Table 12 Movement data datasets

From: Machine learning for Parkinson’s disease: a comprehensive review of datasets, algorithms, and challenges

Article

Repository/Source

#PD

#HC

#PDF

#PDM

#HCF

#HCM

Information

8

239 PaHaW dataset240

29

18

9

20

8

10

PD: average 57.9

HC: average (61.6 ± 8.8)

241 PaHaW dataset240

29

26

13

16

14

12

HC: average age 39.31

PD: average age 66.80

242 PaHaW dataset240

35

29

13

22

11

18

HC: average age (64.5 ± 6.8)

PD: average age (67.2 ± 9.1)

4

Oxford Parkinson’s Disease Telemonitoring Dataset243

16 features,

5875 records,

2 outputs,

28 M and 14 F patients

114

Daphnet Freezing of Gait Dataset244

10

3

7

PD: average age 66.40

Walking tasks:

Straight hallway, randomly initiating stops and turns, daily activity

115

245

12

2

10

116

Clinical

4

4

Patients’ age 63, 67, 72, and 73

117

239 PaHaW dataset240

29

18

9

20

8

10

HC: average age (57.9 ± 6.7)

PD: average age (61.6 ± 8.8)

241 PaHaW dataset240

29

26

13

16

14

12

HC: average age 39.31

PD: average age 66.80

242 PaHaW dataset240

35

29

13

22

11

18

HC: average age (64.5 ± 6.8)

PD: average age (67.2 ± 9.1)

118

246

21

3

18

PD: average (69.3 ± 9.7)

247,248

38

21

28 M and 10 F,

Average age: (70.7 ± 8.2) years

249

59

22

37

Average age: (69.2 ± 10.2) years

119

Clinical

55

31

Total: 113 individuals

(56 M / 57 F),

13 with essential tremors,

4 with other diagnoses

120

Clinical

30

30

A total of 90 individuals,

Thirty Alzheimer’s patients

113

Clinical

42

24

83 subjects

(41 M / 41 F),

13 with essential tremors,

2 with other tremor disorders,

2 undiagnosed,

Age range: 22–84 years

121

PaHaW dataset240

Handwriting: 75 (37 PD, 38 HC),

Spiral drawing: 69 (33 PD, 36 HC)

NewHandPD235

31

35

A total of 66 individuals

122

Clinical

18

7

11

The age range is from 60 to 84 years, the wearable biomechatronic laboratory of Western University

123

Clinical

9

14

33 participants,

10 with multiple sclerosis,

Self-paced treadmill walking tasks performed

124

Clinical

32

16

15

17

10

6

PD: aged from 52 to 84

HC: aged from 56 to 85

125

Clinical

45

45

15

26

18

25

3 PD and 2 control subjects were excluded,

PD: average age: (68.0 ± 9.9)

HC: average age: (67.0 ± 9.4)

126

Clinical

6 rats with medial forebrain bundle lesion,

6 normal rats as a control group

127

Clinical

6

6

A total of 12 individuals,

PD: average age 40

HC: average age 52,

Sensors to record the upper limb,

Goniometer-based upper limb tracking,

4 move tasks

128

Clinical

58

29

20

38

24

5

87 individuals

129

PhysioNet250,251

93

73

34

59

33

40

Average age: 66.3 years

130

Clinical

20

73

30

43

A total of 93 individuals,

HC: average age 66.3

131

Clinical

63

63

132

Clinical

24

PD: average age (74.1 ± 6.7)

HC: average age (74.1 ± 9.1)

252

37

PD: average age (69.3 ± 10.9)

HC: average age (74.1 ± 9.1)

133

Clinical253

Total individuals 39,

25 M, 7 F

134

254

42

43

PD: average age of 59.0

HC: average age of 60.1

255

100

130

135

239 PaHaW dataset240

29

18

9

20

8

10

HC: average age (57.9 ± 6.7)

PD: average age (61.6 ± 8.8)

241 PaHaW dataset240

29

26

13

16

14

12

HC: average age 39.31

PD: average age 66.80

242 PaHaW dataset240

35

29

13

22

11

18

HC: average age (64.5 ± 6.8)

PD: average age (67.2 ± 9.1)

136

256,257

332

100

137

258

37

38

138

NewHandPD235

31

35

66 individuals

139

Clinical

24

24

17 patients with other tremor-related neurological diseases,

44 M and 39 F

140

Clinical

50

50

28

22

28

22

A total of 100 individuals,

HC: average age (63.3 ± 8.6)

PD: average age (63.6 ± 7.2)

112

Clinical

74

32

42

average age: 64.6

Collected data via 6 sensors,

gait (2 min),

sway (30 sec)

141

Clinical

276

79

81

195

50

29

Differential diagnoses: 114 individuals (57 M, 57 F),

Atypical Parkinsonism: 15 individuals (8 M, 7 F),

Essential Tremor: 28 individuals (18 M, 10 F),

Multiple Sclerosis: 11 individuals (7 M, 4 F),

Other: 60 individuals (24 M, 36 F),

Data was collected from 2018 to 2021

142

Neuro254

42

43

Five datasets combined into two datasets: Comb_Tappy and Comb_Neuro

PhysioNet250,251

159

51

Timisoara259,260

80

BB-MAS261

117

Buafo262

148

143

263

93

73

34

59

33

40

  1. In this table, we detailed all the datasets in papers and compared participant demographics (number, gender, and health status: #PD => Parkinson’s Disease, #HC => Number of Healthy Control Participants, #PDF => Number of Parkinson’s disease Female Participants, #PDM => Number of Parkinson’s disease Male Participants, #HCF => Number of Healthy Control Female Participants, #HCM => Number of Healthy Control Male Participants)