Table 2 Descriptive statistics of covariates for this study.

From: A bi-level framework for real-time crash risk forecasting using artificial intelligence-based video analytics

Intersection

Indicator

Mean

SD

Minimum

Maximum

Data collection detail

Appleby–Stafford

MTTC (s)

1.665

0.646

0.133

4.655

Camera 1: View 1: 12/11/19–13/11/19 (6 am–6 pm)

Camera 1: View 2: 14/11/19–15/12/19 (6 am–6 pm)

Camera 2: View 1: 12/11/19–13/11/19 (6 am–6 pm)

Camera 2: View 2: 14/11/19–15/12/19 (6 am–6 pm)

Flow (veh/cycle)

7.577

2.449

1

18

Speed (m/s)

3.535

1.237

1.218

9.414

Shockwave area (km s)

3.079

1.450

0.010

9.136

Platoon ratio

2.149

0.630

0.092

4.842

Number of cycles

632

   

Number of conflicts

2984

   

Beaudesert–Granard

MTTC (s)

1.553

0.622

0.711

4.510

Camera 1: View 1: 20/8/19–21/8/19 (6 am–6 pm)

Camera 1: View 2: 22/8/19–23/8/19 (6 am–6 pm)

Camera 2: View 1: 20/8/19–21/8/19 (6 am–6 pm)

Camera 2: View 2: 22/8/19–23/8/19 (6 am–6 pm)

Flow (veh/cycle)

8.904

6.818

1

17

Speed (m/s)

5.262

1.423

1.2028

10.157

Shockwave area (km s)

2.695

0.0574

0

7.2635

Platoon ratio

2.199

1.105

0.054

5.141

Number of cycles

531

   

Number of conflicts

3829

   

Logan–Kessel

MTTC (s)

1.66

0.638

0.361

5.046

Camera 1: View 1: 20/8/19–21/8/19 (6 am–6 pm)

Camera 1: View 2: 22/8/19–23/8/19 (6 am–6 pm)

Camera 2: View 1: 20/8/19–21/8/19 (6 am–6 pm)

Camera 2: View 2: 22/8/19–23/8/19 (6 am–6 pm)

Flow (veh/cycle)

2.363

4.065

1

28

Speed (m/s)

3.709

1.009

1.150

8.440

Shockwave area (km.s)

2.965

1.462

0.027

7.556

Platoon ratio

2.352

0.863

0.057

4.939

Number of cycles

617

   

Number of conflicts

2772