Table 2 The summary of the training set and validation set for towline.

From: An open dataset for intelligent recognition and classification of abnormal condition in longwall mining

Collection statistics

Characteristics

Training set

Validation set

Years

2020 to 2023

2020 to 2023

Data size (MB)

2495.77

624.4

Scenario

Count

Scenario

Count

Scenario

Count

Scenario

Count

Scenario

Count

Scenario

Count

Dataset label

towline

1

583

23

11

45

93

1

179

23

2

45

25

2

1752

24

19

46

725

2

418

24

7

46

161

3

923

25

11

47

12

3

193

25

4

47

4

4

485

26

274

48

36

4

118

26

75

48

11

5

663

27

17

49

98

5

168

27

3

49

35

6

38

28

31

50

269

6

10

28

8

50

54

7

47

29

8

51

1325

7

9

29

2

51

330

8

34

30

111

52

80

8

8

30

22

52

10

9

167

31

62

53

283

9

48

31

22

53

82

10

209

32

118

54

86

10

43

32

33

54

20

11

220

33

210

55

295

11

74

33

56

55

74

12

154

34

145

56

103

12

48

34

40

56

19

13

1112

35

929

57

288

13

275

35

243

57

74

14

79

36

35

58

194

14

27

36

6

58

48

15

31

37

153

59

36

15

8

37

26

59

10

16

59

38

44

60

241

16

17

38

19

60

68

17

667

39

18

61

20

17

176

39

3

61

4

18

25

40

12

62

143

18

7

40

0

62

38

19

9

41

16

63

181

19

3

41

5

63

38

20

58

42

856

64

114

20

3

42

196

64

29

21

14

43

17

65

47

21

12

43

6

65

9

22

1625

44

409

  

22

402

44

116

  

Total

17129

Total

4283