y_real list | y_imag list | label uint8 | split string | format string | policy_arm string | policy_kind string | n_tx int16 | n_msg_users int16 | msg_dim int16 | kd int16 | n_rx_eve int16 | n_samples_t int16 | eve_snr_db float32 | bob_snr_db float32 | delta_db float32 | regime string | policy_design_snr_db float32 | channel_family string | n_taps int16 | nu_max float32 | pdp_decay float32 | noise_kind string | nuisance bool | constellation string | cell_id int32 | group_id int16 | base_seed int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
[
2.180546760559082,
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1.24907648563385,
4.612813949584961,
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6.4783296585... | [
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3.5857317447662354,
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7.992642879486084,
-4.81831... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
2.6462574005126953,
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2.6140618324279785,
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1.463161945... | [
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9.779165267944336,
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5.294047355651... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
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5.75589... | [
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0.2859213650226593,
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-4.621278... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
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3.379612922668457,
2.973972... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
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-2.3237669... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
2.325791120529175,
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2.54975... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
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1.3954800367355347,
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2.090460777282715,
0... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
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0.222055122256279,
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5.604305267333984,
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6.77704... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
4.044243335723877,
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3.993645... | [
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7.20396... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
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1.9452613592147827,
0.28689196705818176,
7.2372059... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
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0.8711012601852417,
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2.188... | [
5.988837242126465,
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8.0091037750244... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
2.558708429336548,
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0.49303820729255676,
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6.419028282165... | [
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11.816559791564941,
2.1461... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
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2.3379... | [
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-1.532360... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
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-11.681597709655... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
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1.8734... | [
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-1.3495... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
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1.050787... | [
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10.827491760... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 0 | 7,000 |
[
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7.0111... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -4 | -4 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 1 | 7,000 |
[
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7.500756263... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -4 | -4 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 1 | 7,000 |
[
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5.3207817... | [
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-0.502... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -4 | -4 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 1 | 7,000 |
[
2.236360788345337,
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3.1582... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -4 | -4 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 1 | 7,000 |
[
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[
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[
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0.55... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -4 | -4 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 1 | 7,000 |
[
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[
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4.... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -4 | -4 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 1 | 7,000 |
[
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1.5431767702... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -4 | -4 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 1 | 7,000 |
[
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3.2... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -4 | -4 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 1 | 7,000 |
[
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2.8571825... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -4 | -4 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 1 | 7,000 |
[
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7.665... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -4 | -4 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 1 | 7,000 |
[
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[
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[
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0... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -4 | -4 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 1 | 7,000 |
[
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0.9... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
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2.08752... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
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[
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6.019894123... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
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8.2305135726... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
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[
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-1.871838... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
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3.3163037300109863,
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3.2197971... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
-5.609055995941162,
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1.2831... | [
0.7012367248535156,
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1.8031833171844482,
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2.159125566482544,
2.544433116912842,
-0.5359950... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
0.39550524950027466,
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14.345592498779297,
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2.1550350189208984,
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2.6451170444488525,
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12.259523391723633,
2.514477491378784,
3.9902522563934326,
3.950793027... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
-4.351402282714844,
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2.3470253944396973,
5.837604... | [
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2.6041576862335205,
-2.43517... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
-5.159445285797119,
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2.335797071456909,
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0.9334521293640137,
2.395322... | [
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-2.48115... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
1.24729323387146,
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0.8122948408126... | [
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6.039858818054199,
6.290842533111572,
5.8684... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
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2.2074506282806396,
5.57506227... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
9.121195793151855,
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1.598671555519104,
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2.076847791671753,
5.0651860... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
0.5530495643615723,
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-1.43... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 2 | 7,000 |
[
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-3.155... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
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4.318117618... | [
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1.5014020204544067,
-6.... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
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7.703621... | [
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4.4111... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
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-... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
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2.47... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
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5.02770709991... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
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2.813... | [
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2.9... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
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4.580870... | [
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5.83906555175... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
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3.79042577... | [
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-8.... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
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6.34228372... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
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2.24971079826355,
2.0304577350616455,
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-1.362922191... | [
3.737154245376587,
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1.870558261871338,
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1.6663703918457031,
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2.6003894805908203,
2.877352714538574,
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2.371964693069458,
-2.426088571... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
2.0306899547576904,
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4.767154216766357,
2.8087351322174072,
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0.8730852007865906,
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0.3387005925178528,
3.64232... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
4.303142070770264,
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7.73814058303833,
3.2312607765197754,
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0.9517761468887329,
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-3.377... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
-5.524301052093506,
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5.17... | [
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2.116579532623291,
1.1118587255477905,
5.77870035171... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
4.4675421714782715,
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0.85596... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
1.6226322650909424,
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0.39221546053886414,
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2.5915... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 3 | 7,000 |
[
13.712483406066895,
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8.7353553... | [
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9.686580657958984,
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-5.44488... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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6.840050220489502,
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-3.128... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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21.577648162841797,
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-15.308... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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11.2423734664917,
18.271453857421875,
18.4000797271... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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2.114820... | [
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3.986506938934326,
2.000162363052368,
16.0556888... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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0.21... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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18.26169204711914,
-26.705812454... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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5.60501... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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18.62840461730957,
3.90004825592041,
21.5489940643... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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15.991035461425781,
8.897089004... | [
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24.555959701538086,
14.022811889648438,
39.7217254... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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7.816831111... | [
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28.738365173339844,
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11.67340... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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19.7455005645... | [
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-2.66... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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17.753953... | [
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-5.56902... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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2.63... | [
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9.9282073974... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -4 | -12 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 4 | 7,000 |
[
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[
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[
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[
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10.0319... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -16 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 5 | 7,000 |
[
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7.4015... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -16 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 5 | 7,000 |
[
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[
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[
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21.8470... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -16 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 5 | 7,000 |
[
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10.906750... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -16 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 5 | 7,000 |
[
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[
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13.8668... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -16 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 5 | 7,000 |
[
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[
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22.27590179... | 0 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -16 | -16 | 0 | comparable | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 5 | 7,000 |
[
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[
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[
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[
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[
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10.06222... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 12 | -20 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 6 | 7,000 |
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1.003308892250061,
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5.253042221069336,
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2.516146183013916,
3.1134002208709717,
-3.598871946334839,
-5.921567916870117,
11.8894805908203... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 12 | -20 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 6 | 7,000 |
[
-3.1060919761657715,
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-3.3340930938720703,
7.781612873077393,
-2.0513579845428467,
-0.038... | [
-1.3132541179656982,
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4.750683307647705,
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10.930746078491211,
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6.2833428382873535,
-5.1895647048950195,
-3.8825459480285645,
-5.718... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 12 | -20 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 6 | 7,000 |
[
9.388705253601074,
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6.371580123901367,
-4.35040330... | [
-0.04009181633591652,
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4.05947208404541,
1.4364874362945557,
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1.2761050462722778,
9.0649... | 1 | train | sc | none | identity | 8 | 2 | 1 | 2 | 4 | 320 | -8 | 12 | -20 | covert | null | flat | 1 | 0 | 1 | white | true | qpsk | 0 | 6 | 7,000 |
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