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

RSRP remained relatively weak and stable, varying between -117.0 dB and -107.0 dB. The average RSRP was -112.0 dB.

Uplink MCS was volatile with at least four significant swings; the series ranged from 6.0 to 18.0 and had a mean of 11.4. Downlink MCS stayed flat at 6.0. DL BLER was highly variable, spanning 0.057 to 0.99 with a mean of 0.54 and showing at least four major jumps (the largest reaching 0.8). UL BLER trended downward between indices ~35–97 (about 6.2 s) at roughly 0.029 per second on average, but later spiked—its values range from 0.01 to 0.32 and the mean is 0.094; the largest jump reached 0.32.

The uplink radio resources were bursty: UL NPRB exhibited many abrupt changes (≥14 notable jumps/drops), ranged from 5.0 to 101.8 with a mean of 33.1, and included a large jump up to 101.8. UL SNR showed at least three large fluctuations, ranged between 7.0 dB and 32.0 dB, and averaged 19.7 dB; the biggest dip brought SNR down to 8.3 dB.

Traffic volumes on the device fluctuated: TX_Bytes varied between 90,444 Bytes and 390,506 Bytes with a mean of 214,392.4 Bytes and experienced multiple large drops (the largest down to 92,829 Bytes). RX_Bytes ranged from 0 Bytes to 15,000 Bytes and averaged 4,657 Bytes. The Estimated_UL_Buffer ranged from 256.2 Kilobytes to 1,644.6 Kilobytes with a mean of 978.0 Kilobytes.

Downlink PRB assignment and utilization showed pronounced variability: PRBs_DL_Current spanned 14.8 to 68.4 with a mean of 36.7 and saw several major swings (largest drop to 15.9). PRB_Utilization_DL ranged from 14.0% to 64.5% with a mean of 34.6% and mirrored those jumps (largest drop to 15.0%). Uplink PRBs and utilization remained low: PRBs_UL_Current ranged from 0 to 13 with a mean of 1.5, and PRB_Utilization_UL ranged from 0 to 12 with a mean of 1.4.

Packet counts were moderate: UL_NumberOfPackets ranged from 0 to 120 with a mean of 50.2, while DL_NumberOfPackets ranged from 0 to 840 with a mean of 168.4.

From a protocol perspective, TCP dominated both directions: DL_Protocol was TCP for 81.25% of timestamps and UL_Protocol was TCP for 96.09% of timestamps (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?

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

The signal was clean with no jamming detected.

Choose the condition: congestion or no congestion?

Can you classify the user as moving or still?

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

The period length of DL_NumberOfPackets is 32

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 PRBs_DL_Current?

The variance of PRBs_DL_Current is 514.433

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 average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 977.953

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1142.889

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 DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 32650.189

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 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

What is the average value of PRB_Utilization_UL?

The variance of TX_Bytes is 17987921474.717

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 34.649

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.

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

What is the average value of UL_NumberOfPackets?

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 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 DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 168.375

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 457.842

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 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 10.67

Does DL_MCS 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 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.

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 RX_Bytes 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 PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 2.887

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.

Does TX_Bytes 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 104050.972

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 3.244

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 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_MCS 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.

Does RSRP 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.

Does UL_SNR 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 10.67

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.


TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP 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 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 TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP 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 stayed in a poor-to-moderate range, between -116.0 dB and -107.0 dB. The mean RSRP was -111.2 dB. UL MCS varied from 14.0 to 18.0 with an average of 16.0, while DL MCS ranged 6.0 to 7.0 and averaged 6.7. DL BLER showed a pronounced transient: it rose to a peak of 0.43 (from a low of 0.00045) and averaged 0.057. UL BLER was consistently higher than the baseline DL BLER except for the spike, ranging 0.042 to 0.16 with a mean of 0.094.

UL NPRB exhibited two sharp allocation events, reaching as high as 62.8 and as low as 6.1; its mean was 18.7. Correspondingly, PRBs allocated on the downlink moved between 15.9 and 67.6 with a mean of 61.3, including two notable drops to 15.9 and ~30.2. PRBs on the uplink were minimal, between 0.05 and 5.3 with a mean of 1.5. DL PRB utilization mirrored PRB allocations, spanning 15.0 to 63.8 with a mean of 57.8 and exhibiting two significant dips to about 15.0 and 28.5; UL PRB utilization stayed low, 0.047 to 5.0 with a mean of 1.4.

UL SNR was healthy, ranging from 17.0 dB to 25.7 dB and averaging 20.5 dB. The Estimated UL Buffer showed intermittent build-ups, between 4.8 Kilobytes and 877.4 Kilobytes with a mean of 279.4 KB. Uplink packet counts varied widely (1 to 157 packets, mean 56.7), and downlink packet counts ranged from 0 to 1,200 packets with a mean around 199.2.

Traffic volume on the uplink (TX_Bytes) experienced multiple large jumps and falls, with values between 96,030 Bytes and 448,763 Bytes and a mean of 404,115 Bytes; the largest observed drop reduced TX_Bytes to 96,030 Bytes. Downlink throughput (RX_Bytes) was much lower, between 222 Bytes and 18,332 Bytes with a mean of 5,488 Bytes.

From a protocol perspective, uplink traffic used TCP for 100% of samples; downlink was TCP for 85.16% of timestamps (UDP negligible). Overall, the trace shows constrained RSRP, generally robust UL SNR and MCS, episodic spikes in DL BLER and UL resource allocations, occasional UL buffer accumulation, and heavy reliance on TCP.

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

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

Zone localization is unclear due to mobility.

What is the condition: jamming or normal operation?

Was the network congested or operating normally?

Can you classify the user as moving or still?

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 32

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 11478.153

Does DL_MCS 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.

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.

The period length of PRBs_UL_Current is 3.66

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 199.172

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 0.609

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 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_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 3.66

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_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 42.67

What is the average value of PRBs_UL_Current?

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 47561.986

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

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.

Does UL_NPRB 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 PRBs_DL_Current?

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.

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 111.537

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.

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_DL?

The variance of PRB_Utilization_DL is 99.268

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

Does UL_MCS 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 0.684

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 average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 57.807

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 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 UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 781.413

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 279.392

What is the average value of PRB_Utilization_UL?

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 42.67

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 average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 56.727

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.


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

RSRP remained consistently poor, ranging from -119.0 dB to -114.0 dB with a mean of -116.8 dB. Uplink modulation and PHY-layer conditions showed high variability: UL_MCS spanned 0 to 17 with a mean of 11.0 and experienced at least three large swings (including a fall to 0); UL_SNR ranged from 15.9 dB to 45.3 dB with a mean of 21.2 dB and also had multiple strong spikes. Uplink resource allocation was bursty — UL_NPRB varied between 5.0 and 78.5 (mean 19.6) with several large jumps, and PRBs_UL_Current covered 0 to 70 (mean 3.4) with a major spike to ~70. PRB utilization mirrored these dynamics: PRB_Utilization_UL ranged 0 to 66 (mean 3.2) with sharp increases, while PRB_Utilization_DL ranged 11.0 to 64.5 (mean 44.9) and exhibited repeated large drops. Downlink MCS and error behavior were relatively constrained: DL_MCS was between 6.0 and 7.0 (mean 6.2), while DL_BLER varied from 0.032 to 0.94 with a mean of 0.37; DL_BLER showed multiple abrupt changes including a large spike and a sustained downward trend over several seconds. Uplink BLER stayed lower, between 0.0084 and 0.16 with a mean of 0.065. Traffic and buffering were intermittent and bursty: TX_Bytes ranged from 92,829 Bytes to 445,114 Bytes (mean 293,373.2 Bytes) with many large jumps; RX_Bytes ranged 76.0 Bytes to 23,447.0 Bytes (mean 4,674.9 Bytes). The estimated uplink buffer spiked up to 10,890.48 Kilobytes, with values spanning 0.76 Kilobytes to 11,000 Kilobytes and a mean of 390.8 Kilobytes. Packet counts reflected uplink/downlink asymmetry: UL_NumberOfPackets ranged 1.0 to 262.0 (mean 51.8), while DL_NumberOfPackets ranged 0 to ~1,620 (mean 143.9) and included a large burst. Protocol usage was TCP-dominated: UL traffic was 100% TCP and DL traffic was TCP for 62.5% of timestamps (UDP absent). Overall, the trace shows weak radio signal strength, bursty resource allocation and traffic, intermittent high uplink SNR spikes, and fluctuating BLER—conditions that can produce variable throughput and latency.

What was the user's activity, YouTube, Twitch, or File download?

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

Identify the scenario: jamming or no jamming?

Jamming was not present during this sample.

Which condition applies, mobile or static?

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 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 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

The period length of PRB_Utilization_DL is 32

The mean of UL_NumberOfPackets is 51.758

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 445.808

What is the average value of PRBs_UL_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 128

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 143.891

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 Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 390.83

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 47.403

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 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 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 32

The variance of TX_Bytes is 17524972517.247

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 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 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 DL_MCS 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 average value of PRB_Utilization_UL?

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 83296.728

Does UL_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.

Does UL_SNR 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 42.67

Does UL_BLER 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 53.261

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 Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 1528065.777

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

The variance of RX_Bytes is 11354709.042

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 396.767

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 44.948

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1426.484

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.

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 RX_Bytes 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 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 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 DL_BLER 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.


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

RSRP remained consistently weak, ranging from -121.0 dB to -115.0 dB. The average RSRP was -117.0 dB. Uplink radio conditions saw variability: UL_SNR ranged from 15.7 dB to 27.9 dB with a mean of 20.5 dB, and UL_MCS varied between 11.0 and 17.0 with an average of 13.5; UL_MCS experienced a notable spike of 6 MCS points up to 17 between t≈47–66. Downlink MCS stayed low and narrow, between 6.0 and 7.0 with a mean of 6.3.

BLER behavior showed transient deterioration on the downlink and overall low uplink error rates. DL_BLER ranged from 0.0065 to 0.94 and averaged 0.29; it trended upward between indices ~76–126 (about 5 s) at ~0.177 per second, peaked near 0.73 around t≈84–107, then briefly fell to ~0.72 around t≈124–127. UL_BLER ranged from 0.035 to 0.19 with a mean of 0.094; it trended downward between indices ~64–121 (≈5.7 s) at ~0.021 per second and had a short spike to 0.18 around t≈84–97.

Resource allocation and utilization were bursty. UL_NPRB spanned 5.0 to 37.4 with a mean of 16.1 and jumped by ~32.3 to 37.39 at t≈22–24. Downlink PRBs in use (PRBs_DL_Current) ranged from 13.8 to 66.5 and averaged 48.2; it experienced multiple large swings, the biggest being a drop of ~49.3 down to 15.9 around t≈84–96. Corresponding PRB_Utilization_DL varied between 13.0% and 62.8% with a mean of 45.4% and showed at least five significant jumps/drops, including a fall of ~46.5 to 15.0 in the same interval. Uplink PRB counts and utilization were minimal: PRBs_UL_Current ranged from 0 to 5.5 (mean 1.4) and PRB_Utilization_UL ranged from 0 to 5.2 (mean 1.3).

Traffic volume exhibited large bursts and drops. TX_Bytes ranged from 89,628 Bytes to 445,114 Bytes with a mean of 299,615.2 Bytes; several prominent jumps/drops occurred, the largest being a decrease of ~350,540 Bytes to 89,628 Bytes between t≈80–99. RX_Bytes ranged from 114.0 Bytes to 23,246.0 Bytes with a mean of 4,400.9 Bytes. Estimated_UL_Buffer varied between 1.0 KB and 1,131.3 KB with an average of 215.6 KB, indicating intermittent uplink queuing. Packet counts were bursty: UL_NumberOfPackets ranged from 3.0 to 174.0 (mean 57.3), while DL_NumberOfPackets ranged from 0 to 1,128 (mean 231.9) and experienced a spike of 1,128 packets around t≈49–52.

Protocol usage was dominated by TCP: DL traffic used TCP for ~88.28% of timestamps and UL traffic used TCP for 100% of timestamps; UDP was effectively absent. Overall, the trace shows weak RSRP with moderate uplink SNR, sporadic resource allocation bursts, occasional high BLER on the downlink, and bursty traffic/queueing behavior that likely drove the observed PRB and throughput volatility.

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

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

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

This trace shows normal throughput conditions.

Can you classify the user as moving or still?

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 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 average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 57.328

The variance of TX_Bytes is 16877717269.996

Does RSRP 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 4.27

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_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 average value of PRBs_UL_Current?

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 PRBs_DL_Current?

The variance of PRBs_DL_Current is 389.415

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 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 PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 0.67

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 45.441

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 UL_NPRB 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 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 215.639

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 TX_Bytes 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.

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 21113.314

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_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.

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 UL_SNR 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 variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 346.578

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 231.898

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 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 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 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 864.506

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 DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 42962.013

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 PRBs_UL_Current?

The variance of PRBs_UL_Current is 0.752

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

What is the average value of PRB_Utilization_UL?


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

RSRP remained in a relatively narrow, weak-signal band with values between -119.0 dB and -109.7 dB; the mean RSRP was -114.4 dB. Uplink radio conditions showed useful capacity increases: UL_MCS ranged from 13.0 to 18.0 with a mean of 15.1, including a notable spike to 18.0 around t≈101–113. UL_SNR varied between 14.0 dB and 30.6 dB and averaged 20.4 dB. Uplink resource allocation (UL_NPRB) ranged from 7.0 to 45.6 PRBs with a mean of 26.9 and experienced large jumps up to ≈45.6 PRBs during two intervals (one near t≈37–48 and another near t≈106–112). Estimated uplink buffer occupancy moved between 170.0 KB and 848.9 KB with a mean of 425.1 KB.

Downlink modulation was modest: DL_MCS was between 6.0 and 7.0 with a mean of 6.5. Downlink block error rate (DL_BLER) varied from 0.0088 to 0.38 with a mean of 0.088 and featured two transient BLER spikes (peaks ≈0.28 and ≈0.38). Uplink BLER ranged from 0.04 to 0.19 with a mean of 0.093.

PRB usage on the downlink showed high utilization and abrupt drops: PRBs_DL_Current spanned 12.7 to 67.3 with a mean of 60.5 and experienced steep dips to ~12.7 around t≈15–24 and t≈41–47. Correspondingly, PRB_Utilization_DL ranged from 12.0% to 63.5% with a mean of 57.1% and mirrored those large drops. Uplink PRB counts and utilization remained very low: PRBs_UL_Current was 0 to 3.8 (mean 1.4) and PRB_Utilization_UL was 0 to 3.6% (mean 1.4%).

Traffic volumes were asymmetric and bursty. TX_Bytes (uplink/transmit) showed multiple sharp changes, with values between 92,829 Bytes and 448,763 Bytes and a mean of 386,744.9 Bytes; the largest observed drop fell to about 103,100 Bytes. RX_Bytes (downlink/receive) ranged from 193 Bytes to 13,599 Bytes with a mean of 4,796.2 Bytes. Packet counts reflected this: UL_NumberOfPackets ranged from 8 to 124 (mean 60.8), while DL_NumberOfPackets ranged from 0 to 870 (mean 235.2).

Protocol usage was dominated by TCP: DL_Protocol was TCP for 88.28% of timestamps (UDP 0%), and UL_Protocol was TCP for 100% of timestamps. Overall, the dataset indicates constrained downlink PHY rates with high DL PRB utilization and intermittent BLER spikes, while uplink shows higher modulation and SNR variability, episodic PRB bursts, large TX byte fluctuations, and moderate uplink buffering.

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

What was the user's location status, static or mobile?

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

Identify the congestion status: normal or overloaded?

Identify the user state: still or in motion?

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

The period length of DL_NumberOfPackets is 3.88

Does RSRP 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.

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

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 113.115

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.

The variance of PRBs_UL_Current is 0.529

Does DL_MCS 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 0.47

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

The period length of UL_NumberOfPackets is 21.33

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 average value of PRBs_UL_Current?

Does RX_Bytes 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 9.14

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 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_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 13052.486

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 57.075

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 235.211

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 TX_Bytes 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.

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 382.52

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 9.14

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

What is the average value of UL_NumberOfPackets?

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

What is the average value of PRB_Utilization_UL?

The variance of TX_Bytes is 5767562582.742

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

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

What is the average value of PRBs_DL_Current?

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.

Does DL_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 425.087

Does UL_MCS 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.

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 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 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 PRBs_DL_Current?

The variance of PRBs_DL_Current is 127.096

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 41021.349

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

Overall the link shows periods of weakened downlink signal and bursty uplink resource usage with notable traffic and BLER variability. RSRP degraded significantly during the trace, dropping to a low around -135 dB (range: -134.9 to -109.0 dB). The average RSRP was -113.1 dB. Uplink modulation and coding fell at times, with UL_MCS reaching a low near 5 (range: 5.0 to 17.0, mean 13.7). Downlink MCS stayed low-to-moderate (range: 3.0 to 7.0, mean 6.5).

BLER behavior was volatile on the downlink with at least three large jumps and the largest excursion reaching about 0.7 (range: 0.011 to 0.71, mean 0.13). Uplink BLER was lower and more stable (range: 0.031 to 0.17, mean 0.083). Uplink SNR was generally healthy (range: 15.0 to 27.2 dB, mean 20.6 dB).

UL resource allocation showed sharp spikes: UL_NPRB climbed to roughly 36 (range: 2.8 to 36.4, mean 15.9) and PRBs_UL_Current was low overall (range: 0 to 5, mean 1.4). DL PRB use and utilization were high on average but experienced abrupt drops to zero during several events (PRBs_DL_Current range: 0 to 67, mean 52.8; PRB_Utilization_DL range: 0 to 64, mean 49.8). UL PRB utilization remained minimal (range: 0 to 4.7, mean 1.3).

Traffic is dominated by uplink bulk transfers with large TX byte swings and intermittent zero-throughput intervals: TX_Bytes varied from 0 to about 450,000 Bytes with a mean around 339,170 Bytes, including a major drop to 0 during one event. RX_Bytes were much smaller (range: 0 to ~12,000 Bytes, mean 4,427 Bytes). Estimated uplink buffer occupancy peaked modestly (range: 0 to ~580 Kilobytes, mean 217.3 KB). Packet counts reflect this asymmetry: UL_NumberOfPackets ranged 0–96 (mean 50.7) while DL_NumberOfPackets ranged 0–920 (mean 225.7).

From a protocol perspective, the sessions were overwhelmingly TCP: DL protocol was TCP for 82.81% of samples and UL protocol was TCP for 87.50% of samples.

Identify the service in use: YouTube, Twitch, or File download.

This is a segment from a file download session.

Was the user at a specific zone or moving?

The trace corresponds to cross-zone mobility.

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

The signal was clean with no jamming detected.

There was no congestion-related degradation.

What is the user mobility status: moving or not moving?

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 0.801

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 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 11.64

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 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 Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 217.302

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.

The variance of TX_Bytes is 17986648722.348

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 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 225.711

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 UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 864.028

What is the average value of PRBs_DL_Current?

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 average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 49.825

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 50.688

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

Does UL_MCS 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

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 9853.937

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 364.359

Does DL_BLER exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 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 64

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 31499.593

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_UL?

The variance of PRB_Utilization_UL is 0.713

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 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 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 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

Does TX_Bytes 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.

Does UL_NPRB 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.

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_DL_Current?

The variance of PRBs_DL_Current is 409.395

What is the average value of PRBs_UL_Current?

What is the average value of PRB_Utilization_UL?

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

The period length of UL_NumberOfPackets is 64

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

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


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

RSRP stayed consistently weak, ranging from -119.0 dB to -114.0 dB. The average RSRP was -117.0 dB. UL SNR fluctuated between 11.1 dB and 29.5 dB, with a mean of 20.6 dB. UL throughput conditions showed volatility: UL MCS moved between 1.1 and 18.0 (mean 13.6) and experienced at least three pronounced swings, including a major drop down to 1.1. UL NPRB varied from 5.0 to 99.0 PRBs with a mean of 25.3 and multiple large jumps and falls (largest fall to 99.0). PRBs allocated on the uplink ranged from 0 to 27 (mean 2.2) and saw a brief spike to about 27. PRB utilization on the uplink mirrored this behavior, spanning 0 to 26% with a mean of 2.1% and a sharp short spike to ~25.7%.

Downlink radio conditions were relatively stable in modulation but saw transient impairment: DL MCS stayed between 6.0 and 7.0 (mean 6.6). DL BLER showed a notable spike up to 0.31, overall ranging from 0.0071 to 0.31 with a mean of 0.078. UL BLER ranged from 0.012 to 0.17 with a mean of 0.08.

Resource usage on the downlink exhibited bursts: PRBs_DL_Current ranged from 13.8 to 69.2 with a mean of 60.9 and several large drops (largest to 13.8). DL PRB utilization ranged from 13.0% to 65.3% with a mean of 57.4% and also experienced multiple steep declines.

Traffic volumes were asymmetric and bursty. TX_Bytes (uplink) spanned 92,829 Bytes to 445,114 Bytes with a mean of 389,131.6 Bytes and showed at least three major jumps/drops, including a large fall to ~92.8k Bytes. RX_Bytes (downlink) ranged from 278 Bytes to 17,641 Bytes with a mean of 6,891.7 Bytes. Estimated uplink buffer occupancy varied between 459.7 KB and 3,230.6 KB with a mean of 1,224.3 KB, indicating intermittent buffer buildup. Packet counts reflected heavier downlink activity: UL NumberOfPackets ranged from 0 to 190 (mean 81.6) while DL NumberOfPackets ranged from 0 to 940 (mean 226.5).

Protocols were overwhelmingly TCP: DL used TCP for 96.09% of timestamps and UL used TCP for 97.66% of timestamps. Overall, the trace shows weak RSRP with moderate-to-good UL SNR, bursty uplink resource allocation and traffic, high downlink PRB utilization with periodic instability, and occasional BLER spikes that could impact throughput.

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.

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

The signal was clean with no jamming detected.

There was no congestion-related degradation.

Was the user stationary or in motion during this window?

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

The period length of Estimated_UL_Buffer is 2.61

Does TX_Bytes 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.

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.

Does RSRP 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 PRBs_UL_Current?

Does DL_MCS 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.

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 average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 57.431

What is the average value of PRBs_DL_Current?

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.

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 81.625

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.

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 1224.251

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

The variance of TX_Bytes is 5560248975.424

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 7.767

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 21829.841

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 104.339

Does PRBs_DL_Current 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.

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 117.236

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 32

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

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 226.461

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1065.26

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 6.914

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_MCS 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.

What is the average value of PRB_Utilization_UL?

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 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

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 65406.248

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 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.


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

RSRP weakened over the observed window, declining between indices ~35–103 (≈6.8 s). The RSRP values ranged from -118.5 dB to -103.0 dB. The mean RSRP was -110.9 dB.

Uplink MCS briefly fell, reaching a low of 11.0 and otherwise spanning 11.0 to 17.0; the average UL_MCS was 14.8. Downlink MCS remained low and tightly distributed between 6.0 and 7.0 with a mean of 6.4.

Downlink BLER showed an overall decrease between indices ~30–86 (~5.6 s), although it exhibited earlier and mid-window spikes (an early jump up to 0.88 and a smaller mid spike). DL_BLER values ranged from 0.018 to 0.88 and the mean DL_BLER was 0.23. Uplink BLER stayed lower and steadier, ranging from 0.039 to 0.21 with a mean of 0.088.

UL_SNR experienced a sharp drop around t≈74–79, falling to a low of 5.89 dB. UL_SNR values spanned 5.9 dB to 27.7 dB and the mean was 20.4 dB.

Resource usage and buffers showed variability: UL allocated PRBs varied between 5.0 and 34.3 with a mean of 16.7. Current DL PRBs fluctuated more strongly, ranging from 13.8 to 67.6 with a mean of 53.6 and several large jumps/dips (largest drop to 14.8). DL PRB utilization ranged from 13.0% to 63.8% with a mean of 50.6% and experienced multiple pronounced changes (largest jump to ~63.5%). UL PRB utilization and current UL PRBs remained minimal, with PRBs_UL_Current between 0 and 4.8 (mean 1.4) and PRB_Utilization_UL between 0% and 4.6% (mean 1.3%).

Traffic and buffer metrics: uplink transmit bytes showed several notable jumps and drops, with values between 92,829 Bytes and 469,440 Bytes and a mean of 340,510.3 Bytes (largest fall to ~110,847 Bytes). Downlink RX_Bytes ranged from 285 Bytes to 13,550 Bytes with a mean of 4,673.7 Bytes. Estimated uplink buffer varied from 5.0 KB to 662.6 KB with a mean of 234.1 KB.

Packet counts: UL packets ranged from 0 to 120 with a mean of 58.8; DL packets ranged from 0 to 1,300 with a mean of 206.2.

Protocol mix: downlink was dominated by TCP (86.72% of timestamps); uplink was almost exclusively TCP (99.22%).

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

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

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

Was the network congested or operating normally?

Was the user static or moving across locations?

The variance of TX_Bytes is 14879302456.745

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 64

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 234.065

Does UL_NPRB 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 0.553

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 58.797

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 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_UL_Current?

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

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 49638.736

Does UL_MCS 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_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 4.41

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 307.458

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 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 4.41

Does RX_Bytes 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 RSRP exhibit periodicity? If it does, return the dominant period length. Otherwise respond with 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 14.22

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_MCS 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 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 PRBs_DL_Current?

The variance of PRBs_DL_Current is 345.461

Does TX_Bytes 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.

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 DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 206.188

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.

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.

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 751.596

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 DL_BLER 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 50.574

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 0.492

Does UL_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 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_UL?

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 11893.489


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

RSRP trended downward over a brief interval (indices ~66–118, ~5.2 s) with an average decline of 1.341 dB/s. RSRP values span from -114.0 dB to -106.0 dB. The mean RSRP is -110.0 dB.

Uplink modulation (UL_MCS) varies between 13.0 and 17.0 with a mean of 14.3, while downlink modulation (DL_MCS) stays tighter between 6.0 and 7.0 with a mean of 6.1.

Downlink BLER showed multiple sharp changes, including notable large jumps; DL_BLER ranges from 0.013 to 1.0 and has a mean of 0.67. Uplink BLER is lower and more stable, ranging from 0.034 to 0.16 with a mean of 0.083.

UL_NPRB experienced several spikes and drops (the largest spike reached 72.4), spanning 5.0 to 72.4 PRBs with a mean of 14.2. Current downlink PRBs (PRBs_DL_Current) also fluctuated frequently, ranging from 12.7 to 66.5 with a mean of 29.3.

UL_SNR exhibited pronounced jumps (one peak near 41.9 dB); UL_SNR values lie between 16.3 dB and 41.9 dB with a mean of 21.2 dB.

Transmit byte counts (TX_Bytes) show large variability with multiple abrupt changes, covering 90,444 Bytes up to 445,114 Bytes and a mean of 177,198.2 Bytes. Received bytes (RX_Bytes) range from 80.0 Bytes to 7,933.0 Bytes with a mean of 3,183.7 Bytes.

Estimated uplink buffer fluctuated from 0.56 KB to 420 KB and averages 146.0 KB.

PRB utilization on downlink experienced significant swings (largest drop to ~12.3%), with values between 12.0% and 62.8% and a mean utilization of 27.6%. Uplink PRB utilization is minimal, ranging from 0 to 2.9% with a mean of 0.83%. PRBs allocated on uplink (PRBs_UL_Current) are between 0 and 3 with a mean of 0.88.

Packet counts show uplink packets between 1.0 and 98.0 with a mean of 36.1, and downlink packets between 0 and 960.0 with a mean of 173.9.

Traffic protocols are dominated by TCP: DL traffic used TCP for 60.16% of timestamps (UDP 0%), and UL traffic was TCP for 100.00% of timestamps (UDP 0%).

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

This segment matches file download traffic.

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

Zone localization is unclear due to mobility.

Select the jamming state: present or absent?

The transmission was unaffected by jamming.

Choose the condition: congestion or no congestion?

Which condition applies, mobile or static?

Does UL_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 386.048

What is the average value of PRBs_UL_Current?

The variance of PRB_Utilization_UL is 0.584

What is the average value of PRBs_DL_Current?

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 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 146.048

Does RSRP 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.

The variance of Estimated_UL_Buffer is 8978.564

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 33996.435

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 27.632

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_NPRB 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 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 2.06

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 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_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 RX_Bytes 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 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_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.

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.

The variance of TX_Bytes is 14958915328.105

Does UL_BLER 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.

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 PRB_Utilization_UL?

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

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 PRBs_UL_Current?

The variance of PRBs_UL_Current is 0.656

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 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 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 2.06

Does DL_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.

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_DL?

The variance of PRB_Utilization_DL is 343.581

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 UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 612.429

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 UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 36.109

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 173.922


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

Radio conditions were relatively stable but weak: RSRP ranged from -121.0 dB to -116.0 dB. The average RSRP was -119.1 dB. Uplink link quality was moderate with UL_SNR spanning 13.1 dB to 27.5 dB and a mean of 20.6 dB. Uplink modulation supported higher rates (UL_MCS 9.0–16.0, mean 14.4) while downlink MCS remained low (DL_MCS 6.0–7.0, mean 6.3).

Error rates showed intermittent downlink problems: DL_BLER varied between 0.021 and 0.83 with a mean of 0.23, including pronounced spikes (notably rising to 0.83 and a smaller jump to ~0.30). UL_BLER stayed lower, ranging 0.041–0.15 with a mean of 0.087.

Scheduling and resource usage were bursty. Uplink PRBs in use (UL_NPRB) ranged from 5.0 to 61.4 with a mean of 19.1 and showed at least four major jumps, the largest reaching 61.4. Downlink PRBs current spanned 15.9–68.1 with a mean of 53.3 and experienced several sharp drops (largest down to 15.9). DL PRB utilization mirrored this behavior, ranging 15.0%–64.3% with a mean of 50.3%; UL PRB utilization stayed low at 0–4.7% (mean 1.3%). PRBs_UL_Current ranged 0–5 with mean 1.3.

Traffic and buffer metrics indicate uplink buffering and large uplink bursts: Estimated_UL_Buffer varied between 317.4 KB and 1512.9 KB with a mean of 1094.2 KB. TX_Bytes were highly variable, between 92,829 Bytes and 445,194 Bytes with a mean of 324,849.2 Bytes and multiple abrupt jumps/drops (largest drop to ~100,828 Bytes). RX_Bytes were much smaller, ranging 209 Bytes to 15,121 Bytes with a mean of 5,542.7 Bytes. Packet counts reflected the same asymmetry: UL_NumberOfPackets ranged 0–200 (mean 65.8) while DL_NumberOfPackets ranged 0–1,100 (mean 223.1).

Protocol usage was overwhelmingly TCP: DL_Protocol was TCP for 92.19% of timestamps and UL_Protocol was TCP for 98.44%; UDP usage was negligible. Overall, the trace shows modest uplink SNR and MCS capacity, frequent resource allocation spikes and buffer accumulation on the uplink, and intermittent high DL BLER events that could impact downlink throughput and retransmissions.

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

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

The user was transitioning between zones.

What is the condition: jamming or normal operation?

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 40907.174

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

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 PRBs_UL_Current?

The variance of PRBs_UL_Current is 0.896

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

The period length of DL_NumberOfPackets is 4.74

What is the average value of PRBs_DL_Current?

Does UL_MCS 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 mean of DL_NumberOfPackets is 223.07

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 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

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_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.

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_NPRB 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 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

What is the average value of PRB_Utilization_UL?

Does RSRP 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 PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 0.797

Does UL_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.

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 1094.191

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 285.452

Does DL_BLER 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_DL?

The mean of PRB_Utilization_DL is 50.309

The variance of TX_Bytes is 11982937631.723

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.

Does UL_SNR 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 average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 65.828

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.

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 254.051

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

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1112.128

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 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 DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 36949.357