Flow Duration int64 | Fwd Packet Length Std float64 | Flow Packets/s float64 | Flow IAT Mean float64 | Fwd Header Length int64 | Packet Length Mean float64 | Packet Length Std float64 | Packet Length Variance float64 | ACK Flag Count int64 | Subflow Fwd Packets int64 | Subflow Fwd Bytes int64 | Init_Win_bytes_forward int64 | act_data_pkt_fwd int64 | min_seg_size_forward int64 | Label string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 0 | 2,000,000 | 1 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | UDP-lag |
1 | 0 | 2,000,000 | 1 | 0 | 1,440 | 0 | 0 | 0 | 2 | 2,880 | -1 | 1 | 0 | DrDoS_SNMP |
49 | 0 | 40,816.326531 | 49 | 40 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 20 | DrDoS_DNS |
20,582 | 0 | 194.344573 | 6,860.666667 | 64 | 60.4 | 30.672463 | 940.8 | 0 | 2 | 76 | -1 | 1 | 32 | BENIGN |
1 | 0 | 2,000,000 | 1 | -2 | 389 | 0 | 0 | 0 | 2 | 778 | -1 | 1 | -1 | UDP-lag |
200 | 0 | 15,000 | 100 | 20 | 0 | 0 | 0 | 0 | 1 | 0 | 254 | 0 | 20 | BENIGN |
217,215 | 35.08846 | 27.622402 | 43,443 | 120 | 344.142857 | 33.617597 | 1,130.142857 | 0 | 6 | 2,088 | -1 | 5 | 20 | DrDoS_UDP |
1 | 0 | 2,000,000 | 1 | -2,125,437,950 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | -1,062,718,975 | DrDoS_DNS |
1 | 0 | 2,000,000 | 1 | 2,840 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 1,420 | DrDoS_LDAP |
107,901 | 22.51666 | 37.071019 | 35,967 | 80 | 345.6 | 21.36118 | 456.3 | 0 | 4 | 1,398 | -1 | 3 | 20 | DrDoS_SSDP |
117,178,745 | 152.822295 | 0.62298 | 1,627,482.569444 | 824 | 200 | 382.378282 | 146,213.150685 | 1 | 40 | 3,810 | 64,240 | 20 | 20 | BENIGN |
48 | 0 | 41,666.666667 | 48 | 0 | 444 | 0 | 0 | 0 | 2 | 888 | -1 | 1 | 0 | DrDoS_MSSQL |
2 | 0 | 1,000,000 | 2 | 16 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 8 | DrDoS_SNMP |
2 | 0 | 1,000,000 | 2 | 2,944 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 1,472 | DrDoS_SNMP |
8 | 0 | 250,000 | 8 | 40 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 20 | DrDoS_SNMP |
1 | 0 | 2,000,000 | 1 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | Syn |
1 | 0 | 2,000,000 | 1 | 64 | 524 | 0 | 0 | 0 | 2 | 1,048 | -1 | 1 | 32 | DrDoS_NetBIOS |
1 | 0 | 2,000,000 | 1 | 28 | 1,280 | 0 | 0 | 0 | 2 | 2,560 | -1 | 1 | 14 | DrDoS_MSSQL |
1 | 0 | 2,000,000 | 1 | 1,276 | 997 | 0 | 0 | 0 | 2 | 1,994 | -1 | 1 | 638 | DrDoS_MSSQL |
1 | 0 | 2,000,000 | 1 | 40 | 375 | 0 | 0 | 0 | 2 | 750 | -1 | 1 | 20 | DrDoS_UDP |
1 | 0 | 2,000,000 | 1 | 16 | 229 | 0 | 0 | 0 | 2 | 458 | -1 | 1 | 8 | DrDoS_NetBIOS |
2 | 0 | 1,000,000 | 2 | 28 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 14 | DrDoS_SNMP |
1 | 0 | 2,000,000 | 1 | -2 | 402 | 0 | 0 | 0 | 2 | 804 | -1 | 1 | -1 | DrDoS_MSSQL |
108,089 | 34.063666 | 37.006541 | 36,029.666667 | 80 | 353.6 | 32.315631 | 1,044.3 | 0 | 4 | 1,438 | -1 | 3 | 20 | DrDoS_SSDP |
109,228 | 34.063666 | 36.620647 | 36,409.333333 | 16 | 353.6 | 32.315631 | 1,044.3 | 0 | 4 | 1,438 | -1 | 3 | 0 | DrDoS_UDP |
106,853 | 22.51666 | 37.434606 | 35,617.666667 | 80 | 345.6 | 21.36118 | 456.3 | 0 | 4 | 1,398 | -1 | 3 | 20 | DrDoS_UDP |
1 | 0 | 2,000,000 | 1 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | Syn |
2,998,247 | 0 | 1.334113 | 999,415.666667 | 80 | 516 | 0 | 0 | 0 | 4 | 2,064 | -1 | 3 | 20 | TFTP |
66 | 0 | 60,606.060606 | 22 | 40 | 22.8 | 20.813457 | 433.2 | 0 | 2 | 76 | 246 | 1 | 20 | BENIGN |
1 | 0 | 2,000,000 | 1 | 40 | 405 | 0 | 0 | 0 | 2 | 810 | -1 | 1 | 20 | DrDoS_MSSQL |
29 | 0 | 68,965.517241 | 29 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | Syn |
107,653 | 22.51666 | 37.156419 | 35,884.333333 | 80 | 345.6 | 21.36118 | 456.3 | 0 | 4 | 1,398 | -1 | 3 | 20 | DrDoS_SSDP |
3,002,762 | 0 | 1.332107 | 1,000,920.666667 | -2,125,437,950 | 516 | 0 | 0 | 0 | 4 | 2,064 | -1 | 3 | -1,062,718,975 | TFTP |
2 | 0 | 1,000,000 | 2 | 0 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 0 | DrDoS_SNMP |
83,001,398 | 0 | 0.144576 | 7,545,581.636364 | 200 | 0 | 0 | 0 | 1 | 10 | 0 | 5,840 | 0 | 20 | Syn |
218,385 | 35.08846 | 27.474414 | 43,677 | 40 | 344.142857 | 33.617597 | 1,130.142857 | 0 | 6 | 2,088 | -1 | 5 | 0 | UDP-lag |
1 | 0 | 2,000,000 | 1 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | TFTP |
1 | 0 | 2,000,000 | 1 | -2,125,437,950 | 550 | 0 | 0 | 0 | 2 | 1,100 | -1 | 1 | -1,062,718,975 | DrDoS_MSSQL |
1 | 0 | 2,000,000 | 1 | 40 | 229 | 0 | 0 | 0 | 2 | 458 | -1 | 1 | 20 | DrDoS_NetBIOS |
108,453 | 22.51666 | 36.882336 | 36,151 | 32 | 345.6 | 21.36118 | 456.3 | 0 | 4 | 1,398 | -1 | 3 | 8 | DrDoS_UDP |
114 | 0 | 35,087.719298 | 38 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | Syn |
183 | 0 | 16,393.442623 | 91.5 | 20 | 0 | 0 | 0 | 0 | 1 | 0 | 242 | 0 | 20 | BENIGN |
1 | 0 | 2,000,000 | 1 | -2 | 440 | 0 | 0 | 0 | 2 | 880 | -1 | 1 | -1 | DrDoS_NTP |
1 | 0 | 2,000,000 | 1 | 232 | 1,104 | 0 | 0 | 0 | 2 | 2,208 | -1 | 1 | 116 | DrDoS_SNMP |
11 | 0 | 181,818.181818 | 11 | 0 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 0 | DrDoS_LDAP |
52 | 0 | 76,923.076923 | 17.333333 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | UDP-lag |
105,047 | 34.063666 | 38.078194 | 35,015.666667 | 32 | 353.6 | 32.315631 | 1,044.3 | 0 | 4 | 1,438 | -1 | 3 | 8 | DrDoS_UDP |
1 | 0 | 2,000,000 | 1 | 28 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 14 | DrDoS_DNS |
1 | 0 | 2,000,000 | 1 | 0 | 1,310 | 0 | 0 | 0 | 2 | 2,620 | -1 | 1 | 0 | DrDoS_SNMP |
3 | 0 | 666,666.666667 | 3 | 16 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 8 | DrDoS_SNMP |
1 | 0 | 2,000,000 | 1 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | Syn |
1,090 | 0 | 31,192.66055 | 33.030303 | 272 | 440 | 0 | 0 | 0 | 34 | 14,960 | -1 | 33 | 8 | DrDoS_NTP |
1 | 0 | 2,000,000 | 1 | 40 | 229 | 0 | 0 | 0 | 2 | 458 | -1 | 1 | 20 | DrDoS_NetBIOS |
3 | 0 | 1,000,000 | 1.5 | 20 | 0 | 0 | 0 | 0 | 1 | 0 | 1,959 | 0 | 20 | BENIGN |
1 | 0 | 2,000,000 | 1 | 0 | 247 | 0 | 0 | 0 | 2 | 494 | -1 | 1 | 0 | DrDoS_NetBIOS |
204 | 26.964912 | 274,509.803922 | 3.709091 | -56 | 434.947368 | 26.73175 | 714.586466 | 0 | 56 | 24,352 | -1 | 55 | -1 | DrDoS_NTP |
218,141 | 35.08846 | 27.505146 | 43,628.2 | 0 | 344.142857 | 33.617597 | 1,130.142857 | 0 | 6 | 2,088 | -1 | 5 | 0 | DrDoS_UDP |
1 | 0 | 2,000,000 | 1 | 0 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 0 | DrDoS_LDAP |
2 | 0 | 1,000,000 | 2 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | Syn |
106 | 0 | 37,735.849057 | 35.333333 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | Syn |
1 | 0 | 2,000,000 | 1 | 40 | 375 | 0 | 0 | 0 | 2 | 750 | -1 | 1 | 20 | DrDoS_SSDP |
162 | 24.856924 | 37,037.037037 | 32.4 | 120 | 436.428571 | 23.957303 | 573.952381 | 0 | 6 | 2,636 | -1 | 5 | 20 | DrDoS_SSDP |
116,212,331 | 140.836427 | 0.559321 | 1,815,817.671875 | 724 | 69.545455 | 193.461758 | 37,427.451748 | 1 | 35 | 1,770 | 64,240 | 26 | 20 | BENIGN |
49 | 0 | 40,816.326531 | 49 | 40 | 375 | 0 | 0 | 0 | 2 | 750 | -1 | 1 | 20 | DrDoS_SSDP |
2 | 0 | 1,000,000 | 2 | 16 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 8 | DrDoS_MSSQL |
1 | 0 | 2,000,000 | 1 | -2,125,437,950 | 442 | 0 | 0 | 0 | 2 | 884 | -1 | 1 | -1,062,718,975 | DrDoS_MSSQL |
1 | 0 | 2,000,000 | 1 | 40 | 229 | 0 | 0 | 0 | 2 | 458 | -1 | 1 | 20 | DrDoS_NetBIOS |
1 | 0 | 2,000,000 | 1 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | Syn |
2 | 0 | 1,000,000 | 2 | 40 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 20 | DrDoS_LDAP |
457 | 78.262989 | 56,892.778993 | 18.28 | 520 | 418.666667 | 76.861514 | 5,907.692308 | 0 | 26 | 10,864 | -1 | 25 | 20 | DrDoS_NTP |
3,000,317 | 0 | 1.333192 | 1,000,105.666667 | 80 | 516 | 0 | 0 | 0 | 4 | 2,064 | -1 | 3 | 20 | TFTP |
3 | 0 | 1,000,000 | 1.5 | 60 | 0 | 0 | 0 | 0 | 3 | 0 | 250 | 0 | 20 | BENIGN |
1 | 0 | 2,000,000 | 1 | 28 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 14 | DrDoS_LDAP |
1 | 0 | 2,000,000 | 1 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | Syn |
1 | 0 | 2,000,000 | 1 | -2 | 454 | 0 | 0 | 0 | 2 | 908 | -1 | 1 | -1 | DrDoS_MSSQL |
1 | 0 | 2,000,000 | 1 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | UDP-lag |
1 | 0 | 2,000,000 | 1 | 40 | 229 | 0 | 0 | 0 | 2 | 458 | -1 | 1 | 20 | DrDoS_NetBIOS |
1 | 0 | 2,000,000 | 1 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | UDP-lag |
1 | 0 | 2,000,000 | 1 | 28 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 14 | DrDoS_LDAP |
48 | 0 | 41,666.666667 | 48 | 40 | 0 | 0 | 0 | 1 | 2 | 0 | 5,840 | 0 | 20 | Syn |
2 | 0 | 1,000,000 | 2 | 0 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 0 | DrDoS_SNMP |
2 | 0 | 1,000,000 | 2 | 2,320 | 1,448 | 0 | 0 | 0 | 2 | 2,896 | -1 | 1 | 1,160 | DrDoS_LDAP |
1 | 0 | 2,000,000 | 1 | -2 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | -1 | DrDoS_LDAP |
2 | 0 | 1,000,000 | 2 | 2,840 | 1,472 | 0 | 0 | 0 | 2 | 2,944 | -1 | 1 | 1,420 | DrDoS_SNMP |
2 | 0 | 1,000,000 | 2 | 0 | 405 | 0 | 0 | 0 | 2 | 810 | -1 | 1 | 0 | DrDoS_MSSQL |
2,171 | 0 | 30,400.736988 | 33.4 | 1,320 | 440 | 0 | 0 | 0 | 66 | 29,040 | -1 | 65 | 20 | DrDoS_NTP |
1 | 0 | 2,000,000 | 1 | 0 | 375 | 0 | 0 | 0 | 2 | 750 | -1 | 1 | 0 | DrDoS_UDP |
1 | 0 | 2,000,000 | 1 | 28 | 463 | 0 | 0 | 0 | 2 | 926 | -1 | 1 | 14 | DrDoS_MSSQL |
15,177 | 0 | 13,177.834882 | 76.266332 | -200 | 440 | 0 | 0 | 0 | 200 | 88,000 | -1 | 199 | -1 | DrDoS_NTP |
278 | 18.780309 | 17,985.611511 | 69.5 | 100 | 33.333333 | 17.907168 | 320.666667 | 0 | 5 | 154 | 254 | 3 | 20 | BENIGN |
108,331 | 22.51666 | 36.923872 | 36,110.333333 | 80 | 345.6 | 21.36118 | 456.3 | 0 | 4 | 1,398 | -1 | 3 | 20 | DrDoS_UDP |
56,897 | 0 | 70.302476 | 18,965.666667 | 40 | 61.4 | 30.672463 | 940.8 | 0 | 2 | 78 | -1 | 1 | 20 | BENIGN |
813 | 0 | 29,520.295203 | 35.347826 | 192 | 440 | 0 | 0 | 0 | 24 | 10,560 | -1 | 23 | 8 | DrDoS_NTP |
2 | 0 | 1,000,000 | 2 | 0 | 375 | 0 | 0 | 0 | 2 | 750 | -1 | 1 | 0 | DrDoS_UDP |
20,792 | 0 | 192.381685 | 6,930.666667 | 40 | 64.6 | 37.792856 | 1,428.3 | 0 | 2 | 74 | -1 | 1 | 20 | BENIGN |
1 | 0 | 2,000,000 | 1 | 40 | 383 | 0 | 0 | 0 | 2 | 766 | -1 | 1 | 20 | DrDoS_UDP |
1 | 0 | 2,000,000 | 1 | 0 | 525 | 0 | 0 | 0 | 2 | 1,050 | -1 | 1 | 0 | DrDoS_MSSQL |
1 | 0 | 2,000,000 | 1 | -2 | 1,448 | 0 | 0 | 0 | 2 | 2,896 | -1 | 1 | -1 | DrDoS_DNS |
617,325 | 155.168112 | 14.57903 | 77,165.625 | 164 | 63.6 | 134.080573 | 17,977.6 | 1 | 7 | 636 | 64,240 | 2 | 20 | BENIGN |
20,604 | 0 | 194.137061 | 6,868 | 64 | 59.4 | 30.672463 | 940.8 | 0 | 2 | 74 | -1 | 1 | 32 | BENIGN |
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CIC-DDoS2019-15C
A preprocessed version of the CIC-DDoS2019 dataset with feature selection applied, as detailed in the paper: Distributed Denial of Service Detection: Enhancing Machine Learning Models for Multiclass Classification. The dataset contains 15 columns (index + features + labels) and is used for detecting Multiclass DDoS Attacks.
There are 11 attack classes present (DrDoS_DNS, DrDoS_LDAP, DrDoS_MSSQL, DrDoS_NetBIOS, DrDoS_NTP, DrDoS_SNMP, DrDoS_SSDP, Syn, TFTP, DrDoS_UDP, UDP-lag) + benign traffic (BENIGN), totaling 12 classes. The dataset is perfectly balanced with 50,000 samples of each class, separated into training and testing groups using the following scikit-learn logic:
train, test = train_test_split(df, test_size=0.2, random_state=42)
Dataset Analysis
Repository detailing the types of preprocessing and feature selection performed: https://doi.org/10.5281/zenodo.14826677
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