Datasets:
dileepa0011
/
testunsw

Dataset card Data Studio Files
xet
 Community
1
id
int64
dur
float64
proto
string
service
string
state
string
spkts
int64
dpkts
int64
sbytes
int64
dbytes
int64
rate
float64
sttl
int64
dttl
int64
sload
float64
dload
float64
sloss
int64
dloss
int64
sinpkt
float64
dinpkt
float64
sjit
float64
djit
float64
swin
int64
stcpb
int64
dtcpb
int64
dwin
int64
tcprtt
float64
synack
float64
ackdat
float64
smean
int64
dmean
int64
trans_depth
int64
response_body_len
int64
ct_srv_src
int64
ct_state_ttl
int64
ct_dst_ltm
int64
ct_src_dport_ltm
int64
ct_dst_sport_ltm
int64
ct_dst_src_ltm
int64
is_ftp_login
int64
ct_ftp_cmd
int64
ct_flw_http_mthd
int64
ct_src_ltm
int64
ct_srv_dst
int64
is_sm_ips_ports
int64
attack_cat
string
label
int64
175,260
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
29
2
17
17
17
29
0
0
0
17
29
0
Generic
1
175,261
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
29
2
17
17
17
29
0
0
0
17
29
0
Generic
1
175,262
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
29
2
17
17
17
29
0
0
0
17
29
0
Generic
1
175,263
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
29
2
17
17
17
29
0
0
0
17
29
0
Generic
1
175,264
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
34
2
24
24
12
34
0
0
0
24
34
0
Generic
1
175,265
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
34
2
24
24
12
34
0
0
0
24
34
0
Generic
1
175,266
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
29
2
9
9
4
29
0
0
0
9
29
0
Generic
1
175,267
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
29
2
9
9
4
29
0
0
0
9
29
0
Generic
1
175,268
1.914309
tcp
smtp
FIN
74
30
69,997
2,132
53.805315
62
252
288,572
8,613.029297
33
8
26.213891
65.074277
2,412.352478
90.773586
255
556,303,757
246,088,519
255
0.039137
0.027147
0.01199
946
71
0
0
1
1
1
1
1
1
0
0
0
18
1
0
Exploits
1
175,269
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
34
2
12
10
10
34
0
0
0
10
34
0
Generic
1
175,270
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
23
2
18
17
17
23
0
0
0
18
23
0
Generic
1
175,271
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
23
2
18
17
17
23
0
0
0
18
23
0
Generic
1
175,272
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
33
2
33
33
17
33
0
0
0
33
33
0
Generic
1
175,273
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
33
2
33
33
17
33
0
0
0
33
33
0
Generic
1
175,274
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
33
2
33
33
17
33
0
0
0
33
33
0
Generic
1
175,275
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
21
2
16
16
16
21
0
0
0
17
21
0
Generic
1
175,276
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
21
2
16
16
16
21
0
0
0
17
21
0
Generic
1
175,277
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
21
2
16
16
16
21
0
0
0
17
21
0
Generic
1
175,278
3.71911
tcp
-
FIN
66
340
3,086
426,483
108.897021
62
252
6,539.19873
914,689.8125
6
167
57.217077
10.914012
3,358.369752
1,585.622696
255
3,046,870,123
1,723,342,386
255
0.060793
0.025596
0.035197
47
1,254
0
0
1
1
1
1
1
1
0
0
0
2
1
0
Exploits
1
175,279
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
33
2
12
12
12
33
0
0
0
12
33
0
Generic
1
175,280
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
33
2
16
16
16
33
0
0
0
16
33
0
Generic
1
175,281
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
33
2
16
16
16
33
0
0
0
16
33
0
Generic
1
175,282
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
33
2
16
16
16
33
0
0
0
16
33
0
Generic
1
175,283
0.000007
udp
dns
INT
2
0
114
0
142,857.1409
254
0
65,142,856
0
0
0
0.007
0
0
0
0
0
0
0
0
0
0
57
0
0
0
33
2
5
5
5
33
0
0
0
5
33
0
Generic
1
175,284
0.000007
udp
dns
INT
2
0
114
0
142,857.1409
254
0
65,142,856
0
0
0
0.007
0
0
0
0
0
0
0
0
0
0
57
0
0
0
33
2
5
5
5
33
0
0
0
5
33
0
Generic
1
175,285
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
17
2
5
5
5
17
0
0
0
5
17
0
Generic
1
175,286
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
27
2
11
11
11
27
0
0
0
11
27
0
Generic
1
175,287
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
27
2
16
16
16
27
0
0
0
16
27
0
Generic
1
175,288
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
40
2
33
33
16
40
0
0
0
33
40
0
Generic
1
175,289
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
40
2
33
33
16
40
0
0
0
33
40
0
Generic
1
175,290
0.000003
udp
dns
INT
2
0
114
0
333,333.3215
254
0
152,000,000
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
57
0
0
0
29
2
10
10
10
29
0
0
0
10
29
0
Generic
1
175,291
0.000003
udp
dns
INT
2
0
114
0
333,333.3215
254
0
152,000,000
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
57
0
0
0
40
2
6
6
6
40
0
0
0
7
40
0
Generic
1
175,292
0.000003
udp
dns
INT
2
0
114
0
333,333.3215
254
0
152,000,000
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
57
0
0
0
40
2
6
6
6
40
0
0
0
7
40
0
Generic
1
175,293
0.000003
udp
dns
INT
2
0
114
0
333,333.3215
254
0
152,000,000
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
57
0
0
0
29
2
17
17
17
29
0
0
0
17
29
0
Generic
1
175,294
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
19
2
14
14
14
19
0
0
0
14
19
0
Generic
1
175,295
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
19
2
14
14
14
19
0
0
0
14
19
0
Generic
1
175,296
0.000003
udp
dns
INT
2
0
114
0
333,333.3215
254
0
152,000,000
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
57
0
0
0
19
2
5
5
5
19
0
0
0
5
19
0
Generic
1
175,297
0.000003
udp
dns
INT
2
0
114
0
333,333.3215
254
0
152,000,000
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
57
0
0
0
19
2
5
5
5
19
0
0
0
5
19
0
Generic
1
175,298
0.000003
udp
dns
INT
2
0
114
0
333,333.3215
254
0
152,000,000
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
57
0
0
0
39
2
12
12
12
39
0
0
0
12
39
0
Generic
1
175,299
0.000003
udp
dns
INT
2
0
114
0
333,333.3215
254
0
152,000,000
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
57
0
0
0
39
2
12
12
12
39
0
0
0
12
39
0
Generic
1
175,300
0.996503
tcp
pop3
FIN
20
30
942
16,684
49.171955
62
252
7,185.126465
129,476.7813
7
13
52.447526
33.93738
3,005.256004
2,479.497222
255
5,604,755
575,257,391
255
0.044995
0.007366
0.037629
47
556
0
0
1
1
1
1
1
1
0
0
0
7
1
0
Exploits
1
175,301
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
37
2
6
6
3
37
0
0
0
7
37
0
Generic
1
175,302
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
39
2
27
27
14
39
0
0
0
27
39
0
Generic
1
175,303
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
37
2
6
6
3
37
0
0
0
7
37
0
Generic
1
175,304
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
39
2
27
27
13
39
0
0
0
27
39
0
Generic
1
175,305
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
39
2
27
27
13
39
0
0
0
27
39
0
Generic
1
175,306
1.557125
tcp
smtp
FIN
28
22
12,601
1,954
31.468251
62
252
62,427.87109
9,586.899414
11
8
57.671293
73.69143
3,661.213103
112.41807
255
1,932,059,121
2,472,223,109
255
0.045137
0.008571
0.036566
450
89
0
0
1
1
2
1
1
2
0
0
0
2
1
0
Exploits
1
175,307
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
37
2
31
31
16
37
0
0
0
32
37
0
Generic
1
175,308
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
37
2
31
31
16
37
0
0
0
32
37
0
Generic
1
175,309
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
37
2
31
31
16
37
0
0
0
32
37
0
Generic
1
175,310
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
37
2
31
31
16
37
0
0
0
32
37
0
Generic
1
175,311
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
37
2
31
31
15
37
0
0
0
32
37
0
Generic
1
175,312
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
37
2
31
31
15
37
0
0
0
32
37
0
Generic
1
175,313
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
10
2
8
8
4
10
0
0
0
8
10
0
Generic
1
175,314
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
34
2
25
25
13
34
0
0
0
25
34
0
Generic
1
175,315
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
34
2
25
25
13
34
0
0
0
25
34
0
Generic
1
175,316
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
34
2
25
25
13
34
0
0
0
25
34
0
Generic
1
175,317
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
34
2
25
25
13
34
0
0
0
25
34
0
Generic
1
175,318
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
34
2
25
25
13
34
0
0
0
25
34
0
Generic
1
175,319
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
10
2
8
8
4
10
0
0
0
8
10
0
Generic
1
175,320
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
34
2
25
25
12
34
0
0
0
25
34
0
Generic
1
175,321
0.000005
udp
dns
INT
2
0
114
0
200,000.0051
254
0
91,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
57
0
0
0
34
2
25
25
12
34
0
0
0
25
34
0
Generic
1
175,322
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
44
2
11
11
11
44
0
0
0
11
44
0
Generic
1
175,323
0.000004
udp
dns
INT
2
0
114
0
250,000.0006
254
0
114,000,000
0
0
0
0.004
0
0
0
0
0
0
0
0
0
0
57
0
0
0
44
2
33
33
17
44
0
0
0
33
44
0
Generic
1
175,324
0.000004
udp
dns
INT
2
0
114
0
250,000.0006
254
0
114,000,000
0
0
0
0.004
0
0
0
0
0
0
0
0
0
0
57
0
0
0
44
2
33
33
17
44
0
0
0
33
44
0
Generic
1
175,325
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
36
2
33
33
17
36
0
0
0
33
36
0
Generic
1
175,326
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
36
2
33
33
17
36
0
0
0
33
36
0
Generic
1
175,327
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
36
2
33
33
17
36
0
0
0
33
36
0
Generic
1
175,328
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
36
2
33
33
16
36
0
0
0
33
36
0
Generic
1
175,329
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
36
2
33
33
16
36
0
0
0
33
36
0
Generic
1
175,330
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
36
2
33
33
16
36
0
0
0
33
36
0
Generic
1
175,331
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
57
0
0
0
36
2
33
33
16
36
0
0
0
33
36
0
Generic
1
175,332
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
45
2
12
12
12
45
0
0
0
12
45
0
Generic
1
175,333
0.000008
udp
dns
INT
2
0
114
0
125,000.0003
254
0
57,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
57
0
0
0
45
2
12
12
12
45
0
0
0
12
45
0
Generic
1
175,334
0.000006
udp
dns
INT
2
0
114
0
166,666.6608
254
0
76,000,000
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
57
0
0
0
45
2
33
33
17
45
0
0
0
33
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0
Generic
1
175,335
0.000006
udp
dns
INT
2
0
114
0
166,666.6608
254
0
76,000,000
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
57
0
0
0
45
2
33
33
17
45
0
0
0
33
45
0
Generic
1
175,336
0.000006
udp
dns
INT
2
0
114
0
166,666.6608
254
0
76,000,000
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
57
0
0
0
45
2
33
33
17
45
0
0
0
33
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0
Generic
1
175,337
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
0
50,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
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57
0
0
0
24
2
24
24
13
24
0
0
0
24
24
0
Generic
1
175,338
0.505762
tcp
-
FIN
10
8
620
354
33.612649
254
252
8,826.286133
4,903.492188
2
1
54.400111
66.98057
3,721.068786
120.177727
255
3,518,776,216
3,453,092,386
255
0.09944
0.036895
0.062545
62
44
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0
1
1
1
1
1
2
0
0
0
1
1
0
Shellcode
1
175,339
0.000009
udp
dns
INT
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0
114
0
111,111.1072
254
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50,666,664
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0
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0.009
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0
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57
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12
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3
3
3
13
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0
0
3
12
0
Generic
1
175,340
0.000009
udp
dns
INT
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0
114
0
111,111.1072
254
0
50,666,664
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0
0
0.009
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0
0
0
0
0
0
0
0
0
57
0
0
0
30
2
30
30
14
30
0
0
0
30
30
0
Generic
1
175,341
0.000009
udp
dns
INT
2
0
114
0
111,111.1072
254
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50,666,664
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0
0
0.009
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0
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0
0
0
0
0
0
0
57
0
0
0
30
2
30
30
16
30
0
0
0
30
30
0
Generic
1