Deliverables
> print(summary(Malware))
Source IP Source Port Destination IP Destination Port Protocol
Length:84194 Min. : 21 Length:84194 Min. : 21 Min. : 6.00
Class :character 1st Qu.:15685 Class :character 1st Qu.: 137 1st Qu.: 6.00
Mode :character Median :42381 Mode :character Median : 443 Median :17.00
Mean :36549 Mean :13161 Mean :11.71
3rd Qu.:54420 3rd Qu.:19302 3rd Qu.:17.00
Max. :65534 Max. :65514 Max. :17.00
Flow Duration Flow Bytes/s Flow Packets/s Flow IAT Mean Flow IAT Std
Min. : 0 Min. : 0.0 Min. : 0.400 Min. : 0 Min. : 0
1st Qu.: 111062 1st Qu.: 106.8 1st Qu.: 4.875 1st Qu.: 9874 1st Qu.: 0
Median : 420762 Median : 1952.1 Median : 29.662 Median : 46524 Median : 3954
Mean :1976443 Mean : Inf Mean : Inf Mean : 234586 Mean : 106029
3rd Qu.:4838636 3rd Qu.:25964.1 3rd Qu.:104.003 3rd Qu.: 333499 3rd Qu.: 46378
Max. :5000000 Max. : Inf Max. : Inf Max. :5000000 Max. :3535258
NA's :2
Flow IAT Max Flow IAT Min Fwd IAT Mean Fwd IAT Std Fwd IAT Max
Min. : 0 Min. : -2255 Min. : 0 Min. : 0 Min. : 0
1st Qu.: 35376 1st Qu.: 19 1st Qu.: 0 1st Qu.: 0 1st Qu.: 0
Median : 155687 Median : 493 Median : 19999 Median : 74 Median : 102954
Mean : 508556 Mean : 169268 Mean : 254280 Mean : 109242 Mean : 491057
3rd Qu.: 442763 3rd Qu.: 135882 3rd Qu.: 410150 3rd Qu.: 31394 3rd Qu.: 439470
Max. :5000000 Max. :5000000 Max. :5000000 Max. :3534671 Max. :5000000
Fwd IAT Min Bwd IAT Mean Bwd IAT Std Bwd IAT Max Bwd IAT Min
Min. : -316 Min. : 0 Min. : 0 Min. : 0 Min. : -327
1st Qu.: 0 1st Qu.: 0 1st Qu.: 0 1st Qu.: 0 1st Qu.: 0
Median : 48 Median : 0 Median : 0 Median : 0 Median : 0
Mean : 179111 Mean : 83598 Mean : 69221 Mean : 269902 Mean : 37302
3rd Qu.: 109504 3rd Qu.: 20081 3rd Qu.: 19100 3rd Qu.: 121680 3rd Qu.: 44
Max. :5000000 Max. :4998709 Max. :3510259 Max. :4998709 Max. :4998709
Active Mean Active Std Active Max Active Min Idle Mean Idle Std
Min. : 0 Min. :0 Min. : 0 Min. : 0 Min. : 0 Min. :0
1st Qu.: 0 1st Qu.:0 1st Qu.: 0 1st Qu.: 0 1st Qu.: 0 1st Qu.:0
Median : 0 Median :0 Median : 0 Median : 0 Median : 0 Median :0
Mean : 18797 Mean :0 Mean : 18797 Mean : 18797 Mean : 158521 Mean :0
3rd Qu.: 0 3rd Qu.:0 3rd Qu.: 0 3rd Qu.: 0 3rd Qu.: 0 3rd Qu.:0
Max. :2447136 Max. :0 Max. :2447136 Max. :2447136 Max. :5000000 Max. :0
Idle Max Idle Min label
Min. : 0 Min. : 0 Length:84194
1st Qu.: 0 1st Qu.: 0 Class :character
Median : 0 Median : 0 Mode :character
Mean : 158521 Mean : 158521
3rd Qu.: 0 3rd Qu.: 0
Max. :5000000 Max. :5000000
> sd(Malware$`Flow Duration`)
[1] 2143432
> var(Malware$`Flow Duration`)
[1] 4.594299e+12
> sd(Malware$`Flow Bytes/s`)
[1] NA
> var(Malware$`Flow Bytes/s`)
[1] NA
> sd(Malware$`Flow Packets/s`)
[1] NaN
> var(Malware$`Flow Packets/s`)
[1] NaN
> summary(Malware$`Flow Packets/s`)
Min. 1st Qu. Median Mean 3rd Qu. Max.
0.400 4.875 29.662 Inf 104.003 Inf
> var(Malware$`Flow IAT Mean`)
[1] 280943737386
> sd(Malware$`Flow IAT Mean`)
[1] 530041.3
> y=Malware$`Flow IAT Mean`
> x=Malware$`Fwd IAT Mean`
> scatter.smooth(x, y, main="x ~ y")
> cor(x,y)
[1] 0.9297623
> linearMod <- lm(y~ x) # build linear regression model on full data
> print(linearMod)
Call:
lm(formula = y ~ x)
Coefficients:
(Intercept) x
1.787e+04 8.523e-01
plot(sort(x))
> hist(sort(x))
> library(lattice)
>
>
> densityplot(x)
densityplot(log(x))
boxplot(x, main="Boxplot")
dotchart(x)