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

RSRP stayed consistently low, ranging between -122.0 dB and -117.6 dB. The average RSRP was -120.1 dB, indicating generally poor downlink signal strength.

Uplink modulation (UL_MCS) varied widely, with values between 0 and 16 and a mean of 12.8. Notable dynamics included a rise to 16 around the mid-interval and a later drop to 0. Downlink MCS (DL_MCS) was much more stable, ranging from 6.0 to 8.0 with a mean of 6.1.

Downlink BLER showed significant volatility, spanning 0.024 to 0.81 with a mean of 0.27; several sharp jumps/drops occurred, including a major spike up to 0.8 early in the trace. Uplink BLER was lower and tighter, between 0.027 and 0.15 with a mean of 0.079.

Uplink radio resource usage (UL_NPRB) was highly variable: values ranged from 5.0 to 86.6 with a mean of 20.5, and multiple large excursions—one reaching about 86.6—were observed. UL SNR was healthy overall, between 13.8 dB and 28.7 dB with a mean of 20.9 dB.

Transmission volume (TX_Bytes) showed large swings: the series ranged from 89,628 Bytes to 452,983 Bytes with a mean of 307,418 Bytes and included several pronounced drops. Received volume (RX_Bytes) was much smaller, ranging from 68.0 Bytes to 19,613.0 Bytes with a mean of 5,034.7 Bytes. The estimated uplink buffer varied between 139.0 Kilobytes and 2,430.3 Kilobytes, averaging 1,057.2 Kilobytes.

Downlink PRB occupancy (PRBs_DL_Current) fluctuated between 14.8 and 68.4 with a mean of 51.7 and experienced multiple large jumps to high loading. Uplink PRBs (PRBs_UL_Current) were mostly idle but spiked up to the high 20s, with an overall range of 0 to 27 and a mean of 1.9. Corresponding PRB utilization mirrored this: PRB_Utilization_DL ranged from 14.0% to 64.5% with a mean of 48.8% and showed several large increases; PRB_Utilization_UL ranged from 0% to 26% with a mean of 1.8% and exhibited brief spikes.

Packet counts reflected asymmetric traffic: uplink packets ranged from 0 to 160 with a mean of 59.5, while downlink packets ranged from 0 to 720 with a mean of 183.9. Protocol usage was overwhelmingly TCP on both directions: DL_Protocol was TCP for 92.19% of timestamps and UL_Protocol was TCP for 93.75%.

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?

There was no congestion-related degradation.

Identify the user state: still or in motion?

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 48.761

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.

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.

Does PRB_Utilization_DL 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.

The variance of PRBs_DL_Current is 271.889

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 1057.192

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 32

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 10.558

Does DL_MCS 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 241.98

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 average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 59.484

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 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_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 RX_Bytes 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.

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 9.397

Does UL_SNR 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 104841.551

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_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 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.

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?

The variance of TX_Bytes is 10463366275.147

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 UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1363.575

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.

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 42.67

What is the average value of PRBs_DL_Current?

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 16639.513

The variance of RX_Bytes is 11281751.353

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 183.852

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

Does UL_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.

Does TX_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 32


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

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

RSRP experienced a notable improvement during the capture, rising to a peak of -89.22 dB (range: -120.0 dB to -89.2 dB). The average RSRP over the window was -115.7 dB. UL_MCS increased to a maximum of 17 (range: 11.0 to 17.0) with a mean of 14.4. DL_MCS stayed low and tight, between 6.0 and 7.0 with a mean of 6.2.

DL_BLER trended downward early (indices 0–52, ~5.2 s) at roughly 0.017 per second but showed multiple abrupt changes later, including a large spike up to 0.54 (range: 0.018 to 0.54). The mean DL_BLER was 0.16. UL_BLER varied between 0.041 and 0.23 with an average of 0.095.

UL_SNR saw strong uplifts, hitting 33.50 dB at one point and later 31.0 dB in a second spike; overall UL_SNR ranged from 16.0 dB to 33.5 dB with a mean of 20.9 dB. UL_NPRB rose sharply toward the end of the trace, reaching 45.67 (range: 5.1 to 45.7) and averaging 16.4.

Traffic and buffer metrics showed high uplink load bursts: TX_Bytes exhibited several large jumps and drops (range: 92,829 Bytes to 445,114 Bytes) with a mean of 343,081.2 Bytes; RX_Bytes ranged from 304 Bytes to 17,254 Bytes with a mean of 4,520 Bytes. Estimated_UL_Buffer fluctuated between 2.2 Kilobytes and 996.6 Kilobytes, mean 226.5 Kilobytes.

Downlink resource allocation dropped sharply late in the trace: PRBs_DL_Current varied from 11.7 to 68.4 (mean 55.8) and PRB_Utilization_DL from 11.0% to 64.5% (mean 52.7%), each showing at least one large drop to low values around indices 114–120. Uplink PRBs and utilization remained minimal (PRBs_UL_Current: 0 to 6.7, mean 1.4; PRB_Utilization_UL: 0% to 6.3%, mean 1.4%).

Packet counts were heavy: UL_NumberOfPackets ranged 1 to 110 with mean 52.8, while DL_NumberOfPackets ranged 0 to ~900 with mean 221.7. Protocol mix was dominated by TCP: DL traffic was TCP for 73.44% of timestamps (no UDP observed), and UL was TCP for 100% of timestamps.

Which of the following was the user doing: streaming YouTube, watching Twitch, or downloading a file?

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

Was the network congested or operating normally?

Select the mobility status: moving or stationary?

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.

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_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

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 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 DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 46772.055

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_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 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.

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 52.666

What is the average value of PRBs_UL_Current?

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

What is the average value of PRB_Utilization_UL?

What is the average value of PRBs_DL_Current?

Does UL_NPRB 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 13775.099

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 TX_Bytes is 10421247850.6

Does DL_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.

Does RSRP 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 226.664

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 2.91

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 0.743

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 226.53

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 52.844

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 21.33

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 513.031

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 DL_BLER 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 254.68

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 21.33

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

The period length of DL_NumberOfPackets is 2.42

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

The period length of PRB_Utilization_UL is 2.91

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 21.33

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 0.661

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 DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 221.734


None None None TCP None None None None None None None None None None None None None None None None None None None None None None None None TCP 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 TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP 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 None None None None None None None None None None None None TCP None TCP 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 TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP 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 remained generally weak, with values ranging from -121.0 dB to -106.7 dB. The average RSRP was -118.7 dB, and a notable increase of 14.31 dB raised RSRP to a peak of -106.69 dB around the mid-window.

Uplink MCS varied widely between 0 and 18 (mean 11.2). It climbed to 18 early in the capture and later fell to 0 near the end, indicating fluctuating uplink modulation/coding conditions. Downlink MCS stayed narrow, between 6.0 and 7.0 with a mean of 6.3.

Downlink BLER fluctuated from 0.019 to 0.52 (mean 0.18), with spikes to about 0.46 and 0.52 at two separate intervals. Uplink BLER ranged from 0.021 to 0.22 with a mean of 0.097 and exhibited a transient spike up to 0.22.

UL NPRB and PRBs_UL_Current showed large allocation swings. UL_NPRB ranged from 5.0 to 67.9 (mean 21.1), peaking near 67.9 before collapsing to low single digits. PRBs_UL_Current spanned 0 to 71 (mean 3.8), with a brief rise to ~36.9 followed by a fall to about 0.5. Correspondingly, UL PRB utilization varied from 0% to 67% (mean 3.6), with a dramatic drop to near 0% late in the trace.

UL SNR improved at one point, ranging from 13.8 dB to 32.4 dB with a mean of 20.4 dB and a spike to 32.42 dB in the mid-period.

Downlink resource usage was consistently high: PRBs_DL_Current ranged from 14.5 to 68.1 (mean 54.5) and PRB_Utilization_DL ranged from 13.7% to 64.3% (mean 51.4%), including multiple large jumps up to the mid-60% range.

Traffic volumes were asymmetric: TX_Bytes (uplink bytes) ranged from 71,241 Bytes to 445,194 Bytes with a mean of 332,736.3 Bytes and several large jumps (the largest lift moved TX_Bytes into the ~445k Bytes peak). RX_Bytes ranged from 102 Bytes to 18,654 Bytes with a mean of 5,965.3 Bytes. Estimated_UL_Buffer varied between 2.0 KB and 8,686.0 KB with a mean of 388.5 KB, indicating intermittent uplink buffering.

Packet counts reflected bursty DL activity: UL_NumberOfPackets ranged from 0 to 190 (mean 49.1) while DL_NumberOfPackets ranged from 0 to 960 (mean 145.8). Finally, transport was predominantly TCP on both directions: DL_Protocol TCP at 76.56% and UL_Protocol TCP at 77.34% of timestamps.

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?

This trace shows normal throughput conditions.

Was the user stationary or in motion during this window?

Does UL_BLER 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.

The period length of DL_NumberOfPackets is 128

Does UL_SNR 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 42.67

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 587757.413

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 26780.951

What is the average value of PRBs_DL_Current?

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 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 PRBs_UL_Current?

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 210.034

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 42.67

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 average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 388.497

The variance of TX_Bytes is 9371668230.642

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 51.425

Does RX_Bytes 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 186.929

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 UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1759.858

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 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 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 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 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 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 PRB_Utilization_UL?

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 DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 145.797

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 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_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 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

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 64.875

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 UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 49.125

Does TX_Bytes 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 72.892

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 TCP TCP TCP

The radio conditions show occasional uplifts in RSRP with two notable spikes: one reaching -84.55 dB and another reaching -87.00 dB. RSRP ranged between -120.0 dB and -84.5 dB. The mean RSRP was -114.7 dB.

Uplink MCS fell sharply to 0 at one interval but otherwise varied across the full support; UL_MCS ranged from 0 to 17 with a mean of 13.4. Downlink MCS stayed tight between 6.0 and 7.0, with a mean of 6.8.

DL BLER experienced a transient jump up to 0.42. DL_BLER ranged from 0.0013 to 0.42 and averaged 0.048. UL BLER remained moderate, ranging from 0.023 to 0.18 with a mean of 0.092.

Uplink resource usage showed bursts: UL_NPRB peaked at 52.97 and varied from 6.6 to 53.0, mean 24.5. UL SNR stayed healthy, between 16.2 dB and 26.2 dB, mean 20.5 dB. PRBs allocated on the UL had a short spike to 40.57 and overall ranged from 0.15 to 41 with a mean of 3.0. UL PRB utilization mirrored that behavior, peaking at 38.27% and ranging from 0.14% to 38%, mean 2.8%.

Downlink PRB assignment and utilization showed large drops during two intervals: PRBs_DL_Current fell to as low as 18.29 and otherwise ranged from 18.3 to 69.2 with a mean of 61.0. DL PRB utilization ranged from 17.3% to 65.3% and had a mean of 57.6%.

Traffic volumes exhibited several pronounced changes. TX_Bytes showed at least three significant jumps and drops, with values spanning 119,073 Bytes up to 448,763 Bytes and a mean of 400,610.5 Bytes. RX_Bytes remained much smaller, ranging from 1,433 Bytes to 10,574 Bytes with a mean of 6,812.4 Bytes. The estimated uplink buffer varied between 49.1 Kilobytes and 1,735.9 Kilobytes, averaging 357.6 Kilobytes.

Packet counts were skewed toward higher uplink traffic: UL_NumberOfPackets ranged from 5 to 125 with a mean of 93.7 packets. DL_NumberOfPackets ranged from 0 to 860 with a mean of 281.8 packets.

Both uplink and downlink were exclusively using TCP during the entire observation window (100% TCP, 0% UDP). Overall, the trace indicates intermittent improvements in RSRP and concentrated bursts of UL resource usage and transmit bytes, while DL MCS and BLER trends point to generally stable downlink modulation but episodic increases in BLER and reduced DL PRB assignment.

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

File download was the primary application used.

Was the user at a specific zone or moving?

The trace corresponds to cross-zone mobility.

What is the condition: jamming or normal operation?

Identify the congestion status: normal or overloaded?

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

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 357.626

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

The variance of PRB_Utilization_UL is 25.211

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 TX_Bytes is 5160242946.629

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.

The variance of PRBs_UL_Current is 28.327

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 4.57

What is the average value of PRBs_DL_Current?

What is the average value of PRB_Utilization_UL?

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 85.963

Does UL_BLER 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 RX_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.

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 64

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?

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_MCS 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.

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

The period length of DL_NumberOfPackets is 21.33

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 Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 26503.812

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 variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 96.589

Does DL_MCS 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.

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

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 average value of PRBs_UL_Current?

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 270.235

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_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 8358.268

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_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 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 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 281.75


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

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

RSRP weakened significantly during the interval, falling by 19.67 dB to a minimum around -134.7 dB; overall RSRP values span -134.7 dB to -113.8 dB. The mean RSRP is -119.2 dB.

Uplink modulation (UL_MCS) showed volatility, peaking at 17 and later dropping to a low of 6; UL_MCS ranges from 5.0 to 17.0 with a mean of 12.4. Downlink MCS stayed tighter, ranging from 4.1 to 7.0 with a mean of 6.2.

Downlink BLER trended downward despite a spike up to 0.66; DL_BLER ranges from 0.014 to 0.66 and has a mean of 0.16. Uplink BLER is lower and more stable, ranging from 0.019 to 0.17 with a mean of 0.086.

Uplink PRB allocation (UL_NPRB) experienced multiple large excursions, the largest reaching 92.9; UL_NPRB spans 5.6 to 92.9 with a mean of 26.2. Uplink SNR varied between 12.1 dB and 27.8 dB with a mean of 20.5 dB.

Transmit traffic (TX_Bytes) was bursty with several large drops, including a fall to 0 Bytes; TX_Bytes ranges from 0 to 450,000 Bytes and the mean is 331,782.9 Bytes. Received traffic (RX_Bytes) is much smaller, ranging from 0 to 13,000 Bytes with a mean of 4,685.9 Bytes. The estimated uplink buffer varied between 44.5 KB and 1,289.4 KB with a mean of 514.3 KB.

Downlink PRB usage showed sharp changes, at times dropping to 0; PRBs_DL_Current ranges from 0 to 68 with a mean of 54.5. Uplink PRBs are minimal, ranging from 0 to 5.7 with a mean of 1.6. Downlink PRB utilization mirrors the PRB count, spanning 0% to 64% with a mean of 51.4%; uplink utilization ranges 0% to 5.4% with a mean of 1.6%.

Packet counts reflect asymmetric load: UL packet count ranges from 0 to 150 with a mean of 54.2, while DL packet count ranges from 0 to 1,100 with a mean of 177.9.

Traffic is predominantly TCP: DL_Protocol was TCP for 85.94% of timestamps and UL_Protocol was TCP for 92.19% of timestamps; UDP usage is effectively absent.

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.

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

The signal was clean with no jamming detected.

What is the average value of PRB_Utilization_UL?

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 RX_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 950.132

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

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 1.221

The mean of DL_NumberOfPackets is 177.938

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 1.087

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

The period length of UL_NumberOfPackets is 25.6

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 Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 514.272

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

What is the average value of PRBs_DL_Current?

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.

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_SNR 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.

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 PRBs_UL_Current?

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 variance of TX_Bytes is 12881319630.334

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 32930.962

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 21.33

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 PRBs_DL_Current?

The variance of PRBs_DL_Current is 325.51

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 54.203

Does DL_MCS 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 PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 289.702

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

The period length of PRB_Utilization_DL is 21.33

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 39237.24

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_DL?

The mean of PRB_Utilization_DL is 51.379

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 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_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 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 None None TCP TCP TCP TCP None None TCP TCP TCP TCP TCP TCP TCP None TCP TCP TCP TCP None None None TCP TCP TCP TCP TCP TCP TCP TCP None TCP None TCP TCP TCP None None None TCP None None None TCP TCP None None TCP TCP TCP None TCP None TCP TCP TCP None None TCP None None TCP TCP TCP TCP None None 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

The trace shows fluctuating radio and traffic conditions with several sharp transitions. RSRP exhibited two notable uplifts, reaching peaks of -105.62 dB and -115.40 dB during the observed window; overall RSRP ranged between -123.0 dB and -105.6 dB. The mean RSRP was -119.6 dB.

Uplink modulation and link quality varied widely. UL_MCS experienced multiple abrupt changes, including a pronounced fall to 0 (its minimum); UL_MCS ranged from 0 to 17 with a mean of 6.2. UL_SNR briefly climbed to 33.37 dB and otherwise spanned 12.1 dB to 33.4 dB; the mean UL_SNR was 20.0 dB. UL_BLER remained comparatively low, ranging from 0.013 to 0.2 with a mean of 0.077.

Downlink MCS stayed relatively constrained between 2.9 and 7.0 with a mean of 6.0. DL_BLER showed several spikes, peaking at 0.8; DL_BLER ranged from 0.025 to 0.8 and averaged 0.36.

Resource allocation and utilization show intermittent congestion and bursts. UL_NPRB had frequent jumps and reached as high as 71.3 (minimum 4.2); its mean was 23.5. PRBs_UL_Current varied from 0 to 54 with a mean of 7.8, and PRB_Utilization_UL ranged from 0% to 51% with a mean of 7.4%. On the downlink, PRBs_DL_Current spanned 13.8 to 106.0 with a mean of 45.5, while PRB_Utilization_DL ranged from 13.0% to 100% and averaged 42.9%—including a steep drop to low utilization during one interval.

Traffic volumes showed bursty uplink transmissions and modest downlink throughput. TX_Bytes oscillated widely, from 0 Bytes up to 440,000 Bytes (mean 255,081 Bytes), with a major drop to zero during a large interval. RX_Bytes ranged from 0 Bytes to 12,000 Bytes with a mean of 4,433.3 Bytes. Estimated_UL_Buffer varied between 1.7 Kilobytes and 7,077.2 Kilobytes and had a mean of 549.0 Kilobytes. Packet counts reflected these trends: UL_NumberOfPackets ranged 0 to 110 (mean 58.1) and DL_NumberOfPackets ranged 0 to 1,000 (mean 205.6).

Protocol usage was heavily TCP-dominated: DL_Protocol was TCP for 71.09% of timestamps and UL_Protocol was TCP for 99.22% of timestamps (UDP usage negligible). Overall, the dataset indicates intermittent link quality swings, bursts of PRB allocation and transport activity, occasional high BLER events on the downlink, and predominantly TCP traffic.

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

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

Was the environment jammed or interference-free?

This period was free of jamming activity.

Was the network under heavy load or performing well?

Traffic flowed normally during this period.

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

What is the average value of PRB_Utilization_UL?

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 121.133

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 1185364.444

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

The variance of TX_Bytes is 15611941032.842

Does RX_Bytes 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 58.117

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.

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

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 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

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

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_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 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_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.

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 434.323

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_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 62888.232

What is the average value of PRBs_UL_Current?

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 386.545

What is the variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1009.868

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 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_DL?

The mean of PRB_Utilization_DL is 42.913

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 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.

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 107.809

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 DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 205.562

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 Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 549.021

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_SNR 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 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 TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP 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 None None TCP TCP TCP

RSRP rose steadily between indices ~50–105 (about 5.5 s), gaining on average ~1.009 dB/s. RSRP ranged from -119.0 dB to -113.0 dB. The mean RSRP was -116.2 dB.

UL_MCS experienced a sharp decline late in the trace (t≈104–127) down to 0. UL_MCS ranged from 0 to 18 and averaged 13.0. DL_MCS remained stable and low, ranging 6.0 to 7.0 with a mean of 6.3.

DL_BLER showed several large jumps and drops, including a jump up to 0.9 (peak ~0.9 around t≈57–80). DL_BLER ranged from 0.016 to 0.96 and had a mean of 0.45. UL_BLER trended downward between indices ~62–125 (~6.3 s) with an average decrease of 0.017 per second. UL_BLER ranged from 0.017 to 0.2 and averaged 0.093.

UL_NPRB rose abruptly in the mid-trace (t≈106–118) to a high near 51.97. UL_NPRB ranged from 5.0 to 52.0 and had a mean of 18.9. UL_SNR stayed relatively healthy, ranging 12.4 dB to 26.3 dB with a mean of 20.1 dB.

TX_Bytes exhibited multiple large spikes and drops; the largest change was a fall to ~92,829 Bytes (drop of ~352,285 Bytes). TX_Bytes ranged from 89,628.0 Bytes to 445,114.0 Bytes and averaged 248,100.1 Bytes. RX_Bytes was much smaller, ranging 69.0 Bytes to 19,932.0 Bytes with a mean of 5,202.8 Bytes.

Estimated_UL_Buffer showed wide variability, ranging from 0.14 Kilobytes to 1,000 Kilobytes and averaging 260.0 Kilobytes.

Downlink PRB usage experienced several strong transients early on (largest spike to ~67.3 PRBs). PRBs_DL_Current ranged 13.8 to 68.7 and averaged 40.3. PRBs_UL_Current was low overall, ranging 0 to 28 with a mean of 2.5. DL PRB utilization mirrored the PRB count with multiple jumps; PRB_Utilization_DL ranged 13.0% to 64.8% and averaged 38.0%. UL PRB utilization spiked mid-trace to ~26.21% and overall ranged 0% to 26% with a mean of 2.3%.

UL_NumberOfPackets varied from 1.0 to 194.0 and averaged 69.3 packets. DL_NumberOfPackets ranged 0 to 960 and had a mean of 218.1 packets.

From a transport perspective, TCP dominated: DL_Protocol was TCP for 94.53% of timestamps, and UL_Protocol was TCP for 100.00% of timestamps.

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

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

Was jamming detected, or was the signal unaffected?

No jamming occurred in this time window.

This trace shows normal throughput conditions.

Was the user static or moving across locations?

The variance of PRB_Utilization_UL is 19.195

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 23161.09

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 PRBs_DL_Current?

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 32

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.

Does UL_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 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 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 128

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

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_SNR 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_DL?

The variance of PRB_Utilization_DL is 455.36

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 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 average value of PRBs_UL_Current?

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 21.567

Does DL_MCS 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.

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 variance of TX_Bytes is 21915405307.465

Does DL_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 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 32

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 DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 218.109

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.

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 PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 38.027

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 UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1616.79

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 Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 26383.232

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.

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 69.289

What is the average value of Estimated_UL_Buffer?

The mean of Estimated_UL_Buffer is 259.982

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 variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 511.643

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

Radio conditions were generally moderate with RSRP between -116.0 dB and -108.0 dB; the average RSRP was -112.4 dB. Uplink SNR varied from 16.1 dB to 25.9 dB with a mean of 20.5 dB.

Uplink MCS showed a transient degradation (a drop of 7 to a low of 11 between t=64 and t=87); overall UL_MCS ranged from 11.0 to 18.0 with a mean of 14.7. Downlink MCS was low and tightly clustered, spanning 6.0 to 7.0 with a mean of 6.7.

BLER behavior indicates higher error activity on the uplink: DL_BLER ranged from 0.00077 to 0.21 with a mean of 0.058, while UL_BLER spiked by 0.17 to 0.22 between t=63 and t=75; UL_BLER overall ranged from 0.041 to 0.22 with a mean of 0.092.

Resource allocation and utilization show bursts and drops. DL PRBs in use varied between 20.4 and 68.1 with a mean of 61.3; PRB utilization on downlink ranged from 19.3% to 64.3% with a mean of 57.9% and experienced multiple pronounced dips (largest drop ~45 to 19.3 between t=15 and t=19). Uplink PRBs and utilization were minimal: PRBs_UL_Current ranged from 0 to 3.9 with a mean of 1.6, and PRB_Utilization_UL ranged from 0% to 3.7% with a mean of 1.5%.

Traffic and buffering show intermittent large transmissions. TX_Bytes exhibited at least five notable jumps/drops, the biggest fall being to 117,696 Bytes from a prior higher value between t=15 and t=19; TX_Bytes ranged from 117,696 Bytes to 448,843 Bytes with a mean of 400,522.9 Bytes. RX_Bytes ranged from 2,052 Bytes to 17,029 Bytes with a mean of 5,510.5 Bytes. Estimated_UL_Buffer varied between 103.1 Kilobytes and 1,024.5 Kilobytes with a mean of 279.1 Kilobytes.

Packet counts were bursty: UL_NumberOfPackets ranged from 0 to 140 with a mean of 75.3, while DL_NumberOfPackets ranged from 0 to 900 with a mean of 275.3. Transport layer was predominantly TCP: DL_Protocol was TCP for 96.88% of samples and UL_Protocol was TCP for 98.44% of samples.

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

This is a segment from a file download session.

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

Identify the scenario: jamming or no jamming?

Jamming was not present during this sample.

Identify the congestion status: normal or overloaded?

Does UL_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 0.497

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 275.297

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

The period length of DL_NumberOfPackets is 2.98

The variance of PRBs_DL_Current is 84.465

Does TX_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 PRBs_UL_Current?

The variance of PRBs_UL_Current is 0.558

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 RX_Bytes 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 Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 10981.629

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.

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 57.859

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 16355.313

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 2.37

The variance of TX_Bytes is 4138969594.022

Does UL_NPRB 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 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 2.37

Does DL_MCS 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 42.67

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 75.344

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 PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 75.174

Does UL_SNR 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 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.

Does UL_BLER 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 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 UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 629.109

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_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_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 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 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 RSRP 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 279.065


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

The trace shows modest radio improvement mid-session: RSRP increased steadily over indices ~59–110 (about 5.1 s) at roughly +1.0 dB/s, with values spanning -119.7 dB to -111.0 dB and a mean of -115.7 dB. Uplink radio conditions were generally good: UL_SNR ranged from 15.2 dB to 26.7 dB with a mean of 20.8 dB. UL_MCS varied between 14 and 17 (mean 14.9) while DL_MCS stayed lower, between 6 and 7 (mean 6.5).

Error performance: DL_BLER was mostly low but exhibited two notable spikes, reaching up to 0.22 and 0.24 during brief intervals; overall DL_BLER ranged from 0.0087 to 0.24 with a mean of 0.069. UL_BLER ranged from 0.045 to 0.16 with a mean of 0.086.

Scheduler/resource dynamics show bursty behavior. UL_NPRB moved widely with at least three significant jumps/drops, up to a peak of 55.4 and a minimum of 6.0; mean UL_NPRB was 19.7. DL PRB allocation and utilization also fluctuated sharply (≥4 prominent changes), with PRBs_DL_Current between 13.8 and 68.4 (mean 61.2) and PRB_Utilization_DL between 13.0% and 64.5% (mean 57.8%). Uplink PRBs and utilization remained very low: PRBs_UL_Current 0.05–4.4 (mean 1.6) and PRB_Utilization_UL 0.047–4.2 (mean 1.5).

Throughput and buffering reflect bursts and drops: TX_Bytes were highly variable with at least three major jumps/drops, reaching a maximum of 445,114 Bytes and a minimum of 89,628 Bytes; mean TX_Bytes was 386,559.3 Bytes. RX_Bytes ranged from 193 Bytes to 16,622 Bytes with a mean of 6,858 Bytes. Estimated_UL_Buffer ranged from 638.5 KB to 1,674.3 KB with a mean of 1,188.3 KB. Packet counts followed the uplink-heavy pattern: UL_NumberOfPackets 17–127 (mean 84.5) and DL_NumberOfPackets 0–1,000 (mean 254.1).

Finally, transport-layer usage was dominated by TCP: DL_Protocol was TCP for 92.97% of timestamps (UDP absent), and UL_Protocol was TCP for 100% of timestamps.

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

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

Zone localization is unclear due to mobility.

Is this a congested or uncongested session?

From static or mobile, which best describes the user?

The user was mobile during this session.

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 0.645

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 5422870485.395

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 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_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.

The mean of Estimated_UL_Buffer is 1188.305

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 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 PRBs_DL_Current?

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.

What is the variance of PRBs_DL_Current?

The variance of PRBs_DL_Current is 124.806

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 18.29

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 254.125

What is the variance of DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 27048.409

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

The period length of DL_NumberOfPackets is 3.28

What is the variance of PRB_Utilization_DL?

The variance of PRB_Utilization_DL is 111.077

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 PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 57.763

What is the average value of PRB_Utilization_UL?

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

The period length of UL_NumberOfPackets is 18.29

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 variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 24385.82

What is the average value of PRBs_UL_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.

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 UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 533.998

Does RSRP 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.

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_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 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_MCS 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 average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 84.539

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 9.14

What is the variance of PRBs_UL_Current?

The variance of PRBs_UL_Current is 0.725

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_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 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 TCP TCP TCP TCP TCP TCP TCP TCP TCP 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 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 None TCP TCP TCP TCP None TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP None None None None None None None None None TCP 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 TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP TCP 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 capture window, rising between indices ~72–125 (≈5.3 s) at an average rate of ~1.15 dB/s. RSRP ranged from -117.0 dB to -107.0 dB. The mean RSRP was -112.6 dB.

Uplink MCS fell sharply early (reaching 0) then recovered, climbing to as high as 17.0; UL_MCS ranged from 0 to 18 with a mean of 13.8. Downlink MCS stayed tight, ranging from 6.0 to 8.1 with a mean of 6.4.

Downlink BLER was volatile with several pronounced spikes (the largest reaching 0.78); DL_BLER ranged between 0.0052 and 0.78 and averaged 0.21. Uplink BLER was lower and more stable, ranging from 0.026 to 0.17 with a mean of 0.10.

UL resource usage showed bursts: UL_NPRB spiked up to 73.0 and overall ranged from 3.8 to 73.0 with a mean of 18.9. UL SNR increased notably toward the end, peaking at ~31.1 dB; UL_SNR ranged from 17.1 dB to 31.1 dB with a mean of 20.9 dB.

Transmit traffic exhibited large discontinuities: TX_Bytes dropped to 0 at times and peaked around 4.5e5 Bytes; TX_Bytes ranged from 0 Bytes to 450,000 Bytes and averaged 298,052.4 Bytes. Received bytes were much lower, ranging from 0 Bytes to 16,000 Bytes with a mean of 4,738.4 Bytes. The estimated uplink buffer spanned 0 to 850 Kilobytes and averaged 253.8 Kilobytes.

Downlink PRB allocation and utilization showed multiple sharp falls to zero (largest drop to 0); PRBs_DL_Current ranged from 0 to 68 with a mean of 47.3, and PRB_Utilization_DL ranged from 0% to 64% with a mean of 44.6%. Uplink PRBs and utilization remained low: PRBs_UL_Current ranged from 0 to 15 with a mean of 1.6, and PRB_Utilization_UL ranged from 0% to 14% with a mean of 1.5%.

Packet counts reflected asymmetric traffic: UL_NumberOfPackets ranged from 0 to 160 with a mean of 51.2, while DL_NumberOfPackets ranged from 0 to 1000 with a mean of 195.6.

At the protocol level, traffic was predominantly TCP: DL_Protocol was TCP for 87.5% of samples and UL_Protocol was TCP for 89.06% of samples; UDP usage was essentially absent.

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.

Identify the scenario: jamming or no jamming?

Jamming was not present during this sample.

Choose the condition: congestion or no congestion?

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

The variance of PRBs_UL_Current is 3.001

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 period length of PRBs_UL_Current 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 42.67

The period length of Estimated_UL_Buffer 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 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_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.

What is the variance of Estimated_UL_Buffer?

The variance of Estimated_UL_Buffer is 19692.425

The variance of TX_Bytes is 21456470837.541

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 variance of UL_NumberOfPackets?

The variance of UL_NumberOfPackets is 1268.621

What is the average value of PRB_Utilization_DL?

The mean of PRB_Utilization_DL is 44.615

What is the average value of PRBs_DL_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 DL_NumberOfPackets?

The variance of DL_NumberOfPackets is 32304.405

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_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 448.013

What is the average value of DL_NumberOfPackets?

The mean of DL_NumberOfPackets is 195.641

Does RSRP 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 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 RX_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.

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_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 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

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 PRBs_DL_Current?

The variance of PRBs_DL_Current is 503.388

What is the average value of UL_NumberOfPackets?

The mean of UL_NumberOfPackets is 51.156

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 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 PRB_Utilization_UL?

What is the average value of PRBs_UL_Current?

Does TX_Bytes 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 42.67

Does UL_NPRB 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 253.825

What is the variance of PRB_Utilization_UL?

The variance of PRB_Utilization_UL is 2.671

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.