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Edit and run 





In [1]:



    


import cv2
import os
import numpy



    











In [2]:



    


def generate_clip(X, y, clip_num, img_dims, save_path):
    clip_nums_int = numpy.array([int(val) for val in y[1, :]])
    print clip_nums_int
    clip_mask = (clip_nums_int == clip_num)
    print numpy.sum(clip_mask)
    
    clip = X[clip_mask, :, :, :]
    print clip.shape
    
    clip_list = list(clip)
    clip_list = [frame.transpose(1,2,0) for frame in clip_list]
    
    # Define the codec and create VideoWriter object    
    if not os.path.exists(save_path):
        os.makedirs(save_path)
    
    out = cv2.VideoWriter(os.path.join(save_path, 'clip_'+str(clip_num)+'.avi'),
                          cv2.cv.CV_FOURCC('M', 'J', 'P', 'G'), 30.0, img_dims)

    for frame in clip_list:
        out.write(frame[:, :, ::-1])

    out.release()



    











In [3]:



    


all_subjs = ['03', '26', '46', '61', '68', '81', '82', '85', '87', '90', 
             '04', '07', '16', '18', '19', '31', '37', '56', '78', '94']



    











In [4]:



    


img_dims = (96, 96)

for subj_id in all_subjs:
    X = numpy.load('/data/Expr_Recog/Chen_Huang_avdata_python/npy_files/indiv/npy_files_clean/X_'+subj_id+'.npy')
    y = numpy.load('/data/Expr_Recog/Chen_Huang_avdata_python/npy_files/indiv/npy_files_clean/y_'+subj_id+'.npy')
    print X.shape, y.shape
    
    save_path = os.path.join('./clips/', 'clips_'+subj_id+'/')
    
    for i in range(33):
        print 'Processing clip %d' % i
        generate_clip(X, y, i, img_dims, save_path)



    


















    






(2429, 3, 96, 96) (4, 2429)
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(68, 3, 96, 96)
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(59, 3, 96, 96)
(2567, 3, 96, 96) (4, 2567)
Processing clip 0
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(89, 3, 96, 96)
Processing clip 1
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(65, 3, 96, 96)
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(68, 3, 96, 96)
(2669, 3, 96, 96) (4, 2669)
Processing clip 0
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(91, 3, 96, 96)
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(89, 3, 96, 96)
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(73, 3, 96, 96)
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(67, 3, 96, 96)
Processing clip 32
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(66, 3, 96, 96)
(2518, 3, 96, 96) (4, 2518)
Processing clip 0
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(79, 3, 96, 96)
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(75, 3, 96, 96)
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(75, 3, 96, 96)
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(81, 3, 96, 96)
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(63, 3, 96, 96)
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(52, 3, 96, 96)
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(68, 3, 96, 96)
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Processing clip 20
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79
(79, 3, 96, 96)
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67
(67, 3, 96, 96)
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64
(64, 3, 96, 96)
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65
(65, 3, 96, 96)
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74
(74, 3, 96, 96)
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70
(70, 3, 96, 96)
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66
(66, 3, 96, 96)
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65
(65, 3, 96, 96)
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(65, 3, 96, 96)
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69
(69, 3, 96, 96)
Processing clip 31
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64
(64, 3, 96, 96)
Processing clip 32
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64
(64, 3, 96, 96)
(2915, 3, 96, 96) (4, 2915)
Processing clip 0
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103
(103, 3, 96, 96)
Processing clip 1
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103
(103, 3, 96, 96)
Processing clip 2
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101
(101, 3, 96, 96)
Processing clip 3
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84
(84, 3, 96, 96)
Processing clip 4
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87
(87, 3, 96, 96)
Processing clip 5
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85
(85, 3, 96, 96)
Processing clip 6
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90
(90, 3, 96, 96)
Processing clip 7
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92
(92, 3, 96, 96)
Processing clip 8
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87
(87, 3, 96, 96)
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75
(75, 3, 96, 96)
Processing clip 10
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78
(78, 3, 96, 96)
Processing clip 11
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77
(77, 3, 96, 96)
Processing clip 12
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80
(80, 3, 96, 96)
Processing clip 13
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90
(90, 3, 96, 96)
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89
(89, 3, 96, 96)
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73
(73, 3, 96, 96)
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66
(66, 3, 96, 96)
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64
(64, 3, 96, 96)
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115
(115, 3, 96, 96)
Processing clip 19
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113
(113, 3, 96, 96)
Processing clip 20
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111
(111, 3, 96, 96)
Processing clip 21
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103
(103, 3, 96, 96)
Processing clip 22
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104
(104, 3, 96, 96)
Processing clip 23
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103
(103, 3, 96, 96)
Processing clip 24
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88
(88, 3, 96, 96)
Processing clip 25
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91
(91, 3, 96, 96)
Processing clip 26
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84
(84, 3, 96, 96)
Processing clip 27
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81
(81, 3, 96, 96)
Processing clip 28
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83
(83, 3, 96, 96)
Processing clip 29
[ 0  0  0 ..., 32 32 32]
84
(84, 3, 96, 96)
Processing clip 30
[ 0  0  0 ..., 32 32 32]
81
(81, 3, 96, 96)
Processing clip 31
[ 0  0  0 ..., 32 32 32]
77
(77, 3, 96, 96)
Processing clip 32
[ 0  0  0 ..., 32 32 32]
73
(73, 3, 96, 96)
(2841, 3, 96, 96) (4, 2841)
Processing clip 0
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105
(105, 3, 96, 96)
Processing clip 1
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117
(117, 3, 96, 96)
Processing clip 2
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109
(109, 3, 96, 96)
Processing clip 3
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74
(74, 3, 96, 96)
Processing clip 4
[ 0  0  0 ..., 32 32 32]
79
(79, 3, 96, 96)
Processing clip 5
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83
(83, 3, 96, 96)
Processing clip 6
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83
(83, 3, 96, 96)
Processing clip 7
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90
(90, 3, 96, 96)
Processing clip 8
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84
(84, 3, 96, 96)
Processing clip 9
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66
(66, 3, 96, 96)
Processing clip 10
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69
(69, 3, 96, 96)
Processing clip 11
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73
(73, 3, 96, 96)
Processing clip 12
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67
(67, 3, 96, 96)
Processing clip 13
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75
(75, 3, 96, 96)
Processing clip 14
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70
(70, 3, 96, 96)
Processing clip 15
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66
(66, 3, 96, 96)
Processing clip 16
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68
(68, 3, 96, 96)
Processing clip 17
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75
(75, 3, 96, 96)
Processing clip 18
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111
(111, 3, 96, 96)
Processing clip 19
[ 0  0  0 ..., 32 32 32]
110
(110, 3, 96, 96)
Processing clip 20
[ 0  0  0 ..., 32 32 32]
111
(111, 3, 96, 96)
Processing clip 21
[ 0  0  0 ..., 32 32 32]
106
(106, 3, 96, 96)
Processing clip 22
[ 0  0  0 ..., 32 32 32]
112
(112, 3, 96, 96)
Processing clip 23
[ 0  0  0 ..., 32 32 32]
112
(112, 3, 96, 96)
Processing clip 24
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79
(79, 3, 96, 96)
Processing clip 25
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88
(88, 3, 96, 96)
Processing clip 26
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95
(95, 3, 96, 96)
Processing clip 27
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77
(77, 3, 96, 96)
Processing clip 28
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85
(85, 3, 96, 96)
Processing clip 29
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84
(84, 3, 96, 96)
Processing clip 30
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74
(74, 3, 96, 96)
Processing clip 31
[ 0  0  0 ..., 32 32 32]
74
(74, 3, 96, 96)
Processing clip 32
[ 0  0  0 ..., 32 32 32]
70
(70, 3, 96, 96)
(3291, 3, 96, 96) (4, 3291)
Processing clip 0
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119
(119, 3, 96, 96)
Processing clip 1
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131
(131, 3, 96, 96)
Processing clip 2
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149
(149, 3, 96, 96)
Processing clip 3
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92
(92, 3, 96, 96)
Processing clip 4
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89
(89, 3, 96, 96)
Processing clip 5
[ 0  0  0 ..., 32 32 32]
88
(88, 3, 96, 96)
Processing clip 6
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119
(119, 3, 96, 96)
Processing clip 7
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103
(103, 3, 96, 96)
Processing clip 8
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94
(94, 3, 96, 96)
Processing clip 9
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79
(79, 3, 96, 96)
Processing clip 10
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80
(80, 3, 96, 96)
Processing clip 11
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84
(84, 3, 96, 96)
Processing clip 12
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89
(89, 3, 96, 96)
Processing clip 13
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91
(91, 3, 96, 96)
Processing clip 14
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86
(86, 3, 96, 96)
Processing clip 15
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76
(76, 3, 96, 96)
Processing clip 16
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78
(78, 3, 96, 96)
Processing clip 17
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71
(71, 3, 96, 96)
Processing clip 18
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119
(119, 3, 96, 96)
Processing clip 19
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131
(131, 3, 96, 96)
Processing clip 20
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129
(129, 3, 96, 96)
Processing clip 21
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99
(99, 3, 96, 96)
Processing clip 22
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107
(107, 3, 96, 96)
Processing clip 23
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106
(106, 3, 96, 96)
Processing clip 24
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110
(110, 3, 96, 96)
Processing clip 25
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114
(114, 3, 96, 96)
Processing clip 26
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108
(108, 3, 96, 96)
Processing clip 27
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92
(92, 3, 96, 96)
Processing clip 28
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92
(92, 3, 96, 96)
Processing clip 29
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92
(92, 3, 96, 96)
Processing clip 30
[ 0  0  0 ..., 32 32 32]
106
(106, 3, 96, 96)
Processing clip 31
[ 0  0  0 ..., 32 32 32]
82
(82, 3, 96, 96)
Processing clip 32
[ 0  0  0 ..., 32 32 32]
86
(86, 3, 96, 96)
(3180, 3, 96, 96) (4, 3180)
Processing clip 0
[ 0  0  0 ..., 32 32 32]
112
(112, 3, 96, 96)
Processing clip 1
[ 0  0  0 ..., 32 32 32]
115
(115, 3, 96, 96)
Processing clip 2
[ 0  0  0 ..., 32 32 32]
125
(125, 3, 96, 96)
Processing clip 3
[ 0  0  0 ..., 32 32 32]
97
(97, 3, 96, 96)
Processing clip 4
[ 0  0  0 ..., 32 32 32]
101
(101, 3, 96, 96)
Processing clip 5
[ 0  0  0 ..., 32 32 32]
99
(99, 3, 96, 96)
Processing clip 6
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93
(93, 3, 96, 96)
Processing clip 7
[ 0  0  0 ..., 32 32 32]
96
(96, 3, 96, 96)
Processing clip 8
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102
(102, 3, 96, 96)
Processing clip 9
[ 0  0  0 ..., 32 32 32]
80
(80, 3, 96, 96)
Processing clip 10
[ 0  0  0 ..., 32 32 32]
86
(86, 3, 96, 96)
Processing clip 11
[ 0  0  0 ..., 32 32 32]
77
(77, 3, 96, 96)
Processing clip 12
[ 0  0  0 ..., 32 32 32]
97
(97, 3, 96, 96)
Processing clip 13
[ 0  0  0 ..., 32 32 32]
91
(91, 3, 96, 96)
Processing clip 14
[ 0  0  0 ..., 32 32 32]
86
(86, 3, 96, 96)
Processing clip 15
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92
(92, 3, 96, 96)
Processing clip 16
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77
(77, 3, 96, 96)
Processing clip 17
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76
(76, 3, 96, 96)
Processing clip 18
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123
(123, 3, 96, 96)
Processing clip 19
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113
(113, 3, 96, 96)
Processing clip 20
[ 0  0  0 ..., 32 32 32]
109
(109, 3, 96, 96)
Processing clip 21
[ 0  0  0 ..., 32 32 32]
121
(121, 3, 96, 96)
Processing clip 22
[ 0  0  0 ..., 32 32 32]
114
(114, 3, 96, 96)
Processing clip 23
[ 0  0  0 ..., 32 32 32]
109
(109, 3, 96, 96)
Processing clip 24
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97
(97, 3, 96, 96)
Processing clip 25
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92
(92, 3, 96, 96)
Processing clip 26
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91
(91, 3, 96, 96)
Processing clip 27
[ 0  0  0 ..., 32 32 32]
82
(82, 3, 96, 96)
Processing clip 28
[ 0  0  0 ..., 32 32 32]
91
(91, 3, 96, 96)
Processing clip 29
[ 0  0  0 ..., 32 32 32]
97
(97, 3, 96, 96)
Processing clip 30
[ 0  0  0 ..., 32 32 32]
82
(82, 3, 96, 96)
Processing clip 31
[ 0  0  0 ..., 32 32 32]
78
(78, 3, 96, 96)
Processing clip 32
[ 0  0  0 ..., 32 32 32]
79
(79, 3, 96, 96)
(3264, 3, 96, 96) (4, 3264)
Processing clip 0
[ 0  0  0 ..., 32 32 32]
108
(108, 3, 96, 96)
Processing clip 1
[ 0  0  0 ..., 32 32 32]
111
(111, 3, 96, 96)
Processing clip 2
[ 0  0  0 ..., 32 32 32]
116
(116, 3, 96, 96)
Processing clip 3
[ 0  0  0 ..., 32 32 32]
96
(96, 3, 96, 96)
Processing clip 4
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106
(106, 3, 96, 96)
Processing clip 5
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103
(103, 3, 96, 96)
Processing clip 6
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87
(87, 3, 96, 96)
Processing clip 7
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88
(88, 3, 96, 96)
Processing clip 8
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83
(83, 3, 96, 96)
Processing clip 9
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85
(85, 3, 96, 96)
Processing clip 10
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100
(100, 3, 96, 96)
Processing clip 11
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80
(80, 3, 96, 96)
Processing clip 12
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75
(75, 3, 96, 96)
Processing clip 13
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80
(80, 3, 96, 96)
Processing clip 14
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76
(76, 3, 96, 96)
Processing clip 15
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84
(84, 3, 96, 96)
Processing clip 16
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95
(95, 3, 96, 96)
Processing clip 17
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88
(88, 3, 96, 96)
Processing clip 18
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121
(121, 3, 96, 96)
Processing clip 19
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138
(138, 3, 96, 96)
Processing clip 20
[ 0  0  0 ..., 32 32 32]
144
(144, 3, 96, 96)
Processing clip 21
[ 0  0  0 ..., 32 32 32]
109
(109, 3, 96, 96)
Processing clip 22
[ 0  0  0 ..., 32 32 32]
119
(119, 3, 96, 96)
Processing clip 23
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129
(129, 3, 96, 96)
Processing clip 24
[ 0  0  0 ..., 32 32 32]
106
(106, 3, 96, 96)
Processing clip 25
[ 0  0  0 ..., 32 32 32]
106
(106, 3, 96, 96)
Processing clip 26
[ 0  0  0 ..., 32 32 32]
108
(108, 3, 96, 96)
Processing clip 27
[ 0  0  0 ..., 32 32 32]
81
(81, 3, 96, 96)
Processing clip 28
[ 0  0  0 ..., 32 32 32]
102
(102, 3, 96, 96)
Processing clip 29
[ 0  0  0 ..., 32 32 32]
89
(89, 3, 96, 96)
Processing clip 30
[ 0  0  0 ..., 32 32 32]
89
(89, 3, 96, 96)
Processing clip 31
[ 0  0  0 ..., 32 32 32]
82
(82, 3, 96, 96)
Processing clip 32
[ 0  0  0 ..., 32 32 32]
80
(80, 3, 96, 96)

















In [ ]:



    






    











In [ ]:



    






    











In [4]:



    


# Generate clips for just the male subjects @ original resolution
male_subjs = ['03', '26', '46', '61', '68', '81', '82', '85', '87', '90']

img_dims = (352, 240)

for subj_id in ['90']:#male_subjs:
    X = numpy.load('./gender_test/X_'+subj_id+'.npy')
    X = X.transpose(0, 3, 1, 2)
    y = numpy.load('./gender_test/y_'+subj_id+'.npy')
    print X.shape, y.shape
    
    save_path = os.path.join('./gender_test_clips/', 'clips_'+subj_id+'/')
    
    for i in range(33):
        print 'Processing clip %d' % i
        generate_clip(X, y, i, img_dims, save_path)



    


















    






(2701, 3, 240, 352) (4, 2701)
Processing clip 0
[ 0  0  0 ..., 32 32 32]
91
(91, 3, 240, 352)
Processing clip 1
[ 0  0  0 ..., 32 32 32]
88
(88, 3, 240, 352)
Processing clip 2
[ 0  0  0 ..., 32 32 32]
88
(88, 3, 240, 352)
Processing clip 3
[ 0  0  0 ..., 32 32 32]
87
(87, 3, 240, 352)
Processing clip 4
[ 0  0  0 ..., 32 32 32]
67
(67, 3, 240, 352)
Processing clip 5
[ 0  0  0 ..., 32 32 32]
82
(82, 3, 240, 352)
Processing clip 6
[ 0  0  0 ..., 32 32 32]
95
(95, 3, 240, 352)
Processing clip 7
[ 0  0  0 ..., 32 32 32]
87
(87, 3, 240, 352)
Processing clip 8
[ 0  0  0 ..., 32 32 32]
87
(87, 3, 240, 352)
Processing clip 9
[ 0  0  0 ..., 32 32 32]
71
(71, 3, 240, 352)
Processing clip 10
[ 0  0  0 ..., 32 32 32]
73
(73, 3, 240, 352)
Processing clip 11
[ 0  0  0 ..., 32 32 32]
72
(72, 3, 240, 352)
Processing clip 12
[ 0  0  0 ..., 32 32 32]
91
(91, 3, 240, 352)
Processing clip 13
[ 0  0  0 ..., 32 32 32]
83
(83, 3, 240, 352)
Processing clip 14
[ 0  0  0 ..., 32 32 32]
64
(64, 3, 240, 352)
Processing clip 15
[ 0  0  0 ..., 32 32 32]
68
(68, 3, 240, 352)
Processing clip 16
[ 0  0  0 ..., 32 32 32]
63
(63, 3, 240, 352)
Processing clip 17
[ 0  0  0 ..., 32 32 32]
62
(62, 3, 240, 352)
Processing clip 18
[ 0  0  0 ..., 32 32 32]
119
(119, 3, 240, 352)
Processing clip 19
[ 0  0  0 ..., 32 32 32]
120
(120, 3, 240, 352)
Processing clip 20
[ 0  0  0 ..., 32 32 32]
112
(112, 3, 240, 352)
Processing clip 21
[ 0  0  0 ..., 32 32 32]
98
(98, 3, 240, 352)
Processing clip 22
[ 0  0  0 ..., 32 32 32]
93
(93, 3, 240, 352)
Processing clip 23
[ 0  0  0 ..., 32 32 32]
107
(107, 3, 240, 352)
Processing clip 24
[ 0  0  0 ..., 32 32 32]
77
(77, 3, 240, 352)
Processing clip 25
[ 0  0  0 ..., 32 32 32]
71
(71, 3, 240, 352)
Processing clip 26
[ 0  0  0 ..., 32 32 32]
69
(69, 3, 240, 352)
Processing clip 27
[ 0  0  0 ..., 32 32 32]
67
(67, 3, 240, 352)
Processing clip 28
[ 0  0  0 ..., 32 32 32]
68
(68, 3, 240, 352)
Processing clip 29
[ 0  0  0 ..., 32 32 32]
62
(62, 3, 240, 352)
Processing clip 30
[ 0  0  0 ..., 32 32 32]
72
(72, 3, 240, 352)
Processing clip 31
[ 0  0  0 ..., 32 32 32]
72
(72, 3, 240, 352)
Processing clip 32
[ 0  0  0 ..., 32 32 32]
75
(75, 3, 240, 352)

















In [ ]:

Content source: pkhorrami4/make_chen_dataset

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