Table 2 Dataset basics.

From: Hybrid physics-machine learning models for predicting rate of penetration in the Halahatang oil field, Tarim Basin

Name

Abbreviation

Unit

Average

Maximum

Minimum

Median

Variance

Measured depth

MD

m

4334.5

7162.0

1507.0

4334.50

2,665,868

Hook load

HL

kN

1550

2450

635

1589

206,949

Bit revolution per minute

RPM

rev/min

74

161

1.0

71

189

Drilling time

DT

Min/m

7

113

1.9

5

63

Rate of penetration

ROP

m/h

20.9

120

1.0

12

474

Weight on bit

WOB

kN

51.6

178

1.0

41

1028

Torque

TORQUE

kN·m

4.7

9.0

0.0

5

2.1

Stand pipe pressure

SPP

MPa

18.0

22

8.0

19

5.6

Drill fluid flow rate

Q

l/min

2324.9

3685.4

1086.3

1903.1

405,329

DC exponent

DC

/

0.9

2.1

0.4

1.7

0.1

Drilling fluid equivalent density

ECD

g/cm3

1.2

1.3

1.1

1.3

0.0

Poisson’s ratio

\(\mu \)

/

0.7

2.3

0.1

0.6

0.1

Normal DC

DCN

/

1.0

1.4

0.5

0.0

0.9

Formation pressure gradient

\({g}_{p}\)

g/cm3

2.1

2.4

1.7

2.1

0.0

Formation fracture pressure gradient

\({G}_{f}\)

g/cm3

1.1

3.4

0.6

1.0

0.0