Upload PAM
Browse files- .gitattributes +1 -0
- PAMdata/process_scripts/Generate_splitID.py +30 -0
- PAMdata/processed_data/AR_8p_8c.mat +3 -0
- PAMdata/processed_data/PTdict_list.npy +3 -0
- PAMdata/processed_data/arr_outcomes.npy +3 -0
- PAMdata/processed_data/readme +5 -0
- PAMdata/splits/PAMAP2_split_1.npy +3 -0
- PAMdata/splits/PAMAP2_split_2.npy +3 -0
- PAMdata/splits/PAMAP2_split_3.npy +3 -0
- PAMdata/splits/PAMAP2_split_4.npy +3 -0
- PAMdata/splits/PAMAP2_split_5.npy +3 -0
.gitattributes
CHANGED
|
@@ -57,3 +57,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 57 |
# Video files - compressed
|
| 58 |
*.mp4 filter=lfs diff=lfs merge=lfs -text
|
| 59 |
*.webm filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
| 57 |
# Video files - compressed
|
| 58 |
*.mp4 filter=lfs diff=lfs merge=lfs -text
|
| 59 |
*.webm filter=lfs diff=lfs merge=lfs -text
|
| 60 |
+
PAMdata/processed_data/AR_8p_8c.mat filter=lfs diff=lfs merge=lfs -text
|
PAMdata/process_scripts/Generate_splitID.py
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import numpy as np
|
| 2 |
+
|
| 3 |
+
# arr_outcomes = np.load('../processed_data/arr_outcomes.npy', allow_pickle=True)
|
| 4 |
+
|
| 5 |
+
# split randomization over folds
|
| 6 |
+
"""Use 9:1:1 split"""
|
| 7 |
+
p_train = 0.80
|
| 8 |
+
p_val = 0.10
|
| 9 |
+
p_test = 0.10
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
n = 11988 # original 12000 patients, remove 12 outliers
|
| 13 |
+
n_train = round(n*p_train)
|
| 14 |
+
n_val = round(n*p_val)
|
| 15 |
+
n_test = n - (n_train+n_val)
|
| 16 |
+
print(n_train, n_val, n_test)
|
| 17 |
+
Nsplits = 5
|
| 18 |
+
for j in range(Nsplits):
|
| 19 |
+
p = np.random.permutation(n)
|
| 20 |
+
idx_train = p[:n_train]
|
| 21 |
+
idx_val = p[n_train:n_train+n_val]
|
| 22 |
+
idx_test = p[n_train+n_val:]
|
| 23 |
+
np.save('../splits/phy12_split'+str(j+1)+'.npy', (idx_train, idx_val, idx_test))
|
| 24 |
+
|
| 25 |
+
# np.save('../splits/phy12_split_subset'+str(j+1)+'.npy', (idx_train, idx_val, idx_test))
|
| 26 |
+
print('split IDs saved')
|
| 27 |
+
|
| 28 |
+
# # check first split
|
| 29 |
+
# idx_train,idx_val,idx_test = np.load('../splits/phy12_split1.npy', allow_pickle=True)
|
| 30 |
+
# print(len(idx_train), len(idx_val), len(idx_test))
|
PAMdata/processed_data/AR_8p_8c.mat
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f41ecd2016abf9f3e80fc042e13be809837daf217544ed86cdbe941addf32174
|
| 3 |
+
size 498862643
|
PAMdata/processed_data/PTdict_list.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:15e90678e97dcf4dfe712f5cbd136e18be27638cfa75602f8779a7a7f7644696
|
| 3 |
+
size 435172928
|
PAMdata/processed_data/arr_outcomes.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fe01a1e479b58521f1a16bf8d310a5b3fcf5d62ab24d1cad3e863c7c06324682
|
| 3 |
+
size 42792
|
PAMdata/processed_data/readme
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
AR_6p_8c.mat, AR_8p_8c.mat
|
| 2 |
+
|
| 3 |
+
# # PAMAP2 120,000 samples for 6 or 8 subjects. 20,000 samples for each sub. 51 features, 8 activities(0-7)
|
| 4 |
+
feature = sc.loadmat("/home/xiangzhang/matlabwork/AR_6p_8c.mat")
|
| 5 |
+
all = feature['AR_6p_8c']
|
PAMdata/splits/PAMAP2_split_1.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:024289c60c194e1ff1e7075a36f607d9d5e7474e152d2fa5038c950ec226778e
|
| 3 |
+
size 21781
|
PAMdata/splits/PAMAP2_split_2.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b61e863de0f36ff9e85e1fd761a48bcbcb1b345739778e1c9f3ace84139dc01b
|
| 3 |
+
size 21781
|
PAMdata/splits/PAMAP2_split_3.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7f6ee159905e66865bcf370c89abea91351d27dd112012d3d819f6a06c8ca959
|
| 3 |
+
size 21781
|
PAMdata/splits/PAMAP2_split_4.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b3e9b69dd7d65b0f4ec26846f79d9becdf9a83f99c4fb3f976be3fc2d96ff921
|
| 3 |
+
size 21781
|
PAMdata/splits/PAMAP2_split_5.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2e4d1c88df8619cccf1feaa2b3ab30a5e58f76254e8e1a854634a2a38eb8282f
|
| 3 |
+
size 21781
|