Datasets:
Tasks:
Tabular Classification
Modalities:
Text
Languages:
English
Size:
1M - 10M
Tags:
cybersecurity
Upload dataset
Browse files- README.md +205 -0
- data/test-00000-of-00001.parquet +3 -0
- data/train-00000-of-00001.parquet +3 -0
- data/validation-00000-of-00001.parquet +3 -0
README.md
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| 1 |
+
---
|
| 2 |
+
dataset_info:
|
| 3 |
+
features:
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| 4 |
+
- name: flow_id
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| 5 |
+
dtype: string
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| 6 |
+
- name: features
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| 7 |
+
struct:
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| 8 |
+
- name: src_port
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| 9 |
+
dtype: float32
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| 10 |
+
- name: dst_port
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| 11 |
+
dtype: float32
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| 12 |
+
- name: protocol
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| 13 |
+
dtype: float32
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| 14 |
+
- name: flow_duration
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| 15 |
+
dtype: float32
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| 16 |
+
- name: total_fwd_packet
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| 17 |
+
dtype: float32
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| 18 |
+
- name: total_bwd_packets
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| 19 |
+
dtype: float32
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| 20 |
+
- name: total_length_of_fwd_packet
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| 21 |
+
dtype: float32
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| 22 |
+
- name: total_length_of_bwd_packet
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| 23 |
+
dtype: float32
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| 24 |
+
- name: fwd_packet_length_max
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| 25 |
+
dtype: float32
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| 26 |
+
- name: fwd_packet_length_min
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| 27 |
+
dtype: float32
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| 28 |
+
- name: fwd_packet_length_mean
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| 29 |
+
dtype: float32
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| 30 |
+
- name: fwd_packet_length_std
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| 31 |
+
dtype: float32
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| 32 |
+
- name: bwd_packet_length_max
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| 33 |
+
dtype: float32
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| 34 |
+
- name: bwd_packet_length_min
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| 35 |
+
dtype: float32
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| 36 |
+
- name: bwd_packet_length_mean
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| 37 |
+
dtype: float32
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| 38 |
+
- name: bwd_packet_length_std
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| 39 |
+
dtype: float32
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| 40 |
+
- name: flow_bytes_per_s
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| 41 |
+
dtype: float32
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| 42 |
+
- name: flow_packets_per_s
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| 43 |
+
dtype: float32
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| 44 |
+
- name: flow_iat_mean
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| 45 |
+
dtype: float32
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| 46 |
+
- name: flow_iat_std
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| 47 |
+
dtype: float32
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| 48 |
+
- name: flow_iat_max
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| 49 |
+
dtype: float32
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| 50 |
+
- name: flow_iat_min
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| 51 |
+
dtype: float32
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| 52 |
+
- name: fwd_iat_total
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| 53 |
+
dtype: float32
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| 54 |
+
- name: fwd_iat_mean
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| 55 |
+
dtype: float32
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| 56 |
+
- name: fwd_iat_std
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| 57 |
+
dtype: float32
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| 58 |
+
- name: fwd_iat_max
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| 59 |
+
dtype: float32
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| 60 |
+
- name: fwd_iat_min
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| 61 |
+
dtype: float32
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| 62 |
+
- name: bwd_iat_total
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| 63 |
+
dtype: float32
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| 64 |
+
- name: bwd_iat_mean
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| 65 |
+
dtype: float32
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| 66 |
+
- name: bwd_iat_std
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| 67 |
+
dtype: float32
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| 68 |
+
- name: bwd_iat_max
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| 69 |
+
dtype: float32
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| 70 |
+
- name: bwd_iat_min
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| 71 |
+
dtype: float32
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| 72 |
+
- name: fwd_psh_flags
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| 73 |
+
dtype: float32
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| 74 |
+
- name: bwd_psh_flags
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| 75 |
+
dtype: float32
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| 76 |
+
- name: fwd_urg_flags
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| 77 |
+
dtype: float32
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| 78 |
+
- name: bwd_urg_flags
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| 79 |
+
dtype: float32
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| 80 |
+
- name: fwd_header_length
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| 81 |
+
dtype: float32
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| 82 |
+
- name: bwd_header_length
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| 83 |
+
dtype: float32
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| 84 |
+
- name: fwd_packets_per_s
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| 85 |
+
dtype: float32
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| 86 |
+
- name: bwd_packets_per_s
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| 87 |
+
dtype: float32
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| 88 |
+
- name: packet_length_min
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| 89 |
+
dtype: float32
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| 90 |
+
- name: packet_length_max
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| 91 |
+
dtype: float32
|
| 92 |
+
- name: packet_length_mean
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| 93 |
+
dtype: float32
|
| 94 |
+
- name: packet_length_std
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| 95 |
+
dtype: float32
|
| 96 |
+
- name: packet_length_variance
|
| 97 |
+
dtype: float32
|
| 98 |
+
- name: fin_flag_count
|
| 99 |
+
dtype: float32
|
| 100 |
+
- name: syn_flag_count
|
| 101 |
+
dtype: float32
|
| 102 |
+
- name: rst_flag_count
|
| 103 |
+
dtype: float32
|
| 104 |
+
- name: psh_flag_count
|
| 105 |
+
dtype: float32
|
| 106 |
+
- name: ack_flag_count
|
| 107 |
+
dtype: float32
|
| 108 |
+
- name: urg_flag_count
|
| 109 |
+
dtype: float32
|
| 110 |
+
- name: cwr_flag_count
|
| 111 |
+
dtype: float32
|
| 112 |
+
- name: ece_flag_count
|
| 113 |
+
dtype: float32
|
| 114 |
+
- name: down_per_up_ratio
|
| 115 |
+
dtype: float32
|
| 116 |
+
- name: average_packet_size
|
| 117 |
+
dtype: float32
|
| 118 |
+
- name: fwd_segment_size_avg
|
| 119 |
+
dtype: float32
|
| 120 |
+
- name: bwd_segment_size_avg
|
| 121 |
+
dtype: float32
|
| 122 |
+
- name: fwd_bytes_per_bulk_avg
|
| 123 |
+
dtype: float32
|
| 124 |
+
- name: fwd_packet_per_bulk_avg
|
| 125 |
+
dtype: float32
|
| 126 |
+
- name: fwd_bulk_rate_avg
|
| 127 |
+
dtype: float32
|
| 128 |
+
- name: bwd_bytes_per_bulk_avg
|
| 129 |
+
dtype: float32
|
| 130 |
+
- name: bwd_packet_per_bulk_avg
|
| 131 |
+
dtype: float32
|
| 132 |
+
- name: bwd_bulk_rate_avg
|
| 133 |
+
dtype: float32
|
| 134 |
+
- name: subflow_fwd_packets
|
| 135 |
+
dtype: float32
|
| 136 |
+
- name: subflow_fwd_bytes
|
| 137 |
+
dtype: float32
|
| 138 |
+
- name: subflow_bwd_packets
|
| 139 |
+
dtype: float32
|
| 140 |
+
- name: subflow_bwd_bytes
|
| 141 |
+
dtype: float32
|
| 142 |
+
- name: fwd_init_win_bytes
|
| 143 |
+
dtype: float32
|
| 144 |
+
- name: bwd_init_win_bytes
|
| 145 |
+
dtype: float32
|
| 146 |
+
- name: fwd_act_data_pkts
|
| 147 |
+
dtype: float32
|
| 148 |
+
- name: fwd_seg_size_min
|
| 149 |
+
dtype: float32
|
| 150 |
+
- name: active_mean
|
| 151 |
+
dtype: float32
|
| 152 |
+
- name: active_std
|
| 153 |
+
dtype: float32
|
| 154 |
+
- name: active_max
|
| 155 |
+
dtype: float32
|
| 156 |
+
- name: active_min
|
| 157 |
+
dtype: float32
|
| 158 |
+
- name: idle_mean
|
| 159 |
+
dtype: float32
|
| 160 |
+
- name: idle_std
|
| 161 |
+
dtype: float32
|
| 162 |
+
- name: idle_max
|
| 163 |
+
dtype: float32
|
| 164 |
+
- name: idle_min
|
| 165 |
+
dtype: float32
|
| 166 |
+
- name: semantic_flags
|
| 167 |
+
struct:
|
| 168 |
+
- name: high_packet_rate
|
| 169 |
+
dtype: int8
|
| 170 |
+
- name: one_way_traffic
|
| 171 |
+
dtype: int8
|
| 172 |
+
- name: syn_ack_imbalance
|
| 173 |
+
dtype: int8
|
| 174 |
+
- name: uniform_packet_size
|
| 175 |
+
dtype: int8
|
| 176 |
+
- name: long_idle_c2
|
| 177 |
+
dtype: int8
|
| 178 |
+
- name: label
|
| 179 |
+
dtype:
|
| 180 |
+
class_label:
|
| 181 |
+
names:
|
| 182 |
+
'0': benign
|
| 183 |
+
'1': attack
|
| 184 |
+
splits:
|
| 185 |
+
- name: train
|
| 186 |
+
num_bytes: 248127049
|
| 187 |
+
num_examples: 671088
|
| 188 |
+
- name: validation
|
| 189 |
+
num_bytes: 62032886
|
| 190 |
+
num_examples: 167772
|
| 191 |
+
- name: test
|
| 192 |
+
num_bytes: 77540185
|
| 193 |
+
num_examples: 209715
|
| 194 |
+
download_size: 119245598
|
| 195 |
+
dataset_size: 387700120
|
| 196 |
+
configs:
|
| 197 |
+
- config_name: default
|
| 198 |
+
data_files:
|
| 199 |
+
- split: train
|
| 200 |
+
path: data/train-*
|
| 201 |
+
- split: validation
|
| 202 |
+
path: data/validation-*
|
| 203 |
+
- split: test
|
| 204 |
+
path: data/test-*
|
| 205 |
+
---
|
data/test-00000-of-00001.parquet
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8ae93c09ba078d5c3442193f8c2ad9351cf3920e57e986fb60ae88454fa66e87
|
| 3 |
+
size 23739493
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data/train-00000-of-00001.parquet
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:82af27a314fa451f794b9a6c727d319197b22ed908fddf5d75af85e2e60324c0
|
| 3 |
+
size 76307537
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data/validation-00000-of-00001.parquet
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:076b5209b5787c9f5d65d7d03ec11da86c74b91bc11c00cb5e3baebd0e0d3821
|
| 3 |
+
size 19198568
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