remained moderate: UL_MCS varied between 15.0 and 18.0 with a mean of 16.3, while downlink MCS was fixed at 7.0. Uplink SNR sat between 8.0 dB and 11.0 dB with an average of 9.1 dB.
Downlink BL... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -118.18680590799363,
"variance": 0.03362485173602587,
"trend": 0,
"periodicity": 6
},
"DL_BLER": {
"mean": 0.0007746531355562661,
"variance": 0.000003855838352009197,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "B",
"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": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "What... |
2035-11-28 00:08:54.400 | 2035-11-28 00:09:07.100 | 10 | {
"RSRP": [
-111.52559466935746,
-110.62987258998227,
-110.67007871832938,
-110.86851027692103,
-110.54184223574939,
-110.59692003099363,
-110.58557254484336,
-110.56985531672512,
-110.45758021664548,
-110.65188416305904,
-110.2944673388204,
-110.52944285114025,
-11... | The radio link shows generally poor downlink reference signal strength, with RSRP varying between -122.8 dB (min) and -102.9 dB (max). The RSRP mean is -117.0 dB, and a notable improvement occurred around t≈70–82 when RSRP rose by about 19.8 dB to -102.9 dB.
Uplink and downlink modulation and coding indicate limited s... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -116.99697649735226,
"variance": 20.845894846806253,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.20342846269716916,
"variance": 0.07808534627733472,
"trend": -1,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.644765625,
"variance": 0.36941... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone B was the user's location."
},
{
"q": "Was the environment ja... |
2035-11-28 00:14:33.600 | 2035-11-28 00:14:46.300 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-1... | RSRP was steady at -112.0 dB throughout the trace, indicating a consistently weak downlink signal. UL_SNR varied between 17.5 dB and 20.3 dB. The mean UL_SNR was 18.7 dB.
Uplink radio conditions supported moderately high modulation: UL_MCS ranged from 13.0 to 17.0 with a mean of 15.9. Downlink modulation stayed consta... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 54
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes"... | {
"RSRP": {
"mean": -112,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0005026154576156492,
"variance": 5.350230053548255e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone B."
},
{
"q": "W... |
2035-11-28 00:01:52.000 | 2035-11-28 00:02:04.700 | 10 | {
"RSRP": [
-117.75670274994167,
-118.43099638660134,
-118.76862048908485,
-118.3477596002973,
-117.96145785800535,
-118.31612182293817,
-117.85615227466306,
-118.29809541068988,
-117.71226398918209,
-117.74508808123221,
-117.61511550617962,
-117.48581894296129,
-11... | RSRP showed a notable improvement mid-window, rising by 15.25 dB to a peak of -107.00 dB (observed between t≈96–117). Overall RSRP ranged from -122.2 dB to -107.0 dB. The average RSRP was -116.5 dB.
Uplink radio conditions improved: UL_SNR increased sharply by 12.72 dB to a maximum of 19.16 dB (around t≈94–102). UL_SN... | {
"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": -116.4663639867193,
"variance": 28.75393092099587,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.003943498912322731,
"variance": 0.000006342585785303101,
"trend": 0,
"periodicity": 21
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone B."
},
{
"q... |
2035-11-28 00:01:42.400 | 2035-11-28 00:01:55.100 | 10 | {
"RSRP": [
-114.95946148792497,
-114.52118225365271,
-114.37867419312934,
-115.9490725160697,
-116.19536427794039,
-115.478804319746,
-116.07218514249341,
-115.21321931832178,
-115.71485445485649,
-115.56542223057207,
-115.33157541838425,
-116.19569406031309,
-115.... | The cell exhibits generally weak downlink signal strength with RSRP between -119.5 dB and -114.4 dB; the average RSRP is -117.3 dB. Uplink link quality supports moderate modulation: UL MCS ranged from 14.0 to 18.0 with a mean of 15.9, while DL MCS remained fixed at 7.0. Uplink SNR varied between 8.1 dB and 13.8 dB and ... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -117.31060934023982,
"variance": 1.2162445102357449,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0055282748826768644,
"variance": 0.000012477252034952427,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "B",
"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": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "Select the jamming s... |
2035-11-28 00:04:09.600 | 2035-11-28 00:04:22.300 | 10 | {
"RSRP": [
-111.99037242130228,
-111.9017393035863,
-111.99590651708766,
-112.01627561469704,
-112.1915841504769,
-112.10678093867394,
-112.0691315660758,
-112.04218947178906,
-112.10431762247512,
-112.07804419058525,
-111.91960510913655,
-111.88155153581202,
-111.... | The link shows moderately weak but stable downlink signal strength with RSRP ranging from -117.3 dB to -106.6 dB. The average RSRP is -112.3 dB. Uplink modulation quality is good: UL_MCS varies between 15.0 and 18.0 with a mean of 16.2, while DL_MCS is fixed at 7.0. DL_BLER remains 0.0% throughout. UL_BLER is more vari... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 88,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP... | {
"RSRP": {
"mean": -112.26411310181003,
"variance": 3.9561103613910578,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone B was the user's location."
},
{
"q": "Was this sample impact... |
2035-11-28 00:08:32.000 | 2035-11-28 00:08:44.700 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | RSRP weakened notably during the window, falling by 9.84 dB to a minimum of -116.84 dB; over the period RSRP ranged between -117.0 dB and -107.0 dB. The average RSRP was -110.7 dB. UL_SNR showed a sharp decline of 14.18 dB to a low of 5.08 dB; UL_SNR ranged from 4.1 dB to 19.7 dB with a mean of 13.7 dB.
Uplink link q... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 79,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_... | {
"RSRP": {
"mean": -110.69834071837306,
"variance": 22.231571551843317,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0017839225772557938,
"variance": 0.000004257984367247085,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "Choose the co... |
2035-11-28 00:01:07.200 | 2035-11-28 00:01:19.900 | 10 | {
"RSRP": [
-107,
-106.62,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
... | The cell experienced consistently weak downlink signal strength, with RSRP spanning -107.3 dB to -105.3 dB. The RSRP average was -106.1 dB. Uplink modulation showed a temporary drop: UL_MCS fell to a low of 13 between t≈31–51 and otherwise ranged from 13.0 to 18.0 with a mean of 15.7. Downlink MCS stayed fixed at 7.0.
... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 106,
"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": -106.10586214411899,
"variance": 0.10028413981016611,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0008280415972058843,
"variance": 0.000002533280752511417,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "B",
"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 B."
},
{
"q": "Was this sa... |
2035-11-28 00:08:48.000 | 2035-11-28 00:09:00.700 | 10 | {
"RSRP": [
-116.65849916940893,
-116.57412522143868,
-116.51800667050819,
-116.82413649763119,
-116.60631171525806,
-116.59563973283215,
-116.51362128362953,
-116.9667795883017,
-116.80291532970762,
-116.90528324391147,
-116.58002378170367,
-116.61279274078146,
-11... | RSRP remained consistently low, ranging between -122.8 dB and -110.3 dB. The average RSRP was -114.7 dB, indicating generally weak downlink signal strength.
Uplink MCS showed a notable drop mid-trace, falling to a minimum of 6.0 before recovering; UL_MCS values spanned 6.0 to 18.0 with a mean of 14.0. Downlink MCS was... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -114.72654119428906,
"variance": 11.087596118722223,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.1665016515026212,
"variance": 0.07857764923123509,
"trend": 1,
"periodicity": 64
},
"DL_MCS": {
"mean": 6.80125,
"variance": 0.1585622047244... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone B."
},
{
"q": "Was the environment jammed or interference... |
2035-11-28 00:09:10.400 | 2035-11-28 00:09:23.100 | 10 | {
"RSRP": [
-111,
-111.0138709761244,
-111.24149397046841,
-111.65359681160652,
-112.23339742917932,
-112.44874241433617,
-112.59691560677956,
-112.8971712549968,
-113.0977484135541,
-113.1337972839633,
-113.20677810808729,
-113.1959396150123,
-113.06572164229958,
... | The radio link shows consistently weak RSRP with values between -114.3 dB and -108.8 dB; the average RSRP is -111.9 dB. Uplink modulation was moderate, with UL MCS ranging from 13.0 to 18.0 (mean 15.8), while downlink MCS remained fixed at 7.0. DL BLER was negligible, spanning 0 to 0.011 with a mean of 0.0011. UL BLER ... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 1,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -111.88819341838895,
"variance": 2.5795473079544875,
"trend": 0,
"periodicity": 32
},
"DL_BLER": {
"mean": 0.0011026271955367883,
"variance": 0.000004892945312097972,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone B."
},
{
"q": "Was ... |
2035-11-28 00:09:36.000 | 2035-11-28 00:09:48.700 | 10 | {
"RSRP": [
-119.11141662955681,
-108.80016723659908,
-107.08735560946225,
-115.73941484462789,
-121.49474468813978,
-115.63634335969633,
-107.24649513261201,
-109.85275417557709,
-118.73342785285158,
-121.31887335176722,
-112.70800872923203,
-106.1729890363914,
-11... | RSRP was unstable with many abrupt changes, including a notable fall to -122.6 dB (the lowest observed) and a highest value of -105.7 dB. The mean RSRP is -114.2 dB. UL_MCS stayed high and tightly clustered between 15.0 and 16.0 with a mean of 15.1, while DL_MCS remained constant at 6.0. DL_BLER remained very low, rang... | {
"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": -114.1947479628462,
"variance": 31.794297282676194,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.000746777343749986,
"variance": 0.000003293650636254255,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6,
"variance": 0,
"trend": 0... | {
"zone": "B",
"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 B."
},
{
"q": "Choose the ... |
2035-11-28 00:11:50.400 | 2035-11-28 00:12:03.100 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-1... | Cellular radio conditions were moderately weak: RSRP varied between -115.7 dB and -110.9 dB, with an average of -112.8 dB. Uplink radio quality was reasonable, with UL_SNR ranging from 15.9 dB to 22.5 dB and a mean of 18.2 dB. Modulation on the uplink used MCS levels between 15.0 and 18.0 (mean 15.9), while downlink MC... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 51,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -112.84003347567656,
"variance": 1.1581894755518236,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0007569992664830428,
"variance": 7.216932605685443e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "Was the user affected by jamming or was the link clean?... |
2035-11-28 00:06:11.200 | 2035-11-28 00:06:23.900 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107.14870730647144,
-107.59812621867292,
-1... | Overall the link shows consistent but moderate downlink signal strength with relatively strong uplink conditions and variable uplink load. RSRP averaged -107.0 dB, ranging between -109.8 dB and -104.3 dB. UL_SNR averaged 18.7 dB, with values spanning 17.1 dB to 20.8 dB. Uplink modulation was good: UL_MCS averaged 16.1 ... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 25,
"end": 81
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -107.00010865576127,
"variance": 1.5358334510223395,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.0016889849457139981,
"variance": 0.00000646813041795709,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "B",
"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 B."
},
{
"q": "Identif... |
2035-11-28 00:11:53.600 | 2035-11-28 00:12:06.300 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-111.15407365636472,
-111.32989398415705,
-112.87813854444529,
-112.4454998527146,
-110.87078150... | RSRP averaged -113.7 dB, varying between -116.8 dB and -110.9 dB. UL_SNR averaged 17.7 dB with values from 15.0 dB to 20.9 dB. UL_MCS ranged from 15.0 to 18.0 with a mean of 15.9, while DL_MCS remained constant at 7.0. DL_BLER was very low, ranging from 0 to 0.0037 with a mean of 0.001. UL_BLER was higher, between 0.04... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 19,
"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": -113.72879522498476,
"variance": 2.1114028063229355,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0010366965504616168,
"variance": 6.265064316062696e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "Select the jamming state: present or abse... |
2035-11-28 00:08:41.600 | 2035-11-28 00:08:54.300 | 10 | {
"RSRP": [
-116.47471069076715,
-116.75320616337716,
-116.6645889896433,
-116.8239525101059,
-116.9662898950998,
-116.55590305650227,
-116.54279936147647,
-116.64841585380458,
-116.63245165024912,
-116.59680204911609,
-116.42885705058761,
-116.76119485988895,
-116.... | RSRP stayed in a weak range, between -117.0 dB and -111.7 dB, with an average of -115.8 dB. Uplink radio quality (UL_SNR) was modest, ranging from 3.9 dB to 7.9 dB with a mean of 5.6 dB. Uplink modulation (UL_MCS) fell notably during t≈92–118 to a low of 6.0, with values spanning 6.0 to 18.0 and a mean of 14.6. Downlin... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -115.7815954672785,
"variance": 2.682597300438799,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.020069337400754846,
"variance": 0.0016637352587993506,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the following was the user doing: streaming YouTube, watching Twitch, or downloading a file?",
"a": "The user was downloading a file."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone B was the user's location."
},
{
"q": ... |
2035-11-28 00:06:27.200 | 2035-11-28 00:06:39.900 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | Radio conditions were relatively stable with RSRP spanning -110.6 dB to -107.0 dB. The average RSRP was -107.8 dB. Uplink SNR varied between 16.0 dB and 20.7 dB, with a mean of 18.4 dB. Uplink MCS stayed in a narrow band from 16.0 to 17.0 (mean 16.4), while downlink MCS was constant at 7.0. Downlink BLER remained at 0.... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 100,
"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": -107.75854123641759,
"variance": 2.071652554161263,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "Was the user affected by jamming or was t... |
2035-11-28 00:02:33.600 | 2035-11-28 00:02:46.300 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | RSRP weakened noticeably during the window, falling by 12.46 dB to a minimum of -118.46 dB; across the period RSRP ranged between -118.5 dB and -106.0 dB. The average RSRP was -109.0 dB. Uplink MCS stayed high and tight, ranging from 16.0 to 17.0 with a mean of 16.6, while downlink MCS was constant at 7.0. Downlink BLE... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 103,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX... | {
"RSRP": {
"mean": -108.98618629659438,
"variance": 20.6250962625504,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00000139765625,
"variance": 1.81666873769685e-11,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "What is the condition: jamming or no... |
2035-11-28 00:06:30.400 | 2035-11-28 00:06:43.100 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | Overall the UE observed consistently poor downlink radio signal strength with RSRP varying between -110.6 dB and -107.0 dB; the average RSRP was -108.6 dB. Uplink modulation was stable and high: UL_MCS ranged from 16.0 to 17.0 with a mean of 16.2. Downlink MCS remained fixed at 7.0 and DL_BLER stayed at 0.0, indicating... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 68,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshoot... | {
"RSRP": {
"mean": -108.63034569662511,
"variance": 3.037522653095566,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "Did the network s... |
2035-11-28 00:14:24.000 | 2035-11-28 00:14:36.700 | 10 | {
"RSRP": [
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111.43010752688171,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
... | RSRP remained very low and stable, ranging between -112.0 dB and -111.0 dB. The average RSRP was -111.9 dB. Uplink modulation showed moderate variability: UL_MCS ranged from 15.0 to 17.0 with a mean of 15.9. Downlink MCS was fixed at 7.0. Downlink radio link quality was excellent with DL_BLER between 0 and 0.0033 and a... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 81,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Byte... | {
"RSRP": {
"mean": -111.89398521505376,
"variance": 0.09359187557980851,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0004239194512220441,
"variance": 5.046025079474537e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "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 B was the user's location."
},
{
"q": "Identify the scenario:... |
2035-11-28 00:14:49.600 | 2035-11-28 00:15:02.300 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-1... | RSRP was consistently poor, varying between -113.8 dB and -111.2 dB. The average RSRP was -112.0 dB. Uplink modulation and coding was stable with UL_MCS fixed at 16.0, while downlink MCS stayed constant at 7.0. Downlink BLER remained very low, ranging from 0 to 0.0051 with a mean of 0.00066, whereas uplink BLER was not... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 97,
"end": 114
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -112.04182705114903,
"variance": 0.07641106146593928,
"trend": 0,
"periodicity": 42
},
"DL_BLER": {
"mean": 0.0006580434820113452,
"variance": 0.0000013203404238066215,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tren... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What 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 B."
},
{
"q": "Ch... |
2035-11-28 00:04:06.400 | 2035-11-28 00:04:19.100 | 10 | {
"RSRP": [
-111.97096734338471,
-112.02068088765864,
-111.9820832634928,
-111.9409246977914,
-112.08626582019332,
-112.0817859050078,
-112.07769960178796,
-111.85082488659486,
-112.08110086899822,
-111.9437212767017,
-111.89097753433826,
-111.77906236795558,
-111.9... | The radio link shows consistently poor RSRP with values between -115.5 dB and -111.4 dB; the average RSRP is -112.1 dB. Uplink radio conditions are moderate: UL_SNR ranged from 12.7 dB to 18.0 dB with a mean of 16.1 dB, and UL_MCS varied between 15.0 and 18.0 (mean 16.1). Downlink MCS remained fixed at 7.0 and DL_BLER ... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 120,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSR... | {
"RSRP": {
"mean": -112.11605565519496,
"variance": 0.3507407133412153,
"trend": 0,
"periodicity": 42
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "B",
"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 was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone B."
},
{
"q": "Did the... |
2035-11-28 00:02:56.000 | 2035-11-28 00:03:08.700 | 10 | {
"RSRP": [
-118.1765637638023,
-118.04277191279454,
-118.04952732314783,
-118.00063438327524,
-118.44970696365961,
-118.09416226532296,
-118.51799745769236,
-118.14116357801869,
-118.42335030227989,
-118.22754169996037,
-117.92150740736643,
-118.08712820361804,
-11... | The radio link showed consistently poor downlink reference signal power, with RSRP ranging from -119.4 dB to -117.6 dB. The average RSRP was -118.3 dB. Uplink modulation was moderate, with UL MCS between 15.0 and 18.0 and a mean of 16.4, while DL MCS remained fixed at 7.0. Uplink SNR varied from 8.0 dB to 10.7 dB and a... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -118.26723024534286,
"variance": 0.10795276861202445,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.001544006847740524,
"variance": 0.000005810221926568317,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "... |
2035-11-28 00:03:40.800 | 2035-11-28 00:03:53.500 | 10 | {
"RSRP": [
-112.10961049467556,
-111.96406775000344,
-111.9903789407297,
-112.00296679722304,
-111.99501211120368,
-112.0587259136538,
-111.91168052058003,
-112.02907906872824,
-111.91437812304066,
-111.90912818706632,
-111.96758880074566,
-111.90751443341848,
-112... | Cell radio conditions were stable but very weak: RSRP ranged between -112.1 dB and -111.8 dB. The average RSRP was -112.0 dB. Uplink modulation and link quality showed moderate capability: UL_MCS ranged from 14.0 to 18.0 with a mean of 15.9, and UL_SNR ranged from 15.1 dB to 18.2 dB with a mean of 16.2 dB. Downlink MCS... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 114,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
... | {
"RSRP": {
"mean": -111.97771688657784,
"variance": 0.004433321295321716,
"trend": 0,
"periodicity": 12
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "Did the user expe... |
2035-11-28 00:15:12.000 | 2035-11-28 00:15:24.700 | 10 | {
"RSRP": [
-116.51899327199727,
-116.55283756783822,
-116.56280613759071,
-116.6116848326907,
-116.73066712503005,
-116.65015944616162,
-116.57351978101286,
-116.50112216042248,
-116.59986210160983,
-116.56954840997544,
-116.66957541147929,
-116.69522321342615,
-11... | Signal and uplink conditions indicate a relatively stable but modest coverage and healthy uplink link quality. RSRP varied between -116.7 dB and -112.0 dB. The mean RSRP was -113.0 dB. UL_SNR ranged from 15.9 dB to 20.6 dB with a mean of 18.4 dB. UL_MCS moved between 15.0 and 17.0 (mean 16.0) while DL_MCS remained fixe... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 28
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -113.04511198133024,
"variance": 3.7592514560878714,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0007205101562499905,
"variance": 0.000003992290322021947,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone B was the user's location."
},
{
"q": "Was the environment jammed or interfer... |
2035-11-28 00:13:13.600 | 2035-11-28 00:13:26.300 | 10 | {
"RSRP": [
-120.91820586809716,
-115.39850449592704,
-109.45122295142704,
-114.08257237682731,
-121.00156179433948,
-117.35230419236863,
-110.10171782464283,
-111.59462624127612,
-119.6724865614828,
-119.19066676113646,
-111.72207400159834,
-110.6254192908068,
-117... | RSRP showed multiple abrupt changes, including at least 14 notable jumps and drops; the measurements spanned from -133.5 dB (minimum) to -109.2 dB (maximum). The mean RSRP was -116.7 dB. UL_SNR varied between 3.3 dB and 22.2 dB, with a mean of 15.1 dB, and experienced a sharp decline of about 16.7 dB to 5.51 dB during ... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 113,
"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": -116.71589445098218,
"variance": 42.87983243801027,
"trend": -1,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.0012011914081282403,
"variance": 0.000003503971205464323,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 4.6640625,
"variance": 3.34295... | {
"zone": "B",
"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 B."
},
{
"q": "Did the user... |
2035-11-28 00:03:56.800 | 2035-11-28 00:04:09.500 | 10 | {
"RSRP": [
-111.96022607612448,
-112.04864744763088,
-111.95439010352816,
-112.01191731181989,
-111.901764934618,
-111.9986016691518,
-112.0086794161493,
-112.0201092090004,
-112.11677616867384,
-111.96071825165625,
-112.1487513716339,
-111.99466566514842,
-112.034... | The link shows persistently poor downlink signal strength with RSRP varying between -112.2 dB and -111.8 dB; the average RSRP is -112.0 dB. Uplink modulation and radio conditions are moderately good: UL_MCS ranges from 15.0 to 18.0 with a mean of 16.2, and UL_SNR ranges from 14.9 dB to 17.8 dB with a mean of 16.2 dB. D... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 0,
"end": 85
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
"... | {
"RSRP": {
"mean": -111.98572830039845,
"variance": 0.0052496923810219755,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "Identify the scenario:... |
2035-11-28 00:03:24.800 | 2035-11-28 00:03:37.500 | 10 | {
"RSRP": [
-124.19833999461459,
-124.07864094560121,
-123.64225196842273,
-124.13200423657374,
-123.78092432525389,
-124.16815795924691,
-124.29271099710556,
-123.97091681764758,
-123.91342309972293,
-124.2483462514004,
-124.35011870752473,
-124.19362323720719,
-12... | RSRP showed a brief improvement, climbing by 12.68 dB to a peak near -111.99 dB; across the window RSRP ranged from -124.7 dB to -112.0 dB. The average RSRP was -123.7 dB. UL_SNR experienced a notable rise of 11.06 dB to a maximum of 16.42 dB; its observed span was 5.2 dB to 16.4 dB and the mean UL_SNR was 6.9 dB. UL_B... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 122
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -123.70161190117219,
"variance": 5.632429847378987,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "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 B."
},
{
... |
2035-11-28 00:01:10.400 | 2035-11-28 00:01:23.100 | 10 | {
"RSRP": [
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-1... | Signal conditions show RSRP consistently weak, ranging from -110.1 dB to -105.3 dB. The average RSRP is -106.5 dB. Uplink radio conditions are moderate: UL_SNR spans 16.0 dB to 21.3 dB with a mean of 18.5 dB, and UL_MCS varies between 13.0 and 18.0 with an average of 15.9. Downlink MCS is fixed at 7.0.
Error performan... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 74,
"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": -106.48720708180613,
"variance": 0.6657251375922123,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0011023967327973283,
"variance": 0.0000023881784537471245,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone B is the relevant test area."
},
{
"q": "Identif... |
2035-11-28 00:03:15.200 | 2035-11-28 00:03:27.900 | 10 | {
"RSRP": [
-119.25077937266096,
-119.10614766492263,
-119.37148452765099,
-119.18477620188692,
-119.63035468874752,
-119.12983809905083,
-118.82318995536745,
-119.13307756234529,
-119.19715650033699,
-119.39325028639404,
-118.84299107833111,
-119.08279609599445,
-1... | The cell experienced consistently poor downlink signal strength with RSRP ranging from -124.7 dB to -118.8 dB; the average RSRP was -121.8 dB. Uplink modulation was relatively high, with UL MCS between 15.0 and 17.0 (mean 16.3), while DL MCS remained fixed at 7.0. Downlink error rates were negligible: DL BLER varied fr... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -121.7932158012801,
"variance": 6.198394465164841,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0005516474127898639,
"variance": 0.0000018089686023423104,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone B."
},
{
"q": "Choose the cond... |
2035-11-28 00:15:05.600 | 2035-11-28 00:15:18.300 | 10 | {
"RSRP": [
-116.6515160869016,
-116.5772684391349,
-116.5535439292054,
-116.60107463828122,
-116.59752995842764,
-116.69032221897763,
-116.69257581781467,
-116.64961803155848,
-116.57287901827925,
-116.66961198792379,
-116.49524019846893,
-116.50484156107531,
-116.... | Cell signal strength was consistently poor, with RSRP ranging from -117.7 dB to -112.0 dB and an average of -115.4 dB. Uplink modulation showed stable behavior: UL_MCS locked at 16.0 while DL_MCS remained at 7.0. Uplink radio conditions were moderate, with UL_SNR between 15.4 dB and 20.6 dB and a mean of 17.5 dB. Uplin... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 92
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshootin... | {
"RSRP": {
"mean": -115.36350960121905,
"variance": 4.309148811126158,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000014298776677708795,
"variance": 1.1700352125604584e-9,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "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 B."
},
{
"q": "Ide... |
2035-11-28 00:09:45.600 | 2035-11-28 00:09:58.300 | 10 | {
"RSRP": [
-105.70335380737876,
-112.80947738939733,
-120.79174507204937,
-118.93860736397039,
-109.12076503490393,
-107.2160201172839,
-115.58110801948649,
-122.60252791201438,
-116.07854355158328,
-107.46362963689538,
-108.92735964964369,
-118.90070067474413,
-12... | RSRP showed frequent volatility with at least 18 significant jumps and drops; its values ranged from -122.6 dB to -105.7 dB. The RSRP average was -113.2 dB. Uplink MCS was high and tightly spread, ranging between 15.0 and 17.0 with a mean of 15.9, while downlink MCS ranged from 6.0 to 7.0 with a mean of 6.3. Downlink B... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 91
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Dopple... | {
"RSRP": {
"mean": -113.20699960665448,
"variance": 24.600770680476693,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.0007480695312499868,
"variance": 0.0000032945377654422474,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.28125,
"variance": 0.203740... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone B."
},
{
"q": "Was this samp... |
2035-11-28 00:06:43.200 | 2035-11-28 00:06:55.900 | 10 | {
"RSRP": [
-110.51923651130885,
-110.34641723808424,
-110.44093341448387,
-110.4524337194562,
-110.46280991626176,
-110.39228300709391,
-110.44693701398951,
-110.55453667293796,
-110.40978671984895,
-110.48404555179697,
-110.50468835166187,
-110.53322476699896,
-11... | Overall the radio link shows a consistently weak RSRP with very little variation: RSRP ranged between -110.6 dB and -110.3 dB, with a mean of -110.5 dB. Uplink PHY conditions were moderate: UL_SNR ranged from 15.6 dB to 18.6 dB, mean 16.8 dB, and UL_MCS varied between 15.0 and 17.0 with a mean of 16.3. Downlink MCS was... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooti... | {
"RSRP": {
"mean": -110.46477593780241,
"variance": 0.0026612887035654944,
"trend": 0,
"periodicity": 3
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER"... | {
"zone": "B",
"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 B."
},
{
"q": "Did... |
2035-11-28 00:16:00.000 | 2035-11-28 00:16:12.700 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-1... | Over the interval the downlink reference signal received power (RSRP) weakened, reaching a minimum of -126.2 dB and peaking at -111.0 dB. The mean RSRP was -112.0 dB. Uplink MCS experienced a sharp fall to a low of 5.0 (range 5.0 to 16.0) with a mean of 15.9, while downlink MCS dropped to 0.0 (range 0 to 7) and average... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 14,
"end": 49
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
"... | {
"RSRP": {
"mean": -112.02608878124747,
"variance": 1.6691576078074823,
"trend": 0,
"periodicity": 42
},
"DL_BLER": {
"mean": 0.0009498971194942713,
"variance": 0.0000027430956340917422,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 6.9453125,
"variance": 0.3828... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "Did the network suffer from... |
2035-11-28 00:13:26.400 | 2035-11-28 00:13:39.100 | 10 | {
"RSRP": [
-132.6784509494988,
-132.58512806979869,
-132.62268629145854,
-132.8121155603572,
-133.11957826151794,
-133.3233717014025,
-133.40050706882158,
-132.5211375223749,
-132.86386216773187,
-132.73953576728525,
-133.1623544639791,
-131.91632888109916,
-133.52... | Over the trace the downlink RSRP was generally poor but showed a notable improvement, rising by 16.85 dB to a peak of −116.54 dB (overall RSRP ranged between −133.5 dB and −112.0 dB). The average RSRP was −120.8 dB. Uplink MCS climbed to as high as 17 (range 8.0–17.0) with a mean of 14.3, while downlink MCS reached 7 (... | {
"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": -120.81197748988049,
"variance": 82.76835570727168,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0004826547365393972,
"variance": 5.500884959189319e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 4.5390625,
"variance": 11.258304... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone B."
},
{
"q": "Did the user experience jamming ... |
2035-11-28 00:01:45.600 | 2035-11-28 00:01:58.300 | 10 | {
"RSRP": [
-116.95166293972889,
-116.32770122688792,
-116.43400867090784,
-117.04693994048301,
-116.54605842082653,
-116.81973006071193,
-116.42276312197197,
-116.69954124112479,
-116.31485244912965,
-116.41659200527477,
-116.93990249897494,
-117.40280251534983,
-1... | The link shows consistently weak RSRP, varying between -121.0 dB and -116.3 dB with a mean of -118.1 dB. Uplink radio conditions support moderate modulation: UL_MCS ranges from 14.0 to 18.0 (mean 15.8), while DL_MCS is fixed at 7.0. Uplink SNR fluctuates between 7.1 dB and 12.5 dB with a mean of 9.3 dB.
Error rates di... | {
"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": -118.14599710164867,
"variance": 0.863322511850445,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.005929810905049497,
"variance": 0.000011158055160771518,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone B."
},
{
"q": "Select the jamming state: pres... |
2035-11-28 00:15:53.600 | 2035-11-28 00:16:06.300 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-1... | The observed connection shows a weak, steady downlink reference signal with RSRP holding constant at -112.0 dB. Uplink and downlink modulation-and-coding remain fixed at UL_MCS 16.0 and DL_MCS 7.0.
Downlink block error rate stayed very low, ranging between 0 and 0.0026; its mean was 0.00032. Uplink BLER was higher, r... | {
"exists": true,
"type": "Buffer Overflow (Gradual Buildup)",
"anomaly_duration": {
"start": 78,
"end": 113
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"DL_NumberOfPackets",
"PRB_Utilization_DL",
"TX_Bytes",
... | {
"RSRP": {
"mean": -112,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0003187923668584517,
"variance": 2.8899210378687286e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"U... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "Did the netwo... |
2035-11-28 00:01:26.400 | 2035-11-28 00:01:39.100 | 10 | {
"RSRP": [
-110.29596593021706,
-109.9775625900685,
-109.86434878725031,
-109.66251517951446,
-110.31138256573334,
-110.83557321040792,
-109.96413490796162,
-109.94842605460434,
-110.157543064791,
-110.27147024351144,
-111.09410700765973,
-110.91965888926066,
-110.... | RSRP weakened during the capture, falling about 7.7 dB to a minimum around -117.3 dB; overall RSRP ranged from -119.7 dB to -109.5 dB. The average RSRP was -116.0 dB. Uplink radio conditions were moderate: UL_SNR varied between 10.0 dB and 17.2 dB, with a mean of 13.4 dB, and UL_MCS stayed in the mid-to-high range betw... | {
"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": -116.01426341833837,
"variance": 6.930047448484872,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.001860335299896626,
"variance": 0.0000012697150464284865,
"trend": 0,
"periodicity": 2
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": ... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone B is the relevant test area."
},
{
"q": "Was jamming detected... |
2035-11-28 00:12:03.200 | 2035-11-28 00:12:15.900 | 10 | {
"RSRP": [
-115.55578615675869,
-115.33137714774851,
-115.05649951280192,
-114.9334160853235,
-114.44386809651695,
-114.40863269001554,
-115.37563696369192,
-115.39919928065869,
-114.96474563160405,
-115.2589694160191,
-115.1682040169787,
-115.91911323829886,
-115.... | RSRP improved markedly during the window, rising by 7.24 dB to a peak of -112.00 dBm (overall range: -119.2 dBm to -112.0 dBm). The average RSRP was -115.5 dBm. Uplink radio conditions show UL_SNR varying between 13.7 dB and 20.4 dB with a mean of 16.4 dB, and UL_MCS stayed high between 15.0 and 17.0 (mean 15.9). Downl... | {
"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": -115.51859366713475,
"variance": 4.676039645080445,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.001236377813951122,
"variance": 7.493736073894855e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "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 B."
},
{
"q": "Select the ja... |
2035-11-28 00:04:19.200 | 2035-11-28 00:04:31.900 | 10 | {
"RSRP": [
-115.85132477162898,
-116.23716010757235,
-116.33096104927895,
-116.90389697426767,
-117.31421424549316,
-117.06465461760422,
-116.81584349390037,
-116.81189771656544,
-116.61098090866359,
-116.51943279764363,
-116.32480421017634,
-115.64353753730366,
-1... | The measurements indicate a moderately weak downlink signal with RSRP spanning -117.4 dB to -106.6 dB and averaging -112.5 dB. Uplink radio conditions were reasonable: UL_SNR ranged from 12.8 dB to 21.1 dB with a mean of 15.9 dB, and UL_MCS varied between 15.0 and 17.0 with an average of 16.2. Downlink MCS was fixed at... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 67
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"
... | {
"RSRP": {
"mean": -112.47200871321907,
"variance": 7.020353208718347,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": {... | {
"zone": "B",
"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 B."
},
{
... |
2035-11-28 00:12:00.000 | 2035-11-28 00:12:12.700 | 10 | {
"RSRP": [
-114.26715469076062,
-114.25111791651871,
-113.83560733554383,
-113.75435777218917,
-113.13286508971655,
-113.9484130517605,
-113.90352977153363,
-113.18916558472341,
-113.2275352738778,
-113.5819882174134,
-113.7039743525539,
-112.91867663525535,
-113.9... | The radio link shows moderately weak downlink signal strength with RSRP between -119.2 dB and -112.9 dB. The average RSRP is -116.0 dB. Uplink radio conditions are relatively good: UL_SNR ranges from 13.7 dB to 19.5 dB with a mean of 16.1 dB, and UL_MCS varies between 15.0 and 17.0 with a mean of 15.9. 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": -115.98014116644055,
"variance": 1.9333762394114857,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.001441207097283236,
"variance": 6.358507076489745e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "Did the network suffer from... |
2035-11-28 00:14:20.800 | 2035-11-28 00:14:33.500 | 10 | {
"RSRP": [
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111.46236559139786,
-112,
-111.92,
-111,
-111,
-111,
-111,
-111,
-111... | Signal conditions were generally poor with RSRP ranging between -112.0 dB and -111.0 dB and an average of -111.7 dB. Uplink radio quality (UL_SNR) varied from 17.5 dB to 22.4 dB with a mean of 18.9 dB. Uplink modulation was relatively high: UL_MCS spanned 15.0 to 17.0 with a mean of 16.0, while DL_MCS stayed fixed at 7... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 113,
"end": 127
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Byt... | {
"RSRP": {
"mean": -111.66259744623656,
"variance": 0.22085548289456805,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.00011811549751135181,
"variance": 1.4325853733727135e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Was the user streaming YouTube, Twitch, or downloading a File?",
"a": "The user was downloading a file."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "Was jamming detected, or was the signal una... |
2035-11-28 00:04:25.600 | 2035-11-28 00:04:38.300 | 10 | {
"RSRP": [
-115.11752062388149,
-114.51217302696186,
-113.85861556832289,
-113.5977414005445,
-112.09225308959608,
-111.88354490507268,
-112.04863667055044,
-111.90926606566303,
-112.03134299106144,
-111.89070488893589,
-111.96621612188736,
-111.95695858642644,
-11... | The radio link shows generally weak downlink reference signals with a brief improvement: RSRP ranged from -115.1 dB to -104.3 dB, with a mean of -111.8 dB; a notable spike raised RSRP by 7.82 dB to about -104.32 dB around t≈89–99. Uplink modulation and link quality were relatively strong: UL_MCS varied between 13.0 and... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 3
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"
... | {
"RSRP": {
"mean": -111.79212841093994,
"variance": 1.656762386943516,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.0006692835609827243,
"variance": 0.0000021764021364555463,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "Did the network suffer from jamming ... |
2035-11-28 00:01:58.400 | 2035-11-28 00:02:11.100 | 10 | {
"RSRP": [
-120.4412702611738,
-119.7359753757532,
-119.63758997475496,
-120.13314497579347,
-119.8279199638912,
-119.29956319812077,
-120.36235758240979,
-120.54870830293656,
-121.7361507265884,
-121.74648907688402,
-121.64834320297813,
-121.47308539227839,
-121.0... | Over the trace the downlink reference signal received power (RSRP) improved significantly, rising by 15.25 dB to a peak of -107.00 dBm; overall RSRP ranged between -122.2 dBm and -107.0 dBm. The average RSRP was -110.6 dBm. Uplink SNR exhibited a strong uplift of 12.72 dB to a maximum of 19.16 dB; UL_SNR spanned 6.2 dB... | {
"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": -110.6255394785372,
"variance": 36.76487567776484,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0015869291546872812,
"variance": 0.000005581116610872197,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone B."
},
{
"q": "Did the user ex... |
2035-11-28 00:08:51.200 | 2035-11-28 00:09:03.900 | 10 | {
"RSRP": [
-116.36930876698278,
-116.76607077256791,
-116.74945280804954,
-112.45146303038914,
-112.77209877819277,
-112.69035430372277,
-112.70714700199399,
-112.82348526769356,
-113.56928251925889,
-113.58999530926808,
-113.55153753536929,
-113.54748278243704,
-1... | RSRP briefly recovered, rising by 19.77 dB to a peak of -102.90 dB around the t=102–114 window. Overall RSRP ranged from -122.8 dB to -102.9 dB. The mean RSRP was -115.3 dB.
UL MCS declined early, reaching a low of 6.0 (a drop of 10) between t=0 and t=22. UL_MCS values spanned 6.0 to 18.0 and averaged 13.5. DL_MCS rem... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -115.34085781898169,
"variance": 19.389772381227825,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.2111300072151604,
"variance": 0.07502231812904797,
"trend": 1,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.6728125,
"variance": 0.217988877... | {
"zone": "B",
"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": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "What is the conditio... |
2035-11-28 00:02:08.000 | 2035-11-28 00:02:20.700 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | RSRP stayed very stable and weak, ranging between -107.0 dB and -106.0 dB. The average RSRP was -106.9 dB. UL_SNR varied between 17.5 dB and 20.7 dB, with a mean of 18.8 dB.
Uplink modulation showed moderate variability: UL_MCS ranged from 16.0 to 18.0 with a mean of 16.3. Downlink MCS was constant at 7.0. DL_BLER wa... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 33,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
... | {
"RSRP": {
"mean": -106.9450848454301,
"variance": 0.04840575591595295,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0000011890625,
"variance": 1.3920194389763788e-11,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a file.",
"a": "The user was downloading a file."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone B was the location of the user."
},
{
"q": "Was the env... |
2035-11-28 00:03:12.000 | 2035-11-28 00:03:24.700 | 10 | {
"RSRP": [
-119.06369121951602,
-119.25202154425361,
-119.13204794620489,
-119.06261317567875,
-119.26339700603947,
-119.43326234696023,
-119.31940652336749,
-119.04702063892312,
-118.87867088392487,
-119.18021519317331,
-119.03328828765636,
-119.01988374085626,
-1... | Cellular uplink conditions show moderately weak but stable coverage: RSRP ranged from -124.7 dB to -118.8 dB, with a mean of -120.5 dB. Uplink physical layer performance indicates UL_MCS between 15.0 and 17.0 (mean 16.1) and UL_SNR from 5.4 dB to 10.5 dB (mean 8.2 dB). UL_BLER was notably higher than downlink BLER: UL_... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -120.52877226817672,
"variance": 4.987919094276651,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0009412795542509175,
"variance": 0.000005215454690213755,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "B",
"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 B."
},
{
"q": "Did the... |
2035-11-28 00:09:26.400 | 2035-11-28 00:09:39.100 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-111.34408602150538,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
-111,
... | RSRP exhibited multiple abrupt fluctuations (at least 14 notable jumps/drops), with the largest fall reaching -122.5 dB (minimum) and the highest observed value at -106.1 dB. The average RSRP was -113.3 dB. UL_MCS stayed high and tight between 15.0 and 16.0 with a mean of 15.4, while DL_MCS ranged from 6.0 to 7.0 with ... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 47,
"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": -113.2584883566607,
"variance": 20.780104323343046,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.0007464921874999867,
"variance": 0.000003204052687812467,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.3671875,
"variance": 0.234190... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "What test area was active: Zone A, B, or C?",
"a": "This trace corresponds to Zone B."
},
{
"q": "Choose the condition: jamming present or no... |
2035-11-28 00:14:30.400 | 2035-11-28 00:14:43.100 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-1... | RSRP is stable at -112.0 dB throughout the trace. UL_SNR varied between 17.5 dB and 21.8 dB; its mean value was 18.8 dB. UL_MCS fluctuated from 16.0 to 17.0 with a mean of 16.1, while DL_MCS remained constant at 7.0. DL_BLER ranged from 0 to 0.0033 with a mean of 0.00062; UL_BLER was higher, spanning 0.049 to 0.14 with... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 17,
"end": 86
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes... | {
"RSRP": {
"mean": -112,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0006207309551270009,
"variance": 5.58613284760671e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone B."
},
{
"q": "Did the netwo... |
2035-11-28 00:11:56.800 | 2035-11-28 00:12:09.500 | 10 | {
"RSRP": [
-112.01996190763268,
-112.91360426565949,
-112.59475444428061,
-113.07782107249876,
-112.67546480795507,
-111.925138178098,
-112.93395957117151,
-111.46081700614997,
-112.35533156399455,
-113.07047175962992,
-112.96508925759743,
-113.01206494430014,
-112... | The radio link shows moderately weak RSRP, ranging from -117.6 dB to -111.5 dB with an average of -114.8 dB. Uplink radio conditions were generally good: UL_SNR spanned 14.8 dB to 19.5 dB with a mean of 16.9 dB, and UL_MCS varied between 15.0 and 18.0 with an average of 16.1. Downlink MCS remained fixed at 7.0.
Uplink... | {
"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": -114.84197276543412,
"variance": 2.0560055390075793,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0012833269214867853,
"variance": 5.835206739904825e-7,
"trend": 0,
"periodicity": 2
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone B was the user's location."
},
{
"q": "Was the environment jammed or i... |
2035-11-28 00:01:13.600 | 2035-11-28 00:01:26.300 | 10 | {
"RSRP": [
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106,
-106.6881720... | RSRP was consistently low, ranging between -110.4 dB and -105.3 dB with an average of -107.2 dB. Uplink radio conditions supported moderate modulation: UL_MCS varied from 14.0 to 18.0 with a mean of 16.2, while DL_MCS remained fixed at 7.0. Uplink signal quality (UL_SNR) spanned 14.7 dB to 21.3 dB and averaged 18.0 dB.... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 42,
"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": -107.24593876083512,
"variance": 1.7598128991857827,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.001290724944553808,
"variance": 0.000001047114869693129,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "B",
"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 was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone B."
},
{
"q": "D... |
2035-11-28 00:06:59.200 | 2035-11-28 00:07:11.900 | 10 | {
"RSRP": [
-110.5645082995361,
-110.51588885514693,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-10... | Signal conditions were fairly stable with RSRP varying between -110.6 dB and -107.0 dB; the average RSRP was -107.1 dB. Uplink SNR ranged from 16.0 dB to 21.6 dB with a mean of 18.7 dB, supporting moderately high UL modulation: UL MCS moved between 14.0 and 18.0 (mean 16.0), while DL MCS remained fixed at 7.0. DL BLER ... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 0,
"end": 1
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -107.05531560277096,
"variance": 0.19429557025778738,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0003321359374999914,
"variance": 6.513519728715465e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "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 B."
},
{
"q": "Select the jamming state: p... |
2035-11-28 00:06:36.800 | 2035-11-28 00:06:49.500 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-110.39535817251827,
-110.47797633634659,
-110.42534212795115,
-110.51823968886126,
-110.44961855707595,
-110.51550896669362,
-110.51078314649182,
-110.55126211225452,
-110.40974613209801,
-110.48403704555582,
-110.5130817... | The radio link shows consistently poor downlink reference signal levels with RSRP ranging from -110.6 dB to -107.0 dB. The average RSRP is -110.4 dB, indicating generally weak DL coverage. Uplink channel quality is moderate: UL_SNR spans 15.7 dB to 20.7 dB with a mean of 16.9 dB, and UL_MCS varies between 15.0 and 17.0... | {
"exists": true,
"type": "Co-Channel Interference (Mild)",
"anomaly_duration": {
"start": 4,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooti... | {
"RSRP": {
"mean": -110.36556555776177,
"variance": 0.37095886641110154,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone B was the user's location."
},
{
"q": "What is the condition:... |
2035-11-28 00:01:48.800 | 2035-11-28 00:02:01.500 | 10 | {
"RSRP": [
-117.69755384954476,
-117.80271786651771,
-117.80601757802505,
-118.590069180219,
-118.3529969498868,
-118.79050677350429,
-119.48826861213938,
-118.19594178437552,
-118.5662617540628,
-118.0506851890396,
-118.86119462160146,
-116.89817217510847,
-117.41... | Signal strength was consistently poor: RSRP varied between -121.7 dB and -116.9 dB, with an average of -119.0 dB. Uplink modulation and link quality indicate moderate capacity: UL MCS ranged from 14.0 to 18.0 (mean 16.0) while DL MCS stayed fixed at 7.0. Uplink SNR spanned 6.2 dB to 11.1 dB with a mean of 8.6 dB.
Err... | {
"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": -119.02794043362447,
"variance": 1.3805637240486686,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.005873298740635913,
"variance": 0.00001261419502834827,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What 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 B."
},
{
"q": "Select the jamming state... |
2035-11-28 00:08:44.800 | 2035-11-28 00:08:57.500 | 10 | {
"RSRP": [
-116.89532051120487,
-116.55850042048793,
-116.69476045106755,
-116.57773972445436,
-116.76373369017416,
-116.6263288016099,
-116.53609577118257,
-116.75499995640544,
-116.78498386033328,
-116.84563795520677,
-116.7503389254512,
-116.38231120399078,
-116... | RSRP stayed in a weak cell condition, ranging from -117.0 dB to -110.3 dB with a mean of -114.3 dB. Uplink radio conditions (UL_SNR) varied between 3.9 dB and 12.6 dB and averaged 5.8 dB. Uplink MCS dropped sharply during one interval, reaching a minimum of 6.0 and otherwise ranged up to 18.0; the UL_MCS mean was 14.4.... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_B... | {
"RSRP": {
"mean": -114.330326480222,
"variance": 6.546216516323191,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.024299823848925983,
"variance": 0.001604891593719608,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "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 B."
},
{
"q": ... |
2035-11-28 00:14:36.800 | 2035-11-28 00:14:49.500 | 10 | {
"RSRP": [
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-112,
-1... | RSRP stayed flat around -112.0 dB throughout the trace. UL MCS varied between 13.0 and 17.0 with an average of 16.0, while DL MCS remained constant at 7.0. DL BLER ranged from 0 to 0.0093; its mean was 0.00054. UL BLER ranged from 0.047 to 0.16 and averaged 0.094. Uplink scheduling and radio conditions show UL NPRB bet... | {
"exists": true,
"type": "High Network Congestion (Gradual Buildup)",
"anomaly_duration": {
"start": 0,
"end": 22
},
"affected_kpis": [
"Estimated_UL_Buffer",
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"RX_Bytes",
"DL_NumberOfPackets",
"TX_Bytes"... | {
"RSRP": {
"mean": -112,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_BLER": {
"mean": 0.0005414685351549529,
"variance": 0.0000026016698201958423,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "Was this samp... |
2035-11-28 00:01:20.000 | 2035-11-28 00:01:32.700 | 10 | {
"RSRP": [
-106.27586470594746,
-107.50423647855071,
-107.95289942556619,
-107.1083352281504,
-107.12340843183024,
-106.85243053414935,
-106.93348077385163,
-107.23053186386971,
-107.97685213263685,
-106.62541657317539,
-107.07406456794925,
-106.84382675100682,
-10... | Over the observation window the user experienced a modest deterioration in downlink signal strength: RSRP fell by 7.74 dB to a minimum of −117.25 dBm, with observed RSRP values spanning −117.8 dBm to −106.3 dBm. The average RSRP was −111.7 dBm. Uplink modulation remained relatively high with UL_MCS ranging from 15.0 to... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -111.65502453608826,
"variance": 15.876023379423478,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0016077795241342225,
"variance": 8.704894795018675e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "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 B."
},
{
"q": "What is the ... |
2035-11-28 00:03:47.200 | 2035-11-28 00:03:59.900 | 10 | {
"RSRP": [
-111.98327787506835,
-111.97300618397172,
-112.04536912899488,
-111.9863819086078,
-111.81435121595722,
-111.98256197980086,
-111.90341645021508,
-112.04408617142884,
-111.88041735367176,
-111.91118406884809,
-112.09440608142155,
-112.08330410946444,
-11... | The radio link shows consistently poor RSRP, varying between -112.2 dB and -111.8 dB with an average of -112.0 dB. Uplink radio conditions are moderate: UL_SNR ranges from 15.1 dB to 18.2 dB with a mean of 16.3 dB, and UL_MCS spans 14.6–18.0 with an average of 15.9. Downlink MCS is fixed at 7.0 and downlink BLER remain... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 50,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
... | {
"RSRP": {
"mean": -111.98908168267697,
"variance": 0.0054170700839257825,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone B."
},
{
... |
2035-11-28 00:03:50.400 | 2035-11-28 00:04:03.100 | 10 | {
"RSRP": [
-111.93944054616829,
-111.984309062106,
-111.93330020710928,
-111.9331015704842,
-112.0300477998417,
-112.05213793278378,
-111.97307635474704,
-112.0842676239428,
-112.09815237252556,
-111.97098577519708,
-112.03324984540647,
-111.93319780282644,
-112.00... | The radio conditions are stable but relatively weak: RSRP ranges from -112.2 dB to -111.8 dB, with a mean of -112.0 dB. Uplink SNR varies between 14.9 dB and 18.1 dB, averaging 16.2 dB. Uplink MCS fluctuates from 15.0 to 18.0 (mean 16.0), while downlink MCS is fixed at 7.0. Downlink BLER remains at 0.0, whereas uplink ... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 18,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
... | {
"RSRP": {
"mean": -111.99080492643238,
"variance": 0.004809458287454463,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER":... | {
"zone": "B",
"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 B."
},
{
"q": "Was the... |
2035-11-28 00:02:14.400 | 2035-11-28 00:02:27.100 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | The trace shows a weak but stable downlink reference signal with RSRP between -107.0 dB and -106.5 dB; the average RSRP is -107.0 dB. Uplink modulation is moderate: UL_MCS ranges from 16.0 to 18.0 with a mean of 16.6, while DL_MCS is fixed at 7.0. Downlink radio link quality is error-free (DL_BLER 0.0), whereas uplink ... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 0,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
... | {
"RSRP": {
"mean": -106.99585937500001,
"variance": 0.0021945312500000094,
"trend": 0,
"periodicity": 25
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What 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 B."
},
{
"q": "Was th... |
2035-11-28 00:13:29.600 | 2035-11-28 00:13:42.300 | 10 | {
"RSRP": [
-133.49005681301844,
-132.84889953298327,
-132.67055175434425,
-133.20396270152838,
-133.4457146539143,
-133.21500174823495,
-132.05281064700165,
-132.2887449594428,
-133.39248945438746,
-133.34005278704632,
-131.7474662292504,
-132.49289598064186,
-133.... | Across the trace the downlink reference signal (RSRP) improved notably, rising by about 16.9 dB to a peak near -116.5 dBm; overall RSRP ranged from -133.5 dBm to -112.0 dBm. The average RSRP was -115.6 dBm. Uplink modulation and coding (UL_MCS) increased to a maximum of 17, with values spanning 11.0 to 17.0 and a mean ... | {
"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": -115.60226437306616,
"variance": 38.4863001453454,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0007714460261854835,
"variance": 0.000005404136909864362,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.2890625,
"variance": 4.50633... | {
"zone": "B",
"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 B."
},
... |
2035-11-28 00:12:06.400 | 2035-11-28 00:12:19.100 | 10 | {
"RSRP": [
-116.03187995528897,
-116.27961055341564,
-115.88661910746528,
-115.63962845009387,
-116.00205754591927,
-116.6394015259587,
-115.66720343794023,
-116.04190594404508,
-116.50784240069915,
-114.54580221060918,
-115.80813318254704,
-116.88214628169992,
-11... | RSRP improved notably mid-sequence, rising by 7.24 dB to a peak of -112.00 dB; across the trace RSRP ranged from -119.2 dB to -112.0 dB. The average RSRP was -114.6 dB. Uplink MCS stayed high, spanning 15.0 to 17.0 with a mean of 16.0, while downlink MCS remained fixed at 7.0. Downlink BLER was negligible, ranging from... | {
"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": -114.62983191782654,
"variance": 6.929285565921167,
"trend": 1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.000979271936222545,
"variance": 9.168673249400825e-7,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone B."
},
{
"q": "Did the networ... |
2035-11-28 00:06:08.000 | 2035-11-28 00:06:20.700 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | The device observed consistently poor RSRP with values ranging from -109.8 dB to -104.3 dB; the average RSRP was -107.0 dB. Uplink radio conditions were moderate: UL_SNR spanned 17.1 dB to 20.8 dB with a mean of 18.8 dB, and UL_MCS varied between 14.0 and 18.0 with an average of 15.9. Downlink MCS was fixed at 7.0.
L... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 57,
"end": 113
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP... | {
"RSRP": {
"mean": -107.00010865576127,
"variance": 1.535833451022339,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0.001456886508214009,
"variance": 0.000006805226080919007,
"trend": 0,
"periodicity": 64
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Identify the service in use: YouTube, Twitch, or File download.",
"a": "This is a segment from a file download session."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone B."
},
{
"q": "What i... |
2035-11-28 00:08:35.200 | 2035-11-28 00:08:47.900 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | The uplink radio conditions weakened during the interval: RSRP fell by 9.84 dB to a minimum of -116.84 dBm (observed range -117.0 to -107.0). The RSRP mean was -113.1 dBm. UL_SNR also declined by 14.18 dB to a low of 5.08 dB (range 4.0 to 19.6 dB). The UL_SNR mean was 10.4 dB. Correspondingly, UL_BLER showed several la... | {
"exists": true,
"type": "Co-Channel Interference (Severe)",
"anomaly_duration": {
"start": 47,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"UL_NumberOfPackets",
"DL_NumberOfPackets",
"TX_... | {
"RSRP": {
"mean": -113.11088392213236,
"variance": 21.849598955782245,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0014729544707878248,
"variance": 0.0000048109258077782065,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tre... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "What was the user's location, Zone A, Zone B, or Zone C?",
"a": "The user was located in Zone B."
},
{
... |
2035-11-28 00:09:16.800 | 2035-11-28 00:09:29.500 | 10 | {
"RSRP": [
-109.95593057020993,
-109.90694622569703,
-109.96299080785751,
-110.25128612052622,
-110.49121117321222,
-110.7755667060441,
-111.01559399160632,
-111.28412976088927,
-111.9237578668093,
-112.09084008978554,
-112.80379624040638,
-113.01428248166566,
-113... | Radio conditions show relatively weak but stable downlink signal with RSRP ranging from -114.3 dB to -109.8 dB. The average RSRP is -111.9 dB. Uplink modulation and link quality are healthy: UL_MCS varies between 13.0 and 18.0 with a mean of 16.0, and UL_SNR spans 16.6 dB to 22.1 dB with an average of 18.7 dB. Downlink... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 0,
"end": 72
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"
... | {
"RSRP": {
"mean": -111.87601404510238,
"variance": 1.4610358409666235,
"trend": 0,
"periodicity": 42
},
"DL_BLER": {
"mean": 0.0007074398751347173,
"variance": 0.000004126764124298225,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Where was the user, Zone A, B, or C?",
"a": "The user operated in Zone B."
},
{
"q": "Did the network s... |
2035-11-28 00:05:58.400 | 2035-11-28 00:06:11.100 | 10 | {
"RSRP": [
-107.798356460513,
-108.06834316142972,
-107.26265966731353,
-107.1449660653,
-107.31335221986654,
-107.85683645513637,
-107.44520715593322,
-107.06409120776803,
-107.23809243235993,
-106.61679967078338,
-107.9361404971538,
-108.22587115825354,
-107.4605... | The radio and traffic picture shows a relatively stable but uplink-active LTE/NR session. RSRP was consistently low, ranging from -108.5 dB to -106.6 dB with a mean of -107.1 dB. Uplink modulation and link quality were moderate: UL MCS varied between 14.0 and 18.0 with a mean of 15.9, while DL MCS stayed constant at 7.... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 0,
"end": 28
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting_... | {
"RSRP": {
"mean": -107.1396587748922,
"variance": 0.10435328970751487,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0009090980702325548,
"variance": 0.0000036105616990105437,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tren... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "From YouTube, Twitch, or File download, which was active?",
"a": "File download was active."
},
{
"q": "Select the zone: A, B, or C.",
"a": "This activity occurred in Zone B."
},
{
"q": "Select the jamming state: present or absent?",
"a": ... |
2035-11-28 00:13:16.800 | 2035-11-28 00:13:29.500 | 10 | {
"RSRP": [
-109.90627534998526,
-117.4280081862318,
-120.49891664113366,
-114.7332181675658,
-109.41891124171562,
-115.04020076895662,
-120.67553572662544,
-116.57810609490632,
-109.94558517944188,
-113.51397535101646,
-119.95571848261022,
-118.50561913691794,
-110... | The trace shows notable uplink radio degradation and variable resource use. RSRP experienced multiple large swings—including a pronounced fall to -133.5 dB (minimum) and a maximum of -109.2 dB. The mean RSRP was -121.1 dB. UL SNR similarly fell sharply at one point, reaching a low of 3.3 dB and a high of 22.2 dB; the m... | {
"exists": true,
"type": "Antenna Failure",
"anomaly_duration": {
"start": 81,
"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": -121.11234227765263,
"variance": 84.27050072779772,
"trend": -1,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0015590180872321513,
"variance": 0.0000031295429086993566,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 3.4140625,
"variance": 7.22... | {
"zone": "B",
"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 B was the user's location."
},
{
"q": "Identify the scenar... |
2035-11-28 00:05:55.200 | 2035-11-28 00:06:07.900 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-106.79750970087174,
-105.642254039273... | RSRP was consistently weak, varying between -108.5 dB and -105.6 dB with a mean of -107.1 dB. Uplink radio conditions supported moderately high modulation and coding: UL MCS ranged from 15.0 to 18.0 with a mean of 16.2, while DL MCS remained fixed at 7.0. UL SNR stayed healthy, between 17.0 dB and 20.1 dB with a mean o... | {
"exists": true,
"type": "Faulty RF Filters (Temporal)",
"anomaly_duration": {
"start": 26,
"end": 60
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"RX_Bytes",
"PRB_Utilization_DL",
"UL_SNR",
"TX_Bytes",
"DL_BLER",
"RSRP"
],
"troubleshooting... | {
"RSRP": {
"mean": -107.13163708639745,
"variance": 0.12517127154857757,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0009701263925880763,
"variance": 0.0000035941881528717837,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"tre... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "From Zone A, Zone B, or Zone C, where was the user?",
"a": "This session took place in Zone B."
},
{
... |
2035-11-28 00:04:16.000 | 2035-11-28 00:04:28.700 | 10 | {
"RSRP": [
-112.01375604055552,
-112.00546634466716,
-112.09316624839256,
-112.03033083178332,
-111.9288989266759,
-111.96171405181272,
-111.90430493748616,
-111.89669466960656,
-111.87360410481418,
-112.0124729062348,
-111.9876831671772,
-111.82723044900187,
-111.... | Radio conditions were moderate with RSRP varying between -117.4 dB and -106.6 dB; the average RSRP was -112.6 dB. Uplink modulation was fairly high: UL_MCS ranged from 15.0 to 18.0 with a mean of 16.0, while DL_MCS stayed constant at 7.0. Downlink BLER remained at 0.0%, but uplink BLER showed variability, ranging from ... | {
"exists": true,
"type": "Faulty Handover Algorithm (Too Frequent)",
"anomaly_duration": {
"start": 24,
"end": 99
},
"affected_kpis": [
"Estimated_UL_Buffer",
"UL_BLER",
"RX_Bytes",
"DL_NumberOfPackets",
"UL_SNR",
"UL_NumberOfPackets",
"TX_Bytes",
"DL_BLER",
"RSRP"... | {
"RSRP": {
"mean": -112.59882738439369,
"variance": 7.241340838132765,
"trend": 0,
"periodicity": 64
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER": {... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Which zone does this sample represent?",
"a": "Zone B is the relevant test area."
},
{
"q": "Did the... |
2035-11-28 00:02:04.800 | 2035-11-28 00:02:17.500 | 10 | {
"RSRP": [
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-107,
-1... | The uplink radio conditions were generally strong: RSRP stayed tightly between -107.0 dB and -106.0 dB with a mean of -106.9 dB, and UL_SNR varied from 17.6 dB to 20.7 dB with a mean of 18.8 dB. Uplink modulation was moderate, with UL_MCS ranging from 16.0 to 18.0 and an average of 16.3; downlink MCS was constant at 7.... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 65,
"end": 127
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
... | {
"RSRP": {
"mean": -106.9450848454301,
"variance": 0.04840575591595295,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.0000426031249999961,
"variance": 1.0825483454722765e-8,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What application was active, YouTube, Twitch, or File download?",
"a": "File download was the primary application used."
},
{
"q": "Which deployment zone applies here, A, B, or C?",
"a": "Traffic was recorded in Zone B."
},
{
"q": "Was jamming d... |
2035-11-28 00:01:39.200 | 2035-11-28 00:01:51.900 | 10 | {
"RSRP": [
-113.42772073340167,
-114.01456736190795,
-114.65544578381152,
-114.47243768722568,
-114.14524874312258,
-115.37153763708454,
-114.65509477279053,
-114.64502209191811,
-113.28309638593429,
-114.44101084323484,
-114.48714159558902,
-114.41059226880763,
-1... | RSRP stayed relatively weak, ranging from -119.5 dB to -113.3 dB. Its average was -116.5 dB. Uplink modulation (UL_MCS) varied between 15.0 and 18.0 with a mean of 16.0, while downlink MCS was fixed at 7.0. Downlink BLER fluctuated between 0.00068 and 0.016 with a mean of 0.0047; uplink BLER was substantially higher, r... | {
"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": -116.45515753530496,
"variance": 1.9888215617075788,
"trend": 0,
"periodicity": 128
},
"DL_BLER": {
"mean": 0.004728349061820526,
"variance": 0.000013933862036127627,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend"... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "Which of the three traffic types is observed here: YouTube, Twitch, or File download?",
"a": "File download traffic was detected."
},
{
"q": "Can you identify the zone, A, B, or C?",
"a": "Zone B was the user's location."
},
{
"q": "Was jamming ... |
2035-11-28 00:04:00.000 | 2035-11-28 00:04:12.700 | 10 | {
"RSRP": [
-112.03019738319615,
-111.98670857642573,
-111.9835908262342,
-112.05513040773404,
-111.99361967009604,
-111.93356862867348,
-112.10779828937322,
-111.92283056238604,
-111.94769868280798,
-111.94770909811524,
-111.99729075678476,
-112.01310312026985,
-11... | The radio link shows very stable downlink reference signal levels, with RSRP between -112.2 dB and -111.8 dB. The average RSRP is -112.0 dB. Uplink modulation and quality are moderate: UL_MCS ranges from 16.0 to 18.0 with a mean of 16.4, and UL_SNR spans 14.9 dB to 18.0 dB with a mean of 16.1 dB. Downlink MCS is fixed ... | {
"exists": true,
"type": "Resource Allocation Bugs",
"anomaly_duration": {
"start": 0,
"end": 53
},
"affected_kpis": [
"PRB_Utilization_UL",
"UL_BLER",
"UL_NPRB",
"PRB_Utilization_DL",
"PRBs_UL_Current",
"RX_Bytes",
"TX_Bytes",
"PRBs_DL_Current",
"DL_BLER"
],
"... | {
"RSRP": {
"mean": -111.98685523172901,
"variance": 0.005014347578892426,
"trend": 0,
"periodicity": 2
},
"DL_BLER": {
"mean": 0,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"DL_MCS": {
"mean": 7,
"variance": 0,
"trend": 0,
"periodicity": 1
},
"UL_BLER":... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What traffic pattern does this segment match: YouTube, Twitch, or File download?",
"a": "This segment matches file download traffic."
},
{
"q": "Was this activity in Zone A, B, or C?",
"a": "Zone B was the location of the user."
},
{
"q": "Did t... |
2035-11-28 00:09:42.400 | 2035-11-28 00:09:55.100 | 10 | {
"RSRP": [
-112.97575711566846,
-121.42591971422868,
-118.97171373446635,
-109.29692854885555,
-107.16318250696101,
-116.15067658661496,
-121.7514741918374,
-116.35258119928656,
-107.25844885177571,
-108.65457742420718,
-119.4373768547439,
-121.72749343694079,
-113... | RSRP exhibited multiple abrupt changes, including at least 19 notable jumps and drops with the largest fall reaching -122.6 dB (minimum) and the highest observed value at -105.7 dB. The average RSRP was -114.1 dB. Uplink MCS stayed high and narrow, ranging between 15.0 and 17.0 with a mean of 15.4, while downlink MCS w... | {
"exists": true,
"type": "Doppler Shift (Severe)",
"anomaly_duration": {
"start": 0,
"end": 123
},
"affected_kpis": [
"UL_NPRB",
"RX_Bytes",
"UL_SNR",
"TX_Bytes",
"DL_MCS",
"RSRP",
"UL_MCS"
],
"troubleshooting_tickets": "**Diagnose Summary:**\n- **Issue:** Severe Doppl... | {
"RSRP": {
"mean": -114.06148586968385,
"variance": 30.80946030757085,
"trend": 0,
"periodicity": 4
},
"DL_BLER": {
"mean": 0.0007480695312499868,
"variance": 0.0000032945377654422474,
"trend": 0,
"periodicity": 128
},
"DL_MCS": {
"mean": 6.03125,
"variance": 0.0305118... | {
"zone": "B",
"application": "File",
"mobility": "No",
"congestion": "No",
"anomaly_present": "Yes"
} | {
"network": [
{
"q": "What was the user's activity, YouTube, Twitch, or File download?",
"a": "This trace indicates a file download."
},
{
"q": "Which zone was the user in, Zone A, Zone B, or Zone C?",
"a": "The user was in Zone B."
},
{
"q": "Select the jamming stat... |
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