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)