sample-id stringlengths 16 16 | split stringclasses 1
value | h5-rel-path stringclasses 1
value | h5-dataset stringclasses 1
value | h5-index int64 1 504k | class-id int64 0 23 | super-class stringclasses 3
values | class-name stringclasses 24
values | waveform-family stringclasses 7
values | snr-db float64 -20 20 | fs-hz float64 10M 10M | n-samples int64 1.02k 1.02k | seed int64 20.3M 43.5M | symbol-rate-hz float64 1.25M 2.5M ⌀ | sps float64 4 8 ⌀ | nfft float64 256 256 ⌀ | cp-len float64 32 32 ⌀ | n-active float64 96 128 ⌀ | chirp-bw-hz float64 2M 4M ⌀ | chirp-dir stringclasses 3
values | pulse-width-us float64 57.6 83.2 ⌀ | barker-len float64 7 13 ⌀ | costas-len float64 7 13 ⌀ | frank-order float64 4 4 ⌀ | p4-len float64 16 32 ⌀ | active-len int64 576 864 | start-offset int64 0 448 | channel-profile stringclasses 1
value | release-name stringclasses 1
value | iid-or-ood stringclasses 1
value | rrc-beta float64 0.25 0.35 ⌀ | ofdm-num-symbols float64 2 3 ⌀ | costas-df-hz float64 250k 500k ⌀ | costas-perm-id float64 1 4 ⌀ | chip-samples float64 18 52 ⌀ | chip-samples-min float64 44 118 ⌀ | chip-samples-max float64 45 119 ⌀ | gmsk-bt float64 0.3 0.3 ⌀ | cpfsk-modulation-index float64 0.5 0.5 ⌀ | cpfsk-tone-spacing-hz float64 625k 625k ⌀ | effective-snr-basis stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
sample_000000001 | train | hdf5/cisr24_train.h5 | /iq | 1 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,411 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 134 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000002 | train | hdf5/cisr24_train.h5 | /iq | 2 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,412 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 124 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000003 | train | hdf5/cisr24_train.h5 | /iq | 3 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,413 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 52 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000004 | train | hdf5/cisr24_train.h5 | /iq | 4 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,414 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 17 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000005 | train | hdf5/cisr24_train.h5 | /iq | 5 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,415 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 15 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000006 | train | hdf5/cisr24_train.h5 | /iq | 6 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,416 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 106 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000007 | train | hdf5/cisr24_train.h5 | /iq | 7 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,417 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 369 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000008 | train | hdf5/cisr24_train.h5 | /iq | 8 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,418 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 177 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000009 | train | hdf5/cisr24_train.h5 | /iq | 9 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,419 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 64 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000010 | train | hdf5/cisr24_train.h5 | /iq | 10 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,420 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 51 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000011 | train | hdf5/cisr24_train.h5 | /iq | 11 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,421 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 168 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000012 | train | hdf5/cisr24_train.h5 | /iq | 12 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,422 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 221 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000013 | train | hdf5/cisr24_train.h5 | /iq | 13 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,423 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 60 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000014 | train | hdf5/cisr24_train.h5 | /iq | 14 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,424 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 7 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000015 | train | hdf5/cisr24_train.h5 | /iq | 15 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,425 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 36 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000016 | train | hdf5/cisr24_train.h5 | /iq | 16 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,426 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 311 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000017 | train | hdf5/cisr24_train.h5 | /iq | 17 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,427 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 136 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000018 | train | hdf5/cisr24_train.h5 | /iq | 18 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,428 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 65 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000019 | train | hdf5/cisr24_train.h5 | /iq | 19 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,429 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 108 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000020 | train | hdf5/cisr24_train.h5 | /iq | 20 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,430 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 28 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000021 | train | hdf5/cisr24_train.h5 | /iq | 21 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,431 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 180 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000022 | train | hdf5/cisr24_train.h5 | /iq | 22 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,432 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 4 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000023 | train | hdf5/cisr24_train.h5 | /iq | 23 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,433 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 125 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000024 | train | hdf5/cisr24_train.h5 | /iq | 24 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,434 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 143 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000025 | train | hdf5/cisr24_train.h5 | /iq | 25 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,435 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 116 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000026 | train | hdf5/cisr24_train.h5 | /iq | 26 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,436 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 123 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000027 | train | hdf5/cisr24_train.h5 | /iq | 27 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,437 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 152 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000028 | train | hdf5/cisr24_train.h5 | /iq | 28 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,438 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 183 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000029 | train | hdf5/cisr24_train.h5 | /iq | 29 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,439 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 576 | 137 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000030 | train | hdf5/cisr24_train.h5 | /iq | 30 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,440 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 144 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000031 | train | hdf5/cisr24_train.h5 | /iq | 31 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,441 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 230 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000032 | train | hdf5/cisr24_train.h5 | /iq | 32 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,442 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 263 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000033 | train | hdf5/cisr24_train.h5 | /iq | 33 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,443 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 237 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000034 | train | hdf5/cisr24_train.h5 | /iq | 34 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,444 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 52 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000035 | train | hdf5/cisr24_train.h5 | /iq | 35 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,445 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 18 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000036 | train | hdf5/cisr24_train.h5 | /iq | 36 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,446 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 261 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000037 | train | hdf5/cisr24_train.h5 | /iq | 37 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,447 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 153 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000038 | train | hdf5/cisr24_train.h5 | /iq | 38 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,448 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 102 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000039 | train | hdf5/cisr24_train.h5 | /iq | 39 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,449 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 304 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000040 | train | hdf5/cisr24_train.h5 | /iq | 40 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,450 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 89 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000041 | train | hdf5/cisr24_train.h5 | /iq | 41 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,451 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 576 | 42 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000042 | train | hdf5/cisr24_train.h5 | /iq | 42 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,452 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 12 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000043 | train | hdf5/cisr24_train.h5 | /iq | 43 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,453 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 63 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000044 | train | hdf5/cisr24_train.h5 | /iq | 44 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,454 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 375 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000045 | train | hdf5/cisr24_train.h5 | /iq | 45 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,455 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 206 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000046 | train | hdf5/cisr24_train.h5 | /iq | 46 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,456 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 71 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000047 | train | hdf5/cisr24_train.h5 | /iq | 47 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,457 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 209 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000048 | train | hdf5/cisr24_train.h5 | /iq | 48 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,458 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 74 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000049 | train | hdf5/cisr24_train.h5 | /iq | 49 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,459 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 8 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000050 | train | hdf5/cisr24_train.h5 | /iq | 50 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,460 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 208 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000051 | train | hdf5/cisr24_train.h5 | /iq | 51 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,461 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 16 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000052 | train | hdf5/cisr24_train.h5 | /iq | 52 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,462 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 30 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000053 | train | hdf5/cisr24_train.h5 | /iq | 53 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,463 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 12 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000054 | train | hdf5/cisr24_train.h5 | /iq | 54 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,464 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 250 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000055 | train | hdf5/cisr24_train.h5 | /iq | 55 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,465 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 158 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000056 | train | hdf5/cisr24_train.h5 | /iq | 56 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,466 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 153 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000057 | train | hdf5/cisr24_train.h5 | /iq | 57 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,467 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 56 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000058 | train | hdf5/cisr24_train.h5 | /iq | 58 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,468 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 184 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000059 | train | hdf5/cisr24_train.h5 | /iq | 59 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,469 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 90 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000060 | train | hdf5/cisr24_train.h5 | /iq | 60 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,470 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 190 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000061 | train | hdf5/cisr24_train.h5 | /iq | 61 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,471 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 294 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000062 | train | hdf5/cisr24_train.h5 | /iq | 62 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,472 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 163 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000063 | train | hdf5/cisr24_train.h5 | /iq | 63 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,473 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 346 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000064 | train | hdf5/cisr24_train.h5 | /iq | 64 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,474 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 21 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000065 | train | hdf5/cisr24_train.h5 | /iq | 65 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,475 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 108 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000066 | train | hdf5/cisr24_train.h5 | /iq | 66 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,476 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 312 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000067 | train | hdf5/cisr24_train.h5 | /iq | 67 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,477 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 147 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000068 | train | hdf5/cisr24_train.h5 | /iq | 68 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,478 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 45 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000069 | train | hdf5/cisr24_train.h5 | /iq | 69 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,479 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 191 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000070 | train | hdf5/cisr24_train.h5 | /iq | 70 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,480 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 59 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000071 | train | hdf5/cisr24_train.h5 | /iq | 71 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,481 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 576 | 448 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000072 | train | hdf5/cisr24_train.h5 | /iq | 72 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,482 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 136 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000073 | train | hdf5/cisr24_train.h5 | /iq | 73 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,483 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 191 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000074 | train | hdf5/cisr24_train.h5 | /iq | 74 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,484 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 19 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000075 | train | hdf5/cisr24_train.h5 | /iq | 75 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,485 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 36 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000076 | train | hdf5/cisr24_train.h5 | /iq | 76 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,486 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 576 | 82 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000077 | train | hdf5/cisr24_train.h5 | /iq | 77 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,487 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 576 | 298 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000078 | train | hdf5/cisr24_train.h5 | /iq | 78 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,488 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 76 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000079 | train | hdf5/cisr24_train.h5 | /iq | 79 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,489 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 134 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000080 | train | hdf5/cisr24_train.h5 | /iq | 80 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,490 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 223 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000081 | train | hdf5/cisr24_train.h5 | /iq | 81 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,491 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 11 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000082 | train | hdf5/cisr24_train.h5 | /iq | 82 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,492 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 382 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000083 | train | hdf5/cisr24_train.h5 | /iq | 83 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,493 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 17 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000084 | train | hdf5/cisr24_train.h5 | /iq | 84 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,494 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 67 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000085 | train | hdf5/cisr24_train.h5 | /iq | 85 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,495 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 255 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000086 | train | hdf5/cisr24_train.h5 | /iq | 86 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,496 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 318 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000087 | train | hdf5/cisr24_train.h5 | /iq | 87 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,497 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 13 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000088 | train | hdf5/cisr24_train.h5 | /iq | 88 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,498 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 26 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000089 | train | hdf5/cisr24_train.h5 | /iq | 89 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,499 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 295 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000090 | train | hdf5/cisr24_train.h5 | /iq | 90 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,500 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 150 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000091 | train | hdf5/cisr24_train.h5 | /iq | 91 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,501 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 260 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000092 | train | hdf5/cisr24_train.h5 | /iq | 92 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,502 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 246 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000093 | train | hdf5/cisr24_train.h5 | /iq | 93 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,503 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 576 | 363 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000094 | train | hdf5/cisr24_train.h5 | /iq | 94 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,504 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 170 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000095 | train | hdf5/cisr24_train.h5 | /iq | 95 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,505 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 832 | 147 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000096 | train | hdf5/cisr24_train.h5 | /iq | 96 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,506 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 341 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000097 | train | hdf5/cisr24_train.h5 | /iq | 97 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,507 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 704 | 286 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000098 | train | hdf5/cisr24_train.h5 | /iq | 98 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,508 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 640 | 11 | clean_awgn | CISR24 | iid | 0.25 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000099 | train | hdf5/cisr24_train.h5 | /iq | 99 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,509 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 54 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
sample_000000100 | train | hdf5/cisr24_train.h5 | /iq | 100 | 0 | communication | BPSK | single-carrier-linear-modulation | -20 | 10,000,000 | 1,024 | 20,260,510 | 2,500,000 | 4 | null | null | null | null | none | null | null | null | null | null | 768 | 237 | clean_awgn | CISR24 | iid | 0.35 | null | null | null | null | null | null | null | null | null | active_burst |
End of preview. Expand in Data Studio
CISR24
CISR24 is the controlled complex-baseband benchmark introduced in the paper "CDTFNet: A Cross-Domain Token-Fusion Transformer for Waveform-Level Electromagnetic Awareness in Low-Altitude Intelligent Networks." It defines one closed-set task over 24 waveform classes: 10 communication, 6 sensing, and 8 integrated sensing and communication (ISAC) classes.
Paper protocol
| Property | Setting |
|---|---|
| Sampling rate | 10 MHz |
| Record | 1024 complex samples (102.4 us) |
| Storage | two-channel float32 I/Q in HDF5 |
| SNR | -20 dB to 20 dB, step 2 dB (21 levels) |
| Channel | clean AWGN |
| SNR reference | active-burst average power |
| Train | 1000 samples/class/SNR; 504,000 total |
| Validation | 200 samples/class/SNR; 100,800 total |
| Test | 200 samples/class/SNR; 100,800 total |
| Total | 705,600 samples |
The complete dataset is hosted in this Hugging Face repository. Generation, validation, and loader source code is available from the CISR24 GitHub repository and its v1.1.1 release. The authoritative label order is classes.csv. The complete waveform definitions are in docs/DATASET_SPEC.md. The exact loop/seed pseudocode is in docs/GENERATION_ALGORITHM.md, and public artifact availability is defined by docs/REPRODUCIBILITY.md.
Release status
The regenerated CISR24 payload passes the complete technical release gate:
- all 24 classes and seven waveform families follow Tables II and III;
- all 705,600 records have balanced class/SNR cells and collision-free seeds;
- train, validation, and test samples and seeds are mutually disjoint;
- every manifest row matches its HDF5 row and all I/Q values are finite;
- all 1,512 class/SNR/split SNR cells pass the declared tolerances;
- waveform-conformance and low-dimensional shortcut audits pass.
Machine-readable results are distributed with the data under audit/. See
docs/PAPER_ALIGNMENT.md for the per-class evidence.
Generate CISR24
Required MATLAB products:
- MATLAB R2025a or a compatible release;
- Communications Toolbox;
- Phased Array System Toolbox.
Smoke test:
addpath('dataset/matlab');
generate_cisr24_smoke_test();
Full generation is intentionally explicit because it replaces the complete 705,600-record payload:
addpath('dataset/matlab');
cfg = cisr24_default_config();
cfg.force_overwrite = false;
generate_cisr24_dataset(cfg);
Set CISR24_OUTPUT_ROOT to the desired data volume before generation. If it is
unset, the generator writes to dataset/releases/CISR24.
Public files use cisr24_{train,val,test}.h5 and matching manifests.
Validate
python3 dataset/tools/audit_paper_alignment.py \
--release-root "$CISR24_OUTPUT_ROOT" \
--full-iq-scan \
--output-json "$CISR24_OUTPUT_ROOT/audit/paper_alignment.json"
Do not publish unless the command exits successfully with all release-blocking checks true, including unique seeds within every split.
Publication layout
GitHub should contain documentation, taxonomy, generation and validation code, a loader, checksums, citation metadata, and a tiny example only. The full HDF5 payload is about 5.6 GiB and the training HDF5 file exceeds GitHub's practical single-file limits. The full data is hosted here, while source code is hosted on GitHub. See docs/PUBLIC_RELEASE.md. Quantitative shortcut evidence follows docs/SHORTCUT_AUDIT.md.
CISR24 is authored by QI Maoqian. Dataset artifacts are licensed under CC BY 4.0 and source code is licensed under Apache License 2.0. Release locations and version status are recorded in RELEASE.md. The dataset version is registered as DOI 10.57967/hf/9724.
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