Datasets:
baalajimaestro
/
DDoS-CICIoT2023

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Header_Length
float64
Protocol Type
int64
Time_To_Live
float64
Rate
float64
fin_flag_number
float64
syn_flag_number
float64
rst_flag_number
float64
psh_flag_number
float64
ack_flag_number
float64
ece_flag_number
float64
cwr_flag_number
float64
ack_count
int64
syn_count
int64
fin_count
int64
rst_count
int64
HTTP
float64
HTTPS
float64
DNS
float64
Telnet
float64
SMTP
float64
SSH
float64
IRC
float64
TCP
float64
UDP
float64
DHCP
float64
ARP
float64
ICMP
float64
IGMP
float64
IPv
float64
LLC
float64
Tot sum
int64
Min
int64
Max
int64
AVG
float64
Std
float64
Tot size
float64
IAT
float64
Number
int64
Variance
float64
29.6
6
198.4
1,032.520309
0
0
0
0.1
0.9
0
0
9
0
0
0
0
0.9
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
744
60
156
74.4
28.733256
74.4
0.000969
10
825.6
9.2
17
83.1
143.210915
0
0
0
0.1
0.1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.1
0.9
0
0
0
0
1
1
625
60
85
62.5
7.905694
62.5
0.007067
10
62.5
15.2
17
98.4
518.538702
0
0
0
0.3
0.4
0
0
4
0
0
0
0
0.1
0
0
0
0
0
0.4
0.6
0
0
0
0
1
1
763
60
175
76.3
35.774137
76.3
0.002792
10
1,279.788889
12.8
17
64
182.56504
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.1
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
702
60
156
70.2
30.20596
70.2
0.006981
10
912.4
12.8
17
63.2
191.182015
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.1
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
623
60
77
62.3
5.498485
62.3
0.005742
10
30.233333
24.8
6
64
592.909911
0
0
0
0.1
0.7
0
0
7
0
0
0
0
0.7
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
10,868
60
2,962
1,086.8
969.433832
1,086.8
0.001687
10
939,801.955556
10.4
17
83.1
213.67459
0
0
0
0.1
0.1
0
0
1
0
0
0
0
0.1
0
0
0
0
0
0.1
0.9
0
0
0
0
1
1
1,502
60
808
150.2
236.140166
150.2
0.004721
10
55,762.177778
12
17
57.2
212.287058
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.7
0
0.1
0
0
0.9
0.9
702
60
156
70.2
30.20596
70.2
0.004722
10
912.4
11.6
17
99.9
198.012652
0
0
0
0
0.2
0
0
2
0
0
0
0
0.1
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
606
60
66
60.6
1.897367
60.6
0.005334
10
3.6
24.8
6
181.6
510.933476
0
0
0
0
0.7
0
0
7
0
0
0
0
0.7
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
642
60
66
64.2
2.898275
64.2
0.002106
10
8.4
12.8
17
57.3
163.081924
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
860
60
218
86
55.23284
86
0.006977
10
3,050.666667
13.6
17
82.7
183.05586
0
0.1
0
0
0.1
0
0
1
1
0
0
0
0.2
0.1
0
0
0
0
0.2
0.8
0
0
0
0
1
1
804
60
230
80.4
52.879738
80.4
0.006695
10
2,796.266667
9.6
17
64
169.655334
0
0
0
0.1
0.1
0
0
1
0
0
0
0
0.1
0.1
0
0
0
0
0.1
0.8
0
0.1
0
0
0.9
0.9
726
60
156
72.6
30.783112
72.6
0.005915
10
947.6
12.8
17
63.6
131.03924
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
702
60
156
70.2
30.20596
70.2
0.008409
10
912.4
12.8
17
63.6
108.509206
0
0
0
0
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
2,060
60
1,514
206
459.588221
206
0.009592
10
211,221.333333
20.8
6
64
455.125926
0
0.1
0
0.2
0.4
0
0
4
1
0
0
0.1
0.4
0.1
0
0
0
0
0.5
0.5
0
0
0
0
1
1
6,183
60
2,962
618.3
980.571948
618.3
0.002251
10
961,521.344444
10.4
17
89.5
202.769336
0
0
0
0.1
0.1
0
0
1
0
0
0
0
0.1
0.1
0
0
0
0
0.1
0.9
0
0
0
0
1
1
797
60
214
79.7
48.074133
79.7
0.005207
10
2,311.122222
15.2
17
63.6
178.281498
0
0
0
0.1
0.3
0
0
3
0
0
0
0
0.3
0
0
0
0
0
0.3
0.7
0
0
0
0
1
1
708
60
156
70.8
30.039973
70.8
0.006145
10
902.4
24.8
6
147.6
348.563878
0
0
0
0.1
0.7
0
0
7
0
0
0
0.1
0.6
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
653
60
77
65.3
4.98999
65.3
0.00314
10
24.9
16
17
62.1
162.019809
0
0.1
0
0.1
0.3
0
0
3
1
0
0
0.2
0.1
0
0
0
0
0
0.3
0.7
0
0
0
0
1
1
822
60
262
82.2
63.34
82.2
0.006228
10
4,011.955556
11.2
17
51.2
175.217502
0
0
0
0.1
0.2
0
0
2
0
0
0
0.1
0.1
0
0
0
0
0
0.2
0.6
0
0.2
0
0
0.8
0.8
702
60
156
70.2
30.20596
70.2
0.006274
10
912.4
18.4
17
61.2
210.136524
0.1
0.1
0
0.1
0.3
0
0
3
1
1
0
0.3
0.1
0.1
0
0
0
0
0.4
0.6
0
0
0
0
1
1
1,017
60
441
101.7
119.322206
101.7
0.004889
10
14,237.788889
15.2
17
87.6
197.316799
0.1
0
0
0.1
0.3
0
0
3
0
1
0
0.1
0.2
0.1
0
0
0
0
0.3
0.7
0
0
0
0
1
1
904
60
230
90.4
57.370531
90.4
0.005068
10
3,291.377778
15.2
17
63.6
163.556332
0
0
0
0.1
0.3
0
0
3
0
0
0
0
0.3
0
0
0
0
0
0.3
0.7
0
0
0
0
1
1
869
60
317
86.9
80.88737
86.9
0.006756
10
6,542.766667
18.4
17
61
151.045937
0
0.1
0
0.1
0.4
0
0
4
1
0
0
0.1
0.3
0
0
0
0
0
0.4
0.6
0
0
0
0
1
1
2,170
60
1,514
217
456.687834
217
0.007393
10
208,563.777778
22.4
6
63.6
222.025398
0.1
0
0
0.2
0.6
0
0
6
0
1
0
0
0.6
0
0
0
0
0
0.6
0.4
0
0
0
0
1
1
8,106
60
5,858
810.6
1,841.887932
810.6
0.004854
10
3,392,551.155556
15.2
17
59.7
198.87832
0.1
0
0
0.1
0.3
0
0
3
0
1
0
0
0.3
0
0
0
0
0
0.3
0.7
0
0
0
0
1
1
625
60
73
62.5
4.453463
62.5
0.005037
10
19.833333
17.6
17
114
182.681928
0
0
0
0
0.4
0
0
4
0
0
0
0
0.4
0
0
0
0
0
0.4
0.6
0
0
0
0
1
1
794
60
230
79.4
52.999371
79.4
0.005478
10
2,808.933333
17.6
17
133.5
564.942688
0
0
0
0.1
0.4
0
0
4
0
0
0
0
0.4
0
0
0
0
0
0.4
0.6
0
0
0
0
1
1
884
60
230
88.4
57.887247
88.4
0.00177
10
3,350.933333
13.6
17
62.5
199.386008
0
0.1
0
0
0.1
0
0
1
1
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
620
60
74
62
4.618802
62
0.00622
10
21.333333
12.8
17
64
198.251318
0
0
0
0.2
0.2
0
0
2
0
0
0
0
0.1
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
812
60
176
81.2
44.941443
81.2
0.005168
10
2,019.733333
15.2
17
63.6
294.7156
0
0
0
0.1
0.3
0
0
3
0
0
0
0
0.1
0
0
0
0
0
0.3
0.7
0
0
0
0
1
1
728
60
176
72.8
36.346481
72.8
0.003435
10
1,321.066667
10.4
17
63.6
155.639154
0
0
0
0
0.1
0
0
1
0
0
0
0
0.1
0
0
0
0
0
0.1
0.9
0
0
0
0
1
1
636
60
90
63.6
9.465728
63.6
0.006699
10
89.6
12.8
17
64
196.166931
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
702
60
156
70.2
30.20596
70.2
0.0053
10
912.4
12.8
17
99.6
199.604247
0
0
0
0
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
766
60
214
76.6
48.341838
76.6
0.005076
10
2,336.933333
15.2
17
64
313.136287
0
0
0
0.1
0.3
0
0
3
0
0
0
0
0.3
0
0
0
0
0
0.3
0.7
0
0
0
0
1
1
5,052
60
2,962
505.2
975.414761
505.2
0.003427
10
951,433.955556
15.2
17
64
199.58905
0
0
0
0.1
0.3
0
0
3
0
0
0
0
0.3
0
0
0
0
0
0.3
0.7
0
0
0
0
1
1
8,969
60
4,073
896.9
1,477.079434
896.9
0.005027
10
2,181,763.655556
12.8
17
63.6
148.156793
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
702
60
156
70.2
30.20596
70.2
0.008816
10
912.4
24.8
6
181.6
511.587832
0
0
0
0
0.7
0
0
7
0
0
0
0
0.7
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
642
60
66
64.2
2.898275
64.2
0.002341
10
8.4
20
6
97.2
257.01652
0
0
0
0.1
0.5
0
0
5
0
0
0
0
0.3
0
0
0
0
0
0.5
0.5
0
0
0
0
1
1
1,352
60
788
135.2
229.389916
135.2
0.003891
10
52,619.733333
22.4
6
64
254.745243
0
0
0
0.3
0.6
0
0
6
0
0
0
0
0.1
0
0
0
0
0
0.6
0.4
0
0
0
0
1
1
1,599
60
788
159.9
227.096871
159.9
0.004195
10
51,572.988889
20
6
63.6
158.025763
0
0
0
0.4
0.5
0
0
5
0
0
0
0
0.1
0
0
0
0.1
0
0.5
0.5
0
0
0
0
1
1
1,109
60
217
110.9
70.178265
110.9
0.00658
10
4,924.988889
12.8
17
62.9
166.132104
0
0
0
0.2
0.2
0
0
2
0
0
0
0
0.1
0
0
0
0.1
0
0.2
0.8
0
0
0
0
1
1
782
60
156
78.2
38.441297
78.2
0.007516
10
1,477.733333
12.8
17
57.6
154.935448
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
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0
0
0
0
1
1
935
60
293
93.5
76.244125
93.5
0.007313
10
5,813.166667
15.2
17
82
220.823738
0
0
0
0.2
0.3
0
0
3
0
0
0
0
0
0
0
0
0.1
0
0.3
0.7
0
0
0
0
1
1
1,106
60
249
110.6
80.635256
110.6
0.004529
10
6,502.044444
23.2
6
57.6
381.345432
0
0.1
0
0.2
0.5
0
0
5
1
0
0
0.1
0.1
0.1
0
0
0
0
0.6
0.4
0
0
0
0
1
1
2,123
60
680
212.3
257.029203
212.3
0.003146
10
66,064.011111
22.4
6
58
899.852824
0
0
0
0.3
0.6
0
0
6
0
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0
0.5
0
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0.6
0.4
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0
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1
1
8,408
60
2,962
840.8
1,004.913905
840.8
0.0025
10
1,009,851.955556
12.8
17
89.5
198.949071
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.1
0.1
0
0
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0
0.2
0.8
0
0
0
0
1
1
898
60
230
89.8
57.684583
89.8
0.005088
10
3,327.511111
20
6
74.9
139.328058
0
0
0
0.2
0.5
0
0
5
0
0
0
0.1
0.4
0
0
0
0
0
0.5
0.5
0
0
0
0
1
1
1,094
60
319
109.4
86.050631
109.4
0.0072
10
7,404.711111
24.8
6
165.2
209.108785
0
0
0
0.1
0.7
0
0
7
0
0
0
0.1
0.6
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
838
60
262
83.8
62.67695
83.8
0.004834
10
3,928.4
22
6
81.2
131.181865
0.1
0.1
0
0.2
0.6
0
0
6
1
1
0
0.2
0.1
0
0
0
0
0
0.6
0.4
0
0
0
0
1
1
845
60
273
84.5
66.391516
84.5
0.007695
10
4,407.833333
24.4
6
62.1
248.274752
0.1
0.1
0
0.3
0.6
0
0
6
1
1
0
0.1
0.2
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1,548
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41,784.844444
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6
77.3
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1,354
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16,955.377778
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6
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1,976
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18,748.933333
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6
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1,318
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9,396.622222
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1,870
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39,213.333333
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49.7
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1,282
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314
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8,330.844444
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57.3
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11,378
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744
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760
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822
60
174
82.2
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190.4
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1,153
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17
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958
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101.8
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925
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1,101
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18,652.988889
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82.7
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1
878
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17
80.9
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702
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912.4
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6
63.6
321.997252
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10,192
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6,087,819.733333
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82.7
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1
862
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214
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181.6
549.690576
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648
60
66
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6.4
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1,127
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7,937.788889
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4,980
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1,963
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54,809.344444
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61
197.297307
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1,000
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6,536
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500,424.488889
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63.2
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3,836
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338,953.6
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63
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8,198
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505,766.622222
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13,510
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676,460.666667
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67.8
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1
632
60
74
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22.4
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6
63.2
324.86283
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2,234
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206,755.6
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64
301.440543
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4,998
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19,472
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533.388949
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3,945
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361,705.166667
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199
510.280792
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705
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9,426
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544,902.266667
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9,324
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1,029,698.488889
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11,041
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440,383.211111
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560,283.066667
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648
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66
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2,246
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6,581
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1,475,397.877778
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164.8
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648
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643
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587,254.444444
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17,067
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685,712.9
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156.99772
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708
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795
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672
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96
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110.4
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17
124.4
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1,142
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