TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP None None None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP

TCP TCP None None None None None None None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None None None None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP None None TCP TCP TCP TCP TCP TCP TCP TCP None None None TCP None TCP None None TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None None None None None None None None None None None None None None None None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP None TCP TCP TCP

RSRP improved during the capture, rising by 7.6 dB to a peak near -115.4 dB; overall RSRP ranged between -123.0 dB and -115.0 dB. The average RSRP was -117.9 dB.

Uplink MCS showed a large increase, peaking at 15 with a jump of 14; UL_MCS ranged from 0.49 to 16 and averaged 12.4. Downlink MCS stayed lower, ranging from 2.9 to 7.0 with a mean of 6.3.

Downlink BLER experienced a significant transient spike to 0.78 and then a sustained downward trend between indices corresponding to ~5.8 s, decreasing on average 0.066 per second. DL_BLER overall ranged from 0.026 to 0.78 and had a mean of 0.22. Uplink BLER was low and stable, ranging from 0.013 to 0.15 with a mean of 0.082.

UL_NPRB was highly variable with multiple large jumps and drops; the largest spike reached 82.9 PRBs. UL_NPRB ranged between 4.2 and 82.9 and averaged 23.2. UL_SNR remained healthy, between 13.7 dB and 27.1 dB, with a mean of 20.4 dB.

Transmit throughput (TX_Bytes) showed several abrupt increases, including a major jump to ~389,353 Bytes; TX_Bytes spanned 0 to 450,000 Bytes and averaged 337,641.1 Bytes. Received bytes were much smaller, ranging from 0 to 24,000 Bytes with a mean of 6,492.5 Bytes. The Estimated UL Buffer varied from 20.1 KB to 2,147.0 KB and averaged 377.3 KB.

Downlink PRB allocation and utilization were highly dynamic with multiple sharp changes; PRBs_DL_Current varied between 13.8 and 106.0 and averaged 55.9, while PRB_Utilization_DL ranged from 13.0% to 100.0% with a mean of 52.7%. Uplink PRBs and utilization stayed low: PRBs_UL_Current ranged 0–20 (mean 2.7) and PRB_Utilization_UL ranged 0–19% (mean 2.5%).

Packet counts reflected bursty downlink traffic: DL_NumberOfPackets jumped to a peak of 1,895, with an overall range of 0 to 1,895 and a mean of 169.5. UL_NumberOfPackets ranged from 0 to 130 and averaged 45.6.

Finally, transport-layer usage was dominated by TCP: DL_Protocol was TCP for 69.53% of samples and UL_Protocol was TCP for 96.88% of samples; UDP was effectively absent.

Was the user streaming YouTube, Twitch, or downloading a File?

Was the user assigned to a fixed zone or in motion?

Choose the condition: jamming present or not?

Was the user static or moving across locations?

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 377.282

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 52.732

Describe the average trend of UL_NPRB. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does TX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of RSRP. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

The variance of TX_Bytes is 13538011376.848

The variance of RX_Bytes is 14962938.691

Describe the average trend of UL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRBs_UL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRB_Utilization_DL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_DL is 128

Does UL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of UL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 11.121

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 78596.345

Does UL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of PRB_Utilization_UL?

Does UL_SNR exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does PRB_Utilization_UL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_UL is 128

Describe the average trend of Estimated_UL_Buffer. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRBs_DL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_DL_Current is 128

Describe the average trend of PRBs_DL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of UL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRB_Utilization_UL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does RSRP exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1011.224

Describe the average trend of RX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 169.469

Describe the average trend of PRB_Utilization_DL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does RX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does DL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of DL_NumberOfPackets is 7.53

Does DL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of TX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of PRBs_DL_Current?

What is the average value of PRBs_UL_Current?

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 45.562

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 70021.22

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 12.495

Does UL_NPRB exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of DL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 310.541

Does PRBs_UL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_UL_Current is 128

Does UL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of UL_NumberOfPackets is 32

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 276.38

Does Estimated_UL_Buffer exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of Estimated_UL_Buffer is 128

Describe the average trend of DL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does DL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.


TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP

TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None None None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP None TCP

The link shows consistently poor downlink signal strength with RSRP ranging from -122.6 dB to -117.0 dB and averaging -120.4 dB. Uplink modulation and coding (UL_MCS) falls intermittently, with values between 0 and 14 and a mean of 11.6; a sharp drop to 0 occurred between t≈86–112. Downlink MCS is narrow and low, between 5.0 and 7.0 with a mean of 5.6. Downlink BLER spans 0.043 to 0.39 (mean 0.19), while uplink BLER ranges 0.029 to 0.16 (mean 0.089), indicating higher error rates on the DL.

Uplink resource usage is highly variable: UL_NPRB spans 5.0 to 51.6 with a mean of 15.6 and experienced large spikes (notably around t≈89–103). PRBs allocated on DL vary from 15.9 to 67.0 with a mean of 54.3 and show multiple large drops; DL PRB utilization ranges 15.0 to 63.3 with a mean of 51.2 and exhibits frequent abrupt changes. UL PRBs and UL PRB utilization are mostly idle but occasionally jump—PRBs_UL_Current between 0.25 and 30 (mean 2.6) and PRB_Utilization_UL between 0.24 and 28 (mean 2.4).

Uplink radio quality shows intermittent improvement: UL_SNR varies from 16.7 dB to 33.2 dB with a mean of 20.5 dB and includes a pronounced spike around t≈105–107. The estimated uplink transmit buffer ranges from 18.4 KB to 1109.9 KB with a mean of 210.1 KB, reflecting transient buildup. Uplink packet counts range 0 to 170 packets (mean 46.4), while downlink packets span 0 to 1100 packets (mean 225.2).

Throughput shows large uplink bursts and drops: TX_Bytes range from 94,018 Bytes to 440,168 Bytes with a mean of 308,185.9 Bytes and several prominent jumps/dips (largest drop to ~110,847 Bytes). RX_Bytes are much lower, ranging 487 Bytes to 19,298 Bytes with a mean of 4,016.4 Bytes.

Traffic is overwhelmingly TCP: DL_Protocol is TCP for 93.75% of samples and UL_Protocol is TCP for 99.22% of samples. Overall, the profile indicates weak DL signal and elevated DL BLER, intermittent uplink capacity spikes and buffer accumulation, and highly bursty traffic dominated by TCP.

From YouTube, Twitch, or File download, which was active?

Identify the user location, Zone A, Zone B, Zone C, or moving?

The user was transitioning between zones.

Was jamming detected, or was the signal unaffected?

No jamming occurred in this time window.

There was no congestion-related degradation.

From static or mobile, which best describes the user?

The user was mobile during this session.

Describe the average trend of UL_SNR. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

The variance of PRBs_DL_Current is 174.046

What is the average value of PRBs_UL_Current?

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 27826.488

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 21.269

Does PRB_Utilization_UL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_UL is 64

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 29482.201

The variance of PRB_Utilization_DL is 154.9

Describe the average trend of PRB_Utilization_UL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of Estimated_UL_Buffer. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRB_Utilization_DL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_DL is 128

Does RX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of UL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of UL_NPRB. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_NPRB exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 225.188

Describe the average trend of UL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does DL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of DL_NumberOfPackets is 3.05

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 18.93

Describe the average trend of TX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 210.066

Describe the average trend of PRBs_UL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRB_Utilization_DL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of UL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does PRBs_UL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_UL_Current is 64

Describe the average trend of DL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does TX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does PRBs_DL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_DL_Current is 128

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 521.931

Describe the average trend of PRBs_DL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of RX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of PRB_Utilization_UL?

What is the average value of PRBs_DL_Current?

Does DL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does UL_SNR exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 51.196

The variance of TX_Bytes is 6893815351.718

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 46.422

Does Estimated_UL_Buffer exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of Estimated_UL_Buffer is 5.82

Describe the average trend of DL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does DL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of RSRP. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does RSRP exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does UL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of UL_NumberOfPackets is 10.67

Does UL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.


TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP

TCP None TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP None TCP TCP None None TCP TCP TCP TCP TCP TCP TCP TCP None None TCP TCP TCP TCP None TCP None TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP None None None None None None TCP None None None None TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None None TCP TCP TCP None None None TCP None TCP TCP TCP None TCP TCP TCP TCP

RSRP gradually improved over a 5.8-second interval (indices ~46–104) with an average rise of about 1.053 dB/s. RSRP values ranged from -117.0 dB to -111.0 dB. The mean RSRP was -114.3 dB.

Uplink modulation (UL_MCS) varied between 11.0 and 18.0 with a mean of 15.2, while downlink modulation (DL_MCS) stayed narrowly between 6.0 and 7.0 with a mean of 6.4. UL_SNR spanned 15.7 dB to 27.9 dB and averaged 20.5 dB.

Downlink BLER showed a downward trend over ~5.5 seconds (indices ~24–79) at ~0.163 per second, with a notable drop of 0.75 to 0.18 (t≈28–50) and a later spike of 0.43 to 0.43 (t≈120–127). DL_BLER ranged from 0.00045 to 0.94 and the mean was 0.28. UL_BLER ranged from 0.035 to 0.18 with a mean of 0.091.

UL resource usage exhibited several sharp increases: UL_NPRB jumped to peaks of about 44.99 and later 62.78 (spikes around t≈79–82 and t≈122–125). UL_NPRB ranged from 5.0 to 62.8 with a mean of 16.9. Current downlink PRBs experienced multiple abrupt changes, including a large drop of ~50.1 to a low near 15.9 (t≈114–126); PRBs_DL_Current ranged from 13.8 to 67.3 and averaged 50.7. PRBs_UL_Current stayed low, between 0 and 5.3 with a mean of 1.4.

PRB utilization mirrored the PRB counts: PRB_Utilization_DL had several sharp swings, the largest being a drop of ~47.3 to ~15.0 (t≈114–126). PRB_Utilization_DL ranged from 13.0% to 63.5% and averaged 47.8%. PRB_Utilization_UL ranged from 0% to 5% with a mean of 1.3%.

Traffic volumes on the uplink showed multiple prominent jumps and drops; TX_Bytes ranged from 92,829 Bytes to 448,763 Bytes with a mean of 323,404.6 Bytes, and included a large fall of ~344,138 Bytes down to ~96,030 Bytes (t≈114–127). RX_Bytes ranged from 114 Bytes to 18,332 Bytes and averaged 4,787.1 Bytes. The Estimated_UL_Buffer varied between 1.0 KB and 877.4 KB with a mean of 240.3 KB.

Packet counts: UL_NumberOfPackets ranged from 1 to 111 with a mean of 51.7, while DL_NumberOfPackets ranged from 0 to ~1,200 with a mean of 198.3. Protocol usage was TCP-dominant: DL used TCP for 75.78% of timestamps (UDP 0%), and UL was TCP for 100% of timestamps (UDP 0%).

Which of the three traffic types is observed here: YouTube, Twitch, or File download?

Which zone does this traffic relate to: A, B, C, or motion?

Was the environment jammed or interference-free?

This period was free of jamming activity.

Choose the condition: congestion or no congestion?

Which condition applies, mobile or static?

What is the average value of PRBs_UL_Current?

Describe the average trend of UL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 0.807

Does PRBs_DL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of DL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 370.434

Describe the average trend of DL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 16161.618

Does RX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of UL_NPRB. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 47.788

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 416.22

Does UL_NPRB exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 62072.869

What is the average value of PRB_Utilization_UL?

Describe the average trend of UL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_SNR exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of RX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of UL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

The variance of TX_Bytes is 18944569816.004

Does TX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does UL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 240.294

Does Estimated_UL_Buffer exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of Estimated_UL_Buffer is 128

Describe the average trend of Estimated_UL_Buffer. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does DL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of DL_NumberOfPackets is 128

Describe the average trend of UL_SNR. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 198.289

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 0.907

Does RSRP exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of PRBs_UL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of UL_NumberOfPackets is 128

Does PRB_Utilization_DL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_DL is 128

Describe the average trend of RSRP. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRBs_DL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRB_Utilization_DL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRB_Utilization_UL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_UL is 3.66

Describe the average trend of PRB_Utilization_UL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 760.067

What is the average value of PRBs_DL_Current?

Does DL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of TX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRBs_UL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_UL_Current is 3.66

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 51.664

Does DL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.


TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP

TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP

RSRP improved over the early portion of the trace (indices 0–64, ~6.4 s) with an average rise of 1.111 dB/s. RSRP values spanned -117.0 dB to -105.0 dB. The mean RSRP was -110.5 dB.

UL_MCS varied between 13.0 and 17.0 with a mean of 15.4. DL_MCS ranged from 6.0 to 7.0 with a mean of 6.2.

DL BLER trended downward overall but experienced at least three notable jumps and drops; the largest fall reached 0.7 down to 0.1 (between t≈11 and t≈37). DL_BLER ranged from 0.01 to 0.86 and averaged 0.26. UL_BLER ranged from 0.041 to 0.20 with a mean of 0.093.

UL_NPRB varied between 5.3 and 38.8 with a mean of 19.8. UL_SNR ranged from 16.5 dB to 27.7 dB and averaged 20.5 dB.

TX_Bytes showed multiple large spikes and drops (at least six); the largest decline fell by 357,903 Bytes to a low of 96,861 Bytes (around t≈43–48). TX_Bytes ranged from 89,628 Bytes to 454,764 Bytes and had a mean of 328,407.1 Bytes. RX_Bytes ranged from 271 Bytes to 10,251 Bytes with a mean of 6,252.5 Bytes.

Estimated_UL_Buffer fluctuated between 5.9 Kilobytes and 682.5 Kilobytes and averaged 319.5 Kilobytes.

Downlink PRBs and utilization experienced several abrupt changes (≥6 events). PRBs_DL_Current ranged from 12.7 to 69.2 with a mean of 54.1, and its largest drop reached 53.5 down to 12.7 (t≈92–96). PRB_Utilization_DL ranged from 12.0% to 65.3% with a mean of 51.0%, with a corresponding largest dip of 50.5 percentage points to 12.0% (t≈92–96). PRBs_UL_Current varied from 0 to 3.9 (mean 1.5) and PRB_Utilization_UL ranged 0% to 3.7% (mean 1.4%).

UL packet counts ranged from 0 to 190 and averaged 72.2 packets; DL packet counts ranged from 0 to 940 and averaged 198.2 packets.

Traffic was overwhelmingly TCP: DL_Protocol was TCP 100.00% of timestamps (UDP 0.00%), and UL_Protocol was TCP 99.22% (UDP effectively 0.00%).

Choose the user's activity: YouTube streaming, Twitch viewing, or downloading a file.

From Zone A/B/C or moving, where was the user?

The user changed zones during the session.

Did the user experience jamming or normal signal quality?

Was the network under heavy load or performing well?

Traffic flowed normally during this period.

Yes, there was movement during this session.

Does TX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 198.203

The period length of PRB_Utilization_UL is 64

Describe the average trend of DL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 0.583

Does RX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 19309.738

Describe the average trend of UL_SNR. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 319.508

What is the average value of PRBs_DL_Current?

Does Estimated_UL_Buffer exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of Estimated_UL_Buffer is 42.67

Describe the average trend of PRBs_DL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 72.242

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 380.659

Describe the average trend of UL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of UL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 338.784

Does UL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1273.902

Describe the average trend of TX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

The variance of TX_Bytes is 15024051282.925

Does PRB_Utilization_DL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_DL is 64

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 51.003

Describe the average trend of UL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRB_Utilization_DL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does DL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of DL_NumberOfPackets is 64

Does UL_SNR exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of PRBs_UL_Current?

Describe the average trend of RX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRBs_UL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_UL_Current is 64

Does RSRP exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does UL_NPRB exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of UL_NPRB. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of Estimated_UL_Buffer. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 16250.001

Describe the average trend of PRBs_UL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 0.655

Does DL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does UL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of UL_NumberOfPackets is 64

Describe the average trend of RSRP. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of PRB_Utilization_UL?

Describe the average trend of DL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRBs_DL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_DL_Current is 64


None None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP

None None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None None TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP None None TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP None TCP

Overall the radio link shows relatively weak but stable RSRP with values between -117.0 dB and -107.0 dB; the average RSRP is -112.0 dB. Uplink SNR varied from 12.1 dB to 30.6 dB, with a mean of 20.2 dB. Uplink MCS moved substantially during the trace—falling to a low of 5.85 and later rising to a peak of 18.0; the UL_MCS range is 5.8 to 18.0 and its mean is 14.7. Downlink MCS remained lower, ranging from 2.7 to 7.0 with an average of 6.3.

BLER behavior shows intermittent degradation: DL_BLER ranged from 0.012 to 0.52 with a mean of 0.16 and experienced multiple notable jumps (the largest reaching 0.5). UL_BLER stayed lower overall, between 0.041 and 0.19 with a mean of 0.091. Uplink resource allocation increased late in the trace—UL_NPRB spanned 5.0 to 45.6 (mean 25.0) and showed a sharp jump up to ~45.6. Downlink PRB usage was frequently high: PRBs_DL_Current varied from 0 to 67 with a mean of 54.2, and PRB_Utilization_DL ranged 0 to 63 with a mean of 51.1. Uplink PRB counts and utilization remained small, with PRBs_UL_Current between 0 and 3.7 (mean 1.3) and PRB_Utilization_UL between 0 and 3.5 (mean 1.2).

Traffic and buffering show heavy uplink transmissions and burstiness. TX_Bytes ranged from 0 Bytes to 450,000 Bytes (mean 339,669.7 Bytes) and exhibited multiple large jumps and drops, including a fall to 0. RX_Bytes ranged from 0 Bytes to 14,000 Bytes with a mean of 4,329.4 Bytes. The estimated uplink buffer varied from 29.6 Kilobytes to 848.9 Kilobytes with a mean of 375.0 Kilobytes. Packet counts reflect this asymmetry: UL_NumberOfPackets ranged 0 to 120 (mean 60.3) while DL_NumberOfPackets ranged 0 to 870 (mean 228.2).

Finally, traffic is overwhelmingly TCP: the downlink used TCP for 90.62% of timestamps, and the uplink for 98.44% of timestamps. These observations point to a scenario with modest downlink radio quality, variable uplink capacity and significant, bursty uplink throughput and buffering pressure.

From YouTube, Twitch, or File download, which was active?

Where was the user located: Zone A, B, C, or moving?

Was the user affected by jamming or was the link clean?

Choose the condition: congestion or no congestion?

Was the user static or moving across locations?

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 0.515

Describe the average trend of TX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRBs_DL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of PRBs_UL_Current?

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 0.578

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 51.123

Describe the average trend of RX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_NPRB exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does PRBs_UL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_UL_Current is 3.88

The variance of TX_Bytes is 14702980208.109

Describe the average trend of UL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of RSRP. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does TX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 450.736

Describe the average trend of PRB_Utilization_DL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of Estimated_UL_Buffer. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRBs_UL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of PRBs_DL_Current?

Describe the average trend of UL_NPRB. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 331.093

Describe the average trend of DL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRB_Utilization_UL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRB_Utilization_UL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_UL is 3.88

Describe the average trend of UL_SNR. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does DL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 17634

Does RX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does UL_SNR exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 374.974

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 60.273

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 228.242

Describe the average trend of DL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does Estimated_UL_Buffer exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of Estimated_UL_Buffer is 64

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 34258.059

Does UL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of UL_NumberOfPackets is 16

Does DL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of DL_NumberOfPackets is 64

Does PRB_Utilization_DL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_DL is 64

Describe the average trend of DL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does RSRP exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of UL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 372.017

Describe the average trend of UL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.


TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP

TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP

RSRP remained generally poor, averaging -118.3 dB with values ranging from -122.0 dB to -87.0 dB; a notable improvement occurred between t=56 and t=60 when RSRP rose by 33 dB to -87 dB. UL MCS varied across the trace with a mean of 12.4 and values between 0 and 18; it fell to 0 for an extended interval (t≈12–35) and again dropped to 9 between t≈86–109. DL MCS was stable and low, averaging 5.9 with observed values from 5.0 to 7.0.

DL BLER exhibited both a sharp spike and an overall downward segment: BLER ranged from 0.013 to 0.52 with a mean of 0.14; it spiked to 0.52 around t≈57–80 and then trended downward between indices 63–121 at roughly 0.065 per second. UL BLER ranged from 0.023 to 0.23 with a mean of 0.096.

UL NPRB and PRB allocations showed wide swings: UL_NPRB averaged 21.5 with values between 5.9 and 53.0, including a surge to ~53.0 (t≈13–25) and a fall to ~8.15 (t≈96–103). PRBs_DL_Current ranged from 18.3 to 69.2 with a mean of 57.9 and experienced large drops (e.g., to 18.29 around t≈35–43). PRBs_UL_Current was mostly low (mean 2.8) but peaked at 40.57, with the overall range 0.15 to 41. PRB utilization mirrored these dynamics: DL utilization averaged 54.6% with values between 17.3% and 65.3% and notable dips (to ~17.3% around t≈35–43); UL utilization averaged 2.7% with a range from 0.14% to 38% and a spike to ~38% (t≈17–25).

UL SNR stayed healthy overall, averaging 20.5 dB with values between 12.9 dB and 26.2 dB. Traffic and buffer metrics showed large uplink throughput variability: TX_Bytes averaged 338,777.1 Bytes with values from 119,073 Bytes to 445,114 Bytes and several large jumps/drops (largest drop to 119,073 Bytes around t≈37–43). RX_Bytes averaged 5,529.3 Bytes with a range of 703 Bytes to 10,574 Bytes. Estimated_UL_Buffer varied from 42.3 KB to 1,735.9 KB and averaged 292.2 KB. Packet counts averaged 74.8 UL packets (range 0 to 120) and 268.4 DL packets (range 0 to 760).

Protocol usage was overwhelmingly TCP: DL protocol was TCP for 98.44% of timestamps and UL protocol was TCP for 99.22% of timestamps. Overall, the trace shows poor downlink radio conditions (low RSRP and modest DL MCS) with intermittent resource and throughput volatility, occasional high uplink PRB/SNR and large buffer/throughput swings, and TCP-dominated traffic.

Was the user streaming YouTube, Twitch, or downloading a File?

Was the user static at Zone A, B, or C, or in motion?

What is the condition: jamming or normal operation?

Was the network under heavy load or performing well?

Traffic flowed normally during this period.

Identify the user state: still or in motion?

Does UL_SNR exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does RX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 25.597

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 28.76

What is the average value of PRBs_DL_Current?

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 11902.889

Describe the average trend of PRB_Utilization_UL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRBs_UL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of RX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of UL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of Estimated_UL_Buffer. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does RSRP exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does PRBs_DL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_DL_Current is 128

Does UL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 74.844

Describe the average trend of RSRP. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of UL_NPRB. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 895.755

The variance of TX_Bytes is 6364809075.821

Does DL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of DL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 268.406

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 31236.294

Does PRB_Utilization_DL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_DL is 128

Describe the average trend of TX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 103.252

Does UL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 54.609

Describe the average trend of PRB_Utilization_DL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 292.166

Does PRBs_UL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_UL_Current is 128

Describe the average trend of UL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of UL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of UL_NumberOfPackets is 128

Does Estimated_UL_Buffer exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of Estimated_UL_Buffer is 128

Does DL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 116.014

Describe the average trend of PRBs_DL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does TX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of PRBs_UL_Current?

What is the average value of PRB_Utilization_UL?

Does PRB_Utilization_UL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_UL is 128

Does DL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of DL_NumberOfPackets is 2.21

Does UL_NPRB exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of UL_SNR. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.


TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP

TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP None TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP None TCP TCP TCP TCP TCP

The trace shows generally weak downlink signal strength, with RSRP ranging between -119.0 dB and -105.4 dB. The average RSRP is -115.9 dB, and a notable temporary improvement occurred (an 11.62 dB rise) reaching about -105.38 dB mid-trace. UL SNR stayed positive and healthy, ranging from 15.9 dB to 29.7 dB with a mean of 20.4 dB.

Uplink modulation and resource metrics were bursty. UL MCS varied between 0 and 16 with a mean of 12.7; it climbed early to 16 and later dropped to 0. DL MCS was very stable between 6.0 and 7.0 with a mean of 7.0. DL BLER ranged from 0.0025 to 0.13 with a mean of 0.029, while UL BLER was higher, between 0.016 and 0.16 with a mean of 0.074 — indicating more uplink retransmission risk.

UL resource blocks and utilization showed sharp spikes. UL_NPRB spanned 8.6 to 55.0 with a mean of 26.2 and experienced sudden increases up to ~55. PRBs_UL_Current ranged from 0.2 to 54 with a mean of 3.9 and also spiked. Correspondingly, PRB_Utilization_UL rose to as high as 51.0 (mean 3.7). Downlink PRB allocation and utilization were high on average but exhibited drops: PRBs_DL_Current varied between 20.4 and 69.4 with a mean of 63.2, and PRB_Utilization_DL ranged from 19.3 to 65.5 with a mean of 59.6, including notable reductions to the low 20s.

Traffic volumes were asymmetric and bursty. TX_Bytes (uplink) ranged from 124,914 Bytes to 448,843 Bytes with a mean of 420,994.4 Bytes, showing several large jumps and a major drop to ~124,914 Bytes late in the trace. RX_Bytes (downlink) ranged from 1,664 Bytes to 10,913 Bytes with a mean of 7,367.1 Bytes. Estimated_UL_Buffer varied between 71.0 KB and 6,255.8 KB with a mean of 532.9 KB, indicating intermittent uplink queuing.

Packet counts followed the byte patterns: UL_NumberOfPackets ranged 0 to 180 with a mean of 79.5, and DL_NumberOfPackets ranged 0 to 1,100 with a mean of 250.5. Protocol distribution was overwhelmingly TCP on both directions (DL: 95.31% TCP; UL: 97.66% TCP), with virtually no UDP observed.

In summary, the session shows weak downlink RSRP but adequate UL SNR, bursty uplink resource allocation and utilization with higher uplink BLER and intermittent uplink buffering, and predominantly TCP traffic. These characteristics point to episodic uplink-heavy demand with potential uplink retransmissions and queuing under load.

What application was active, YouTube, Twitch, or File download?

File download was the primary application used.

Select the user's condition, Zone A, B, C, or moving?

Zone localization is unclear due to mobility.

Did the network suffer from jamming or operate interference-free?

The signal was clean with no jamming detected.

This trace shows normal throughput conditions.

Was the user stationary or in motion during this window?

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 62.376

Does UL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of PRBs_DL_Current?

The variance of PRBs_DL_Current is 52.208

Describe the average trend of UL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does DL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does RSRP exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 55.516

Describe the average trend of TX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of UL_NPRB. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

The period length of DL_NumberOfPackets is 128

Does PRB_Utilization_DL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_DL is 18.29

What is the average value of PRBs_UL_Current?

Does PRBs_UL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of PRB_Utilization_DL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of RX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 675784.816

Does DL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of UL_SNR. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of PRBs_UL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 250.516

Does UL_SNR exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of DL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 79.469

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1171.558

Describe the average trend of RSRP. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of Estimated_UL_Buffer. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 46.465

Describe the average trend of UL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of UL_NumberOfPackets is 128

What is the average value of PRB_Utilization_UL?

The variance of TX_Bytes is 2391788260.889

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 19282.771

Does RX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does PRBs_DL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_DL_Current is 18.29

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 532.941

Does Estimated_UL_Buffer exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of Estimated_UL_Buffer is 42.67

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 59.632

Describe the average trend of UL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRBs_DL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRB_Utilization_UL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRB_Utilization_UL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_UL is 128


RSRP trended downward early in the capture (indices ~0–56, ~5.6 s), declining on average about 1.455 dB per second. The RSRP values span from -119.0 dB to -107.0 dB. The mean RSRP is -114.7 dB.

UL_MCS fell sharply at one point (notably between t≈100–122) to as low as 0; the UL_MCS values range from 0 to 18 and the mean is 14.0. DL_MCS stayed constrained between 5.0 and 7.0 with a mean of 6.2.

DL_BLER exhibits an overall downward trend over indices ~10–64 (~5.4 s), decreasing on average ~0.111 per second, and shows multiple abrupt jumps and drops (the largest drop was to 0.1). DL_BLER ranges from 0.018 to 0.89. The mean DL_BLER is 0.23. UL_BLER ranges from 0.021 to 0.19 with a mean of 0.094.

Uplink radio conditions were relatively strong: UL_SNR spans 13.1 dB to 25.9 dB with a mean of 20.5 dB. Allocated UL resources varied considerably: UL_NPRB ranges from 5.0 to 37.2 with a mean of 18.6, and PRBs_UL_Current ranges from 0 to 22 with a mean of 1.8; PRBs_UL_Current also shows a pronounced spike up to ~22.23 around t≈103–108. Correspondingly, PRB_Utilization_UL ranges from 0% to 21% with a mean of 1.7% and a similar spike to ~21% in the same interval.

Downlink PRB usage and utilization were high and bursty. PRBs_DL_Current spans 12.7 to 68.1 with a mean of 53.8, and PRB_Utilization_DL spans 12.0% to 64.3% with a mean of 50.7%. Both DL metrics have multiple large jumps and drops; the largest observed jump pushed PRBs_DL_Current to 68.1 and PRB_Utilization_DL to 64.3 around t≈5–14.

Traffic volumes show significant uplink bursts and drops: TX_Bytes range from 92,829 Bytes to 445,114 Bytes with a mean of 328,720.2 Bytes, and experienced multiple prominent changes (the largest drop reduced TX_Bytes to ~92,829 Bytes). RX_Bytes range from 209 Bytes to 12,423 Bytes with a mean of 4,993.9 Bytes. Estimated_UL_Buffer varies widely from 5.7 KB to 1,056.5 KB with a mean of 261.1 KB.

Packet counts reflect asymmetric load: UL_NumberOfPackets range from 1 to 133 with a mean of 72.6, while DL_NumberOfPackets range from 4 to 840 with a mean of 231.3. Both uplink and downlink traffic used TCP exclusively during the trace (UL_Protocol = TCP 100%; DL_Protocol = TCP 100%).

What traffic pattern does this segment match: YouTube, Twitch, or File download?

This segment matches file download traffic.

Was the user assigned to a fixed zone or in motion?

Select the jamming state: present or absent?

The transmission was unaffected by jamming.

Yes, there was movement during this session.

Describe the average trend of UL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does DL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of DL_NumberOfPackets is 42.67

The period length of PRBs_DL_Current is 16

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 290.285

What is the average value of PRBs_UL_Current?

The mean of PRB_Utilization_DL is 50.711

Describe the average trend of UL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of UL_NumberOfPackets is 42.67

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 231.344

Describe the average trend of RSRP. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 4.365

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 72.641

Does UL_NPRB exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does UL_SNR exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The variance of TX_Bytes is 12834783107.783

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 4.904

Describe the average trend of PRB_Utilization_DL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRB_Utilization_DL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_DL is 16

Does RSRP exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does DL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of RX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of UL_NPRB. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of PRBs_DL_Current?

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 20194.87

Does PRB_Utilization_UL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_UL is 64

Describe the average trend of TX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of UL_SNR. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 719.791

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 11714.18

Does PRBs_UL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_UL_Current is 64

Describe the average trend of UL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRB_Utilization_UL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does RX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does TX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 326.165

What is the average value of PRB_Utilization_UL?

Does Estimated_UL_Buffer exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of Estimated_UL_Buffer is 128

Describe the average trend of DL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of Estimated_UL_Buffer. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of PRBs_UL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 261.056

Does UL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does DL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.


TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP

TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP None None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP

The observed cell showed consistently weak downlink signal strength with RSRP ranging from -122.0 dB to -116.0 dB. The RSRP average was -119.9 dB. Uplink radio conditions were generally good: UL_SNR varied between 12.4 dB and 27.9 dB with a mean of 20.2 dB.

Modulation and coding on the uplink was highly variable, with UL_MCS spanning 0 to 16 and averaging 9.0; several sharp transitions occurred (notably a sustained high at 16). Downlink MCS remained narrow, between 6.0 and 7.0 with a mean of 6.0. BLER behavior was mixed: DL_BLER ranged from 0.046 to 0.72 with a mean of 0.25 and included a pronounced spike up to 0.34 in one period; UL_BLER ranged from 0.019 to 0.18 with a mean of 0.076.

Resource allocation on the uplink showed large dynamics. UL_NPRB varied from 6.0 to 80.1 with a mean of 24.5 and experienced multiple big jumps (one reaching 80.1). PRBs_UL_Current ranged from 0.05 to 73.0 with a mean of 5.3 and included abrupt increases (peaks above 31 and 73 observed). PRB utilization mirrored this volatility: PRB_Utilization_UL spanned 0.047% to 69% with a mean of 5.0%, and PRB_Utilization_DL spanned 14.0% to 64.8% with a mean of 51.5%; PRBs_DL_Current itself ranged from 14.8 to 68.7 with a mean of 54.6 and exhibited several sharp drops.

Traffic volumes were asymmetric and bursty. TX_Bytes (UL) varied between 92,829 Bytes and 440,168 Bytes with a mean of 321,045.2 Bytes and showed multiple large jumps and drops (including a notable dip to ~92.8k). RX_Bytes (DL) ranged from 209 Bytes to 26,066 Bytes with a mean of 6,393.9 Bytes. Packet counts reflected this pattern: UL_NumberOfPackets ranged from 0 to 190 with a mean of 60.2, while DL_NumberOfPackets ranged from 0 to 960 with a mean of 197.2. The Estimated_UL_Buffer fluctuated from 11.9 KB to 3,149.6 KB with a mean of 410.0 KB.

Protocol usage was overwhelmingly TCP: DL_Protocol was TCP for 94.53% of samples and UL_Protocol was TCP for 99.22% of samples; UDP was effectively absent.

Overall, the trace shows weak downlink signal power, stable uplink SNR, variable uplink resource allocation and MCS with corresponding traffic bursts, moderate downlink MCS and higher downlink PRB utilization, and predominance of TCP traffic—conditions that can produce intermittent DL BLER spikes and opportunistic UL throughput when NPRBs/PRBs rise.

What application was active, YouTube, Twitch, or File download?

File download was the primary application used.

Select the user's condition, Zone A, B, C, or moving?

Zone localization is unclear due to mobility.

Identify the scenario: jamming or no jamming?

Jamming was not present during this sample.

Was the network congested or operating normally?

Was the user stationary or in motion during this window?

The variance of TX_Bytes is 7277552483.733

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 60.234

What is the average value of PRBs_UL_Current?

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 176.34

Describe the average trend of UL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_NPRB exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of PRB_Utilization_UL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does DL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 151824.54

Describe the average trend of PRBs_DL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 197.219

What is the average value of PRBs_DL_Current?

Describe the average trend of PRB_Utilization_DL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of Estimated_UL_Buffer. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of UL_NumberOfPackets is 64

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 66.281

Does TX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The variance of RX_Bytes is 13232484.034

Describe the average trend of RX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of TX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRBs_UL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 409.991

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 23328.503

Does Estimated_UL_Buffer exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of Estimated_UL_Buffer is 6.74

Describe the average trend of UL_NPRB. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRB_Utilization_DL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_DL is 11.64

Does UL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of UL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRBs_DL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_DL_Current is 11.64

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1628.653

Does DL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of DL_NumberOfPackets is 64

Does UL_SNR exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does DL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does RX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does PRB_Utilization_UL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_UL is 64

Does RSRP exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 198.136

Describe the average trend of UL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 74.471

Describe the average trend of PRBs_UL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of PRB_Utilization_UL?

Describe the average trend of UL_SNR. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of RSRP. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 51.546

Describe the average trend of DL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.


TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP None None None None TCP None None None None None None TCP TCP TCP TCP TCP TCP None None TCP TCP TCP TCP TCP TCP TCP None None TCP TCP None None TCP None TCP TCP None TCP None None None TCP TCP TCP None None None None None TCP TCP TCP TCP None TCP

TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None TCP None None None None None TCP None None TCP None None TCP TCP TCP TCP TCP TCP None None TCP TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP None None TCP None None TCP None None None None None TCP TCP TCP None None TCP TCP TCP TCP TCP TCP TCP None

The radio link shows significant variability across both control and user-plane metrics. RSRP oscillated with several abrupt jumps and drops; values ranged between -127.1 dB (min) and -93.0 dB (max). The average RSRP was -121.0 dB, indicating generally poor downlink signal strength punctuated by occasional improvements.

Uplink MCS exhibited a wide span from 0.88 to 15, with a mean of 4.2; the series included a pronounced fall early in the trace reaching about 1.66. Downlink MCS stayed in a narrower band from 1.1 to 5.0, averaging 4.9, but showed short-lived dips to its lower bound. BLER on the downlink varied between 0.15 and 0.87 and averaged 0.59, with several large jumps (one reaching ~0.7). Uplink BLER ranged from 0.042 to 0.55 with a mean of 0.20 and included spikes up to 0.55, indicating intermittent uplink error bursts.

Uplink resource allocation (UL_NPRB) was highly dynamic, spanning 1.1 to 78.9 PRBs and averaging 20.7; multiple sharp changes occurred, including a jump to ~78.9 PRBs. Correspondingly, UL SNR moved between 7.6 dB and 34.2 dB with a mean of 20.6 dB, showing both strong short-lived peaks and steep drops that likely affected uplink modulation and MCS.

Throughput and buffers show bursty uplink traffic: TX_Bytes ranged from 0 to 340,000 Bytes with a mean around 177,538 Bytes and featured large single jumps indicative of heavy UL transfers. RX_Bytes were much lower, between 0 and 14,000 Bytes with a mean of 3,007.7 Bytes. Estimated_UL_Buffer varied from 4.2 KB to 2,156.9 KB and averaged 364.7 KB, reflecting intermittent build-ups in the uplink queue.

Downlink PRB usage and utilization experienced substantial excursions: PRBs_DL_Current spanned 0 to 106 PRBs with a mean of 36.7 and showed spikes to ~106 PRBs; PRB_Utilization_DL ranged from 0% to 100% and averaged 34.6%, including short periods of full saturation. Uplink PRBs and utilization remained low overall: PRBs_UL_Current were between 0 and 22 (mean 3.0) and PRB_Utilization_UL between 0% and 21% with a mean of 2.8%, despite occasional brief increases.

Packet counts reflected the asymmetric traffic load: UL packet counts ranged from 0 to 79 (mean 22.7), while DL packet counts ranged from 0 to 460 (mean 152.4). Transport-layer usage was predominantly TCP on both directions: downlink TCP for 77.34% of samples and uplink TCP for 75.78% of samples (UDP negligible).

In sum, the trace is characterized by generally weak downlink signal levels with episodic improvements, volatile uplink radio conditions and resource allocations, bursty uplink byte transfers and buffer build-ups, and periods of downlink PRB saturation — all of which would impact link adaptation, scheduling decisions, and end-to-end throughput.

Which type of activity occurred, YouTube viewing, Twitch stream, or file transfer?

From Zone A/B/C or moving, where was the user?

The user changed zones during the session.

Did the network suffer from jamming or operate interference-free?

The signal was clean with no jamming detected.

From static or mobile, which best describes the user?

The user was mobile during this session.

What is the average value of PRBs_DL_Current?

Describe the average trend of DL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does UL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does PRB_Utilization_UL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_UL is 128

Does RX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does UL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of PRB_Utilization_UL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

The variance of TX_Bytes is 7233927655.39

Describe the average trend of UL_NPRB. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 134428.051

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 152.438

Describe the average trend of UL_MCS. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRBs_DL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_DL_Current is 25.6

Describe the average trend of PRBs_UL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does RSRP exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 572.188

Does UL_NPRB exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the average value of PRBs_UL_Current?

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 364.748

Describe the average trend of PRBs_DL_Current. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 17019.398

Does DL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of DL_NumberOfPackets is 128

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 22.719

Does UL_NumberOfPackets exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of UL_NumberOfPackets is 128

Describe the average trend of RX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of TX_Bytes. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Does PRB_Utilization_DL exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRB_Utilization_DL is 25.6

Does PRBs_UL_Current exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of PRBs_UL_Current is 128

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 12.382

Describe the average trend of PRB_Utilization_DL. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of UL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 289.204

Describe the average trend of UL_NumberOfPackets. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 34.621

Does DL_MCS exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Does UL_SNR exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 13.912

Does TX_Bytes exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 324.95

Does Estimated_UL_Buffer exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

The period length of Estimated_UL_Buffer is 128

Does DL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 128.

Describe the average trend of Estimated_UL_Buffer. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of RSRP. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.

Describe the average trend of DL_BLER. If the series is decreasing, respond with -1. If it is increasing, respond with 1. If there is no strong trend, respond with 0.