Pakawat-Phasook commited on
Commit
ea9d954
·
verified ·
1 Parent(s): d566ccc

Upload APIS preprocessed dataset (lesion cases only, 54 cases)

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. README.md +138 -3
  2. test/train_001/bone_mask.nii.gz +3 -0
  3. test/train_001/brain_mask.nii.gz +3 -0
  4. test/train_001/ct.nii.gz +3 -0
  5. test/train_001/lesion_mask.nii.gz +3 -0
  6. test/train_006/bone_mask.nii.gz +3 -0
  7. test/train_006/brain_mask.nii.gz +3 -0
  8. test/train_006/ct.nii.gz +3 -0
  9. test/train_006/lesion_mask.nii.gz +3 -0
  10. test/train_007/bone_mask.nii.gz +3 -0
  11. test/train_007/brain_mask.nii.gz +3 -0
  12. test/train_007/ct.nii.gz +3 -0
  13. test/train_007/lesion_mask.nii.gz +3 -0
  14. test/train_008/bone_mask.nii.gz +3 -0
  15. test/train_008/brain_mask.nii.gz +3 -0
  16. test/train_008/ct.nii.gz +3 -0
  17. test/train_008/lesion_mask.nii.gz +3 -0
  18. test/train_014/bone_mask.nii.gz +3 -0
  19. test/train_014/brain_mask.nii.gz +3 -0
  20. test/train_014/ct.nii.gz +3 -0
  21. test/train_014/lesion_mask.nii.gz +3 -0
  22. test/train_015/bone_mask.nii.gz +3 -0
  23. test/train_015/brain_mask.nii.gz +3 -0
  24. test/train_015/ct.nii.gz +3 -0
  25. test/train_015/lesion_mask.nii.gz +3 -0
  26. test/train_017/bone_mask.nii.gz +3 -0
  27. test/train_017/brain_mask.nii.gz +3 -0
  28. test/train_017/ct.nii.gz +3 -0
  29. test/train_017/lesion_mask.nii.gz +3 -0
  30. test/train_042/bone_mask.nii.gz +3 -0
  31. test/train_042/brain_mask.nii.gz +3 -0
  32. test/train_042/ct.nii.gz +3 -0
  33. test/train_042/lesion_mask.nii.gz +3 -0
  34. test/train_050/bone_mask.nii.gz +3 -0
  35. test/train_050/brain_mask.nii.gz +3 -0
  36. test/train_050/ct.nii.gz +3 -0
  37. test/train_050/lesion_mask.nii.gz +3 -0
  38. train/train_000/bone_mask.nii.gz +3 -0
  39. train/train_000/brain_mask.nii.gz +3 -0
  40. train/train_000/ct.nii.gz +3 -0
  41. train/train_000/lesion_mask.nii.gz +3 -0
  42. train/train_003/bone_mask.nii.gz +3 -0
  43. train/train_003/brain_mask.nii.gz +3 -0
  44. train/train_003/ct.nii.gz +3 -0
  45. train/train_003/lesion_mask.nii.gz +3 -0
  46. train/train_004/bone_mask.nii.gz +3 -0
  47. train/train_004/brain_mask.nii.gz +3 -0
  48. train/train_004/ct.nii.gz +3 -0
  49. train/train_004/lesion_mask.nii.gz +3 -0
  50. train/train_009/bone_mask.nii.gz +3 -0
README.md CHANGED
@@ -1,3 +1,138 @@
1
- ---
2
- license: mit
3
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: cc-by-4.0
3
+ task_categories:
4
+ - image-segmentation
5
+ - image-to-image
6
+ tags:
7
+ - medical-imaging
8
+ - stroke
9
+ - mri
10
+ - ct
11
+ - image-fusion
12
+ - diffusion
13
+ size_categories:
14
+ - n<100
15
+ ---
16
+
17
+ # APIS Stroke Dataset - Preprocessed (Lesion Cases Only)
18
+
19
+ ## Dataset Description
20
+
21
+ Preprocessed APIS (Acute ischemic stroke dataset from NIH) for multimodal medical image fusion research.
22
+ **This version contains only cases with lesions (54/60 cases).**
23
+
24
+ ### Key Features
25
+
26
+ - **54 cases** of acute ischemic stroke patients (6 no-lesion cases excluded)
27
+ - **Paired CT-MRI scans** with expert lesion annotations
28
+ - **ROI masks** generated with TotalSegmentator (brain + bone)
29
+ - **Normalized** for deep learning (clinical windowing for CT, Z-score for MRI)
30
+ - **Pre-registered** MRI to CT space using ANTs SyN
31
+
32
+ ### Files per Case
33
+
34
+ ```
35
+ <case_id>/
36
+ ├── ct.nii.gz # CT scan (clinical windowing: [-2, 2])
37
+ ├── mri_to_ct.nii.gz # Registered MRI (Z-score: typically [-2, 5])
38
+ ├── brain_mask.nii.gz # Brain ROI (TotalSegmentator)
39
+ ├── bone_mask.nii.gz # Bone/skull ROI (TotalSegmentator)
40
+ └── lesion_mask.nii.gz # Expert-annotated lesion
41
+ ```
42
+
43
+ ## Dataset Statistics
44
+
45
+ - **Total cases:** 54
46
+ - **Excluded cases:** 6 (no lesions)
47
+ - **Cases with lesions:** 54
48
+
49
+ ### Data Splits
50
+
51
+ | Split | Count | Percentage |
52
+ |-------|-------|------------|
53
+ | Train | 37 | 68.5% |
54
+ | Val | 8 | 14.8% |
55
+ | Test | 9 | 16.7% |
56
+
57
+ ### Lesion Size Distribution
58
+
59
+ - **Small (<5 mL):** 61.1% (majority)
60
+ - **Medium (5-20 mL):** 16.7%
61
+ - **Large (≥20 mL):** 22.2%
62
+ - **Median volume:** 2.24 mL
63
+
64
+ ### Excluded Cases
65
+
66
+ The following 6 cases were excluded (no lesion present):
67
+ - train_027, train_038, train_048, train_051, train_058, train_059
68
+
69
+ ## Preprocessing Pipeline
70
+
71
+ 1. **TotalSegmentator**: Generate brain and bone ROI masks from CT
72
+ 2. **ANTs Registration**: Align MRI to CT space (SyN transformation)
73
+ 3. **CT Normalization**: Clinical windowing (Center=40 HU, Width=400 HU) → [-2, 2]
74
+ 4. **MRI Normalization**: Z-score normalization → typically [-2, 5]
75
+
76
+ ## Usage
77
+
78
+ ```python
79
+ from datasets import load_dataset
80
+
81
+ # Load dataset
82
+ dataset = load_dataset("SuperAI/apis-stroke-preprocessed-lesion-only")
83
+
84
+ # Access a case
85
+ train_sample = dataset['train'][0]
86
+
87
+ # Files are paths to .nii.gz volumes
88
+ ct_path = train_sample['ct']
89
+ mri_path = train_sample['mri_to_ct']
90
+ brain_mask_path = train_sample['brain_mask']
91
+ bone_mask_path = train_sample['bone_mask']
92
+ lesion_mask_path = train_sample['lesion_mask']
93
+
94
+ # Load with nibabel
95
+ import nibabel as nib
96
+ ct = nib.load(ct_path).get_fdata()
97
+ ```
98
+
99
+ ## Citation
100
+
101
+ If you use this dataset, please cite:
102
+
103
+ ```bibtex
104
+ @misc{apis-stroke-preprocessed-2025,
105
+ title={APIS Stroke Dataset - Preprocessed for Image Fusion},
106
+ author={Phasook, Pakawat},
107
+ year={2025},
108
+ publisher={Hugging Face},
109
+ howpublished={\url{https://huggingface.co/datasets/SuperAI/apis-stroke-preprocessed-lesion-only}}
110
+ }
111
+ ```
112
+
113
+ Original APIS dataset:
114
+ - **APIS Challenge**: https://www.api.sv/
115
+ - **Paper**: To be announced by challenge organizers
116
+
117
+ ## License
118
+
119
+ CC-BY-4.0 (following original APIS dataset license)
120
+
121
+ ## Intended Use
122
+
123
+ This dataset is intended for:
124
+ - Medical image fusion research
125
+ - Multimodal learning
126
+ - Stroke lesion segmentation
127
+ - ROI-aware image synthesis
128
+
129
+ **Not for clinical use.** This is a research dataset only.
130
+
131
+ ## Contact
132
+
133
+ For questions or issues, please open an issue on the dataset repository.
134
+
135
+ ---
136
+
137
+ **Preprocessed by:** CLIN-FuseDiff++ Pipeline (CVPR 2026)
138
+ **Last updated:** 2025-10-23
test/train_001/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2e7d7df73f0e8fe59043f4c619acb0ca841d60332533f850b9fcd753b9b416eb
3
+ size 24496
test/train_001/brain_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:77409bc85ee6dce2ebc98eb2cbdada0eacb8c4a2842b3aff85059662c2d79a99
3
+ size 11184
test/train_001/ct.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:934936a5cbe4931c5f4b62f402c5173b829c7102386437e2eeb94723b4d5820d
3
+ size 1038667
test/train_001/lesion_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ce4037f83bae2afe16338aa6ef12398088db8a6932f250f0fd761c070df5b1d7
3
+ size 1975
test/train_006/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:178da5a553c881d1cbfcc0339b1032e46eaebbd679938f658e4df649f9e0f874
3
+ size 21876
test/train_006/brain_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aacfabb02d65d4e3862590d5ed1476f20b37be774c3c179c4a41850dae5ecdbc
3
+ size 16572
test/train_006/ct.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:736f4759bcbe64e67ba209963b724490d56017c2f937f2845cc6206fa969fae1
3
+ size 1237835
test/train_006/lesion_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:056ac5def8df8e297c42d21cbb4eb0ca2617128aa5aee5d9d0ceb84bfbba26f5
3
+ size 2014
test/train_007/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0f44ead595972c8d9044359d2165ea9fb5b9b97d8923d9eae526733b087e0799
3
+ size 26781
test/train_007/brain_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:07ec343ad9d03bc6e3d1f3babe60fbb66ce4da56f3ebd2599588705eb261846e
3
+ size 15685
test/train_007/ct.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:482653383c63ecda80fe6408d2f0cc498d25b3ada002d1b7ad0f5d8ba2ae150e
3
+ size 1265896
test/train_007/lesion_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cff413d12e73984e94c2eccee817079c76f29fc8abc10e37fce8fd08a8a4e593
3
+ size 1892
test/train_008/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ea2289aadcc904d1504ec5c1929a5a2e3b4a6ba0e40c9ef6942e264c96ae9d72
3
+ size 21390
test/train_008/brain_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f103c429ed8019c045b1dd0c66bf5ca89e0340ca791177c9b4da276df09e9e8f
3
+ size 16306
test/train_008/ct.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cb2c53b6e9b10946e0a7a147b1dc5c0120ef23f76210191065cf52581c54e127
3
+ size 1129782
test/train_008/lesion_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1b52a49ab507f8b1c3ba13c05311c44549cfaa0ff895c967b01b7ababcf9afb8
3
+ size 7938
test/train_014/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0264892b3d978b999625fe65e3d0005316043af9b7484016018b85713b21aa70
3
+ size 26135
test/train_014/brain_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ab2351e7809d139b9b64a25934976464414843dea3f92dc7a1b4dbea2ce10ce3
3
+ size 18498
test/train_014/ct.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1b997a65d1c9382a766f020355e6a00a1b2d022b5c96965baeb985451537a7a2
3
+ size 1272773
test/train_014/lesion_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:08c5aaf91a776a777d0128bf78df55eaeb6ed2dfee32404e4bdcccc1e534d362
3
+ size 2030
test/train_015/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7427c7c7cd2db689011532ee8c1ea9fb8b327670592cfbe4de218607303d2931
3
+ size 19537
test/train_015/brain_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e62d0f070a40da8a011f35d1c9eac0d2685c76c96ef104793b480eb2e350abc0
3
+ size 13044
test/train_015/ct.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:79ffcb0223686a3a9d4afc937b26d610cb60c2427bc4c5baae7e025a53a31e0d
3
+ size 1087284
test/train_015/lesion_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:015554291fda97d4a37d528aff02d94a0fbb9d1c4594dc777c83c733b2f0f9e5
3
+ size 1847
test/train_017/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8b743dee7e09b7e84ad07f6cdb8a9fd22a3343930ba12627757c85bc089883de
3
+ size 23500
test/train_017/brain_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b59a09a31e62a7e9b26ec35008749a983b592d83f1cb36a525c8ee5247e50843
3
+ size 13568
test/train_017/ct.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7b0d3843cfacd1893a10ac51e52e52924b9625868e914ec6f79e6801d7e266ee
3
+ size 991756
test/train_017/lesion_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aabeadcf628c3f9c20448a8cc59ae90604e10280aab145df695fb3ce109bfedf
3
+ size 1843
test/train_042/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:738af99d87a8bf2d017cad9a65ccc1d1553b267575dc2b6fff7a67c7c0a934ce
3
+ size 24855
test/train_042/brain_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:77c7520d68948a5befc6a958d9dea8ab6aaf893860ff713641b5672a2bdb08ee
3
+ size 15653
test/train_042/ct.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fe9c59b5a84a5b0de26f594960cd8c7ff5f8a45b9cd92f678fdeaa3f3b71ba01
3
+ size 1317957
test/train_042/lesion_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a9352750efd60b0b3670d10f3af65abe2745aa564c65b723607a620954e4ea40
3
+ size 4404
test/train_050/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a613d1c84d33fb4e50d02741c45c1ac7e6e1af91651ac5e80e3cc9aa2af4cf8d
3
+ size 17794
test/train_050/brain_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cfc2945822e08e2de3f81cd14c94e72836ae64568e71e8cbe5ce082f876e9d7f
3
+ size 15293
test/train_050/ct.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c2c0a32704d5f3a250c79a2611c13b513ad4fb9d66cb353c2848c1ca217b8002
3
+ size 1044823
test/train_050/lesion_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5ff847a0aa44c496a7eaa726360f5b853126fda03e0d7d90e28eb752f820535d
3
+ size 2019
train/train_000/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5146e7970e6fc31ef4d20eba3be4bfc7c86b833ccb82c047705c5d221493b6b1
3
+ size 69027
train/train_000/brain_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:29925249b00aeb919964ebbcd139a0adca2d4bba09d12c6857882b8cd6f0fc8f
3
+ size 37709
train/train_000/ct.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:18045c1beba2a54daed0fbde280ca3f10f88a52d5043b6174ccb59a88c886e84
3
+ size 3442085
train/train_000/lesion_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:58df3d3c2424d90b3f540bdc8dd17a244c03a1177f711f62cc812c6ecf40fa16
3
+ size 6869
train/train_003/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:178da5a553c881d1cbfcc0339b1032e46eaebbd679938f658e4df649f9e0f874
3
+ size 21876
train/train_003/brain_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aacfabb02d65d4e3862590d5ed1476f20b37be774c3c179c4a41850dae5ecdbc
3
+ size 16572
train/train_003/ct.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:736f4759bcbe64e67ba209963b724490d56017c2f937f2845cc6206fa969fae1
3
+ size 1237835
train/train_003/lesion_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:89a35ce4ca0a1a79d56cd352b51f187c2ca4e409a19189f6a933608555090ac2
3
+ size 1985
train/train_004/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:50d11248b3d89960dcb66b29e38856b529dceede2ca9158bb8b4a422ce3ee376
3
+ size 24424
train/train_004/brain_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:35fedfeb600bd3d0616e4a7f9ce6ab1b85f3fa477b412e4be3b49203a7d5d19d
3
+ size 16706
train/train_004/ct.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cf131033655e17cb80f5b6fcda587e98d433280cbd5d5384bdcab3e4c4e598d8
3
+ size 1022373
train/train_004/lesion_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fe9a3cc7ae83c6239ecd0f2ae616b5ef114e7d6c4e0465ef5dc1e0151d8ecb4b
3
+ size 1936
train/train_009/bone_mask.nii.gz ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7b91f7d10c2afca14b9bb4ce2e88cd624bd3b9ae08e5f1bbae7e9043d3e8f7d9
3
+ size 22027