Hugging Face's logo

Datasets:
deshikreddy01
/
cybersecurity-defense-dataset

Modalities:
Tabular
Text
Formats:
csv
Size:
10K - 100K
Libraries:
Datasets
pandas
Polars
Dataset card Data Studio Files
xet
 Community
1
Dataset Viewer
Auto-converted to Parquet Duplicate
sample_id
int64
src_ip
string
dst_ip
string
src_port
int64
dst_port
int64
protocol
string
pkt_length
int64
pkt_count
int64
byte_count
int64
duration_ms
float64
flow_pkts_per_sec
float64
flow_bytes_per_sec
float64
fwd_pkt_count
int64
bwd_pkt_count
int64
fwd_byte_count
int64
bwd_byte_count
int64
syn_flag
int64
ack_flag
int64
fin_flag
int64
rst_flag
int64
psh_flag
int64
urg_flag
int64
ttl
int64
window_size
int64
iat_mean
float64
iat_std
float64
log_level
string
event_type
string
user_id
string
failed_logins
int64
success_logins
int64
process_id
int64
cpu_usage
float64
memory_usage
float64
disk_io
int64
network_connections
int64
privilege_level
int64
session_duration
float64
file_size
float64
file_entropy
float64
num_imports
int64
num_exports
int64
has_pe_header
int64
num_sections
int64
api_calls
int64
registry_changes
int64
network_calls
int64
file_extensions_accessed
int64
url_length
int64
num_dots
int64
num_hyphens
int64
num_underscores
int64
num_slashes
int64
has_ip_in_url
int64
has_https
int64
domain_age_days
int64
num_subdomains
int64
url_depth
int64
has_suspicious_keywords
int64
redirect_count
int64
hour_of_day
int64
day_of_week
int64
is_weekend
int64
geo_country
string
severity_score
float64
attack_type
string
is_attack
int64
1
192.168.201.205
6.215.215.209
60,530
8,080
TCP
320
13
4,134
43.0053
302.2881
96,127.6056
7
5
2,480
1,653
0
3
1
0
1
0
64
16,384
0.5854
8.041
INFO
FileAccess
0d0fd7c6e0
0
1
46,115
27.4308
30.697
15
20
0
1,028.8044
1,944.649
3.9657
5
2
0
4
7
0
2
4
36
1
1
0
4
0
1
3,261
0
4
0
1
18
1
0
AU
0.3947
BENIGN
0
2
192.168.68.195
49.157.104.228
1,272
9,001
TCP
223
201
2,396,362
179,765.9625
1.1181
13,330.4546
100
100
1,198,181
1,198,181
1
13
1
0
7
0
64
65,535
57.4713
192.5087
CRITICAL
SystemCall
66f041e16a
1
0
64,504
94.1962
77.9265
488
28
1
5,365.4145
89,234.5406
7.8714
47
2
1
7
228
333
20
47
0
0
0
0
0
0
0
0
0
0
0
0
6
3
0
RU
9.7242
Ransomware
1
3
55.149.92.175
192.168.61.210
45,032
3,389
TCP
130
272
108,528
1,608.2687
169.126
67,481.2614
136
136
54,264
54,264
68
68
68
3
0
0
128
65,535
66.569
15.1483
CRITICAL
Login
1c383cd30b
68
1
58,146
34.246
40.4752
14
14
0
1.0977
0
0
0
0
0
0
0
0
8
0
0
0
0
0
0
0
0
0
0
0
0
0
6
2
1
UA
8.9226
BruteForce
1
4
168.10.37.177
17.250.231.112
59,794
443
UDP
397
27
21,735
418.8699
64.4591
51,889.615
14
12
11,954
9,780
1
3
1
0
5
0
64
65,535
104.9753
84.5082
WARNING
NetworkConn
097fdff1ee
0
1
17,357
14.9811
27.0379
1
2
0
187.1275
433.6672
4.8623
0
0
0
0
0
0
11
0
193
6
5
2
4
0
1
40
3
4
1
5
14
2
0
BR
8.4957
Phishing
1
5
192.168.43.199
192.168.75.98
49,402
3,389
TCP
205
29
3,886
8,561.2561
3.3874
453.9054
14
14
1,943
1,943
3
1
1
1
5
0
64
8,192
394.875
87.2207
CRITICAL
PrivilegeEsc
aab3238922
4
3
2,886
45.8938
16.9764
59
74
1
872.178
3,539.2862
5.5247
58
12
0
7
47
9
44
7
0
0
0
0
0
0
0
0
0
0
0
0
3
5
0
IN
8.8525
LogAnomaly
1
6
109.37.96.152
192.168.172.240
21,199
443
TCP
579
12
2,424
457.6958
26.2183
5,296.094
7
4
1,575
848
1
3
1
0
4
0
128
65,535
166.7096
25.7652
ERROR
NetworkConn
d6ae00d774
0
1
13,865
35.3466
38.7631
2
9
0
23.4516
0
0
0
0
0
0
0
0
2
0
74
1
1
0
2
0
1
44
0
3
1
0
15
2
0
UA
6.8177
XSS
1
7
192.168.78.57
102.124.221.173
62,986
80
TCP
1,158
24
3,120
154.1545
155.6879
20,239.4321
14
9
1,872
1,248
0
1
1
0
2
0
255
65,535
8.9052
2.4451
INFO
Logout
f7177163c8
1
2
49,426
20.1064
31.2142
21
2
0
876.3335
11,801.0656
5.0478
19
3
0
6
8
0
4
3
50
3
0
0
4
0
1
1,876
2
2
0
2
14
2
0
IN
0.881
BENIGN
0
8
192.168.158.109
192.168.181.239
59,351
445
TCP
480
23
7,153
2,788.1357
8.2492
2,565.5136
11
11
3,576
3,576
3
8
1
2
5
0
64
65,535
329.8642
22.8446
ERROR
SystemCall
d3d9446802
1
1
19,477
45.8935
45.3725
49
58
1
979.4446
140.813
4.292
15
14
0
5
43
32
47
7
0
0
0
0
0
0
0
0
0
0
0
0
2
5
1
CN
6.3232
LogAnomaly
1
9
119.217.212.45
192.168.169.55
59,429
443
TCP
417
6
4,254
238.8388
25.1215
17,811.1776
3
2
2,765
1,488
1
2
1
0
4
0
128
65,535
45.2985
44.6189
WARNING
NetworkConn
5d0cb12f8c
0
1
25,956
34.4563
21.4269
5
7
0
28.3354
0
0
0
0
0
0
0
0
1
0
206
2
0
1
6
0
0
363
2
2
1
2
17
3
1
UA
5.6204
XSS
1
10
192.168.83.35
197.5.253.21
37,903
22
TCP
196
14
7,084
96.5937
144.937
73,338.1196
8
5
4,250
2,833
2
4
1
0
1
0
64
65,535
12.3925
4.8307
INFO
FileAccess
66f041e16a
1
1
46,750
24.5026
43.5082
18
16
0
1,006.5832
8,164.9754
4.489
20
2
0
5
6
0
5
4
31
1
2
0
1
0
1
1,805
1
2
0
1
18
3
0
GB
0.446
BENIGN
0
11
98.146.80.165
192.168.140.108
9,928
53
UDP
85
92,480
8,878,080
75.6122
1,223,083.7019
117,416,035.3831
92,480
0
8,878,080
0
846
79
0
46
0
0
2
0
0.0604
0.1411
CRITICAL
NetworkConn
9f96f36b7a
0
0
18,283
94.6665
88.6855
0
6,417
0
3.1851
0
0
0
0
0
0
0
0
277
0
0
0
0
0
0
0
0
0
0
0
0
0
23
3
0
RU
8.7506
DDoS
1
12
82.186.66.204
192.168.22.248
63,640
23,637
TCP
46
3
120
3.9288
763.6004
30,544.0142
3
0
120
0
1
0
0
1
0
0
128
1,024
0.7405
1.1889
WARNING
NetworkConn
872694b2ab
0
0
9,834
26.2661
29.3741
0
453
0
0.3372
0
0
0
0
0
0
1
0
64
0
0
0
0
0
0
0
0
0
0
0
0
0
12
4
1
UA
5.1307
PortScan
1
13
192.168.150.242
163.126.107.76
45,841
53
TCP
997
16
13,872
788.252
20.2981
17,598.4332
9
6
8,323
5,548
0
5
0
0
1
0
128
65,535
120.4935
7.8564
INFO
FileAccess
c86a7ee3d8
2
2
42,101
37.6654
48.875
22
20
0
1,139.6273
97,385.4905
5.2797
20
10
0
5
3
0
5
2
69
3
2
0
2
0
1
3,914
2
3
0
0
8
1
0
DE
1.8499
BENIGN
0
14
192.168.7.184
208.39.117.155
21,552
25
TCP
927
16
13,584
614.3497
26.0438
22,111.1858
9
6
8,150
5,433
1
2
0
0
1
0
128
65,535
2.0046
14.2697
INFO
Login
0a09c8844b
1
1
20,521
37.9854
29.0856
19
6
0
203.8383
1,553.4122
6.4073
20
4
0
4
8
0
3
2
55
3
0
0
3
0
1
1,332
0
3
0
2
13
3
0
AU
0.4291
BENIGN
0
15
11.30.206.222
192.168.149.83
57,692
5,900
TCP
202
664
90,304
280.8605
2,364.163
321,526.1733
332
332
45,152
45,152
166
166
166
2
0
0
64
65,535
62.6055
14.2788
WARNING
Login
02e74f10e0
166
1
56,648
32.3539
50.5708
5
29
0
1.3568
0
0
0
0
0
0
0
0
3
0
0
0
0
0
0
0
0
0
0
0
0
0
12
5
1
NG
7.7389
BruteForce
1
16
187.220.79.109
147.123.90.230
30,425
25
TCP
1,306
17
4,896
546.4646
31.1091
8,959.4096
9
7
2,692
2,203
1
7
1
0
5
0
128
8,192
167.2677
10.9495
WARNING
NetworkConn
b7a8486459
0
0
7,101
18.4393
22.3825
3
10
0
86.9231
308.5752
3.4429
0
0
0
0
0
0
17
1
66
3
3
1
2
1
0
3
3
2
1
3
13
5
0
CN
6.341
Phishing
1
17
192.168.244.238
179.168.53.50
22,398
443
TCP
745
16
6,560
484.1068
33.0506
13,550.7277
9
6
3,936
2,624
2
4
0
0
2
0
128
16,384
22.4042
8.059
INFO
Login
3636638817
2
3
16,686
20.8048
33.8654
22
2
0
793.6526
294,967.3282
4.5713
7
7
0
5
4
0
3
3
46
1
0
0
4
0
1
4,323
1
2
0
1
9
4
0
AU
0.4757
BENIGN
0
18
221.6.136.40
192.168.53.127
35,637
443
UDP
110
17,741
1,277,352
97.2177
182,487.3961
13,139,092.5204
17,741
0
1,277,352
0
2,708
58
0
20
0
0
255
1,024
0.2171
0.1798
CRITICAL
NetworkConn
123650dd05
0
0
25,891
82.4454
81.7599
3
3,875
0
7.521
0
0
0
0
0
0
0
0
454
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
UA
8.3514
DDoS
1
19
49.101.31.122
192.168.5.225
19,331
3,306
TCP
1,355
11
13,618
324.3779
33.9111
41,981.9044
6
4
8,170
5,447
1
2
1
0
4
0
64
65,535
31.1559
44.6019
ERROR
NetworkConn
bd85282513
3
1
31,825
44.3872
58.3975
14
2
0
51.4287
0
0
0
0
0
0
0
0
7
0
98
3
0
4
6
1
1
150
2
6
1
2
17
0
0
IN
6.6824
SQLInjection
1
20
114.128.87.54
48.176.68.8
57,252
80
TCP
442
6
7,032
1,566.702
3.8297
4,488.4094
3
2
3,867
3,164
1
5
1
0
2
0
64
65,535
477.3629
71.9286
WARNING
NetworkConn
5cc3749a6e
0
1
65,417
15.1988
26.8776
5
1
0
72.6067
487.8569
4.91
0
0
0
0
0
0
8
2
128
7
2
1
2
1
1
36
2
4
0
2
9
0
1
CN
7.6998
Phishing
1
21
192.168.223.212
62.35.156.89
16,979
53
TCP
378
17
2,176
308.5422
55.0978
7,052.521
10
6
1,305
870
1
4
2
0
3
0
255
8,192
34.8216
29.589
INFO
FileAccess
d3d9446802
0
4
2,031
43.8703
39.0097
23
10
0
481.0811
6,425.9873
5.1399
11
4
0
5
5
0
4
5
36
3
0
0
2
0
1
1,179
1
2
0
2
14
3
0
AU
1.1614
BENIGN
0
22
111.122.143.137
192.168.37.248
44,990
5,900
TCP
143
270
31,860
1,708.1927
158.0618
18,651.2919
135
135
15,930
15,930
54
54
54
0
1
0
64
65,535
22.4292
11.6029
ERROR
Login
f7177163c8
54
1
37,487
34.0507
14.2149
11
46
0
4.5506
0
0
0
0
0
0
0
0
4
0
0
0
0
0
0
0
0
0
0
0
0
0
22
4
0
RU
8.777
BruteForce
1
23
192.168.113.33
199.23.42.224
12,558
22
TCP
271
17
9,962
167.4511
101.5222
59,491.9867
10
6
5,977
3,984
0
3
2
0
0
0
128
65,535
31.1787
36.1031
INFO
Login
dc912a253d
1
2
63,620
14.4763
36.7829
17
9
0
769.1936
1,911.5966
2.9531
18
6
0
3
2
0
3
4
31
2
1
0
2
0
1
709
0
2
0
2
19
3
0
US
1.5445
BENIGN
0
24
192.168.46.125
92.145.108.51
19,170
25
TCP
148
19
25,517
494.5774
38.4166
51,593.5393
11
7
15,310
10,206
2
3
2
0
3
0
64
8,192
0.12
25.078
INFO
Login
bc6dc48b74
0
3
6,283
38.4168
29.2266
22
13
0
53.3498
18,596.283
5.293
21
10
0
4
9
0
3
4
77
2
1
0
3
0
1
4,563
0
1
0
1
16
4
0
AU
1.8203
BENIGN
0
25
192.168.208.112
181.79.115.235
51,426
80
TCP
1,427
13
8,879
410.9073
31.6373
21,608.2825
7
5
5,327
3,551
0
1
2
0
0
0
128
16,384
57.1158
1.3573
INFO
NetworkConn
f0935e4cd5
2
3
18,395
19.9268
46.2017
21
12
0
285.2099
1,446.8295
6.4395
19
1
0
3
8
0
2
4
78
2
1
0
4
0
1
1,751
1
3
0
1
11
4
0
AU
0.8779
BENIGN
0
26
80.42.180.186
192.168.236.63
12,060
8,080
TCP
733
28
40,012
857.1889
32.6649
46,678.1584
16
11
24,007
16,004
1
10
1
0
2
0
64
65,535
60.9782
12.5143
ERROR
NetworkConn
afab3e9707
2
0
64,407
27.6454
28.53
9
19
0
15.295
0
0
0
0
0
0
0
0
9
0
156
4
2
1
8
1
1
32
2
4
1
2
3
2
0
UA
6.1062
SQLInjection
1
27
192.168.130.57
80.15.167.181
40,922
8,080
TCP
328
25
22,350
279.0498
89.5897
80,093.2332
15
10
13,410
8,940
0
3
0
0
1
0
255
8,192
1.0812
3.6969
INFO
Login
e44fea3bec
0
5
41,958
25.9815
41.9272
22
18
0
431.6706
935.0599
4.2523
14
8
0
5
9
0
0
5
80
2
0
0
2
0
1
1,447
1
2
0
2
17
2
0
US
1.3674
BENIGN
0
28
192.168.75.25
164.146.8.70
32,772
3,306
TCP
481
13
5,161
266.9154
48.7046
19,335.7155
7
5
3,096
2,064
1
2
2
0
0
0
64
65,535
75.8165
0.5744
INFO
Login
0584ce565c
2
1
21,595
40.8004
47.4615
25
6
0
234.5706
7,342.12
3.864
25
2
0
3
7
0
1
2
68
1
1
0
3
0
1
2,860
2
2
0
2
10
3
0
AU
0.6674
BENIGN
0
29
192.168.141.207
111.22.250.38
43,636
80
TCP
1,112
13
17,095
1,413.9684
9.194
12,090.0862
7
5
10,257
6,838
1
4
2
0
3
0
128
16,384
56.1274
4.9873
WARNING
NetworkConn
63dc7ed101
0
1
24,233
10.3095
11.7977
24
4
0
1,434.1669
18,411.0278
6.2506
5
5
0
3
0
0
2
2
52
2
1
0
3
0
1
1,870
2
1
0
2
19
4
0
GB
1.4156
BENIGN
0
30
192.168.247.28
101.177.168.87
42,173
25
TCP
455
25
28,725
44.7831
558.2457
641,424.3665
15
10
17,235
11,490
0
5
1
0
1
0
255
8,192
26.7576
18.6047
WARNING
Logout
13f9896df6
2
3
1,011
17.9446
40.7651
24
6
0
877.3825
2,819.3961
5.1972
12
0
0
5
7
0
3
1
46
1
1
0
3
0
1
1,506
0
2
0
2
17
4
0
AU
1.7784
BENIGN
0
31
149.57.213.252
192.168.156.10
50,804
46,099
TCP
47
2
80
3.0149
663.3756
26,535.0231
2
0
80
0
1
0
0
1
0
0
64
1,024
3.0658
0.9126
WARNING
NetworkConn
63154d5661
0
0
11,732
26.6197
22.1916
0
336
0
0.1913
0
0
0
0
0
0
0
0
37
0
0
0
0
0
0
0
0
0
0
0
0
0
15
6
0
UA
5.8182
PortScan
1
32
76.164.159.112
192.168.170.79
41,700
8,080
TCP
564
12
11,616
530.4191
22.6236
21,899.6656
7
4
6,969
4,646
1
6
1
0
5
0
64
65,535
100.3944
24.5715
ERROR
NetworkConn
b977b53240
0
1
61,840
27.3829
39.2945
23
10
0
11.1721
0
0
0
0
0
0
0
0
2
0
116
2
0
5
8
0
1
102
0
5
1
0
11
0
0
RU
7.9503
SQLInjection
1
33
192.168.155.39
76.9.230.20
44,877
443
TCP
505
11
16,368
55.9197
196.7105
292,705.2513
6
4
9,820
6,547
1
4
1
0
2
0
128
32,768
7.5969
8.2064
INFO
Login
f61d694746
1
5
42,636
20.9069
29.9402
23
4
0
152.1665
1,251.1643
3.7238
17
2
0
3
9
0
0
4
52
2
1
0
1
0
1
3,931
1
2
0
1
13
0
0
AU
1.8247
BENIGN
0
34
192.168.38.91
172.78.250.67
45,084
80
TCP
424
388
4,905,342
217,614.4835
1.783
22,541.4316
194
194
2,452,671
2,452,671
1
38
4
0
16
0
128
65,535
446.8328
99.7791
CRITICAL
PrivilegeEsc
1ff1de7740
2
1
6,886
70.9979
63.2394
535
32
0
1,364.3816
33,348,802.628
7.5245
47
6
1
10
354
180
77
24
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
UA
9.6824
Ransomware
1
35
192.168.46.170
166.145.45.232
41,504
25
TCP
341
14
14,826
355.0239
39.434
41,760.5721
8
5
8,895
5,930
0
5
2
0
2
0
128
16,384
34.7548
10.2485
INFO
FileAccess
158f3069a4
1
2
61,008
21.3917
56.8162
23
20
0
940.6351
1,177.4747
4.9282
5
10
0
4
6
0
2
5
63
3
1
0
4
0
1
4,519
1
4
0
2
19
3
0
US
1.4637
BENIGN
0
36
179.215.36.31
192.168.34.214
63,663
21
TCP
381
786
188,640
2,996.9553
262.2662
62,943.8818
393
393
94,320
94,320
131
131
131
1
0
0
64
65,535
23.1072
8.1431
ERROR
Login
4e732ced34
131
0
27,573
43.4488
50.6904
8
48
0
1.7205
0
0
0
0
0
0
0
0
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
KR
8.4986
BruteForce
1
37
32.169.133.45
192.168.149.76
65,414
6,951
TCP
54
1
40
2.7296
366.3514
14,654.0541
1
0
40
0
1
0
0
1
0
0
128
1,024
2.0252
1.9805
WARNING
NetworkConn
59ab3ba90a
0
0
62,075
25.9696
30.467
0
293
0
0.9061
0
0
0
0
0
0
5
0
95
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
0
US
5.38
PortScan
1
38
192.168.207.16
201.234.61.177
7,734
3,306
TCP
118
14
16,632
964.9402
14.5087
17,236.3013
8
5
9,979
6,652
1
3
2
0
1
0
64
16,384
136.4402
6.1641
INFO
NetworkConn
0f28b5d49b
2
4
13,941
32.1176
23.1817
19
5
0
124.6722
1,671.4974
4.5772
24
5
0
6
0
0
2
2
59
2
1
0
3
0
1
4,521
0
1
0
0
8
4
0
DE
0.2864
BENIGN
0
39
156.241.204.183
192.168.6.34
62,732
45,925
TCP
55
2
80
3.9205
510.1336
20,405.3436
2
0
80
0
1
0
0
1
0
0
128
1,024
1.9266
0.1753
WARNING
NetworkConn
554644c0cc
0
0
16,995
33.774
30.2503
0
96
0
0.3343
0
0
0
0
0
0
3
0
93
0
0
0
0
0
0
0
0
0
0
0
0
0
4
1
0
RU
6.0116
PortScan
1
40
219.130.141.4
192.168.29.70
6,824
80
TCP
236
28
39,984
876.9642
31.9283
45,593.6495
16
11
23,990
15,993
1
6
1
0
2
0
128
65,535
69.5254
9.9727
WARNING
NetworkConn
f8f122d50e
1
0
58,383
31.4087
43.6432
24
18
0
45.0995
0
0
0
0
0
0
0
0
10
0
154
3
2
4
8
1
0
31
1
4
1
3
21
5
1
US
8.1843
SQLInjection
1
41
142.142.100.21
192.168.234.162
59,297
443
UDP
118
67,098
6,508,506
49.0949
1,366,699.7803
132,569,878.6874
67,098
0
6,508,506
0
4,531
6
0
16
0
0
255
0
0.6705
0.3313
CRITICAL
NetworkConn
287e041302
0
0
52,147
84.1324
92.644
2
8,887
0
9.8026
0
0
0
0
0
0
0
0
795
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
NG
8.4477
DDoS
1
42
192.168.176.82
192.168.23.66
34,267
22
TCP
213
27
3,267
4,273.5882
6.3179
764.463
13
13
1,633
1,633
2
7
2
2
4
0
128
65,535
316.0939
47.4546
CRITICAL
PrivilegeEsc
6f4922f455
4
3
37,577
66.5516
53.816
40
91
1
653.0958
920.4416
6.2637
59
14
1
4
23
6
22
6
0
0
0
0
0
0
0
0
0
0
0
0
1
5
0
IN
8.8025
LogAnomaly
1
43
192.168.2.160
22.179.2.122
45,216
8,080
UDP
892
147
233,161
22,271.8857
6.6002
10,468.8486
73
73
116,580
116,580
1
15
1
0
3
0
128
65,535
928.1439
479.1594
CRITICAL
NetworkConn
d67d8ab4f4
2
0
15,796
43.6927
72.5277
111
97
1
4,894.8287
4,831.8822
7.535
53
17
1
13
69
51
118
20
62
2
0
0
1
1
0
48
0
1
1
2
19
6
0
IN
8.3822
Malware
1
44
192.168.245.81
117.51.209.136
39,905
53
TCP
426
11
2,904
150.7769
72.9555
19,260.2406
6
4
1,742
1,161
1
3
1
0
0
0
255
16,384
36.1476
11.2951
INFO
FileAccess
6974ce5ac6
0
4
54,211
34.6956
42.5679
23
4
0
237.1527
158.959
4.323
25
4
0
6
0
0
2
5
40
3
0
0
1
0
1
4,241
1
3
0
2
18
2
0
AU
1.421
BENIGN
0
45
129.57.172.4
192.168.143.42
26,205
443
TCP
90
67,385
6,132,035
32.3213
2,084,847.811
189,721,150.8037
67,385
0
6,132,035
0
552
26
0
41
0
0
1
0
0.7619
0.11
CRITICAL
NetworkConn
cc96578847
0
0
41,381
90.7775
80.5892
1
2,696
0
1.5328
0
0
0
0
0
0
0
0
866
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1
1
RU
8.7112
DDoS
1
46
192.168.97.111
58.136.114.236
13,816
3,306
UDP
728
10
8,430
301.4197
33.1763
27,967.647
6
4
5,058
3,372
0
5
1
0
0
0
64
8,192
9.5528
33.0832
INFO
NetworkConn
8f53295a73
0
2
12,002
27.4698
18.0822
17
2
0
830.0241
622.671
4.9371
6
3
0
6
8
0
3
4
48
3
1
0
4
0
1
609
2
1
0
1
13
4
0
IN
1.588
BENIGN
0
47
192.168.236.116
66.95.123.254
34,929
3,306
UDP
1,289
16
9,120
479.8852
33.3413
19,004.5448
9
6
5,472
3,648
0
4
1
0
1
0
64
32,768
54.0047
38.0216
INFO
NetworkConn
19f3cd308f
2
1
9,016
31.5457
40.052
14
13
0
1,897.0483
148.6227
5.1672
19
0
0
6
6
0
1
2
67
1
0
0
1
0
1
2,011
0
4
0
2
15
1
0
AU
0.4316
BENIGN
0
48
172.66.189.148
192.168.40.36
40,657
80
ICMP
102
95,201
8,472,889
28.3666
3,356,089.2196
298,691,940.5484
95,201
0
8,472,889
0
836
88
0
25
0
0
1
0
0.1434
0.3039
CRITICAL
NetworkConn
bd9dc58c7a
0
0
24,456
91.0695
83.9354
3
4,699
0
3.6777
0
0
0
0
0
0
0
0
307
0
0
0
0
0
0
0
0
0
0
0
0
0
11
4
1
CN
9.16
DDoS
1
49
192.168.199.39
213.213.50.67
15,364
3,306
TCP
1,274
25
30,325
303.4216
82.3936
99,943.4439
15
10
18,195
12,130
0
4
2
0
3
0
255
65,535
3.3052
8.2824
INFO
FileAccess
34173cb38f
0
2
52,810
11.4396
57.8511
18
6
0
1,039.4971
34,416.096
5.0975
9
0
0
5
8
0
5
5
42
1
0
0
3
0
1
2,228
0
1
0
1
12
1
0
DE
1.9465
BENIGN
0
50
192.168.77.245
210.53.34.40
19,449
25
UDP
870
16
6,016
152.3116
105.0478
39,497.9772
9
6
3,609
2,406
0
3
1
0
2
0
64
16,384
42.9092
0.8463
WARNING
NetworkConn
555d6702c9
0
5
8,736
33.5083
32.6127
13
20
0
1,151.6377
230.419
3.8055
30
10
0
4
4
0
3
4
69
1
0
0
3
0
1
895
1
4
0
1
18
3
0
IN
1.7928
BENIGN
0
51
192.168.84.128
205.78.159.106
30,446
8,080
TCP
1,112
9
9,855
180.2938
49.9185
54,660.7683
5
3
5,913
3,942
1
5
1
0
2
0
64
32,768
52.4582
5.3159
WARNING
NetworkConn
98dce83da5
0
4
20,253
2.5565
44.9854
18
14
0
89.81
1,757.0081
5.4854
22
4
0
3
5
0
1
4
24
1
0
0
2
0
1
4,736
2
3
0
1
9
2
0
DE
1.7181
BENIGN
0
52
192.168.191.5
41.21.98.215
21,022
443
TCP
830
76
105,293
18,236.9284
4.1674
5,773.6148
38
38
52,646
52,646
1
11
1
0
6
0
128
65,535
512.256
314.7097
CRITICAL
NetworkConn
b6d767d2f8
1
0
8,235
82.5517
64.9063
95
65
0
4,935.4424
31,423.3433
7.4855
166
4
1
7
88
27
23
18
74
1
2
0
4
0
0
178
0
3
0
0
10
0
0
US
7.6868
Malware
1
53
71.85.189.242
192.168.77.61
21,373
3,306
TCP
681
19
18,905
951.6357
19.9656
19,865.796
11
7
11,343
7,562
1
9
1
0
5
0
128
65,535
171.9288
45.6865
ERROR
NetworkConn
421b3ac5c2
2
1
52,817
46.4321
35.2817
15
4
0
30.9404
0
0
0
0
0
0
0
0
7
0
136
2
3
2
7
1
0
110
1
6
1
3
0
0
0
CN
6.9126
SQLInjection
1
54
192.168.92.221
208.244.165.180
31,868
22
UDP
1,443
12
14,556
410.3147
29.2458
35,475.2123
7
4
8,733
5,822
1
2
1
0
3
0
255
65,535
213.0193
9.522
WARNING
NetworkConn
115f895031
1
3
18,725
29.4506
44.5854
15
14
0
1,117.6789
2,773.7359
5.4911
11
1
0
5
0
0
4
5
44
3
1
0
4
0
1
1,608
0
4
0
2
19
4
0
IN
0.4689
BENIGN
0
55
163.38.14.11
192.168.196.83
44,016
8,080
TCP
300
5
1,495
309.0576
16.1782
4,837.2868
3
1
971
523
1
3
1
0
4
0
128
65,535
186.8618
18.0667
WARNING
NetworkConn
60b2149f6b
0
1
10,077
20.802
20.1719
9
2
0
5.9759
0
0
0
0
0
0
0
0
2
0
128
3
1
1
3
0
1
23
0
2
1
2
18
4
1
BR
6.5864
XSS
1
56
192.168.185.254
57.235.13.115
62,741
443
TCP
785
13
16,744
85.755
151.5947
195,253.9211
7
5
10,046
6,697
0
4
0
0
2
0
255
32,768
7.2577
117.1823
WARNING
Login
9cfdf10e8f
0
2
27,292
18.1529
28.9888
22
10
0
398.3177
105.6348
7.1859
12
6
0
5
2
0
3
1
39
2
0
0
1
0
1
4,026
1
4
0
2
16
0
0
DE
0.0792
BENIGN
0
57
179.85.116.96
192.168.124.97
55,564
19,313
TCP
41
2
80
0.181
2,000
80,000
2
0
80
0
1
0
0
1
0
0
64
1,024
3.9632
1.7384
WARNING
NetworkConn
eddb904a6d
0
0
8,741
13.0197
20.164
0
288
0
0.5455
0
0
0
0
0
0
1
0
12
0
0
0
0
0
0
0
0
0
0
0
0
0
19
4
1
KR
5.9353
PortScan
1
58
192.168.30.118
71.22.77.191
27,548
6,667
TCP
1,438
31
346,129
54,458.501
0.5692
6,355.8305
15
15
173,064
173,064
1
12
1
0
6
0
64
65,535
908.8955
421.0567
CRITICAL
SystemCall
9f61408e3a
4
2
12,253
61.712
74.632
93
61
0
2,383.8478
118,335.9463
6.7035
136
16
1
9
253
24
196
18
62
3
2
0
2
0
0
126
3
1
0
0
5
2
1
RU
8.8751
Malware
1
59
118.11.49.131
192.190.51.210
25,417
587
TCP
252
11
15,840
1,155.7268
9.5178
13,705.6607
6
4
8,712
7,128
1
6
1
0
3
0
128
65,535
181.5601
73.1334
WARNING
NetworkConn
7298332f04
0
1
859
20.818
18.3873
3
6
0
290.3933
104.9975
4.2871
0
0
0
0
0
0
16
3
197
3
3
3
4
1
0
8
3
4
1
3
13
3
1
NG
6.1507
Phishing
1
60
91.99.65.95
192.168.13.157
26,166
80
TCP
933
3
1,023
176.9634
16.9527
5,780.8549
1
1
664
358
1
2
1
0
2
0
64
65,535
153.6929
20.9698
WARNING
NetworkConn
ca4b335328
0
1
43,660
27.6974
33.9102
7
1
0
29.1422
0
0
0
0
0
0
0
0
5
0
99
2
1
3
5
0
0
39
2
4
1
2
11
6
0
UA
5.707
XSS
1
61
192.168.109.232
37.179.171.136
11,045
6,667
UDP
927
104
169,772
30,336.9248
3.4282
5,596.2165
52
52
84,886
84,886
1
5
1
0
6
0
64
65,535
830.2124
476.9877
CRITICAL
NetworkConn
6ea9ab1baa
0
0
63,709
58.9142
70.6934
99
28
0
755.9332
26,649.9971
7.8859
133
20
1
10
112
26
149
9
43
3
0
0
1
0
0
102
0
3
0
3
6
0
0
US
7.2982
Malware
1
62
192.168.217.149
146.14.78.134
13,482
3,306
UDP
199
13
3,848
796.1639
16.3283
4,833.1754
7
5
2,308
1,539
0
5
0
0
3
0
64
8,192
9.9874
15.7156
WARNING
Login
918317b579
2
2
9,317
34.8864
44.4735
29
19
0
1,164.0173
1,465.399
5.0352
18
2
0
4
5
0
5
1
42
2
1
0
4
0
1
4,815
0
1
0
1
16
4
0
AU
0.9233
BENIGN
0
63
163.193.167.38
192.168.247.226
53,279
53
UDP
77
57,428
4,019,960
32.3869
1,773,187.8861
124,123,152.0239
57,428
0
4,019,960
0
2,344
3
0
47
0
0
1
0
0.6448
0.218
ERROR
NetworkConn
04048aeca2
0
0
11,390
89.3189
93.4663
1
3,888
0
7.1936
0
0
0
0
0
0
0
0
118
0
0
0
0
0
0
0
0
0
0
0
0
0
14
5
1
CN
9.358
DDoS
1
64
218.169.123.42
192.168.12.171
11,033
443
TCP
282
12
9,972
942.0819
12.7377
10,585.0674
7
4
5,983
3,988
1
9
1
0
3
0
64
65,535
190.5008
37.2173
WARNING
NetworkConn
95688ba636
1
1
17,441
42.0793
28.265
15
19
0
40.4092
0
0
0
0
0
0
0
0
7
0
253
3
0
2
4
1
0
324
3
6
1
0
6
0
1
UA
6.4864
SQLInjection
1
65
72.217.244.112
192.168.198.88
22,814
80
TCP
987
18
5,598
180.2172
99.8795
31,062.5199
11
6
3,638
1,959
1
4
1
0
3
0
64
65,535
129.3715
36.488
WARNING
NetworkConn
ebef22399d
0
1
5,850
21.7008
23.583
1
6
0
13.1633
0
0
0
0
0
0
0
0
1
0
129
2
1
2
4
0
1
106
1
4
1
0
20
1
0
RU
6.6435
XSS
1
66
73.27.225.137
192.168.112.171
41,305
22
TCP
141
310
45,880
1,548.2331
200.2282
29,633.7799
155
155
22,940
22,940
62
62
62
5
2
0
128
65,535
40.387
8.3665
WARNING
Login
6512bd43d9
62
0
63,896
47.5097
55.3289
8
36
0
4.3178
0
0
0
0
0
0
0
0
5
0
0
0
0
0
0
0
0
0
0
0
0
0
5
3
1
KR
7.5448
BruteForce
1
67
122.216.195.175
192.168.50.87
50,053
28,353
TCP
55
2
80
4.2841
466.8419
18,673.6757
2
0
80
0
1
0
0
1
0
0
64
1,024
0.7502
1.4105
WARNING
NetworkConn
65a99bb7a3
0
0
13,956
22.8408
26.9944
0
187
0
0.6112
0
0
0
0
0
0
0
0
69
0
0
0
0
0
0
0
0
0
0
0
0
0
14
2
1
KR
6.7434
PortScan
1
68
192.168.130.248
192.168.193.19
20,805
445
TCP
347
41
7,175
2,544.9891
16.1101
2,819.2655
20
20
3,587
3,587
0
6
1
0
2
0
128
65,535
400.0425
34.9949
CRITICAL
Login
70efdf2ec9
1
2
16,346
49.5377
62.1554
32
19
1
1,739.5693
791.3582
6.0037
25
3
1
8
27
16
42
13
0
0
0
0
0
0
0
0
0
0
0
0
4
6
1
RU
7.4634
LogAnomaly
1
69
192.168.185.188
12.21.231.23
20,611
80
TCP
855
12
17,448
621.67
19.3028
28,066.3381
7
4
10,468
6,979
0
3
2
0
3
0
255
16,384
33.4257
10.0981
WARNING
NetworkConn
eae27d77ca
0
4
3,898
18.1567
43.4203
19
4
0
22.7939
300.5644
5.4441
13
6
0
3
1
0
2
2
64
2
2
0
2
0
1
2,255
0
1
0
1
15
0
0
GB
1.3542
BENIGN
0
70
192.168.153.69
78.43.54.49
45,844
80
TCP
123
198
274,683
44,593.1702
4.4401
6,159.7549
99
99
137,341
137,341
1
11
1
0
8
0
128
65,535
469.6458
118.7109
CRITICAL
NetworkConn
a684eceee7
3
1
49,076
89.2787
67.0625
81
79
1
2,445.7157
5,319.4402
6.7932
173
7
1
15
291
82
96
19
94
1
0
0
2
0
0
24
3
3
1
2
11
1
1
RU
8.7118
Malware
1
71
192.168.188.95
19.88.119.198
37,579
8,080
TCP
503
19
2,337
10.8348
1,753.6087
215,693.8689
11
7
1,402
934
2
3
1
0
0
0
128
32,768
8.7943
8.7575
INFO
Logout
d296c101da
0
4
45,278
13.8067
48.1845
18
10
0
1,511.5554
8,081.3758
4.4669
15
6
0
3
5
0
0
1
57
3
2
0
3
0
1
4,911
1
2
0
2
9
2
0
US
0.054
BENIGN
0
72
192.168.208.195
186.235.101.38
14,553
3,306
TCP
1,327
25
26,050
605.2432
41.3057
43,040.5506
15
10
15,630
10,420
2
5
0
0
1
0
255
32,768
1.3858
21.1124
INFO
Logout
d1fe173d08
1
4
63,663
13.6809
42.664
18
1
0
670.2875
1,768.0001
3.84
19
8
0
5
5
0
2
1
58
3
1
0
2
0
1
4,859
1
2
0
1
12
2
0
US
1.0088
BENIGN
0
73
192.168.139.54
156.214.164.166
15,283
8,080
TCP
408
16
5,216
385.0347
41.5547
13,546.8302
9
6
3,129
2,086
1
1
1
0
3
0
128
65,535
1.7644
9.8013
INFO
FileAccess
598b3e71ec
0
4
16,749
26.0981
39.1405
21
17
0
179.7014
2,858.393
4.3235
30
7
0
5
6
0
4
1
72
3
2
0
3
0
1
2,136
0
2
0
0
8
4
0
IN
1.2554
BENIGN
0
74
28.86.190.98
192.168.164.109
5,724
443
UDP
89
41,289
2,931,519
79.3871
520,097.1225
36,926,895.6971
41,289
0
2,931,519
0
3,627
80
0
43
0
0
2
0
0.016
0.1559
ERROR
NetworkConn
2b7b82a7ec
0
0
21,457
82.3271
70.7382
6
9,520
0
3.0548
0
0
0
0
0
0
0
0
916
0
0
0
0
0
0
0
0
0
0
0
0
0
15
0
0
UA
8.6377
DDoS
1
75
192.168.71.206
192.168.97.146
58,578
22
TCP
384
47
9,071
3,971.4942
11.8343
2,284.027
23
23
4,535
4,535
3
8
0
1
1
0
64
16,384
78.9544
75.3479
CRITICAL
PrivilegeEsc
1679091c5a
3
2
12,291
49.5834
58.0851
56
85
1
87.9231
313.0732
5.6428
24
10
1
6
60
44
37
7
0
0
0
0
0
0
0
0
0
0
0
0
3
3
1
US
7.8862
LogAnomaly
1
76
192.168.114.243
192.168.74.115
16,287
139
TCP
424
19
2,166
4,880.4083
3.8931
443.8153
9
9
1,083
1,083
1
9
1
1
0
0
64
16,384
258.3199
75.1541
ERROR
SystemCall
c4ca4238a0
0
3
20,693
27.9865
43.8063
44
66
1
1,010.5723
34,633.909
5.7781
60
8
0
7
41
24
41
2
0
0
0
0
0
0
0
0
0
0
0
0
4
3
1
RU
6.7085
LogAnomaly
1
77
192.168.20.73
153.248.34.42
30,725
8,080
TCP
696
15
22,170
658.931
22.7641
33,645.4032
9
6
13,302
8,868
0
1
0
0
3
0
64
65,535
41.6805
12.7337
INFO
Logout
8efb100a29
2
1
25,247
0
41.9408
18
20
0
151.1404
12,629.7864
4.8405
23
3
0
3
6
0
3
3
56
2
2
0
4
0
1
1,600
0
1
0
1
13
1
0
IN
0.8043
BENIGN
0
78
192.168.29.21
54.84.239.73
41,171
53
TCP
129
6
1,842
595.918
10.0685
3,091.0295
3
2
1,105
736
2
5
1
0
3
0
64
16,384
5.2332
38.4063
INFO
NetworkConn
19f3cd308f
2
5
62,059
15.7974
18.5617
25
14
0
38.5527
12,081.7075
2.9725
18
5
0
3
3
0
4
5
78
2
1
0
3
0
1
2,257
0
1
0
0
11
2
0
IN
1.4302
BENIGN
0
79
192.168.187.202
214.92.238.42
25,573
80
TCP
152
75
497,779
20,113.1635
3.7289
24,748.9163
37
37
248,889
248,889
1
17
1
0
7
0
128
65,535
162.1886
410.7356
CRITICAL
NetworkConn
7f39f8317f
4
2
11,039
48.4371
61.6817
107
46
1
2,072.2703
5,349.9266
6.7066
80
18
1
6
247
72
199
10
57
1
2
0
3
0
0
66
2
3
0
3
12
5
0
US
9.4199
Malware
1
80
192.168.156.27
170.248.195.232
18,247
53
TCP
316
17
21,658
72.2517
235.2887
299,757.7513
10
6
12,994
8,663
1
4
0
0
2
0
255
8,192
47.1025
2.5491
INFO
Logout
072b030ba1
1
3
13,802
22.163
37.0096
11
17
0
128.5573
13,505.1018
4.3213
24
2
0
3
1
0
3
2
78
3
2
0
3
0
1
917
1
3
0
1
16
3
0
US
0.8011
BENIGN
0
81
27.244.127.45
192.168.213.58
32,525
443
TCP
291
8
3,560
59.365
134.7595
59,967.9718
5
2
2,314
1,246
1
4
1
0
1
0
64
65,535
150.6
38.2191
WARNING
NetworkConn
fbd3230f4d
0
1
23,932
24.6127
40.7672
3
9
0
8.2957
0
0
0
0
0
0
0
0
3
0
237
1
2
0
3
0
1
282
2
4
1
0
4
5
0
BR
7.2759
XSS
1
82
192.168.221.39
64.90.85.137
38,557
8,080
TCP
453
20
9,040
223.9362
89.3112
40,368.6417
12
8
5,424
3,616
2
5
1
0
0
0
128
65,535
46.0293
2.8569
INFO
FileAccess
2050e03ca1
2
2
5,766
49.6624
47.3583
19
17
0
1,172.4572
713,955.7611
3.4666
15
6
0
3
10
0
1
3
22
2
1
0
3
0
1
391
2
2
0
0
10
4
0
AU
1.3182
BENIGN
0
83
192.168.217.83
212.170.221.93
41,951
8,080
TCP
374
19
28,120
626.7065
30.3172
44,869.4912
11
7
16,872
11,248
1
2
0
0
0
0
64
32,768
11.5693
20.8437
INFO
NetworkConn
642e92efb7
0
1
32,331
28.591
33.7695
18
2
0
1,453.2447
2,737.3778
4.7124
19
5
0
6
4
0
3
2
34
3
0
0
4
0
1
3,957
0
1
0
1
13
1
0
US
0.5112
BENIGN
0
84
192.168.236.227
192.168.77.27
30,753
139
TCP
150
11
2,915
6,899.3725
1.5943
422.5022
5
5
1,457
1,457
0
7
3
1
0
0
128
65,535
452.4317
92.7739
CRITICAL
PrivilegeEsc
e4da3b7fbb
0
2
10,055
39.2834
46.6992
54
15
1
1,714.7002
201.8581
6.3677
46
4
0
4
64
18
5
15
0
0
0
0
0
0
0
0
0
0
0
0
1
4
1
RU
6.7764
LogAnomaly
1
85
70.42.107.161
192.168.137.15
64,747
38,033
TCP
58
3
120
1.2318
2,435.4246
97,416.9829
3
0
120
0
1
0
0
1
0
0
128
1,024
3.9036
1.0105
WARNING
NetworkConn
8fdd149fca
0
0
33,974
21.1269
33.0877
0
123
0
0.0957
0
0
0
0
0
0
1
0
37
0
0
0
0
0
0
0
0
0
0
0
0
0
1
6
1
UA
5.0651
PortScan
1
86
192.168.37.36
111.223.102.154
5,632
8,080
TCP
1,225
405
355,742
13,355.2857
30.3251
26,636.7944
202
202
177,871
177,871
1
16
4
0
26
0
64
65,535
261.6906
145.8325
CRITICAL
SystemCall
9bf31c7ff0
0
0
49,477
87.7952
89.2533
487
45
1
607.1405
158,119.288
7.7264
53
0
1
6
409
415
46
95
0
0
0
0
0
0
0
0
0
0
0
0
2
5
0
RU
9.9736
Ransomware
1
87
192.168.8.248
114.220.206.103
52,709
80
TCP
1,295
16
22,080
258.4952
61.8967
85,417.452
9
6
13,248
8,832
2
3
1
0
1
0
128
32,768
229.5228
18.4119
WARNING
Logout
d1fe173d08
2
1
37,769
23.1005
39.0373
20
1
0
254.9718
1,026.002
4.4414
29
8
0
5
0
0
0
3
42
1
0
0
1
0
1
2,964
0
2
0
0
9
2
0
GB
1.4037
BENIGN
0
88
192.168.142.138
47.117.249.138
38,076
443
TCP
550
15
14,895
222.4756
67.4231
66,951.1654
9
6
8,937
5,958
2
1
1
0
0
0
255
32,768
58.0875
3.4403
WARNING
Logout
ec8956637a
1
5
8,207
38.0744
34.1918
24
5
0
939.4206
1,482.67
4.4461
17
6
0
4
0
0
0
2
43
2
0
0
3
0
1
3,536
1
3
0
0
16
2
0
IN
1.3768
BENIGN
0
89
192.168.86.23
2.47.199.84
34,444
25
TCP
645
12
14,832
359.0345
33.423
41,310.7937
7
4
8,899
5,932
0
5
0
0
3
0
64
32,768
27.7436
16.6191
WARNING
FileAccess
1be3bc32e6
0
1
58,782
33.2477
37.4134
10
18
0
691.1574
334.8164
4.0776
7
9
0
5
10
0
0
1
29
3
2
0
4
0
1
2,676
2
1
0
2
10
2
0
US
0.9682
BENIGN
0
90
192.168.20.238
38.49.85.123
58,679
443
TCP
587
17
14,093
711.447
23.895
19,808.926
10
6
8,455
5,637
1
1
2
0
0
0
128
65,535
36.8131
3.0743
WARNING
NetworkConn
f2217062e9
1
3
64,117
48.8475
23.3589
18
12
0
596.7705
2,517.3465
5.2104
19
6
0
5
5
0
1
5
71
3
0
0
3
0
1
3,770
1
4
0
2
8
4
0
GB
0.4484
BENIGN
0
91
192.168.220.228
34.230.35.108
24,226
3,306
TCP
1,281
15
11,850
232.5815
64.4935
50,949.8808
9
6
7,110
4,740
2
5
1
0
0
0
128
32,768
39.9267
41.8779
INFO
FileAccess
550a141f12
1
1
28,929
12.174
41.0294
12
2
0
984.6323
1,364.8792
6.0604
25
3
0
3
9
0
3
3
49
1
0
0
2
0
1
711
0
3
0
2
11
1
0
AU
0.5381
BENIGN
0
92
192.168.187.69
53.199.13.90
5,306
443
TCP
836
10
4,220
56.2922
177.6444
74,965.9248
6
4
2,532
1,688
2
5
2
0
3
0
255
16,384
7.5114
36.5131
INFO
Login
8e98d81f82
1
5
35,912
30.1731
37.9874
20
6
0
186.4892
107.9735
5.5995
27
7
0
4
5
0
1
1
71
2
2
0
1
0
1
1,719
0
3
0
1
10
2
0
AU
0.5402
BENIGN
0
93
192.168.190.248
128.183.18.133
3,927
443
TCP
690
14
10,724
455.2919
30.7495
23,554.122
8
5
6,434
4,289
1
2
0
0
2
0
128
16,384
26.2688
6.6411
INFO
Logout
b7b16ecf8c
0
4
50,708
21.112
52.0367
14
7
0
8.6482
25,207.2698
3.7183
20
1
0
5
5
0
5
4
59
1
1
0
2
0
1
3,851
0
4
0
1
18
3
0
DE
0.2856
BENIGN
0
94
30.204.192.134
192.168.110.141
7,142
8,080
TCP
288
5
4,450
254.3118
19.6609
17,498.2058
3
1
2,892
1,557
1
7
1
0
3
0
64
65,535
61.388
26.3563
WARNING
NetworkConn
33866f3a23
0
1
27,099
13.114
29.4607
5
10
0
3.8962
0
0
0
0
0
0
0
0
5
0
184
1
2
3
6
0
0
220
2
3
1
0
0
1
0
RU
5.9914
XSS
1
95
187.133.126.115
192.168.76.244
55,323
31,857
TCP
59
2
80
2.9939
668.0164
26,720.6564
2
0
80
0
1
0
0
1
0
0
64
1,024
2.9685
1.0597
WARNING
NetworkConn
d10ddbe86f
0
0
27,234
15.984
38.099
0
387
0
0.5728
0
0
0
0
0
0
4
0
99
0
0
0
0
0
0
0
0
0
0
0
0
0
10
1
0
KR
6.8732
PortScan
1
96
175.180.24.246
169.2.198.153
64,119
25
TCP
1,237
25
7,325
277.0617
90.2326
26,438.1577
13
11
4,028
3,296
1
7
1
0
1
0
128
16,384
272.375
66.6446
WARNING
NetworkConn
021f6dd88a
0
1
37,260
17.6663
14.8237
2
8
0
42.4996
480.2462
3.1377
0
0
0
0
0
0
13
1
150
4
3
1
4
0
0
6
2
2
1
3
7
6
0
BR
6.1554
Phishing
1
97
192.168.28.39
161.127.212.47
27,078
53
TCP
1,283
15
20,655
186.7279
80.3308
110,615.5174
9
6
12,393
8,262
0
4
0
0
0
0
64
16,384
25.6617
65.8214
WARNING
Login
15d4e891d7
1
5
5,161
15.4326
59.5782
14
3
0
536.0583
986.4364
3.8557
30
3
0
6
8
0
4
2
62
2
1
0
1
0
1
4,768
0
3
0
2
19
2
0
US
1.8521
BENIGN
0
98
192.168.114.142
194.133.117.161
57,709
8,080
TCP
456
344
2,710,739
110,812.4952
3.1043
24,462.3947
172
172
1,355,369
1,355,369
1
32
4
0
27
0
128
65,535
113.5427
118.381
CRITICAL
FileAccess
f457c545a9
2
0
60,313
71.556
84.0977
520
33
1
559.9279
474,230.7618
7.551
30
7
1
8
434
172
70
36
0
0
0
0
0
0
0
0
0
0
0
0
5
6
0
RU
9.6186
Ransomware
1
99
192.168.163.134
167.156.154.69
54,920
3,306
TCP
160
13
10,270
479.6469
27.1033
21,411.5859
7
5
6,162
4,108
2
2
2
0
3
0
255
65,535
164.666
23.0412
INFO
FileAccess
093f65e080
1
2
49,913
24.6453
50.1104
33
9
0
275.4779
81,219.1465
5.1429
10
2
0
5
3
0
5
1
57
2
1
0
4
0
1
3,286
2
4
0
2
17
2
0
AU
1.2047
BENIGN
0
100
136.3.109.9
192.168.96.245
63,719
5,900
TCP
180
372
49,104
2,097.096
177.3882
23,415.2375
186
186
24,552
24,552
62
62
62
5
1
0
64
65,535
74.331
14.6588
CRITICAL
Login
a5771bce93
62
1
61,510
42.7587
32.7571
6
27
0
0.4113
0
0
0
0
0
0
0
0
3
0
0
0
0
0
0
0
0
0
0
0
0
0
9
6
0
KR
8.1666
BruteForce
1
End of preview. Expand in Data Studio

No dataset card yet
Downloads last month
20
Number of rows:
42,000
Total file size:
12.5 MB