Add files using upload-large-folder tool
Browse files- output/regress/Epilepsy/significant_genes_condition_Age.json +2178 -0
- output/regress/Epilepsy/significant_genes_condition_Atherosclerosis.json +2196 -0
- output/regress/Ocular_Melanomas/significant_genes_condition_Hypertension.json +0 -0
- output/regress/Ocular_Melanomas/significant_genes_condition_None.json +0 -0
- output/regress/Ocular_Melanomas/significant_genes_condition_Obesity.json +0 -0
- p1/preprocess/Pheochromocytoma_and_Paraganglioma/GSE64957.csv +56 -0
- p1/preprocess/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE19422.csv +2 -0
- p1/preprocess/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE19987.csv +2 -0
- p1/preprocess/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE33371.csv +4 -0
- p1/preprocess/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE39716.csv +4 -0
- p1/preprocess/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE64957.csv +2 -0
- p1/preprocess/Pheochromocytoma_and_Paraganglioma/code/GSE19422.py +233 -0
- p1/preprocess/Pheochromocytoma_and_Paraganglioma/code/GSE19987.py +220 -0
- p1/preprocess/Pheochromocytoma_and_Paraganglioma/code/GSE33371.py +248 -0
- p1/preprocess/Pheochromocytoma_and_Paraganglioma/code/GSE39716.py +251 -0
- p1/preprocess/Pheochromocytoma_and_Paraganglioma/cohort_info.json +1 -0
- p1/preprocess/Polycystic_Kidney_Disease/clinical_data/GSE74451.csv +3 -0
- p1/preprocess/Polycystic_Kidney_Disease/cohort_info.json +1 -0
- p1/preprocess/completed_tasks.json +1 -0
output/regress/Epilepsy/significant_genes_condition_Age.json
ADDED
|
@@ -0,0 +1,2178 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"significant_genes": {
|
| 3 |
+
"Variable": [
|
| 4 |
+
"ULK4P2",
|
| 5 |
+
"SPDYE2",
|
| 6 |
+
"GARIN5B",
|
| 7 |
+
"TFAP2A",
|
| 8 |
+
"GPCPD1",
|
| 9 |
+
"FAM83C",
|
| 10 |
+
"GPNMB",
|
| 11 |
+
"OR10A3",
|
| 12 |
+
"PCDHGB2",
|
| 13 |
+
"HORMAD1",
|
| 14 |
+
"RGS16",
|
| 15 |
+
"TMPRSS11A",
|
| 16 |
+
"NPPC",
|
| 17 |
+
"FABP2",
|
| 18 |
+
"H2AB1",
|
| 19 |
+
"FRMD1",
|
| 20 |
+
"APOF",
|
| 21 |
+
"MGC15885",
|
| 22 |
+
"PNLIPRP1",
|
| 23 |
+
"PIGR",
|
| 24 |
+
"RGPD8",
|
| 25 |
+
"AMELX",
|
| 26 |
+
"RSPO4",
|
| 27 |
+
"C12orf54",
|
| 28 |
+
"LEP",
|
| 29 |
+
"TBX20",
|
| 30 |
+
"NEU2",
|
| 31 |
+
"DIO3OS",
|
| 32 |
+
"TEX38",
|
| 33 |
+
"KLK1",
|
| 34 |
+
"S100A7",
|
| 35 |
+
"C16orf90",
|
| 36 |
+
"CRYGB",
|
| 37 |
+
"SLED1",
|
| 38 |
+
"MYOC",
|
| 39 |
+
"LIPJ",
|
| 40 |
+
"PCDHA8",
|
| 41 |
+
"KCNK10",
|
| 42 |
+
"MRAP",
|
| 43 |
+
"ANGPTL3",
|
| 44 |
+
"FAM136BP",
|
| 45 |
+
"IDO1",
|
| 46 |
+
"KLF14",
|
| 47 |
+
"TM6SF2",
|
| 48 |
+
"NME6",
|
| 49 |
+
"S100G",
|
| 50 |
+
"SLC36A2",
|
| 51 |
+
"TRIM14",
|
| 52 |
+
"OR10Q1",
|
| 53 |
+
"HLA-DQA2",
|
| 54 |
+
"PLEKHG7",
|
| 55 |
+
"KRT3",
|
| 56 |
+
"CHODL-AS1",
|
| 57 |
+
"LOC284009",
|
| 58 |
+
"GAGE12J",
|
| 59 |
+
"CPS1",
|
| 60 |
+
"OR11H12",
|
| 61 |
+
"CXADRP3",
|
| 62 |
+
"NHERF4",
|
| 63 |
+
"PCDHB2",
|
| 64 |
+
"PRAME",
|
| 65 |
+
"PRAMEF18",
|
| 66 |
+
"PRG1",
|
| 67 |
+
"KLC3",
|
| 68 |
+
"CPLX4",
|
| 69 |
+
"OR10H1",
|
| 70 |
+
"LY6S-AS1",
|
| 71 |
+
"TPRX1",
|
| 72 |
+
"SUN5",
|
| 73 |
+
"KRTAP10-4",
|
| 74 |
+
"MYH8",
|
| 75 |
+
"WTIP",
|
| 76 |
+
"TINAG",
|
| 77 |
+
"SLC36A3",
|
| 78 |
+
"ACE2",
|
| 79 |
+
"TAS2R1",
|
| 80 |
+
"PCDHB6",
|
| 81 |
+
"EGLN3",
|
| 82 |
+
"TBXT",
|
| 83 |
+
"CPA6",
|
| 84 |
+
"OR4S1",
|
| 85 |
+
"UGT1A7",
|
| 86 |
+
"TRIM60",
|
| 87 |
+
"LRRC70",
|
| 88 |
+
"SDR9C7",
|
| 89 |
+
"CFHR1",
|
| 90 |
+
"IGFL3",
|
| 91 |
+
"MINDY4",
|
| 92 |
+
"PDCL2",
|
| 93 |
+
"WT1",
|
| 94 |
+
"PRM2",
|
| 95 |
+
"ARGFX",
|
| 96 |
+
"AADACL4",
|
| 97 |
+
"VPS72",
|
| 98 |
+
"PRB4",
|
| 99 |
+
"KRT12",
|
| 100 |
+
"FREY1",
|
| 101 |
+
"HCRTR1",
|
| 102 |
+
"DDI1",
|
| 103 |
+
"AS3MT",
|
| 104 |
+
"CEACAM7",
|
| 105 |
+
"DSCR9",
|
| 106 |
+
"H4C6",
|
| 107 |
+
"B3GNT9",
|
| 108 |
+
"MYO7B",
|
| 109 |
+
"RGPD5",
|
| 110 |
+
"UPK3BL1",
|
| 111 |
+
"OR52M1",
|
| 112 |
+
"CRYBB3",
|
| 113 |
+
"MOS",
|
| 114 |
+
"LRRC18",
|
| 115 |
+
"GOLGA8DP",
|
| 116 |
+
"NPHP3-AS1",
|
| 117 |
+
"TNNI1",
|
| 118 |
+
"SAYSD1",
|
| 119 |
+
"ANKRD33",
|
| 120 |
+
"HNF1A",
|
| 121 |
+
"LINC00173",
|
| 122 |
+
"TRMT12",
|
| 123 |
+
"TMC3",
|
| 124 |
+
"ERRFI1",
|
| 125 |
+
"MESD",
|
| 126 |
+
"PRAMEF5",
|
| 127 |
+
"SLN",
|
| 128 |
+
"SDHAF3",
|
| 129 |
+
"LYPD4",
|
| 130 |
+
"PHKA2",
|
| 131 |
+
"FAM138D",
|
| 132 |
+
"CCDC198",
|
| 133 |
+
"IFNA21",
|
| 134 |
+
"IQCF6",
|
| 135 |
+
"IHO1",
|
| 136 |
+
"LCE3A",
|
| 137 |
+
"FAM47C",
|
| 138 |
+
"PCDHA9",
|
| 139 |
+
"KRTAP9-2",
|
| 140 |
+
"CLP1",
|
| 141 |
+
"C10orf53",
|
| 142 |
+
"MAGEC2",
|
| 143 |
+
"OR56B1",
|
| 144 |
+
"SOX3",
|
| 145 |
+
"H2BC1",
|
| 146 |
+
"PLGLA",
|
| 147 |
+
"H2BW2",
|
| 148 |
+
"NANOS2",
|
| 149 |
+
"KCNH2",
|
| 150 |
+
"AFM",
|
| 151 |
+
"RHBG",
|
| 152 |
+
"RNF186",
|
| 153 |
+
"LRRC74A",
|
| 154 |
+
"ALDH1A1",
|
| 155 |
+
"OR52K2",
|
| 156 |
+
"FAM3B",
|
| 157 |
+
"ASPRV1",
|
| 158 |
+
"CFAP45",
|
| 159 |
+
"OR2AT4",
|
| 160 |
+
"AIRE",
|
| 161 |
+
"PACSIN3",
|
| 162 |
+
"MIA2",
|
| 163 |
+
"ASIP",
|
| 164 |
+
"OR2T34",
|
| 165 |
+
"SNORA3B",
|
| 166 |
+
"DYNAP",
|
| 167 |
+
"CATSPER4",
|
| 168 |
+
"ULK2",
|
| 169 |
+
"PCDHGA5",
|
| 170 |
+
"SNX31",
|
| 171 |
+
"SNORD67",
|
| 172 |
+
"NDUFAF6",
|
| 173 |
+
"IGDCC4",
|
| 174 |
+
"SNORA36B",
|
| 175 |
+
"TTTY19",
|
| 176 |
+
"CLDN25",
|
| 177 |
+
"HCN4",
|
| 178 |
+
"XAGE3",
|
| 179 |
+
"MS4A12",
|
| 180 |
+
"SPINK13",
|
| 181 |
+
"FCRLA",
|
| 182 |
+
"USH1G",
|
| 183 |
+
"PROX2",
|
| 184 |
+
"OR56A4",
|
| 185 |
+
"TNK1",
|
| 186 |
+
"OR6F1",
|
| 187 |
+
"RPS27",
|
| 188 |
+
"KASH5",
|
| 189 |
+
"PPP1R2B",
|
| 190 |
+
"ADH1A",
|
| 191 |
+
"PCSK9",
|
| 192 |
+
"GDF7",
|
| 193 |
+
"OR4K1",
|
| 194 |
+
"BCL11A",
|
| 195 |
+
"PABPC1P2",
|
| 196 |
+
"CCL1",
|
| 197 |
+
"OR1F2P",
|
| 198 |
+
"ACTRT3",
|
| 199 |
+
"FABP12",
|
| 200 |
+
"MUC21",
|
| 201 |
+
"PCDHGA6",
|
| 202 |
+
"FKSG29",
|
| 203 |
+
"ING1",
|
| 204 |
+
"FBXO6",
|
| 205 |
+
"USP29",
|
| 206 |
+
"TBC1D3G",
|
| 207 |
+
"DNAJC15",
|
| 208 |
+
"KRTAP1-1",
|
| 209 |
+
"SUPT20HL1",
|
| 210 |
+
"TRIM72",
|
| 211 |
+
"CLEC4F",
|
| 212 |
+
"VWDE",
|
| 213 |
+
"ZAN",
|
| 214 |
+
"OR6B3",
|
| 215 |
+
"STX19",
|
| 216 |
+
"RHAG",
|
| 217 |
+
"OR1N2",
|
| 218 |
+
"CIB3",
|
| 219 |
+
"KRTAP2-1",
|
| 220 |
+
"OR11L1",
|
| 221 |
+
"ESPNP",
|
| 222 |
+
"ZNF174",
|
| 223 |
+
"PPP1R14D",
|
| 224 |
+
"FAM99A",
|
| 225 |
+
"GALK2",
|
| 226 |
+
"GPR148",
|
| 227 |
+
"CFHR4",
|
| 228 |
+
"F2",
|
| 229 |
+
"HSF5",
|
| 230 |
+
"FIBIN",
|
| 231 |
+
"JAML",
|
| 232 |
+
"CLEC4GP1",
|
| 233 |
+
"ZNF334",
|
| 234 |
+
"PLA2G2C",
|
| 235 |
+
"NETO2",
|
| 236 |
+
"PXMP4",
|
| 237 |
+
"SMCO2",
|
| 238 |
+
"RHEBL1",
|
| 239 |
+
"YIPF7",
|
| 240 |
+
"OR10P1",
|
| 241 |
+
"IL1B",
|
| 242 |
+
"LIN7A",
|
| 243 |
+
"TNF",
|
| 244 |
+
"TAB3",
|
| 245 |
+
"DPRX",
|
| 246 |
+
"PPAN-P2RY11",
|
| 247 |
+
"STON1-GTF2A1L",
|
| 248 |
+
"LDLRAD1",
|
| 249 |
+
"CPZ",
|
| 250 |
+
"FAM138B",
|
| 251 |
+
"CT47B1",
|
| 252 |
+
"OR8A1",
|
| 253 |
+
"MIOX",
|
| 254 |
+
"KRT23",
|
| 255 |
+
"CLCA3P",
|
| 256 |
+
"SUSD1",
|
| 257 |
+
"OR52I2",
|
| 258 |
+
"ZNF625",
|
| 259 |
+
"FSHR",
|
| 260 |
+
"HS3ST6",
|
| 261 |
+
"OR4C3",
|
| 262 |
+
"OR5AN1",
|
| 263 |
+
"OR2T33",
|
| 264 |
+
"TBX10",
|
| 265 |
+
"NAPSB",
|
| 266 |
+
"OR2T6",
|
| 267 |
+
"PPIAL4A",
|
| 268 |
+
"TDRD7",
|
| 269 |
+
"CD34",
|
| 270 |
+
"FLJ13224",
|
| 271 |
+
"IFNA2",
|
| 272 |
+
"POU1F1",
|
| 273 |
+
"PCDHGB1",
|
| 274 |
+
"OR4C6",
|
| 275 |
+
"SERPINB4",
|
| 276 |
+
"OR4X2",
|
| 277 |
+
"PAGE5",
|
| 278 |
+
"OR1S1",
|
| 279 |
+
"PXT1",
|
| 280 |
+
"OR4F4",
|
| 281 |
+
"LOC284788",
|
| 282 |
+
"CRISP3",
|
| 283 |
+
"H3-4",
|
| 284 |
+
"KRTAP6-2",
|
| 285 |
+
"LINC02694",
|
| 286 |
+
"HNRNPCL1",
|
| 287 |
+
"SMN2",
|
| 288 |
+
"SCGB2B2",
|
| 289 |
+
"NXPH2",
|
| 290 |
+
"IFNK",
|
| 291 |
+
"ADGRF4",
|
| 292 |
+
"MID2",
|
| 293 |
+
"PCDHB4",
|
| 294 |
+
"LRRC37A2",
|
| 295 |
+
"HSP90AB4P",
|
| 296 |
+
"RSPH6A",
|
| 297 |
+
"SELE",
|
| 298 |
+
"POLR2J2",
|
| 299 |
+
"RNASE11",
|
| 300 |
+
"ASZ1",
|
| 301 |
+
"KCNQ5",
|
| 302 |
+
"NCF1C",
|
| 303 |
+
"MOGAT3",
|
| 304 |
+
"ACSM6",
|
| 305 |
+
"TTC22",
|
| 306 |
+
"CLRN1-AS1",
|
| 307 |
+
"CCDC196",
|
| 308 |
+
"SNORA38B",
|
| 309 |
+
"ASCL3",
|
| 310 |
+
"HELT",
|
| 311 |
+
"ZNF880",
|
| 312 |
+
"LRRC69",
|
| 313 |
+
"CCDC38",
|
| 314 |
+
"NKAPP1",
|
| 315 |
+
"CST9",
|
| 316 |
+
"ALOX15",
|
| 317 |
+
"KRTAP4-7",
|
| 318 |
+
"SERPINF2",
|
| 319 |
+
"OCLN",
|
| 320 |
+
"OR6T1",
|
| 321 |
+
"SLC2A2",
|
| 322 |
+
"KLHL14",
|
| 323 |
+
"RNASE7",
|
| 324 |
+
"HRNR",
|
| 325 |
+
"CSPG4P2Y",
|
| 326 |
+
"GPR151",
|
| 327 |
+
"CIMIP2B",
|
| 328 |
+
"SRP54",
|
| 329 |
+
"VN1R4",
|
| 330 |
+
"LRRC30",
|
| 331 |
+
"LINC00469",
|
| 332 |
+
"MGC27382",
|
| 333 |
+
"PEDS1-UBE2V1",
|
| 334 |
+
"SYNE4",
|
| 335 |
+
"TDRD12",
|
| 336 |
+
"SLC10A2",
|
| 337 |
+
"MED22",
|
| 338 |
+
"GAGE12D",
|
| 339 |
+
"UCP1",
|
| 340 |
+
"GAGE1",
|
| 341 |
+
"POLH",
|
| 342 |
+
"CRCT1",
|
| 343 |
+
"ANTXRL",
|
| 344 |
+
"OR10G3",
|
| 345 |
+
"CDIN1",
|
| 346 |
+
"SLC23A1",
|
| 347 |
+
"SNORA5C",
|
| 348 |
+
"TBC1D26",
|
| 349 |
+
"USP26",
|
| 350 |
+
"LCE2C",
|
| 351 |
+
"KRTAP9-9",
|
| 352 |
+
"NT5C1B",
|
| 353 |
+
"GP2",
|
| 354 |
+
"OR2A12",
|
| 355 |
+
"IL12RB2",
|
| 356 |
+
"CRH",
|
| 357 |
+
"MUC2",
|
| 358 |
+
"TSBP1",
|
| 359 |
+
"INTS4P2",
|
| 360 |
+
"RAG2",
|
| 361 |
+
"TG",
|
| 362 |
+
"HPS3",
|
| 363 |
+
"PLEKHG4",
|
| 364 |
+
"HLA-DQB2",
|
| 365 |
+
"ATP2A1",
|
| 366 |
+
"A4GNT",
|
| 367 |
+
"ABCB5",
|
| 368 |
+
"KRTAP4-3",
|
| 369 |
+
"SEPTIN14",
|
| 370 |
+
"ESPNL",
|
| 371 |
+
"FRG2",
|
| 372 |
+
"MAGEB4",
|
| 373 |
+
"LOC728024",
|
| 374 |
+
"ANO2",
|
| 375 |
+
"ZNF311",
|
| 376 |
+
"LINC00312",
|
| 377 |
+
"EMC10",
|
| 378 |
+
"GUCY2GP",
|
| 379 |
+
"MBD3L5",
|
| 380 |
+
"PAGE1",
|
| 381 |
+
"HTR2B",
|
| 382 |
+
"PCDH10",
|
| 383 |
+
"LACRT",
|
| 384 |
+
"PAX4",
|
| 385 |
+
"XCR1",
|
| 386 |
+
"PCDHB5",
|
| 387 |
+
"LINC00051",
|
| 388 |
+
"PZP",
|
| 389 |
+
"OR4C46",
|
| 390 |
+
"ZNF594",
|
| 391 |
+
"NAIP",
|
| 392 |
+
"BTLA",
|
| 393 |
+
"PTH2",
|
| 394 |
+
"ECE2",
|
| 395 |
+
"OR4M2",
|
| 396 |
+
"HBZ",
|
| 397 |
+
"ADGRF2P",
|
| 398 |
+
"ANKRD36B",
|
| 399 |
+
"UBE2DNL",
|
| 400 |
+
"ICAM4",
|
| 401 |
+
"HBG1",
|
| 402 |
+
"CDCA7",
|
| 403 |
+
"MDM4",
|
| 404 |
+
"EDAR",
|
| 405 |
+
"TFAP2D",
|
| 406 |
+
"RBM48",
|
| 407 |
+
"CDH19",
|
| 408 |
+
"CD300LD-AS1",
|
| 409 |
+
"B4GALNT3",
|
| 410 |
+
"LOC284379",
|
| 411 |
+
"LINC00589",
|
| 412 |
+
"MGAM",
|
| 413 |
+
"OR10S1",
|
| 414 |
+
"COX6B2",
|
| 415 |
+
"OR2B3",
|
| 416 |
+
"AVP",
|
| 417 |
+
"RAET1G",
|
| 418 |
+
"CT45A6",
|
| 419 |
+
"GARIN3",
|
| 420 |
+
"OR5M3",
|
| 421 |
+
"TRIM10",
|
| 422 |
+
"RPA4",
|
| 423 |
+
"OR11H1",
|
| 424 |
+
"TMPRSS11BNL",
|
| 425 |
+
"BTC",
|
| 426 |
+
"CSTPP1",
|
| 427 |
+
"GNAT3",
|
| 428 |
+
"PCGEM1",
|
| 429 |
+
"FZD9",
|
| 430 |
+
"TPI1P3",
|
| 431 |
+
"DNLZ",
|
| 432 |
+
"PAX8",
|
| 433 |
+
"SERPINB10",
|
| 434 |
+
"ITLN1",
|
| 435 |
+
"RGS13",
|
| 436 |
+
"GLI2",
|
| 437 |
+
"THEM4",
|
| 438 |
+
"MAGEB18",
|
| 439 |
+
"KRTAP3-3",
|
| 440 |
+
"IL37",
|
| 441 |
+
"ESR1",
|
| 442 |
+
"DEFB115",
|
| 443 |
+
"TCL1A",
|
| 444 |
+
"APOBEC3A",
|
| 445 |
+
"ZBED1",
|
| 446 |
+
"PRORSD1P",
|
| 447 |
+
"RAET1L",
|
| 448 |
+
"DPPA3",
|
| 449 |
+
"CYP4A22",
|
| 450 |
+
"SERPINA13P",
|
| 451 |
+
"TAS2R3",
|
| 452 |
+
"RPL21P44",
|
| 453 |
+
"EZR",
|
| 454 |
+
"OR5P3",
|
| 455 |
+
"FOXD4L5",
|
| 456 |
+
"OR2T35",
|
| 457 |
+
"ZNF71",
|
| 458 |
+
"TTTY22",
|
| 459 |
+
"PLSCR4",
|
| 460 |
+
"OR2M1P",
|
| 461 |
+
"IGFL2",
|
| 462 |
+
"SNORA69",
|
| 463 |
+
"FAM47A",
|
| 464 |
+
"ASB12",
|
| 465 |
+
"LCE3D",
|
| 466 |
+
"MLEC",
|
| 467 |
+
"OR2F2",
|
| 468 |
+
"KRTAP5-5",
|
| 469 |
+
"NBPF14",
|
| 470 |
+
"IL21",
|
| 471 |
+
"LGALS9B",
|
| 472 |
+
"PKHD1",
|
| 473 |
+
"GBP4",
|
| 474 |
+
"MSGN1",
|
| 475 |
+
"RFPL3",
|
| 476 |
+
"ARFGAP3",
|
| 477 |
+
"TMTC4",
|
| 478 |
+
"RUNX1-IT1",
|
| 479 |
+
"CYP11B1",
|
| 480 |
+
"OR1K1",
|
| 481 |
+
"CHST13",
|
| 482 |
+
"LCN1",
|
| 483 |
+
"DHRS4-AS1",
|
| 484 |
+
"WFDC10B",
|
| 485 |
+
"HSFY1P1",
|
| 486 |
+
"MT4",
|
| 487 |
+
"C16orf46",
|
| 488 |
+
"TUBAL3",
|
| 489 |
+
"IQCF3",
|
| 490 |
+
"OR2L1P",
|
| 491 |
+
"POU4F3",
|
| 492 |
+
"PNPLA1",
|
| 493 |
+
"LINC00323",
|
| 494 |
+
"CABS1",
|
| 495 |
+
"KRT39",
|
| 496 |
+
"KRTAP19-6",
|
| 497 |
+
"DELEC1",
|
| 498 |
+
"TRPC4",
|
| 499 |
+
"SPACA5",
|
| 500 |
+
"CERS3",
|
| 501 |
+
"GUCY2F",
|
| 502 |
+
"SPINK5",
|
| 503 |
+
"WNT8B",
|
| 504 |
+
"OR51G2",
|
| 505 |
+
"OR2T12",
|
| 506 |
+
"LINC00588",
|
| 507 |
+
"ZNG1A",
|
| 508 |
+
"SLC12A1",
|
| 509 |
+
"RP9",
|
| 510 |
+
"FAM99B",
|
| 511 |
+
"NEURL2",
|
| 512 |
+
"HSP90AB1",
|
| 513 |
+
"SPAG11A",
|
| 514 |
+
"OR2G2",
|
| 515 |
+
"CHMP7",
|
| 516 |
+
"SLC26A5",
|
| 517 |
+
"GDPGP1",
|
| 518 |
+
"OR51T1",
|
| 519 |
+
"CATSPER3",
|
| 520 |
+
"PAX2",
|
| 521 |
+
"KCP",
|
| 522 |
+
"OBSCN",
|
| 523 |
+
"EPCIP-AS1",
|
| 524 |
+
"SLC22A20P",
|
| 525 |
+
"SYCP3",
|
| 526 |
+
"DEFA6",
|
| 527 |
+
"CT45A1",
|
| 528 |
+
"MAGEA9B",
|
| 529 |
+
"ARL14",
|
| 530 |
+
"MAGEA5P",
|
| 531 |
+
"MRPL42P5",
|
| 532 |
+
"FLACC1",
|
| 533 |
+
"PCDHGA8",
|
| 534 |
+
"TPD52L3",
|
| 535 |
+
"TMEM72",
|
| 536 |
+
"AP1M2",
|
| 537 |
+
"OR6C76",
|
| 538 |
+
"WDSUB1",
|
| 539 |
+
"L1TD1",
|
| 540 |
+
"REG1B",
|
| 541 |
+
"OR2M5",
|
| 542 |
+
"SLFN14",
|
| 543 |
+
"OR10G2",
|
| 544 |
+
"SCP2D1",
|
| 545 |
+
"CASR",
|
| 546 |
+
"FAM27E5",
|
| 547 |
+
"TRDN",
|
| 548 |
+
"ATIC",
|
| 549 |
+
"PPEF2",
|
| 550 |
+
"OR1B1",
|
| 551 |
+
"MUCL1",
|
| 552 |
+
"FAM66D",
|
| 553 |
+
"TUBB7P",
|
| 554 |
+
"LINC01565",
|
| 555 |
+
"B4GALNT2",
|
| 556 |
+
"ENTPD1",
|
| 557 |
+
"NTMT2",
|
| 558 |
+
"HOXD8",
|
| 559 |
+
"PSG3",
|
| 560 |
+
"EPS8L3",
|
| 561 |
+
"TBC1D29P",
|
| 562 |
+
"ADGRF1",
|
| 563 |
+
"TOPAZ1",
|
| 564 |
+
"GPHA2",
|
| 565 |
+
"SLC15A1",
|
| 566 |
+
"NOBOX",
|
| 567 |
+
"ALOX12",
|
| 568 |
+
"DPPA2",
|
| 569 |
+
"PCDHGB3",
|
| 570 |
+
"NGF",
|
| 571 |
+
"CDRT15",
|
| 572 |
+
"TCP10L2",
|
| 573 |
+
"GATA6",
|
| 574 |
+
"OR8U1",
|
| 575 |
+
"ZFP1",
|
| 576 |
+
"SPATA18",
|
| 577 |
+
"TOMM20L",
|
| 578 |
+
"DEFB109A",
|
| 579 |
+
"RAET1E",
|
| 580 |
+
"MT1B",
|
| 581 |
+
"SETD9",
|
| 582 |
+
"MBOAT4",
|
| 583 |
+
"AOX2P",
|
| 584 |
+
"MS4A2",
|
| 585 |
+
"OR2L8",
|
| 586 |
+
"OIT3",
|
| 587 |
+
"KPRP",
|
| 588 |
+
"SPINK4",
|
| 589 |
+
"CPXCR1",
|
| 590 |
+
"NANOS1",
|
| 591 |
+
"TEX11",
|
| 592 |
+
"GDE1",
|
| 593 |
+
"SMIM15",
|
| 594 |
+
"LILRB5",
|
| 595 |
+
"INSL6",
|
| 596 |
+
"GARIN6",
|
| 597 |
+
"SPMIP8",
|
| 598 |
+
"PKD1L3",
|
| 599 |
+
"SEMG1",
|
| 600 |
+
"SFTPA1",
|
| 601 |
+
"CLEC12B",
|
| 602 |
+
"GOLGA8B",
|
| 603 |
+
"SPIB",
|
| 604 |
+
"DEFB129",
|
| 605 |
+
"LAX1",
|
| 606 |
+
"GSTA5",
|
| 607 |
+
"WFDC11",
|
| 608 |
+
"LINC01599",
|
| 609 |
+
"LANCL3",
|
| 610 |
+
"LINC00597",
|
| 611 |
+
"FLT3",
|
| 612 |
+
"PRAMEF11",
|
| 613 |
+
"LOC100192426",
|
| 614 |
+
"OR10X1",
|
| 615 |
+
"OR5D16",
|
| 616 |
+
"ANGPT4",
|
| 617 |
+
"ALDH7A1",
|
| 618 |
+
"OR1S2",
|
| 619 |
+
"TM4SF20",
|
| 620 |
+
"KRTAP20-4",
|
| 621 |
+
"GP9",
|
| 622 |
+
"ENTPD8",
|
| 623 |
+
"GJB4",
|
| 624 |
+
"ADAMTS16",
|
| 625 |
+
"DAB1",
|
| 626 |
+
"HTR1A",
|
| 627 |
+
"ADH1B",
|
| 628 |
+
"NUP210L",
|
| 629 |
+
"PRAMEF10",
|
| 630 |
+
"ARL17A",
|
| 631 |
+
"NUDT13",
|
| 632 |
+
"FOLH1B",
|
| 633 |
+
"ACTL10",
|
| 634 |
+
"SLURP1",
|
| 635 |
+
"UBB",
|
| 636 |
+
"MFSD8",
|
| 637 |
+
"NEUROG2",
|
| 638 |
+
"NME3",
|
| 639 |
+
"SP9",
|
| 640 |
+
"SPINK6",
|
| 641 |
+
"OR2T10",
|
| 642 |
+
"CYP2R1",
|
| 643 |
+
"TMEM179",
|
| 644 |
+
"OR6C4",
|
| 645 |
+
"LOC642929",
|
| 646 |
+
"POM121L12",
|
| 647 |
+
"PRSS8",
|
| 648 |
+
"GLMP",
|
| 649 |
+
"GCG",
|
| 650 |
+
"CDH23",
|
| 651 |
+
"SPANXN3",
|
| 652 |
+
"GZMB",
|
| 653 |
+
"SPATA7",
|
| 654 |
+
"NCR2",
|
| 655 |
+
"ARFRP1",
|
| 656 |
+
"CER1",
|
| 657 |
+
"KRTAP10-12",
|
| 658 |
+
"LINC00200",
|
| 659 |
+
"C7",
|
| 660 |
+
"OR2T5",
|
| 661 |
+
"BTF3P11",
|
| 662 |
+
"LOC730101",
|
| 663 |
+
"LURAP1L",
|
| 664 |
+
"MYH4",
|
| 665 |
+
"EVX2",
|
| 666 |
+
"STRA8",
|
| 667 |
+
"PSG5",
|
| 668 |
+
"WIF1",
|
| 669 |
+
"LHFPL7",
|
| 670 |
+
"OR4D11",
|
| 671 |
+
"SPATA31A6",
|
| 672 |
+
"INHBA",
|
| 673 |
+
"CTAG2",
|
| 674 |
+
"SFTA2",
|
| 675 |
+
"KLF11",
|
| 676 |
+
"OR4E2",
|
| 677 |
+
"TEKTL1",
|
| 678 |
+
"SNORA51",
|
| 679 |
+
"LINC02915",
|
| 680 |
+
"CIMIP4",
|
| 681 |
+
"DPPA5",
|
| 682 |
+
"CD300LD",
|
| 683 |
+
"FOXA3",
|
| 684 |
+
"C3orf18",
|
| 685 |
+
"MRI1",
|
| 686 |
+
"ADH7",
|
| 687 |
+
"PASD1",
|
| 688 |
+
"NPY2R",
|
| 689 |
+
"UOX",
|
| 690 |
+
"S100A12",
|
| 691 |
+
"LCE1D",
|
| 692 |
+
"RPL3L",
|
| 693 |
+
"MLPH",
|
| 694 |
+
"RRH",
|
| 695 |
+
"TMEM244",
|
| 696 |
+
"UNCX",
|
| 697 |
+
"CD1E",
|
| 698 |
+
"LINC00479",
|
| 699 |
+
"SPMIP2",
|
| 700 |
+
"PAX9",
|
| 701 |
+
"SERHL",
|
| 702 |
+
"ADORA2A-AS1",
|
| 703 |
+
"CYCSP52",
|
| 704 |
+
"SDHAP3",
|
| 705 |
+
"SSX8P",
|
| 706 |
+
"RPL10L",
|
| 707 |
+
"SNORA16B",
|
| 708 |
+
"FOXI2",
|
| 709 |
+
"COL9A1",
|
| 710 |
+
"SULT1A1",
|
| 711 |
+
"DMBT1",
|
| 712 |
+
"MSMB",
|
| 713 |
+
"FCGR3B",
|
| 714 |
+
"GCM2",
|
| 715 |
+
"ABHD13",
|
| 716 |
+
"PAGE3",
|
| 717 |
+
"DNAJC25-GNG10",
|
| 718 |
+
"SNORA28",
|
| 719 |
+
"OR10AG1",
|
| 720 |
+
"SCARA3",
|
| 721 |
+
"OR11H4"
|
| 722 |
+
],
|
| 723 |
+
"Coefficient": [
|
| 724 |
+
-0.8275762100245921,
|
| 725 |
+
0.78066660550613,
|
| 726 |
+
-0.7775245619362707,
|
| 727 |
+
-0.7182470595617408,
|
| 728 |
+
-0.7130455456808317,
|
| 729 |
+
-0.6893550364279762,
|
| 730 |
+
0.6323745592089841,
|
| 731 |
+
0.6041057594371717,
|
| 732 |
+
-0.5807083157062279,
|
| 733 |
+
0.5804250471281215,
|
| 734 |
+
-0.5748110702058873,
|
| 735 |
+
0.5741893729792249,
|
| 736 |
+
0.5525064013731507,
|
| 737 |
+
0.5442788755307558,
|
| 738 |
+
0.5280155317827966,
|
| 739 |
+
0.5214248523072574,
|
| 740 |
+
-0.4909783305157579,
|
| 741 |
+
0.47721689738708445,
|
| 742 |
+
-0.4745766230795187,
|
| 743 |
+
-0.46244002935905676,
|
| 744 |
+
-0.4565146482223284,
|
| 745 |
+
-0.4478472367464743,
|
| 746 |
+
0.4369974293770804,
|
| 747 |
+
-0.4344471651709118,
|
| 748 |
+
-0.4325207588664725,
|
| 749 |
+
0.43087747465663245,
|
| 750 |
+
0.42977895016303824,
|
| 751 |
+
0.42817494480963353,
|
| 752 |
+
-0.4250212566457229,
|
| 753 |
+
-0.41608556420585696,
|
| 754 |
+
0.4088857544923297,
|
| 755 |
+
-0.40841288205939175,
|
| 756 |
+
0.40542263817545215,
|
| 757 |
+
-0.39897516260854937,
|
| 758 |
+
0.39449172788443987,
|
| 759 |
+
0.3862088055036246,
|
| 760 |
+
0.38188198309267885,
|
| 761 |
+
-0.3804917638167517,
|
| 762 |
+
-0.3792625293006383,
|
| 763 |
+
0.3778341525345969,
|
| 764 |
+
-0.377156494360329,
|
| 765 |
+
-0.37505498890015393,
|
| 766 |
+
-0.3653504276400142,
|
| 767 |
+
-0.3644980781315217,
|
| 768 |
+
0.3638645083886203,
|
| 769 |
+
0.36313399571668376,
|
| 770 |
+
0.36132231946578797,
|
| 771 |
+
0.3611933680866133,
|
| 772 |
+
-0.3586442895271166,
|
| 773 |
+
-0.35796654119967203,
|
| 774 |
+
-0.3556536867591343,
|
| 775 |
+
-0.3544584155435507,
|
| 776 |
+
0.35437345437328677,
|
| 777 |
+
0.35427287758313025,
|
| 778 |
+
0.35151817774648775,
|
| 779 |
+
-0.3505776418679369,
|
| 780 |
+
0.350223732929744,
|
| 781 |
+
0.349397168106389,
|
| 782 |
+
0.3485626671290533,
|
| 783 |
+
0.3477480283593296,
|
| 784 |
+
-0.3475784152801302,
|
| 785 |
+
-0.3473644061709127,
|
| 786 |
+
0.3461785898383942,
|
| 787 |
+
-0.34585870411523206,
|
| 788 |
+
-0.3458341502439438,
|
| 789 |
+
0.3432549036388686,
|
| 790 |
+
0.3428559540192067,
|
| 791 |
+
-0.3409434390378248,
|
| 792 |
+
0.34001173150982344,
|
| 793 |
+
-0.3353411645615067,
|
| 794 |
+
0.33436418135881846,
|
| 795 |
+
0.3322305413194961,
|
| 796 |
+
0.33201823502859085,
|
| 797 |
+
0.3297035863210012,
|
| 798 |
+
-0.32871002746936995,
|
| 799 |
+
0.3264882646854153,
|
| 800 |
+
0.32339395154045036,
|
| 801 |
+
0.3223616663033779,
|
| 802 |
+
-0.3146002429137957,
|
| 803 |
+
0.3137079589532949,
|
| 804 |
+
0.309168313425278,
|
| 805 |
+
-0.30708035784340754,
|
| 806 |
+
-0.30605746517294014,
|
| 807 |
+
0.3060354463981584,
|
| 808 |
+
-0.3060259816564607,
|
| 809 |
+
-0.30429706418952107,
|
| 810 |
+
-0.30353871758505196,
|
| 811 |
+
-0.2999509131391516,
|
| 812 |
+
0.29870087558574854,
|
| 813 |
+
-0.29763140244884856,
|
| 814 |
+
-0.2974819144876931,
|
| 815 |
+
0.2961687224040581,
|
| 816 |
+
-0.2908988364876266,
|
| 817 |
+
0.29030317619566703,
|
| 818 |
+
0.28973267281048704,
|
| 819 |
+
-0.28955183082050845,
|
| 820 |
+
-0.28862692161858167,
|
| 821 |
+
-0.28851764613795533,
|
| 822 |
+
0.2879787304921767,
|
| 823 |
+
0.28790497503802603,
|
| 824 |
+
-0.2862862147369406,
|
| 825 |
+
-0.284824046020854,
|
| 826 |
+
0.2828589147833388,
|
| 827 |
+
-0.2822661504257498,
|
| 828 |
+
-0.2811622854799516,
|
| 829 |
+
0.2806962733320212,
|
| 830 |
+
-0.27884532210409446,
|
| 831 |
+
0.2772506249150384,
|
| 832 |
+
-0.27433563274746625,
|
| 833 |
+
0.2723344785293089,
|
| 834 |
+
0.2701306891232696,
|
| 835 |
+
-0.2700332396456155,
|
| 836 |
+
-0.26855065057892585,
|
| 837 |
+
-0.26821056221645995,
|
| 838 |
+
0.2666143594685119,
|
| 839 |
+
-0.2662162671910154,
|
| 840 |
+
-0.26593922187395014,
|
| 841 |
+
0.26470512230038745,
|
| 842 |
+
-0.26259127216539535,
|
| 843 |
+
-0.2622932319510333,
|
| 844 |
+
-0.2616847140654664,
|
| 845 |
+
0.2616714347346754,
|
| 846 |
+
-0.26152063808428877,
|
| 847 |
+
0.2590212579366128,
|
| 848 |
+
-0.2588973013941068,
|
| 849 |
+
-0.25802638754589585,
|
| 850 |
+
0.2567281110854813,
|
| 851 |
+
-0.2542391383463341,
|
| 852 |
+
0.25318051621830506,
|
| 853 |
+
-0.2528550326830043,
|
| 854 |
+
-0.25141891042497194,
|
| 855 |
+
-0.2510771944270412,
|
| 856 |
+
-0.25010546148094387,
|
| 857 |
+
0.24881133699706115,
|
| 858 |
+
0.2487224380439021,
|
| 859 |
+
0.24813014727485497,
|
| 860 |
+
0.24804763598046758,
|
| 861 |
+
-0.24718985888176992,
|
| 862 |
+
0.24714990619609856,
|
| 863 |
+
0.24679308600290575,
|
| 864 |
+
-0.2461786493345374,
|
| 865 |
+
0.24518952352381515,
|
| 866 |
+
0.24416144155638392,
|
| 867 |
+
0.24345722710492324,
|
| 868 |
+
0.24339212235918006,
|
| 869 |
+
0.24312696856484922,
|
| 870 |
+
-0.24246023930167843,
|
| 871 |
+
0.24242911356410773,
|
| 872 |
+
0.24145239810747732,
|
| 873 |
+
-0.2413414265412642,
|
| 874 |
+
-0.24131972533339627,
|
| 875 |
+
0.24112838702895195,
|
| 876 |
+
0.24023329940192706,
|
| 877 |
+
0.23820365236746371,
|
| 878 |
+
0.23790230002808418,
|
| 879 |
+
-0.2378187841759504,
|
| 880 |
+
0.23459298446278543,
|
| 881 |
+
-0.23348370741802799,
|
| 882 |
+
0.23332941270488036,
|
| 883 |
+
0.22933311677630525,
|
| 884 |
+
0.2277740247514407,
|
| 885 |
+
-0.22738790689386187,
|
| 886 |
+
0.22622032504906492,
|
| 887 |
+
-0.22612021971719415,
|
| 888 |
+
-0.2259631383391047,
|
| 889 |
+
-0.22553824986385504,
|
| 890 |
+
-0.22437552636563288,
|
| 891 |
+
-0.22318820252999305,
|
| 892 |
+
0.22243859504391522,
|
| 893 |
+
0.22113696370270375,
|
| 894 |
+
0.21949387482579583,
|
| 895 |
+
0.21929559723441192,
|
| 896 |
+
0.21925731671581766,
|
| 897 |
+
0.21795015537514908,
|
| 898 |
+
0.216361665852751,
|
| 899 |
+
0.21541710456728266,
|
| 900 |
+
-0.21474905214848589,
|
| 901 |
+
-0.21381212578632575,
|
| 902 |
+
0.21339851955485384,
|
| 903 |
+
0.21297134029471576,
|
| 904 |
+
-0.21215684007481908,
|
| 905 |
+
0.2115084669344627,
|
| 906 |
+
-0.2106558572012654,
|
| 907 |
+
0.21061101404926763,
|
| 908 |
+
0.21008371392227723,
|
| 909 |
+
0.2090315370414026,
|
| 910 |
+
0.20752786674286755,
|
| 911 |
+
-0.20704096224055873,
|
| 912 |
+
-0.2053577241885362,
|
| 913 |
+
0.20515741921469052,
|
| 914 |
+
0.20489126329049318,
|
| 915 |
+
0.20469558240618146,
|
| 916 |
+
-0.20460805380743563,
|
| 917 |
+
0.20434369796672652,
|
| 918 |
+
-0.20423644832846838,
|
| 919 |
+
-0.20415561844975003,
|
| 920 |
+
0.20379912932683697,
|
| 921 |
+
-0.20254401692824206,
|
| 922 |
+
-0.20245386611870986,
|
| 923 |
+
-0.20203463774756808,
|
| 924 |
+
-0.2006509453302623,
|
| 925 |
+
-0.19952984795379894,
|
| 926 |
+
-0.1990161657307283,
|
| 927 |
+
0.1978708578783438,
|
| 928 |
+
0.19784419262316413,
|
| 929 |
+
-0.1961910595589579,
|
| 930 |
+
0.19618035115656476,
|
| 931 |
+
-0.19446450022657855,
|
| 932 |
+
0.1940758013176264,
|
| 933 |
+
0.19248646704906075,
|
| 934 |
+
-0.19225455540485994,
|
| 935 |
+
-0.19221116958100853,
|
| 936 |
+
-0.1921158595254298,
|
| 937 |
+
0.19187069351315955,
|
| 938 |
+
-0.19098959309686794,
|
| 939 |
+
-0.19043668462586025,
|
| 940 |
+
-0.1894847546220761,
|
| 941 |
+
0.1886026296713934,
|
| 942 |
+
0.1876284226260067,
|
| 943 |
+
0.18726299835930704,
|
| 944 |
+
-0.1858810445232997,
|
| 945 |
+
-0.18551658393378762,
|
| 946 |
+
-0.18521970728588577,
|
| 947 |
+
-0.1840416869239916,
|
| 948 |
+
-0.1830458774697088,
|
| 949 |
+
-0.1801716149401672,
|
| 950 |
+
0.17980596179045955,
|
| 951 |
+
0.17960028304631412,
|
| 952 |
+
0.1791592349137661,
|
| 953 |
+
-0.17810652021465778,
|
| 954 |
+
0.17777691163661544,
|
| 955 |
+
0.1774669475236115,
|
| 956 |
+
-0.17667384658054955,
|
| 957 |
+
0.17662245866501602,
|
| 958 |
+
0.176281200806373,
|
| 959 |
+
-0.17578411067954336,
|
| 960 |
+
-0.17475367390109703,
|
| 961 |
+
0.17441030368564714,
|
| 962 |
+
0.17430777922343624,
|
| 963 |
+
0.17427044438711056,
|
| 964 |
+
0.17417037728481086,
|
| 965 |
+
-0.17175388849037915,
|
| 966 |
+
-0.1702275896595601,
|
| 967 |
+
-0.16876864929227858,
|
| 968 |
+
0.1681604212545491,
|
| 969 |
+
-0.1679942661411148,
|
| 970 |
+
0.16719318474000633,
|
| 971 |
+
0.1662742357532448,
|
| 972 |
+
-0.16523275569002255,
|
| 973 |
+
0.1634013533964414,
|
| 974 |
+
0.16331212692986888,
|
| 975 |
+
-0.16277296637280494,
|
| 976 |
+
-0.16251766461363074,
|
| 977 |
+
0.16235042173519115,
|
| 978 |
+
-0.1622620748093942,
|
| 979 |
+
-0.16166211608906772,
|
| 980 |
+
-0.16158891210222465,
|
| 981 |
+
-0.16136379977758553,
|
| 982 |
+
0.16058446247977343,
|
| 983 |
+
-0.16004789872268854,
|
| 984 |
+
0.1597824419654058,
|
| 985 |
+
-0.15960064194383958,
|
| 986 |
+
-0.15936343836869013,
|
| 987 |
+
-0.15925972831568314,
|
| 988 |
+
0.1581848412080846,
|
| 989 |
+
-0.1579387782020721,
|
| 990 |
+
0.15783392839497387,
|
| 991 |
+
0.15649177821077445,
|
| 992 |
+
0.15609497232538183,
|
| 993 |
+
-0.1539266753344337,
|
| 994 |
+
0.15301453125270129,
|
| 995 |
+
-0.15266892309637783,
|
| 996 |
+
-0.15205609874653386,
|
| 997 |
+
0.15192680665859482,
|
| 998 |
+
0.15167349435277033,
|
| 999 |
+
-0.15144037975823302,
|
| 1000 |
+
0.14959481272765954,
|
| 1001 |
+
0.1488882764430601,
|
| 1002 |
+
-0.14764330601348558,
|
| 1003 |
+
-0.14699812572400212,
|
| 1004 |
+
0.14647938762985957,
|
| 1005 |
+
-0.14623581804812633,
|
| 1006 |
+
0.1461128812243,
|
| 1007 |
+
0.14421638852565244,
|
| 1008 |
+
-0.14334626908483106,
|
| 1009 |
+
0.1424032876604189,
|
| 1010 |
+
0.14204737699244085,
|
| 1011 |
+
0.14150316868455615,
|
| 1012 |
+
-0.1400669465896571,
|
| 1013 |
+
0.13982158618328544,
|
| 1014 |
+
0.13959662978508616,
|
| 1015 |
+
0.13958327028887227,
|
| 1016 |
+
-0.13866262634647258,
|
| 1017 |
+
-0.13849420917353186,
|
| 1018 |
+
0.13764450712121004,
|
| 1019 |
+
-0.13678708376331294,
|
| 1020 |
+
0.13663947414287525,
|
| 1021 |
+
-0.13650053424520445,
|
| 1022 |
+
0.13619449874067185,
|
| 1023 |
+
0.13609096778815946,
|
| 1024 |
+
-0.1360428939601332,
|
| 1025 |
+
-0.13580168759278816,
|
| 1026 |
+
-0.13568930819672545,
|
| 1027 |
+
0.13478176453483462,
|
| 1028 |
+
-0.1345021692793142,
|
| 1029 |
+
0.133570054714817,
|
| 1030 |
+
0.1332560772190331,
|
| 1031 |
+
0.13324249169658367,
|
| 1032 |
+
-0.13307163184001033,
|
| 1033 |
+
0.13298178795648427,
|
| 1034 |
+
0.13262372386097884,
|
| 1035 |
+
-0.13117511057761277,
|
| 1036 |
+
-0.1310395621160066,
|
| 1037 |
+
0.13035524342260882,
|
| 1038 |
+
-0.1295528279217073,
|
| 1039 |
+
0.1282361564080951,
|
| 1040 |
+
-0.1280792103654035,
|
| 1041 |
+
-0.12759837021036358,
|
| 1042 |
+
0.12664513377571476,
|
| 1043 |
+
-0.1261455237355632,
|
| 1044 |
+
0.12603449857276966,
|
| 1045 |
+
0.12580254024650078,
|
| 1046 |
+
0.1254351438857282,
|
| 1047 |
+
0.12492753436001644,
|
| 1048 |
+
0.12473514429950683,
|
| 1049 |
+
0.12203850190019337,
|
| 1050 |
+
-0.12098458452289212,
|
| 1051 |
+
-0.12023039162562428,
|
| 1052 |
+
-0.11902893653090416,
|
| 1053 |
+
-0.11887301721600217,
|
| 1054 |
+
-0.11884777833181459,
|
| 1055 |
+
0.11874765118052297,
|
| 1056 |
+
-0.1175108937692018,
|
| 1057 |
+
0.11750348348821155,
|
| 1058 |
+
-0.11692288490807898,
|
| 1059 |
+
0.11672872368941722,
|
| 1060 |
+
0.11652793338736833,
|
| 1061 |
+
-0.11601383742099235,
|
| 1062 |
+
-0.11597655539212208,
|
| 1063 |
+
-0.11562313421597072,
|
| 1064 |
+
0.11552043305737715,
|
| 1065 |
+
-0.11544884237870277,
|
| 1066 |
+
-0.11277868270230486,
|
| 1067 |
+
-0.11274187901763412,
|
| 1068 |
+
-0.11214494410663467,
|
| 1069 |
+
-0.11177277085647846,
|
| 1070 |
+
0.11122713915597782,
|
| 1071 |
+
0.11118475349134489,
|
| 1072 |
+
-0.11085761514528211,
|
| 1073 |
+
-0.11039303500423493,
|
| 1074 |
+
-0.11038913380641559,
|
| 1075 |
+
0.11000353217954516,
|
| 1076 |
+
0.10974429126444363,
|
| 1077 |
+
0.10966913235573478,
|
| 1078 |
+
0.10904059788886475,
|
| 1079 |
+
-0.10813746110570305,
|
| 1080 |
+
0.10771857396664614,
|
| 1081 |
+
0.10767988016466958,
|
| 1082 |
+
0.10739280935239365,
|
| 1083 |
+
0.10726302808902267,
|
| 1084 |
+
-0.1068355700173598,
|
| 1085 |
+
-0.10664408700679956,
|
| 1086 |
+
0.10569753170445385,
|
| 1087 |
+
-0.10553057038843455,
|
| 1088 |
+
-0.10516712545145648,
|
| 1089 |
+
0.1050563884112325,
|
| 1090 |
+
-0.10501046478060362,
|
| 1091 |
+
0.10393891984748498,
|
| 1092 |
+
-0.10381413616714184,
|
| 1093 |
+
0.10307613161053387,
|
| 1094 |
+
0.10293988843637361,
|
| 1095 |
+
-0.10270154720701617,
|
| 1096 |
+
-0.10231640570941428,
|
| 1097 |
+
0.10148205776675341,
|
| 1098 |
+
0.10143428867661074,
|
| 1099 |
+
0.10109981272666199,
|
| 1100 |
+
0.10090071556060773,
|
| 1101 |
+
-0.10017689116743139,
|
| 1102 |
+
0.10012478288031487,
|
| 1103 |
+
0.09945842443821959,
|
| 1104 |
+
-0.09888203414516424,
|
| 1105 |
+
-0.09792742966902467,
|
| 1106 |
+
-0.09779239084792944,
|
| 1107 |
+
0.09772572377640948,
|
| 1108 |
+
-0.09673964650572459,
|
| 1109 |
+
0.09627551910351494,
|
| 1110 |
+
0.09573257505193922,
|
| 1111 |
+
0.09556069358255596,
|
| 1112 |
+
-0.0953020329951431,
|
| 1113 |
+
0.09507562337618104,
|
| 1114 |
+
0.0946769183965679,
|
| 1115 |
+
0.09447248882016576,
|
| 1116 |
+
0.09445312641318446,
|
| 1117 |
+
0.09392851740241041,
|
| 1118 |
+
-0.09292913654224745,
|
| 1119 |
+
0.09223414472798698,
|
| 1120 |
+
0.0922001891073551,
|
| 1121 |
+
-0.09198779138381291,
|
| 1122 |
+
-0.09194030309812772,
|
| 1123 |
+
-0.09116673665330131,
|
| 1124 |
+
-0.09108449308127792,
|
| 1125 |
+
-0.09070965461171006,
|
| 1126 |
+
-0.0903684586992077,
|
| 1127 |
+
-0.09030341997241934,
|
| 1128 |
+
-0.09022703104855262,
|
| 1129 |
+
0.08946021550369052,
|
| 1130 |
+
0.08932289575272215,
|
| 1131 |
+
0.08928894267176704,
|
| 1132 |
+
-0.08862057682536378,
|
| 1133 |
+
0.08844816845429145,
|
| 1134 |
+
-0.08778671234686058,
|
| 1135 |
+
-0.08698587591318407,
|
| 1136 |
+
-0.08695823244890438,
|
| 1137 |
+
0.0867674128708656,
|
| 1138 |
+
-0.08663765204629188,
|
| 1139 |
+
-0.08643784354579095,
|
| 1140 |
+
0.08606115892220031,
|
| 1141 |
+
-0.0858660201319854,
|
| 1142 |
+
-0.08453406491197095,
|
| 1143 |
+
-0.08453346895369285,
|
| 1144 |
+
0.08407682914298571,
|
| 1145 |
+
-0.0838198777825006,
|
| 1146 |
+
-0.08371575138145061,
|
| 1147 |
+
0.08369269588495126,
|
| 1148 |
+
-0.08354788247387088,
|
| 1149 |
+
0.08351640954139139,
|
| 1150 |
+
-0.08325030832033996,
|
| 1151 |
+
0.08311169049424645,
|
| 1152 |
+
-0.08296719369986112,
|
| 1153 |
+
0.08280369434309506,
|
| 1154 |
+
0.08276465844580115,
|
| 1155 |
+
-0.08213080950757262,
|
| 1156 |
+
0.08111669676836514,
|
| 1157 |
+
-0.08065039341416654,
|
| 1158 |
+
0.08044654517754024,
|
| 1159 |
+
-0.08037765032799117,
|
| 1160 |
+
-0.07972914846689061,
|
| 1161 |
+
0.07919989290921257,
|
| 1162 |
+
0.07858418574068222,
|
| 1163 |
+
-0.07844685705460891,
|
| 1164 |
+
0.07630282071783942,
|
| 1165 |
+
-0.07590304016748185,
|
| 1166 |
+
-0.07583546195111208,
|
| 1167 |
+
0.07555148167019682,
|
| 1168 |
+
-0.07516998102471062,
|
| 1169 |
+
0.07513131567676362,
|
| 1170 |
+
0.07504344506249555,
|
| 1171 |
+
0.07493177484614995,
|
| 1172 |
+
0.07362560799592788,
|
| 1173 |
+
0.07355176389606782,
|
| 1174 |
+
0.07332007453162386,
|
| 1175 |
+
-0.07312182151439425,
|
| 1176 |
+
-0.07291579394528336,
|
| 1177 |
+
0.07282521539844937,
|
| 1178 |
+
-0.07254127372506862,
|
| 1179 |
+
-0.07150100054612896,
|
| 1180 |
+
-0.0711991764548797,
|
| 1181 |
+
0.0710536933320388,
|
| 1182 |
+
0.07081998070132209,
|
| 1183 |
+
-0.07035583984221461,
|
| 1184 |
+
0.07005855936593762,
|
| 1185 |
+
-0.0700052603172826,
|
| 1186 |
+
0.0695359698746171,
|
| 1187 |
+
-0.06931125002440164,
|
| 1188 |
+
-0.06926313751205605,
|
| 1189 |
+
0.06864677206720145,
|
| 1190 |
+
-0.06850744129436248,
|
| 1191 |
+
0.06838806324201299,
|
| 1192 |
+
-0.06838269284840423,
|
| 1193 |
+
-0.06811345447366214,
|
| 1194 |
+
-0.06792570506024155,
|
| 1195 |
+
0.06778766151368332,
|
| 1196 |
+
-0.06752685454671217,
|
| 1197 |
+
-0.06745892822598498,
|
| 1198 |
+
-0.06735358358493912,
|
| 1199 |
+
0.06712812556846968,
|
| 1200 |
+
0.06643830530211224,
|
| 1201 |
+
0.06582369687540426,
|
| 1202 |
+
-0.06551661601699163,
|
| 1203 |
+
-0.06539890202350233,
|
| 1204 |
+
0.06520938747452502,
|
| 1205 |
+
-0.06499222034191718,
|
| 1206 |
+
0.06345124252977064,
|
| 1207 |
+
-0.06286776421296256,
|
| 1208 |
+
0.06285990929511735,
|
| 1209 |
+
-0.061951883200776874,
|
| 1210 |
+
-0.06192151979148867,
|
| 1211 |
+
-0.06094503408705831,
|
| 1212 |
+
-0.06034931240652927,
|
| 1213 |
+
0.05935545436925127,
|
| 1214 |
+
0.059338486545945576,
|
| 1215 |
+
-0.0592863667579969,
|
| 1216 |
+
0.05927609007535721,
|
| 1217 |
+
-0.05906704206909549,
|
| 1218 |
+
0.05882063069489697,
|
| 1219 |
+
0.05855990112309346,
|
| 1220 |
+
-0.058536811696719454,
|
| 1221 |
+
-0.05810624850354429,
|
| 1222 |
+
0.057993830044264685,
|
| 1223 |
+
0.05780157567466327,
|
| 1224 |
+
0.05763150812961108,
|
| 1225 |
+
0.057513213734476244,
|
| 1226 |
+
0.057404387047026,
|
| 1227 |
+
0.05736262414928702,
|
| 1228 |
+
-0.057131476185122175,
|
| 1229 |
+
0.05699892086966092,
|
| 1230 |
+
0.05692079222802917,
|
| 1231 |
+
0.05658818589818483,
|
| 1232 |
+
-0.055737002970024256,
|
| 1233 |
+
-0.055048206523869554,
|
| 1234 |
+
0.053780069204315474,
|
| 1235 |
+
0.053570472902066936,
|
| 1236 |
+
0.05342072614096635,
|
| 1237 |
+
-0.0531058831236555,
|
| 1238 |
+
0.052616915736325674,
|
| 1239 |
+
0.052294719042111686,
|
| 1240 |
+
0.05129588024762328,
|
| 1241 |
+
0.051258079220940465,
|
| 1242 |
+
-0.050886841903743034,
|
| 1243 |
+
0.049766829076821756,
|
| 1244 |
+
0.04913770904167264,
|
| 1245 |
+
0.04907237689915584,
|
| 1246 |
+
0.048987542104310895,
|
| 1247 |
+
-0.04882826609867786,
|
| 1248 |
+
-0.04870413992380481,
|
| 1249 |
+
0.04851634217479707,
|
| 1250 |
+
-0.04850865933352972,
|
| 1251 |
+
-0.04806831608762874,
|
| 1252 |
+
-0.04804989060864822,
|
| 1253 |
+
-0.047874225179903085,
|
| 1254 |
+
0.04720513753025205,
|
| 1255 |
+
0.04689338896574456,
|
| 1256 |
+
-0.04647274636868618,
|
| 1257 |
+
0.046462462946218086,
|
| 1258 |
+
-0.04595320524472705,
|
| 1259 |
+
0.045927681043199525,
|
| 1260 |
+
-0.04589111873593846,
|
| 1261 |
+
-0.045355844612552924,
|
| 1262 |
+
0.04521923666963951,
|
| 1263 |
+
-0.04442530741516822,
|
| 1264 |
+
-0.04426335310458556,
|
| 1265 |
+
0.04417302470572127,
|
| 1266 |
+
-0.04388803649169748,
|
| 1267 |
+
-0.04344565865472678,
|
| 1268 |
+
-0.04295216003166972,
|
| 1269 |
+
0.04288623570581726,
|
| 1270 |
+
-0.04222979754712387,
|
| 1271 |
+
0.041747480799130945,
|
| 1272 |
+
-0.04153778840420448,
|
| 1273 |
+
0.040488693050657394,
|
| 1274 |
+
-0.040328700923146416,
|
| 1275 |
+
0.040177001229390316,
|
| 1276 |
+
0.0398938636038488,
|
| 1277 |
+
0.039716024924734715,
|
| 1278 |
+
-0.03947277373241795,
|
| 1279 |
+
-0.03911785896877493,
|
| 1280 |
+
0.03838501423757581,
|
| 1281 |
+
-0.03827613124562473,
|
| 1282 |
+
-0.03825215483266689,
|
| 1283 |
+
0.03785330013103525,
|
| 1284 |
+
0.03735345911483795,
|
| 1285 |
+
0.03707210156646846,
|
| 1286 |
+
0.0365324106060274,
|
| 1287 |
+
0.03639412156635688,
|
| 1288 |
+
-0.03637431482496064,
|
| 1289 |
+
-0.0361536687250244,
|
| 1290 |
+
0.035935947868105056,
|
| 1291 |
+
-0.035784128469985625,
|
| 1292 |
+
-0.03560125314658444,
|
| 1293 |
+
-0.035348962744814895,
|
| 1294 |
+
0.034704602150189647,
|
| 1295 |
+
-0.034608345404175477,
|
| 1296 |
+
0.034607919915289456,
|
| 1297 |
+
-0.0344911662861994,
|
| 1298 |
+
0.034356749668480194,
|
| 1299 |
+
0.03414645294692668,
|
| 1300 |
+
-0.034098640251985446,
|
| 1301 |
+
0.033909115134157806,
|
| 1302 |
+
-0.03376419566549916,
|
| 1303 |
+
0.033552577415437795,
|
| 1304 |
+
0.03353427162465694,
|
| 1305 |
+
0.03348686151558494,
|
| 1306 |
+
0.033485996155277926,
|
| 1307 |
+
-0.03305032756858488,
|
| 1308 |
+
0.03298824931377945,
|
| 1309 |
+
0.03274466182320191,
|
| 1310 |
+
0.03273690934149134,
|
| 1311 |
+
-0.0322188825884475,
|
| 1312 |
+
0.03196676034199987,
|
| 1313 |
+
0.03177674087553117,
|
| 1314 |
+
0.0313225247868437,
|
| 1315 |
+
-0.031146291525429835,
|
| 1316 |
+
-0.03072197266024755,
|
| 1317 |
+
-0.03003584666773436,
|
| 1318 |
+
0.029655035310086716,
|
| 1319 |
+
-0.029531397359478764,
|
| 1320 |
+
-0.029306619542252995,
|
| 1321 |
+
-0.029021460900389682,
|
| 1322 |
+
-0.029014281935140045,
|
| 1323 |
+
-0.0287583615359661,
|
| 1324 |
+
0.028159401248014825,
|
| 1325 |
+
-0.027077419843893162,
|
| 1326 |
+
-0.027003796291806676,
|
| 1327 |
+
-0.026266137275249412,
|
| 1328 |
+
0.026024799574364963,
|
| 1329 |
+
-0.025736880098568858,
|
| 1330 |
+
-0.02502898099607127,
|
| 1331 |
+
-0.024173631300831395,
|
| 1332 |
+
-0.02411792254196789,
|
| 1333 |
+
0.02400291982376138,
|
| 1334 |
+
-0.02376591555041951,
|
| 1335 |
+
-0.023736705798547027,
|
| 1336 |
+
0.023630645823977052,
|
| 1337 |
+
-0.023342008221025255,
|
| 1338 |
+
0.023091676720307444,
|
| 1339 |
+
0.02244203167482907,
|
| 1340 |
+
0.022279433966976327,
|
| 1341 |
+
0.02211112755873704,
|
| 1342 |
+
0.021988693007739646,
|
| 1343 |
+
0.02177119671280332,
|
| 1344 |
+
-0.021051481055802346,
|
| 1345 |
+
-0.02102080759043172,
|
| 1346 |
+
0.02069476494349846,
|
| 1347 |
+
0.01943090111306066,
|
| 1348 |
+
0.019332340313689907,
|
| 1349 |
+
0.018888490199440687,
|
| 1350 |
+
0.018404955160405467,
|
| 1351 |
+
0.017824500763545654,
|
| 1352 |
+
-0.017293662279280295,
|
| 1353 |
+
0.017187418370087477,
|
| 1354 |
+
0.01700591335510077,
|
| 1355 |
+
-0.01685198880827246,
|
| 1356 |
+
0.01649719505009447,
|
| 1357 |
+
-0.01646445561944971,
|
| 1358 |
+
0.016038816496830387,
|
| 1359 |
+
0.015880992919868674,
|
| 1360 |
+
-0.015834277546675816,
|
| 1361 |
+
-0.015645631772095804,
|
| 1362 |
+
0.015618806825002619,
|
| 1363 |
+
0.015186651441393577,
|
| 1364 |
+
0.01511446043155615,
|
| 1365 |
+
0.015086311621816702,
|
| 1366 |
+
0.014414647073053432,
|
| 1367 |
+
-0.01421076820721342,
|
| 1368 |
+
0.014166874571893365,
|
| 1369 |
+
-0.014076398654340455,
|
| 1370 |
+
0.013809690272296784,
|
| 1371 |
+
-0.013764128895772602,
|
| 1372 |
+
-0.013632064595318676,
|
| 1373 |
+
-0.013385979734358964,
|
| 1374 |
+
-0.012339761622938391,
|
| 1375 |
+
0.012140325177133824,
|
| 1376 |
+
0.011927236456139292,
|
| 1377 |
+
0.01135012354882308,
|
| 1378 |
+
-0.011072833313089678,
|
| 1379 |
+
0.010958908922705672,
|
| 1380 |
+
-0.010870855296108274,
|
| 1381 |
+
0.010427950276298779,
|
| 1382 |
+
0.010423951783514403,
|
| 1383 |
+
0.010365680254595465,
|
| 1384 |
+
-0.009688220521974829,
|
| 1385 |
+
-0.009482040821729126,
|
| 1386 |
+
0.00927379422093634,
|
| 1387 |
+
0.009140180984370805,
|
| 1388 |
+
0.009014966552190966,
|
| 1389 |
+
0.008993078384056748,
|
| 1390 |
+
0.008692885825039177,
|
| 1391 |
+
-0.008637358804888258,
|
| 1392 |
+
-0.008234329992095136,
|
| 1393 |
+
0.008073836017480499,
|
| 1394 |
+
0.007935996057752496,
|
| 1395 |
+
0.007747000737968006,
|
| 1396 |
+
-0.007645992262896222,
|
| 1397 |
+
0.007487548865809173,
|
| 1398 |
+
0.007392990886202253,
|
| 1399 |
+
-0.007267423890112979,
|
| 1400 |
+
0.007261620249044623,
|
| 1401 |
+
-0.007234668003946421,
|
| 1402 |
+
-0.006553804197434226,
|
| 1403 |
+
0.006517090219154957,
|
| 1404 |
+
0.006413122070116473,
|
| 1405 |
+
-0.006122066104197031,
|
| 1406 |
+
-0.005971081160525957,
|
| 1407 |
+
0.005836740326623104,
|
| 1408 |
+
0.005763854814752787,
|
| 1409 |
+
0.005529000029356508,
|
| 1410 |
+
0.005478266004063302,
|
| 1411 |
+
0.005438843698313092,
|
| 1412 |
+
-0.0054248714886357486,
|
| 1413 |
+
0.004916771659045791,
|
| 1414 |
+
0.004849057211585139,
|
| 1415 |
+
0.004329354249072131,
|
| 1416 |
+
-0.003905141368105065,
|
| 1417 |
+
-0.0038380648407589724,
|
| 1418 |
+
-0.0037432918584543004,
|
| 1419 |
+
0.003734649501620055,
|
| 1420 |
+
-0.0036929831244975784,
|
| 1421 |
+
-0.0034998194245406647,
|
| 1422 |
+
-0.0033315664412628017,
|
| 1423 |
+
0.003328182347987865,
|
| 1424 |
+
-0.003237349283671718,
|
| 1425 |
+
0.0032297693589675293,
|
| 1426 |
+
0.0026499976232037367,
|
| 1427 |
+
-0.002325460986044715,
|
| 1428 |
+
0.002252858228998541,
|
| 1429 |
+
-0.0015388382614161932,
|
| 1430 |
+
-0.0015233621817336259,
|
| 1431 |
+
-0.0013368799636580687,
|
| 1432 |
+
-0.0008536209310270245,
|
| 1433 |
+
0.0008523339559788659,
|
| 1434 |
+
0.0008080463276877933,
|
| 1435 |
+
-0.0007960028432735344,
|
| 1436 |
+
-0.0005197841552082958,
|
| 1437 |
+
0.0004177448941591123,
|
| 1438 |
+
0.000277300462328627,
|
| 1439 |
+
0.00018535211758488864,
|
| 1440 |
+
0.00016046931709872114,
|
| 1441 |
+
6.708710259195972e-05
|
| 1442 |
+
],
|
| 1443 |
+
"Absolute Coefficient": [
|
| 1444 |
+
0.8275762100245921,
|
| 1445 |
+
0.78066660550613,
|
| 1446 |
+
0.7775245619362707,
|
| 1447 |
+
0.7182470595617408,
|
| 1448 |
+
0.7130455456808317,
|
| 1449 |
+
0.6893550364279762,
|
| 1450 |
+
0.6323745592089841,
|
| 1451 |
+
0.6041057594371717,
|
| 1452 |
+
0.5807083157062279,
|
| 1453 |
+
0.5804250471281215,
|
| 1454 |
+
0.5748110702058873,
|
| 1455 |
+
0.5741893729792249,
|
| 1456 |
+
0.5525064013731507,
|
| 1457 |
+
0.5442788755307558,
|
| 1458 |
+
0.5280155317827966,
|
| 1459 |
+
0.5214248523072574,
|
| 1460 |
+
0.4909783305157579,
|
| 1461 |
+
0.47721689738708445,
|
| 1462 |
+
0.4745766230795187,
|
| 1463 |
+
0.46244002935905676,
|
| 1464 |
+
0.4565146482223284,
|
| 1465 |
+
0.4478472367464743,
|
| 1466 |
+
0.4369974293770804,
|
| 1467 |
+
0.4344471651709118,
|
| 1468 |
+
0.4325207588664725,
|
| 1469 |
+
0.43087747465663245,
|
| 1470 |
+
0.42977895016303824,
|
| 1471 |
+
0.42817494480963353,
|
| 1472 |
+
0.4250212566457229,
|
| 1473 |
+
0.41608556420585696,
|
| 1474 |
+
0.4088857544923297,
|
| 1475 |
+
0.40841288205939175,
|
| 1476 |
+
0.40542263817545215,
|
| 1477 |
+
0.39897516260854937,
|
| 1478 |
+
0.39449172788443987,
|
| 1479 |
+
0.3862088055036246,
|
| 1480 |
+
0.38188198309267885,
|
| 1481 |
+
0.3804917638167517,
|
| 1482 |
+
0.3792625293006383,
|
| 1483 |
+
0.3778341525345969,
|
| 1484 |
+
0.377156494360329,
|
| 1485 |
+
0.37505498890015393,
|
| 1486 |
+
0.3653504276400142,
|
| 1487 |
+
0.3644980781315217,
|
| 1488 |
+
0.3638645083886203,
|
| 1489 |
+
0.36313399571668376,
|
| 1490 |
+
0.36132231946578797,
|
| 1491 |
+
0.3611933680866133,
|
| 1492 |
+
0.3586442895271166,
|
| 1493 |
+
0.35796654119967203,
|
| 1494 |
+
0.3556536867591343,
|
| 1495 |
+
0.3544584155435507,
|
| 1496 |
+
0.35437345437328677,
|
| 1497 |
+
0.35427287758313025,
|
| 1498 |
+
0.35151817774648775,
|
| 1499 |
+
0.3505776418679369,
|
| 1500 |
+
0.350223732929744,
|
| 1501 |
+
0.349397168106389,
|
| 1502 |
+
0.3485626671290533,
|
| 1503 |
+
0.3477480283593296,
|
| 1504 |
+
0.3475784152801302,
|
| 1505 |
+
0.3473644061709127,
|
| 1506 |
+
0.3461785898383942,
|
| 1507 |
+
0.34585870411523206,
|
| 1508 |
+
0.3458341502439438,
|
| 1509 |
+
0.3432549036388686,
|
| 1510 |
+
0.3428559540192067,
|
| 1511 |
+
0.3409434390378248,
|
| 1512 |
+
0.34001173150982344,
|
| 1513 |
+
0.3353411645615067,
|
| 1514 |
+
0.33436418135881846,
|
| 1515 |
+
0.3322305413194961,
|
| 1516 |
+
0.33201823502859085,
|
| 1517 |
+
0.3297035863210012,
|
| 1518 |
+
0.32871002746936995,
|
| 1519 |
+
0.3264882646854153,
|
| 1520 |
+
0.32339395154045036,
|
| 1521 |
+
0.3223616663033779,
|
| 1522 |
+
0.3146002429137957,
|
| 1523 |
+
0.3137079589532949,
|
| 1524 |
+
0.309168313425278,
|
| 1525 |
+
0.30708035784340754,
|
| 1526 |
+
0.30605746517294014,
|
| 1527 |
+
0.3060354463981584,
|
| 1528 |
+
0.3060259816564607,
|
| 1529 |
+
0.30429706418952107,
|
| 1530 |
+
0.30353871758505196,
|
| 1531 |
+
0.2999509131391516,
|
| 1532 |
+
0.29870087558574854,
|
| 1533 |
+
0.29763140244884856,
|
| 1534 |
+
0.2974819144876931,
|
| 1535 |
+
0.2961687224040581,
|
| 1536 |
+
0.2908988364876266,
|
| 1537 |
+
0.29030317619566703,
|
| 1538 |
+
0.28973267281048704,
|
| 1539 |
+
0.28955183082050845,
|
| 1540 |
+
0.28862692161858167,
|
| 1541 |
+
0.28851764613795533,
|
| 1542 |
+
0.2879787304921767,
|
| 1543 |
+
0.28790497503802603,
|
| 1544 |
+
0.2862862147369406,
|
| 1545 |
+
0.284824046020854,
|
| 1546 |
+
0.2828589147833388,
|
| 1547 |
+
0.2822661504257498,
|
| 1548 |
+
0.2811622854799516,
|
| 1549 |
+
0.2806962733320212,
|
| 1550 |
+
0.27884532210409446,
|
| 1551 |
+
0.2772506249150384,
|
| 1552 |
+
0.27433563274746625,
|
| 1553 |
+
0.2723344785293089,
|
| 1554 |
+
0.2701306891232696,
|
| 1555 |
+
0.2700332396456155,
|
| 1556 |
+
0.26855065057892585,
|
| 1557 |
+
0.26821056221645995,
|
| 1558 |
+
0.2666143594685119,
|
| 1559 |
+
0.2662162671910154,
|
| 1560 |
+
0.26593922187395014,
|
| 1561 |
+
0.26470512230038745,
|
| 1562 |
+
0.26259127216539535,
|
| 1563 |
+
0.2622932319510333,
|
| 1564 |
+
0.2616847140654664,
|
| 1565 |
+
0.2616714347346754,
|
| 1566 |
+
0.26152063808428877,
|
| 1567 |
+
0.2590212579366128,
|
| 1568 |
+
0.2588973013941068,
|
| 1569 |
+
0.25802638754589585,
|
| 1570 |
+
0.2567281110854813,
|
| 1571 |
+
0.2542391383463341,
|
| 1572 |
+
0.25318051621830506,
|
| 1573 |
+
0.2528550326830043,
|
| 1574 |
+
0.25141891042497194,
|
| 1575 |
+
0.2510771944270412,
|
| 1576 |
+
0.25010546148094387,
|
| 1577 |
+
0.24881133699706115,
|
| 1578 |
+
0.2487224380439021,
|
| 1579 |
+
0.24813014727485497,
|
| 1580 |
+
0.24804763598046758,
|
| 1581 |
+
0.24718985888176992,
|
| 1582 |
+
0.24714990619609856,
|
| 1583 |
+
0.24679308600290575,
|
| 1584 |
+
0.2461786493345374,
|
| 1585 |
+
0.24518952352381515,
|
| 1586 |
+
0.24416144155638392,
|
| 1587 |
+
0.24345722710492324,
|
| 1588 |
+
0.24339212235918006,
|
| 1589 |
+
0.24312696856484922,
|
| 1590 |
+
0.24246023930167843,
|
| 1591 |
+
0.24242911356410773,
|
| 1592 |
+
0.24145239810747732,
|
| 1593 |
+
0.2413414265412642,
|
| 1594 |
+
0.24131972533339627,
|
| 1595 |
+
0.24112838702895195,
|
| 1596 |
+
0.24023329940192706,
|
| 1597 |
+
0.23820365236746371,
|
| 1598 |
+
0.23790230002808418,
|
| 1599 |
+
0.2378187841759504,
|
| 1600 |
+
0.23459298446278543,
|
| 1601 |
+
0.23348370741802799,
|
| 1602 |
+
0.23332941270488036,
|
| 1603 |
+
0.22933311677630525,
|
| 1604 |
+
0.2277740247514407,
|
| 1605 |
+
0.22738790689386187,
|
| 1606 |
+
0.22622032504906492,
|
| 1607 |
+
0.22612021971719415,
|
| 1608 |
+
0.2259631383391047,
|
| 1609 |
+
0.22553824986385504,
|
| 1610 |
+
0.22437552636563288,
|
| 1611 |
+
0.22318820252999305,
|
| 1612 |
+
0.22243859504391522,
|
| 1613 |
+
0.22113696370270375,
|
| 1614 |
+
0.21949387482579583,
|
| 1615 |
+
0.21929559723441192,
|
| 1616 |
+
0.21925731671581766,
|
| 1617 |
+
0.21795015537514908,
|
| 1618 |
+
0.216361665852751,
|
| 1619 |
+
0.21541710456728266,
|
| 1620 |
+
0.21474905214848589,
|
| 1621 |
+
0.21381212578632575,
|
| 1622 |
+
0.21339851955485384,
|
| 1623 |
+
0.21297134029471576,
|
| 1624 |
+
0.21215684007481908,
|
| 1625 |
+
0.2115084669344627,
|
| 1626 |
+
0.2106558572012654,
|
| 1627 |
+
0.21061101404926763,
|
| 1628 |
+
0.21008371392227723,
|
| 1629 |
+
0.2090315370414026,
|
| 1630 |
+
0.20752786674286755,
|
| 1631 |
+
0.20704096224055873,
|
| 1632 |
+
0.2053577241885362,
|
| 1633 |
+
0.20515741921469052,
|
| 1634 |
+
0.20489126329049318,
|
| 1635 |
+
0.20469558240618146,
|
| 1636 |
+
0.20460805380743563,
|
| 1637 |
+
0.20434369796672652,
|
| 1638 |
+
0.20423644832846838,
|
| 1639 |
+
0.20415561844975003,
|
| 1640 |
+
0.20379912932683697,
|
| 1641 |
+
0.20254401692824206,
|
| 1642 |
+
0.20245386611870986,
|
| 1643 |
+
0.20203463774756808,
|
| 1644 |
+
0.2006509453302623,
|
| 1645 |
+
0.19952984795379894,
|
| 1646 |
+
0.1990161657307283,
|
| 1647 |
+
0.1978708578783438,
|
| 1648 |
+
0.19784419262316413,
|
| 1649 |
+
0.1961910595589579,
|
| 1650 |
+
0.19618035115656476,
|
| 1651 |
+
0.19446450022657855,
|
| 1652 |
+
0.1940758013176264,
|
| 1653 |
+
0.19248646704906075,
|
| 1654 |
+
0.19225455540485994,
|
| 1655 |
+
0.19221116958100853,
|
| 1656 |
+
0.1921158595254298,
|
| 1657 |
+
0.19187069351315955,
|
| 1658 |
+
0.19098959309686794,
|
| 1659 |
+
0.19043668462586025,
|
| 1660 |
+
0.1894847546220761,
|
| 1661 |
+
0.1886026296713934,
|
| 1662 |
+
0.1876284226260067,
|
| 1663 |
+
0.18726299835930704,
|
| 1664 |
+
0.1858810445232997,
|
| 1665 |
+
0.18551658393378762,
|
| 1666 |
+
0.18521970728588577,
|
| 1667 |
+
0.1840416869239916,
|
| 1668 |
+
0.1830458774697088,
|
| 1669 |
+
0.1801716149401672,
|
| 1670 |
+
0.17980596179045955,
|
| 1671 |
+
0.17960028304631412,
|
| 1672 |
+
0.1791592349137661,
|
| 1673 |
+
0.17810652021465778,
|
| 1674 |
+
0.17777691163661544,
|
| 1675 |
+
0.1774669475236115,
|
| 1676 |
+
0.17667384658054955,
|
| 1677 |
+
0.17662245866501602,
|
| 1678 |
+
0.176281200806373,
|
| 1679 |
+
0.17578411067954336,
|
| 1680 |
+
0.17475367390109703,
|
| 1681 |
+
0.17441030368564714,
|
| 1682 |
+
0.17430777922343624,
|
| 1683 |
+
0.17427044438711056,
|
| 1684 |
+
0.17417037728481086,
|
| 1685 |
+
0.17175388849037915,
|
| 1686 |
+
0.1702275896595601,
|
| 1687 |
+
0.16876864929227858,
|
| 1688 |
+
0.1681604212545491,
|
| 1689 |
+
0.1679942661411148,
|
| 1690 |
+
0.16719318474000633,
|
| 1691 |
+
0.1662742357532448,
|
| 1692 |
+
0.16523275569002255,
|
| 1693 |
+
0.1634013533964414,
|
| 1694 |
+
0.16331212692986888,
|
| 1695 |
+
0.16277296637280494,
|
| 1696 |
+
0.16251766461363074,
|
| 1697 |
+
0.16235042173519115,
|
| 1698 |
+
0.1622620748093942,
|
| 1699 |
+
0.16166211608906772,
|
| 1700 |
+
0.16158891210222465,
|
| 1701 |
+
0.16136379977758553,
|
| 1702 |
+
0.16058446247977343,
|
| 1703 |
+
0.16004789872268854,
|
| 1704 |
+
0.1597824419654058,
|
| 1705 |
+
0.15960064194383958,
|
| 1706 |
+
0.15936343836869013,
|
| 1707 |
+
0.15925972831568314,
|
| 1708 |
+
0.1581848412080846,
|
| 1709 |
+
0.1579387782020721,
|
| 1710 |
+
0.15783392839497387,
|
| 1711 |
+
0.15649177821077445,
|
| 1712 |
+
0.15609497232538183,
|
| 1713 |
+
0.1539266753344337,
|
| 1714 |
+
0.15301453125270129,
|
| 1715 |
+
0.15266892309637783,
|
| 1716 |
+
0.15205609874653386,
|
| 1717 |
+
0.15192680665859482,
|
| 1718 |
+
0.15167349435277033,
|
| 1719 |
+
0.15144037975823302,
|
| 1720 |
+
0.14959481272765954,
|
| 1721 |
+
0.1488882764430601,
|
| 1722 |
+
0.14764330601348558,
|
| 1723 |
+
0.14699812572400212,
|
| 1724 |
+
0.14647938762985957,
|
| 1725 |
+
0.14623581804812633,
|
| 1726 |
+
0.1461128812243,
|
| 1727 |
+
0.14421638852565244,
|
| 1728 |
+
0.14334626908483106,
|
| 1729 |
+
0.1424032876604189,
|
| 1730 |
+
0.14204737699244085,
|
| 1731 |
+
0.14150316868455615,
|
| 1732 |
+
0.1400669465896571,
|
| 1733 |
+
0.13982158618328544,
|
| 1734 |
+
0.13959662978508616,
|
| 1735 |
+
0.13958327028887227,
|
| 1736 |
+
0.13866262634647258,
|
| 1737 |
+
0.13849420917353186,
|
| 1738 |
+
0.13764450712121004,
|
| 1739 |
+
0.13678708376331294,
|
| 1740 |
+
0.13663947414287525,
|
| 1741 |
+
0.13650053424520445,
|
| 1742 |
+
0.13619449874067185,
|
| 1743 |
+
0.13609096778815946,
|
| 1744 |
+
0.1360428939601332,
|
| 1745 |
+
0.13580168759278816,
|
| 1746 |
+
0.13568930819672545,
|
| 1747 |
+
0.13478176453483462,
|
| 1748 |
+
0.1345021692793142,
|
| 1749 |
+
0.133570054714817,
|
| 1750 |
+
0.1332560772190331,
|
| 1751 |
+
0.13324249169658367,
|
| 1752 |
+
0.13307163184001033,
|
| 1753 |
+
0.13298178795648427,
|
| 1754 |
+
0.13262372386097884,
|
| 1755 |
+
0.13117511057761277,
|
| 1756 |
+
0.1310395621160066,
|
| 1757 |
+
0.13035524342260882,
|
| 1758 |
+
0.1295528279217073,
|
| 1759 |
+
0.1282361564080951,
|
| 1760 |
+
0.1280792103654035,
|
| 1761 |
+
0.12759837021036358,
|
| 1762 |
+
0.12664513377571476,
|
| 1763 |
+
0.1261455237355632,
|
| 1764 |
+
0.12603449857276966,
|
| 1765 |
+
0.12580254024650078,
|
| 1766 |
+
0.1254351438857282,
|
| 1767 |
+
0.12492753436001644,
|
| 1768 |
+
0.12473514429950683,
|
| 1769 |
+
0.12203850190019337,
|
| 1770 |
+
0.12098458452289212,
|
| 1771 |
+
0.12023039162562428,
|
| 1772 |
+
0.11902893653090416,
|
| 1773 |
+
0.11887301721600217,
|
| 1774 |
+
0.11884777833181459,
|
| 1775 |
+
0.11874765118052297,
|
| 1776 |
+
0.1175108937692018,
|
| 1777 |
+
0.11750348348821155,
|
| 1778 |
+
0.11692288490807898,
|
| 1779 |
+
0.11672872368941722,
|
| 1780 |
+
0.11652793338736833,
|
| 1781 |
+
0.11601383742099235,
|
| 1782 |
+
0.11597655539212208,
|
| 1783 |
+
0.11562313421597072,
|
| 1784 |
+
0.11552043305737715,
|
| 1785 |
+
0.11544884237870277,
|
| 1786 |
+
0.11277868270230486,
|
| 1787 |
+
0.11274187901763412,
|
| 1788 |
+
0.11214494410663467,
|
| 1789 |
+
0.11177277085647846,
|
| 1790 |
+
0.11122713915597782,
|
| 1791 |
+
0.11118475349134489,
|
| 1792 |
+
0.11085761514528211,
|
| 1793 |
+
0.11039303500423493,
|
| 1794 |
+
0.11038913380641559,
|
| 1795 |
+
0.11000353217954516,
|
| 1796 |
+
0.10974429126444363,
|
| 1797 |
+
0.10966913235573478,
|
| 1798 |
+
0.10904059788886475,
|
| 1799 |
+
0.10813746110570305,
|
| 1800 |
+
0.10771857396664614,
|
| 1801 |
+
0.10767988016466958,
|
| 1802 |
+
0.10739280935239365,
|
| 1803 |
+
0.10726302808902267,
|
| 1804 |
+
0.1068355700173598,
|
| 1805 |
+
0.10664408700679956,
|
| 1806 |
+
0.10569753170445385,
|
| 1807 |
+
0.10553057038843455,
|
| 1808 |
+
0.10516712545145648,
|
| 1809 |
+
0.1050563884112325,
|
| 1810 |
+
0.10501046478060362,
|
| 1811 |
+
0.10393891984748498,
|
| 1812 |
+
0.10381413616714184,
|
| 1813 |
+
0.10307613161053387,
|
| 1814 |
+
0.10293988843637361,
|
| 1815 |
+
0.10270154720701617,
|
| 1816 |
+
0.10231640570941428,
|
| 1817 |
+
0.10148205776675341,
|
| 1818 |
+
0.10143428867661074,
|
| 1819 |
+
0.10109981272666199,
|
| 1820 |
+
0.10090071556060773,
|
| 1821 |
+
0.10017689116743139,
|
| 1822 |
+
0.10012478288031487,
|
| 1823 |
+
0.09945842443821959,
|
| 1824 |
+
0.09888203414516424,
|
| 1825 |
+
0.09792742966902467,
|
| 1826 |
+
0.09779239084792944,
|
| 1827 |
+
0.09772572377640948,
|
| 1828 |
+
0.09673964650572459,
|
| 1829 |
+
0.09627551910351494,
|
| 1830 |
+
0.09573257505193922,
|
| 1831 |
+
0.09556069358255596,
|
| 1832 |
+
0.0953020329951431,
|
| 1833 |
+
0.09507562337618104,
|
| 1834 |
+
0.0946769183965679,
|
| 1835 |
+
0.09447248882016576,
|
| 1836 |
+
0.09445312641318446,
|
| 1837 |
+
0.09392851740241041,
|
| 1838 |
+
0.09292913654224745,
|
| 1839 |
+
0.09223414472798698,
|
| 1840 |
+
0.0922001891073551,
|
| 1841 |
+
0.09198779138381291,
|
| 1842 |
+
0.09194030309812772,
|
| 1843 |
+
0.09116673665330131,
|
| 1844 |
+
0.09108449308127792,
|
| 1845 |
+
0.09070965461171006,
|
| 1846 |
+
0.0903684586992077,
|
| 1847 |
+
0.09030341997241934,
|
| 1848 |
+
0.09022703104855262,
|
| 1849 |
+
0.08946021550369052,
|
| 1850 |
+
0.08932289575272215,
|
| 1851 |
+
0.08928894267176704,
|
| 1852 |
+
0.08862057682536378,
|
| 1853 |
+
0.08844816845429145,
|
| 1854 |
+
0.08778671234686058,
|
| 1855 |
+
0.08698587591318407,
|
| 1856 |
+
0.08695823244890438,
|
| 1857 |
+
0.0867674128708656,
|
| 1858 |
+
0.08663765204629188,
|
| 1859 |
+
0.08643784354579095,
|
| 1860 |
+
0.08606115892220031,
|
| 1861 |
+
0.0858660201319854,
|
| 1862 |
+
0.08453406491197095,
|
| 1863 |
+
0.08453346895369285,
|
| 1864 |
+
0.08407682914298571,
|
| 1865 |
+
0.0838198777825006,
|
| 1866 |
+
0.08371575138145061,
|
| 1867 |
+
0.08369269588495126,
|
| 1868 |
+
0.08354788247387088,
|
| 1869 |
+
0.08351640954139139,
|
| 1870 |
+
0.08325030832033996,
|
| 1871 |
+
0.08311169049424645,
|
| 1872 |
+
0.08296719369986112,
|
| 1873 |
+
0.08280369434309506,
|
| 1874 |
+
0.08276465844580115,
|
| 1875 |
+
0.08213080950757262,
|
| 1876 |
+
0.08111669676836514,
|
| 1877 |
+
0.08065039341416654,
|
| 1878 |
+
0.08044654517754024,
|
| 1879 |
+
0.08037765032799117,
|
| 1880 |
+
0.07972914846689061,
|
| 1881 |
+
0.07919989290921257,
|
| 1882 |
+
0.07858418574068222,
|
| 1883 |
+
0.07844685705460891,
|
| 1884 |
+
0.07630282071783942,
|
| 1885 |
+
0.07590304016748185,
|
| 1886 |
+
0.07583546195111208,
|
| 1887 |
+
0.07555148167019682,
|
| 1888 |
+
0.07516998102471062,
|
| 1889 |
+
0.07513131567676362,
|
| 1890 |
+
0.07504344506249555,
|
| 1891 |
+
0.07493177484614995,
|
| 1892 |
+
0.07362560799592788,
|
| 1893 |
+
0.07355176389606782,
|
| 1894 |
+
0.07332007453162386,
|
| 1895 |
+
0.07312182151439425,
|
| 1896 |
+
0.07291579394528336,
|
| 1897 |
+
0.07282521539844937,
|
| 1898 |
+
0.07254127372506862,
|
| 1899 |
+
0.07150100054612896,
|
| 1900 |
+
0.0711991764548797,
|
| 1901 |
+
0.0710536933320388,
|
| 1902 |
+
0.07081998070132209,
|
| 1903 |
+
0.07035583984221461,
|
| 1904 |
+
0.07005855936593762,
|
| 1905 |
+
0.0700052603172826,
|
| 1906 |
+
0.0695359698746171,
|
| 1907 |
+
0.06931125002440164,
|
| 1908 |
+
0.06926313751205605,
|
| 1909 |
+
0.06864677206720145,
|
| 1910 |
+
0.06850744129436248,
|
| 1911 |
+
0.06838806324201299,
|
| 1912 |
+
0.06838269284840423,
|
| 1913 |
+
0.06811345447366214,
|
| 1914 |
+
0.06792570506024155,
|
| 1915 |
+
0.06778766151368332,
|
| 1916 |
+
0.06752685454671217,
|
| 1917 |
+
0.06745892822598498,
|
| 1918 |
+
0.06735358358493912,
|
| 1919 |
+
0.06712812556846968,
|
| 1920 |
+
0.06643830530211224,
|
| 1921 |
+
0.06582369687540426,
|
| 1922 |
+
0.06551661601699163,
|
| 1923 |
+
0.06539890202350233,
|
| 1924 |
+
0.06520938747452502,
|
| 1925 |
+
0.06499222034191718,
|
| 1926 |
+
0.06345124252977064,
|
| 1927 |
+
0.06286776421296256,
|
| 1928 |
+
0.06285990929511735,
|
| 1929 |
+
0.061951883200776874,
|
| 1930 |
+
0.06192151979148867,
|
| 1931 |
+
0.06094503408705831,
|
| 1932 |
+
0.06034931240652927,
|
| 1933 |
+
0.05935545436925127,
|
| 1934 |
+
0.059338486545945576,
|
| 1935 |
+
0.0592863667579969,
|
| 1936 |
+
0.05927609007535721,
|
| 1937 |
+
0.05906704206909549,
|
| 1938 |
+
0.05882063069489697,
|
| 1939 |
+
0.05855990112309346,
|
| 1940 |
+
0.058536811696719454,
|
| 1941 |
+
0.05810624850354429,
|
| 1942 |
+
0.057993830044264685,
|
| 1943 |
+
0.05780157567466327,
|
| 1944 |
+
0.05763150812961108,
|
| 1945 |
+
0.057513213734476244,
|
| 1946 |
+
0.057404387047026,
|
| 1947 |
+
0.05736262414928702,
|
| 1948 |
+
0.057131476185122175,
|
| 1949 |
+
0.05699892086966092,
|
| 1950 |
+
0.05692079222802917,
|
| 1951 |
+
0.05658818589818483,
|
| 1952 |
+
0.055737002970024256,
|
| 1953 |
+
0.055048206523869554,
|
| 1954 |
+
0.053780069204315474,
|
| 1955 |
+
0.053570472902066936,
|
| 1956 |
+
0.05342072614096635,
|
| 1957 |
+
0.0531058831236555,
|
| 1958 |
+
0.052616915736325674,
|
| 1959 |
+
0.052294719042111686,
|
| 1960 |
+
0.05129588024762328,
|
| 1961 |
+
0.051258079220940465,
|
| 1962 |
+
0.050886841903743034,
|
| 1963 |
+
0.049766829076821756,
|
| 1964 |
+
0.04913770904167264,
|
| 1965 |
+
0.04907237689915584,
|
| 1966 |
+
0.048987542104310895,
|
| 1967 |
+
0.04882826609867786,
|
| 1968 |
+
0.04870413992380481,
|
| 1969 |
+
0.04851634217479707,
|
| 1970 |
+
0.04850865933352972,
|
| 1971 |
+
0.04806831608762874,
|
| 1972 |
+
0.04804989060864822,
|
| 1973 |
+
0.047874225179903085,
|
| 1974 |
+
0.04720513753025205,
|
| 1975 |
+
0.04689338896574456,
|
| 1976 |
+
0.04647274636868618,
|
| 1977 |
+
0.046462462946218086,
|
| 1978 |
+
0.04595320524472705,
|
| 1979 |
+
0.045927681043199525,
|
| 1980 |
+
0.04589111873593846,
|
| 1981 |
+
0.045355844612552924,
|
| 1982 |
+
0.04521923666963951,
|
| 1983 |
+
0.04442530741516822,
|
| 1984 |
+
0.04426335310458556,
|
| 1985 |
+
0.04417302470572127,
|
| 1986 |
+
0.04388803649169748,
|
| 1987 |
+
0.04344565865472678,
|
| 1988 |
+
0.04295216003166972,
|
| 1989 |
+
0.04288623570581726,
|
| 1990 |
+
0.04222979754712387,
|
| 1991 |
+
0.041747480799130945,
|
| 1992 |
+
0.04153778840420448,
|
| 1993 |
+
0.040488693050657394,
|
| 1994 |
+
0.040328700923146416,
|
| 1995 |
+
0.040177001229390316,
|
| 1996 |
+
0.0398938636038488,
|
| 1997 |
+
0.039716024924734715,
|
| 1998 |
+
0.03947277373241795,
|
| 1999 |
+
0.03911785896877493,
|
| 2000 |
+
0.03838501423757581,
|
| 2001 |
+
0.03827613124562473,
|
| 2002 |
+
0.03825215483266689,
|
| 2003 |
+
0.03785330013103525,
|
| 2004 |
+
0.03735345911483795,
|
| 2005 |
+
0.03707210156646846,
|
| 2006 |
+
0.0365324106060274,
|
| 2007 |
+
0.03639412156635688,
|
| 2008 |
+
0.03637431482496064,
|
| 2009 |
+
0.0361536687250244,
|
| 2010 |
+
0.035935947868105056,
|
| 2011 |
+
0.035784128469985625,
|
| 2012 |
+
0.03560125314658444,
|
| 2013 |
+
0.035348962744814895,
|
| 2014 |
+
0.034704602150189647,
|
| 2015 |
+
0.034608345404175477,
|
| 2016 |
+
0.034607919915289456,
|
| 2017 |
+
0.0344911662861994,
|
| 2018 |
+
0.034356749668480194,
|
| 2019 |
+
0.03414645294692668,
|
| 2020 |
+
0.034098640251985446,
|
| 2021 |
+
0.033909115134157806,
|
| 2022 |
+
0.03376419566549916,
|
| 2023 |
+
0.033552577415437795,
|
| 2024 |
+
0.03353427162465694,
|
| 2025 |
+
0.03348686151558494,
|
| 2026 |
+
0.033485996155277926,
|
| 2027 |
+
0.03305032756858488,
|
| 2028 |
+
0.03298824931377945,
|
| 2029 |
+
0.03274466182320191,
|
| 2030 |
+
0.03273690934149134,
|
| 2031 |
+
0.0322188825884475,
|
| 2032 |
+
0.03196676034199987,
|
| 2033 |
+
0.03177674087553117,
|
| 2034 |
+
0.0313225247868437,
|
| 2035 |
+
0.031146291525429835,
|
| 2036 |
+
0.03072197266024755,
|
| 2037 |
+
0.03003584666773436,
|
| 2038 |
+
0.029655035310086716,
|
| 2039 |
+
0.029531397359478764,
|
| 2040 |
+
0.029306619542252995,
|
| 2041 |
+
0.029021460900389682,
|
| 2042 |
+
0.029014281935140045,
|
| 2043 |
+
0.0287583615359661,
|
| 2044 |
+
0.028159401248014825,
|
| 2045 |
+
0.027077419843893162,
|
| 2046 |
+
0.027003796291806676,
|
| 2047 |
+
0.026266137275249412,
|
| 2048 |
+
0.026024799574364963,
|
| 2049 |
+
0.025736880098568858,
|
| 2050 |
+
0.02502898099607127,
|
| 2051 |
+
0.024173631300831395,
|
| 2052 |
+
0.02411792254196789,
|
| 2053 |
+
0.02400291982376138,
|
| 2054 |
+
0.02376591555041951,
|
| 2055 |
+
0.023736705798547027,
|
| 2056 |
+
0.023630645823977052,
|
| 2057 |
+
0.023342008221025255,
|
| 2058 |
+
0.023091676720307444,
|
| 2059 |
+
0.02244203167482907,
|
| 2060 |
+
0.022279433966976327,
|
| 2061 |
+
0.02211112755873704,
|
| 2062 |
+
0.021988693007739646,
|
| 2063 |
+
0.02177119671280332,
|
| 2064 |
+
0.021051481055802346,
|
| 2065 |
+
0.02102080759043172,
|
| 2066 |
+
0.02069476494349846,
|
| 2067 |
+
0.01943090111306066,
|
| 2068 |
+
0.019332340313689907,
|
| 2069 |
+
0.018888490199440687,
|
| 2070 |
+
0.018404955160405467,
|
| 2071 |
+
0.017824500763545654,
|
| 2072 |
+
0.017293662279280295,
|
| 2073 |
+
0.017187418370087477,
|
| 2074 |
+
0.01700591335510077,
|
| 2075 |
+
0.01685198880827246,
|
| 2076 |
+
0.01649719505009447,
|
| 2077 |
+
0.01646445561944971,
|
| 2078 |
+
0.016038816496830387,
|
| 2079 |
+
0.015880992919868674,
|
| 2080 |
+
0.015834277546675816,
|
| 2081 |
+
0.015645631772095804,
|
| 2082 |
+
0.015618806825002619,
|
| 2083 |
+
0.015186651441393577,
|
| 2084 |
+
0.01511446043155615,
|
| 2085 |
+
0.015086311621816702,
|
| 2086 |
+
0.014414647073053432,
|
| 2087 |
+
0.01421076820721342,
|
| 2088 |
+
0.014166874571893365,
|
| 2089 |
+
0.014076398654340455,
|
| 2090 |
+
0.013809690272296784,
|
| 2091 |
+
0.013764128895772602,
|
| 2092 |
+
0.013632064595318676,
|
| 2093 |
+
0.013385979734358964,
|
| 2094 |
+
0.012339761622938391,
|
| 2095 |
+
0.012140325177133824,
|
| 2096 |
+
0.011927236456139292,
|
| 2097 |
+
0.01135012354882308,
|
| 2098 |
+
0.011072833313089678,
|
| 2099 |
+
0.010958908922705672,
|
| 2100 |
+
0.010870855296108274,
|
| 2101 |
+
0.010427950276298779,
|
| 2102 |
+
0.010423951783514403,
|
| 2103 |
+
0.010365680254595465,
|
| 2104 |
+
0.009688220521974829,
|
| 2105 |
+
0.009482040821729126,
|
| 2106 |
+
0.00927379422093634,
|
| 2107 |
+
0.009140180984370805,
|
| 2108 |
+
0.009014966552190966,
|
| 2109 |
+
0.008993078384056748,
|
| 2110 |
+
0.008692885825039177,
|
| 2111 |
+
0.008637358804888258,
|
| 2112 |
+
0.008234329992095136,
|
| 2113 |
+
0.008073836017480499,
|
| 2114 |
+
0.007935996057752496,
|
| 2115 |
+
0.007747000737968006,
|
| 2116 |
+
0.007645992262896222,
|
| 2117 |
+
0.007487548865809173,
|
| 2118 |
+
0.007392990886202253,
|
| 2119 |
+
0.007267423890112979,
|
| 2120 |
+
0.007261620249044623,
|
| 2121 |
+
0.007234668003946421,
|
| 2122 |
+
0.006553804197434226,
|
| 2123 |
+
0.006517090219154957,
|
| 2124 |
+
0.006413122070116473,
|
| 2125 |
+
0.006122066104197031,
|
| 2126 |
+
0.005971081160525957,
|
| 2127 |
+
0.005836740326623104,
|
| 2128 |
+
0.005763854814752787,
|
| 2129 |
+
0.005529000029356508,
|
| 2130 |
+
0.005478266004063302,
|
| 2131 |
+
0.005438843698313092,
|
| 2132 |
+
0.0054248714886357486,
|
| 2133 |
+
0.004916771659045791,
|
| 2134 |
+
0.004849057211585139,
|
| 2135 |
+
0.004329354249072131,
|
| 2136 |
+
0.003905141368105065,
|
| 2137 |
+
0.0038380648407589724,
|
| 2138 |
+
0.0037432918584543004,
|
| 2139 |
+
0.003734649501620055,
|
| 2140 |
+
0.0036929831244975784,
|
| 2141 |
+
0.0034998194245406647,
|
| 2142 |
+
0.0033315664412628017,
|
| 2143 |
+
0.003328182347987865,
|
| 2144 |
+
0.003237349283671718,
|
| 2145 |
+
0.0032297693589675293,
|
| 2146 |
+
0.0026499976232037367,
|
| 2147 |
+
0.002325460986044715,
|
| 2148 |
+
0.002252858228998541,
|
| 2149 |
+
0.0015388382614161932,
|
| 2150 |
+
0.0015233621817336259,
|
| 2151 |
+
0.0013368799636580687,
|
| 2152 |
+
0.0008536209310270245,
|
| 2153 |
+
0.0008523339559788659,
|
| 2154 |
+
0.0008080463276877933,
|
| 2155 |
+
0.0007960028432735344,
|
| 2156 |
+
0.0005197841552082958,
|
| 2157 |
+
0.0004177448941591123,
|
| 2158 |
+
0.000277300462328627,
|
| 2159 |
+
0.00018535211758488864,
|
| 2160 |
+
0.00016046931709872114,
|
| 2161 |
+
6.708710259195972e-05
|
| 2162 |
+
]
|
| 2163 |
+
},
|
| 2164 |
+
"cv_performance": {
|
| 2165 |
+
"prediction": {
|
| 2166 |
+
"accuracy": 99.28571428571428,
|
| 2167 |
+
"precision": 99.28571428571428,
|
| 2168 |
+
"recall": 100.0,
|
| 2169 |
+
"f1": 99.64106134447282
|
| 2170 |
+
},
|
| 2171 |
+
"selection": {
|
| 2172 |
+
"precision": 0.3426573540320906,
|
| 2173 |
+
"recall": 1.0416666666666665,
|
| 2174 |
+
"f1": 0.5156601167270127,
|
| 2175 |
+
"jaccard": 0.25856016093240386
|
| 2176 |
+
}
|
| 2177 |
+
}
|
| 2178 |
+
}
|
output/regress/Epilepsy/significant_genes_condition_Atherosclerosis.json
ADDED
|
@@ -0,0 +1,2196 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"significant_genes": {
|
| 3 |
+
"Variable": [
|
| 4 |
+
"ULK4P2",
|
| 5 |
+
"GARIN5B",
|
| 6 |
+
"RGS16",
|
| 7 |
+
"TFAP2A",
|
| 8 |
+
"SPDYE2",
|
| 9 |
+
"GPCPD1",
|
| 10 |
+
"FAM83C",
|
| 11 |
+
"OR10A3",
|
| 12 |
+
"PCDHGB2",
|
| 13 |
+
"TMPRSS11A",
|
| 14 |
+
"MGC15885",
|
| 15 |
+
"FRMD1",
|
| 16 |
+
"PIGR",
|
| 17 |
+
"PNLIPRP1",
|
| 18 |
+
"HORMAD1",
|
| 19 |
+
"RGPD8",
|
| 20 |
+
"S100A7",
|
| 21 |
+
"NPPC",
|
| 22 |
+
"C12orf54",
|
| 23 |
+
"H2AB1",
|
| 24 |
+
"FABP2",
|
| 25 |
+
"MRAP",
|
| 26 |
+
"AMELX",
|
| 27 |
+
"RSPO4",
|
| 28 |
+
"GAGE12J",
|
| 29 |
+
"TEX38",
|
| 30 |
+
"NEU2",
|
| 31 |
+
"GPNMB",
|
| 32 |
+
"KRTAP10-4",
|
| 33 |
+
"MYOC",
|
| 34 |
+
"FAM136BP",
|
| 35 |
+
"TPRX1",
|
| 36 |
+
"OR10Q1",
|
| 37 |
+
"PCDHB2",
|
| 38 |
+
"NHERF4",
|
| 39 |
+
"LEP",
|
| 40 |
+
"APOF",
|
| 41 |
+
"KLK1",
|
| 42 |
+
"PCDHB6",
|
| 43 |
+
"WTIP",
|
| 44 |
+
"DIO3OS",
|
| 45 |
+
"TM6SF2",
|
| 46 |
+
"LOC284009",
|
| 47 |
+
"LIPJ",
|
| 48 |
+
"PRG1",
|
| 49 |
+
"TINAG",
|
| 50 |
+
"TBX20",
|
| 51 |
+
"IDO1",
|
| 52 |
+
"KCNK10",
|
| 53 |
+
"KLF14",
|
| 54 |
+
"PACSIN3",
|
| 55 |
+
"NME6",
|
| 56 |
+
"CHODL-AS1",
|
| 57 |
+
"PLEKHG7",
|
| 58 |
+
"PRAME",
|
| 59 |
+
"NANOS2",
|
| 60 |
+
"CPS1",
|
| 61 |
+
"TRIM14",
|
| 62 |
+
"CXADRP3",
|
| 63 |
+
"SLC36A3",
|
| 64 |
+
"PCDHA8",
|
| 65 |
+
"KRT3",
|
| 66 |
+
"PRM2",
|
| 67 |
+
"FAM138D",
|
| 68 |
+
"SLED1",
|
| 69 |
+
"OR10H1",
|
| 70 |
+
"C16orf90",
|
| 71 |
+
"KLC3",
|
| 72 |
+
"CRYGB",
|
| 73 |
+
"TBXT",
|
| 74 |
+
"OR11H12",
|
| 75 |
+
"B3GNT9",
|
| 76 |
+
"PRB4",
|
| 77 |
+
"TRIM60",
|
| 78 |
+
"ARGFX",
|
| 79 |
+
"LRRC18",
|
| 80 |
+
"MINDY4",
|
| 81 |
+
"MESD",
|
| 82 |
+
"CCDC198",
|
| 83 |
+
"SLC36A2",
|
| 84 |
+
"S100G",
|
| 85 |
+
"CD34",
|
| 86 |
+
"ANGPTL3",
|
| 87 |
+
"AS3MT",
|
| 88 |
+
"OR52M1",
|
| 89 |
+
"TNNI1",
|
| 90 |
+
"TAS2R1",
|
| 91 |
+
"UGT1A7",
|
| 92 |
+
"SLN",
|
| 93 |
+
"OR4S1",
|
| 94 |
+
"WT1",
|
| 95 |
+
"H2BW2",
|
| 96 |
+
"MAGEC2",
|
| 97 |
+
"KCNH2",
|
| 98 |
+
"IGFL3",
|
| 99 |
+
"FAM3B",
|
| 100 |
+
"OR52K2",
|
| 101 |
+
"CLP1",
|
| 102 |
+
"SUN5",
|
| 103 |
+
"VPS72",
|
| 104 |
+
"FCRLA",
|
| 105 |
+
"SPINK13",
|
| 106 |
+
"H2BC1",
|
| 107 |
+
"GDF7",
|
| 108 |
+
"LY6S-AS1",
|
| 109 |
+
"NKAPP1",
|
| 110 |
+
"SDR9C7",
|
| 111 |
+
"TNK1",
|
| 112 |
+
"PRAMEF18",
|
| 113 |
+
"LINC00173",
|
| 114 |
+
"PDCL2",
|
| 115 |
+
"TMC3",
|
| 116 |
+
"ACE2",
|
| 117 |
+
"CFAP45",
|
| 118 |
+
"CEACAM7",
|
| 119 |
+
"FKSG29",
|
| 120 |
+
"CPA6",
|
| 121 |
+
"ACTRT3",
|
| 122 |
+
"H4C6",
|
| 123 |
+
"RNF186",
|
| 124 |
+
"EGLN3",
|
| 125 |
+
"VWDE",
|
| 126 |
+
"FAM99A",
|
| 127 |
+
"FREY1",
|
| 128 |
+
"PROX2",
|
| 129 |
+
"SNX31",
|
| 130 |
+
"MUC21",
|
| 131 |
+
"SOX3",
|
| 132 |
+
"OR6F1",
|
| 133 |
+
"ZAN",
|
| 134 |
+
"PLGLA",
|
| 135 |
+
"BCL11A",
|
| 136 |
+
"MYO7B",
|
| 137 |
+
"HLA-DQA2",
|
| 138 |
+
"SDHAF3",
|
| 139 |
+
"MOS",
|
| 140 |
+
"OR56B1",
|
| 141 |
+
"KRT12",
|
| 142 |
+
"LYPD4",
|
| 143 |
+
"OR1N2",
|
| 144 |
+
"IFNA21",
|
| 145 |
+
"ANKRD33",
|
| 146 |
+
"NDUFAF6",
|
| 147 |
+
"OR2T34",
|
| 148 |
+
"MIA2",
|
| 149 |
+
"HNF1A",
|
| 150 |
+
"ASIP",
|
| 151 |
+
"TRMT12",
|
| 152 |
+
"GPR148",
|
| 153 |
+
"SNORD67",
|
| 154 |
+
"OR4K1",
|
| 155 |
+
"DYNAP",
|
| 156 |
+
"FLJ13224",
|
| 157 |
+
"CRYBB3",
|
| 158 |
+
"CLEC4GP1",
|
| 159 |
+
"MS4A12",
|
| 160 |
+
"SNORA36B",
|
| 161 |
+
"LINC00589",
|
| 162 |
+
"ALDH1A1",
|
| 163 |
+
"PRAMEF5",
|
| 164 |
+
"PABPC1P2",
|
| 165 |
+
"DNAJC15",
|
| 166 |
+
"CATSPER4",
|
| 167 |
+
"CPZ",
|
| 168 |
+
"AFM",
|
| 169 |
+
"UPK3BL1",
|
| 170 |
+
"OR8A1",
|
| 171 |
+
"KRTAP9-2",
|
| 172 |
+
"IQCF6",
|
| 173 |
+
"CFHR1",
|
| 174 |
+
"SNORA3B",
|
| 175 |
+
"HSF5",
|
| 176 |
+
"DDI1",
|
| 177 |
+
"HCN4",
|
| 178 |
+
"FSHR",
|
| 179 |
+
"AIRE",
|
| 180 |
+
"OR2AT4",
|
| 181 |
+
"HCRTR1",
|
| 182 |
+
"NPHP3-AS1",
|
| 183 |
+
"ZNF625",
|
| 184 |
+
"RGPD5",
|
| 185 |
+
"YIPF7",
|
| 186 |
+
"OR4C3",
|
| 187 |
+
"STX19",
|
| 188 |
+
"CLDN25",
|
| 189 |
+
"NETO2",
|
| 190 |
+
"CLCA3P",
|
| 191 |
+
"C10orf53",
|
| 192 |
+
"CPLX4",
|
| 193 |
+
"TTTY19",
|
| 194 |
+
"OR52I2",
|
| 195 |
+
"OR56A4",
|
| 196 |
+
"KRTAP2-1",
|
| 197 |
+
"SMCO2",
|
| 198 |
+
"GOLGA8DP",
|
| 199 |
+
"SLC2A2",
|
| 200 |
+
"PHKA2",
|
| 201 |
+
"SNORA38B",
|
| 202 |
+
"OR1S1",
|
| 203 |
+
"DPRX",
|
| 204 |
+
"LRRC70",
|
| 205 |
+
"MYH8",
|
| 206 |
+
"TNF",
|
| 207 |
+
"SERPINB4",
|
| 208 |
+
"CLEC4F",
|
| 209 |
+
"PCDHA9",
|
| 210 |
+
"IGDCC4",
|
| 211 |
+
"PPP1R14D",
|
| 212 |
+
"PCSK9",
|
| 213 |
+
"OR4X2",
|
| 214 |
+
"AADACL4",
|
| 215 |
+
"SMN2",
|
| 216 |
+
"HRNR",
|
| 217 |
+
"RPS27",
|
| 218 |
+
"SAYSD1",
|
| 219 |
+
"TAB3",
|
| 220 |
+
"TRIM72",
|
| 221 |
+
"CT47B1",
|
| 222 |
+
"ZNF334",
|
| 223 |
+
"FBXO6",
|
| 224 |
+
"TBC1D3G",
|
| 225 |
+
"HNRNPCL1",
|
| 226 |
+
"ZNF174",
|
| 227 |
+
"TRIM10",
|
| 228 |
+
"RNASE7",
|
| 229 |
+
"IHO1",
|
| 230 |
+
"LINC02694",
|
| 231 |
+
"PPIAL4A",
|
| 232 |
+
"FIBIN",
|
| 233 |
+
"KRTAP1-1",
|
| 234 |
+
"UBE2DNL",
|
| 235 |
+
"POU1F1",
|
| 236 |
+
"PXMP4",
|
| 237 |
+
"LRRC74A",
|
| 238 |
+
"FABP12",
|
| 239 |
+
"ERRFI1",
|
| 240 |
+
"OR11L1",
|
| 241 |
+
"OR5AN1",
|
| 242 |
+
"ESPNP",
|
| 243 |
+
"LCE3A",
|
| 244 |
+
"SUSD1",
|
| 245 |
+
"MOGAT3",
|
| 246 |
+
"CFHR4",
|
| 247 |
+
"LRRC37A2",
|
| 248 |
+
"CIB3",
|
| 249 |
+
"XAGE3",
|
| 250 |
+
"GP2",
|
| 251 |
+
"USP29",
|
| 252 |
+
"PCDHGA6",
|
| 253 |
+
"KLHL14",
|
| 254 |
+
"WDSUB1",
|
| 255 |
+
"KRTAP4-7",
|
| 256 |
+
"NME3",
|
| 257 |
+
"HELT",
|
| 258 |
+
"A4GNT",
|
| 259 |
+
"KRT23",
|
| 260 |
+
"IL1B",
|
| 261 |
+
"LINC00051",
|
| 262 |
+
"APOBEC3A",
|
| 263 |
+
"PCDHB4",
|
| 264 |
+
"OR2T6",
|
| 265 |
+
"SCGB2B2",
|
| 266 |
+
"ALOX15",
|
| 267 |
+
"FZD9",
|
| 268 |
+
"GAGE12D",
|
| 269 |
+
"ZNF880",
|
| 270 |
+
"PCDH10",
|
| 271 |
+
"CCDC38",
|
| 272 |
+
"GARIN3",
|
| 273 |
+
"LIN7A",
|
| 274 |
+
"FRG2",
|
| 275 |
+
"FAM47C",
|
| 276 |
+
"STON1-GTF2A1L",
|
| 277 |
+
"MIOX",
|
| 278 |
+
"ZNF594",
|
| 279 |
+
"GOLGA8B",
|
| 280 |
+
"NXPH2",
|
| 281 |
+
"ANO2",
|
| 282 |
+
"RHEBL1",
|
| 283 |
+
"ULK2",
|
| 284 |
+
"PAGE5",
|
| 285 |
+
"ARFGAP3",
|
| 286 |
+
"PCDHGA5",
|
| 287 |
+
"CCL1",
|
| 288 |
+
"KASH5",
|
| 289 |
+
"NBPF14",
|
| 290 |
+
"CDH19",
|
| 291 |
+
"OR1F2P",
|
| 292 |
+
"PZP",
|
| 293 |
+
"RHBG",
|
| 294 |
+
"SYNE4",
|
| 295 |
+
"RBM48",
|
| 296 |
+
"PNPLA1",
|
| 297 |
+
"IL37",
|
| 298 |
+
"PTH2",
|
| 299 |
+
"CCDC196",
|
| 300 |
+
"ING1",
|
| 301 |
+
"OR2T33",
|
| 302 |
+
"FAM138B",
|
| 303 |
+
"OR10P1",
|
| 304 |
+
"ADGRF2P",
|
| 305 |
+
"INTS4P2",
|
| 306 |
+
"CSPG4P2Y",
|
| 307 |
+
"ASZ1",
|
| 308 |
+
"TSBP1",
|
| 309 |
+
"GAGE1",
|
| 310 |
+
"DHRS4-AS1",
|
| 311 |
+
"PLA2G2C",
|
| 312 |
+
"KRTAP9-9",
|
| 313 |
+
"RHAG",
|
| 314 |
+
"OR6B3",
|
| 315 |
+
"TBC1D26",
|
| 316 |
+
"RSPH6A",
|
| 317 |
+
"CRISP3",
|
| 318 |
+
"H3-4",
|
| 319 |
+
"TDRD12",
|
| 320 |
+
"HS3ST6",
|
| 321 |
+
"ZNF311",
|
| 322 |
+
"ATP2A1",
|
| 323 |
+
"LDLRAD1",
|
| 324 |
+
"USH1G",
|
| 325 |
+
"PPP1R2B",
|
| 326 |
+
"LOC100192426",
|
| 327 |
+
"FLACC1",
|
| 328 |
+
"NCF1C",
|
| 329 |
+
"LCN1",
|
| 330 |
+
"EPCIP-AS1",
|
| 331 |
+
"F2",
|
| 332 |
+
"ABCB5",
|
| 333 |
+
"CRCT1",
|
| 334 |
+
"ASPRV1",
|
| 335 |
+
"TCL1A",
|
| 336 |
+
"ZBED1",
|
| 337 |
+
"SRP54",
|
| 338 |
+
"IFNK",
|
| 339 |
+
"OR5P3",
|
| 340 |
+
"RPL21P44",
|
| 341 |
+
"KRTAP6-2",
|
| 342 |
+
"AP1M2",
|
| 343 |
+
"PCDHGB1",
|
| 344 |
+
"LINC00469",
|
| 345 |
+
"OR6T1",
|
| 346 |
+
"OR4F4",
|
| 347 |
+
"KCNQ5",
|
| 348 |
+
"VN1R4",
|
| 349 |
+
"POLR2J2",
|
| 350 |
+
"XCR1",
|
| 351 |
+
"RNASE11",
|
| 352 |
+
"PEDS1-UBE2V1",
|
| 353 |
+
"USP26",
|
| 354 |
+
"DSCR9",
|
| 355 |
+
"TTC22",
|
| 356 |
+
"SLC10A2",
|
| 357 |
+
"JAML",
|
| 358 |
+
"MDM4",
|
| 359 |
+
"MED22",
|
| 360 |
+
"ADH1A",
|
| 361 |
+
"SUPT20HL1",
|
| 362 |
+
"OR4C6",
|
| 363 |
+
"LOC284788",
|
| 364 |
+
"SLC23A1",
|
| 365 |
+
"GDE1",
|
| 366 |
+
"SPINK4",
|
| 367 |
+
"CST9",
|
| 368 |
+
"ICAM4",
|
| 369 |
+
"HLA-DQB2",
|
| 370 |
+
"NPY2R",
|
| 371 |
+
"IFNA2",
|
| 372 |
+
"LCE2C",
|
| 373 |
+
"ESPNL",
|
| 374 |
+
"PAX2",
|
| 375 |
+
"NAPSB",
|
| 376 |
+
"GARIN6",
|
| 377 |
+
"SNORA5C",
|
| 378 |
+
"TAS2R3",
|
| 379 |
+
"IL12RB2",
|
| 380 |
+
"CSTPP1",
|
| 381 |
+
"MBD3L5",
|
| 382 |
+
"ARMCX6",
|
| 383 |
+
"CLRN1-AS1",
|
| 384 |
+
"PPAN-P2RY11",
|
| 385 |
+
"TMPRSS11BNL",
|
| 386 |
+
"ACSM6",
|
| 387 |
+
"OR5M3",
|
| 388 |
+
"LILRB5",
|
| 389 |
+
"MAGEA9B",
|
| 390 |
+
"OR4M2",
|
| 391 |
+
"RPA4",
|
| 392 |
+
"GLMP",
|
| 393 |
+
"NT5C1B",
|
| 394 |
+
"KRT39",
|
| 395 |
+
"SERPINF2",
|
| 396 |
+
"OR10S1",
|
| 397 |
+
"PRAMEF11",
|
| 398 |
+
"OR2A12",
|
| 399 |
+
"LRRC69",
|
| 400 |
+
"KRTAP4-3",
|
| 401 |
+
"OR2L1P",
|
| 402 |
+
"TUBAL3",
|
| 403 |
+
"SPMIP8",
|
| 404 |
+
"OCLN",
|
| 405 |
+
"CD300LD-AS1",
|
| 406 |
+
"LRRC30",
|
| 407 |
+
"OR2B3",
|
| 408 |
+
"OR11H1",
|
| 409 |
+
"MID2",
|
| 410 |
+
"RAG2",
|
| 411 |
+
"PXT1",
|
| 412 |
+
"OR10G3",
|
| 413 |
+
"CDIN1",
|
| 414 |
+
"ADGRF4",
|
| 415 |
+
"GALK2",
|
| 416 |
+
"TBX10",
|
| 417 |
+
"ANKRD36B",
|
| 418 |
+
"MAGEB18",
|
| 419 |
+
"ZFP1",
|
| 420 |
+
"ERICH6B",
|
| 421 |
+
"FAM47A",
|
| 422 |
+
"GUCY2GP",
|
| 423 |
+
"ANTXRL",
|
| 424 |
+
"FOXD3",
|
| 425 |
+
"DEFB110",
|
| 426 |
+
"SERPINB10",
|
| 427 |
+
"DEFB129",
|
| 428 |
+
"TFAP2D",
|
| 429 |
+
"POLH",
|
| 430 |
+
"IGFL2",
|
| 431 |
+
"SNORA69",
|
| 432 |
+
"PCGEM1",
|
| 433 |
+
"SEPTIN14",
|
| 434 |
+
"CHMP7",
|
| 435 |
+
"EMC10",
|
| 436 |
+
"PAX8",
|
| 437 |
+
"CT45A1",
|
| 438 |
+
"POU4F3",
|
| 439 |
+
"INHBA",
|
| 440 |
+
"LINC00200",
|
| 441 |
+
"OR51G2",
|
| 442 |
+
"MAGEB4",
|
| 443 |
+
"THEM4",
|
| 444 |
+
"DPPA3",
|
| 445 |
+
"LOC728024",
|
| 446 |
+
"RP9",
|
| 447 |
+
"SLC15A1",
|
| 448 |
+
"CERS3",
|
| 449 |
+
"OIT3",
|
| 450 |
+
"KRTAP3-3",
|
| 451 |
+
"CASR",
|
| 452 |
+
"PCDHGB3",
|
| 453 |
+
"C16orf46",
|
| 454 |
+
"OR2G2",
|
| 455 |
+
"SPIB",
|
| 456 |
+
"PLEKHG4",
|
| 457 |
+
"UCP1",
|
| 458 |
+
"LINC01565",
|
| 459 |
+
"OR4C46",
|
| 460 |
+
"AKR7A3",
|
| 461 |
+
"RAET1G",
|
| 462 |
+
"UOX",
|
| 463 |
+
"TUBB7P",
|
| 464 |
+
"NAIP",
|
| 465 |
+
"MGC27382",
|
| 466 |
+
"TAS2R8",
|
| 467 |
+
"AOX2P",
|
| 468 |
+
"DEFB109A",
|
| 469 |
+
"RAET1E",
|
| 470 |
+
"ADAMTS16",
|
| 471 |
+
"L1TD1",
|
| 472 |
+
"NOBOX",
|
| 473 |
+
"FAM27E5",
|
| 474 |
+
"TG",
|
| 475 |
+
"GNAT3",
|
| 476 |
+
"TRIM49",
|
| 477 |
+
"KRTAP20-4",
|
| 478 |
+
"OR6C76",
|
| 479 |
+
"SDHAP3",
|
| 480 |
+
"OR2F2",
|
| 481 |
+
"LCE3D",
|
| 482 |
+
"SNORA16B",
|
| 483 |
+
"PLSCR4",
|
| 484 |
+
"AVP",
|
| 485 |
+
"ASB12",
|
| 486 |
+
"GSTA5",
|
| 487 |
+
"PTPRQ",
|
| 488 |
+
"OR2M1P",
|
| 489 |
+
"HBZ",
|
| 490 |
+
"ASCL3",
|
| 491 |
+
"RGS13",
|
| 492 |
+
"DEFB115",
|
| 493 |
+
"CTH",
|
| 494 |
+
"HBG2",
|
| 495 |
+
"CIMIP4",
|
| 496 |
+
"NGF",
|
| 497 |
+
"LINC00323",
|
| 498 |
+
"SERPINA13P",
|
| 499 |
+
"FMO6P",
|
| 500 |
+
"OR2L8",
|
| 501 |
+
"DGAT2L6",
|
| 502 |
+
"TTTY22",
|
| 503 |
+
"ZNG1A",
|
| 504 |
+
"SELE",
|
| 505 |
+
"CT45A6",
|
| 506 |
+
"MGAM",
|
| 507 |
+
"OR10X1",
|
| 508 |
+
"GATA6",
|
| 509 |
+
"SLC26A5",
|
| 510 |
+
"FOXD4L5",
|
| 511 |
+
"OR6C4",
|
| 512 |
+
"LINC00479",
|
| 513 |
+
"HAND1",
|
| 514 |
+
"CHST13",
|
| 515 |
+
"KRTAP19-6",
|
| 516 |
+
"HSFY1P1",
|
| 517 |
+
"DPPA2",
|
| 518 |
+
"LINC01555",
|
| 519 |
+
"TPD52L3",
|
| 520 |
+
"OR5D16",
|
| 521 |
+
"CYP4A22",
|
| 522 |
+
"HBG1",
|
| 523 |
+
"OR2T12",
|
| 524 |
+
"RFPL3",
|
| 525 |
+
"GINS3",
|
| 526 |
+
"GP9",
|
| 527 |
+
"OR5AS1",
|
| 528 |
+
"TEX11",
|
| 529 |
+
"EPS8L3",
|
| 530 |
+
"RP1",
|
| 531 |
+
"MT4",
|
| 532 |
+
"CDY1",
|
| 533 |
+
"OR1B1",
|
| 534 |
+
"SIGLEC6",
|
| 535 |
+
"MAGEA5P",
|
| 536 |
+
"LINC00312",
|
| 537 |
+
"NANOS1",
|
| 538 |
+
"SPAG11A",
|
| 539 |
+
"UBB",
|
| 540 |
+
"LGALS9B",
|
| 541 |
+
"MSGN1",
|
| 542 |
+
"MLEC",
|
| 543 |
+
"ARL14",
|
| 544 |
+
"KRTAP5-5",
|
| 545 |
+
"OVCH2",
|
| 546 |
+
"LOC284379",
|
| 547 |
+
"EZR",
|
| 548 |
+
"SCP2D1",
|
| 549 |
+
"BTC",
|
| 550 |
+
"PAGE1",
|
| 551 |
+
"HTR2B",
|
| 552 |
+
"TRDN",
|
| 553 |
+
"DEFA6",
|
| 554 |
+
"LINC00207",
|
| 555 |
+
"PKD1L3",
|
| 556 |
+
"RAD51AP2",
|
| 557 |
+
"OBSCN",
|
| 558 |
+
"LPAR2",
|
| 559 |
+
"MBOAT4",
|
| 560 |
+
"TPD52",
|
| 561 |
+
"GUCY2F",
|
| 562 |
+
"CABP4",
|
| 563 |
+
"EDAR",
|
| 564 |
+
"DNLZ",
|
| 565 |
+
"HEMGN",
|
| 566 |
+
"MBL2",
|
| 567 |
+
"B4GALNT2",
|
| 568 |
+
"CCDC73",
|
| 569 |
+
"HOXD8",
|
| 570 |
+
"SETD9",
|
| 571 |
+
"OR8U1",
|
| 572 |
+
"TPI1P3",
|
| 573 |
+
"TM4SF20",
|
| 574 |
+
"PSG5",
|
| 575 |
+
"OR2T5",
|
| 576 |
+
"PSG3",
|
| 577 |
+
"SLC12A1",
|
| 578 |
+
"OR11H4",
|
| 579 |
+
"MUCL1",
|
| 580 |
+
"PRORSD1P",
|
| 581 |
+
"TBC1D29P",
|
| 582 |
+
"PKHD1",
|
| 583 |
+
"SMIM15",
|
| 584 |
+
"HSP90AB4P",
|
| 585 |
+
"IQCF3",
|
| 586 |
+
"ADGRF1",
|
| 587 |
+
"FAM99B",
|
| 588 |
+
"RUNX1-IT1",
|
| 589 |
+
"HAUS2",
|
| 590 |
+
"ADH1B",
|
| 591 |
+
"KRTAP12-3",
|
| 592 |
+
"SPATA31A6",
|
| 593 |
+
"GPHA2",
|
| 594 |
+
"FKBP6",
|
| 595 |
+
"SLC22A20P",
|
| 596 |
+
"TOPAZ1",
|
| 597 |
+
"C9orf57",
|
| 598 |
+
"MUC2",
|
| 599 |
+
"PASD1",
|
| 600 |
+
"IL27",
|
| 601 |
+
"ALPG",
|
| 602 |
+
"CRH",
|
| 603 |
+
"OR1K1",
|
| 604 |
+
"BTLA",
|
| 605 |
+
"CDCA7",
|
| 606 |
+
"PAX4",
|
| 607 |
+
"ZP4",
|
| 608 |
+
"COL6A5",
|
| 609 |
+
"ACTL10",
|
| 610 |
+
"FLT3",
|
| 611 |
+
"LACRT",
|
| 612 |
+
"ZNF16",
|
| 613 |
+
"FCGR3B",
|
| 614 |
+
"OR13C3",
|
| 615 |
+
"C3orf18",
|
| 616 |
+
"APOLD1",
|
| 617 |
+
"CIMIP2B",
|
| 618 |
+
"LINC01599",
|
| 619 |
+
"MMP27",
|
| 620 |
+
"IGFBP3",
|
| 621 |
+
"TMEM26",
|
| 622 |
+
"CYP2R1",
|
| 623 |
+
"LANCL3",
|
| 624 |
+
"OR9Q1",
|
| 625 |
+
"ATIC",
|
| 626 |
+
"LINC00588",
|
| 627 |
+
"PCDHB5",
|
| 628 |
+
"FLG2",
|
| 629 |
+
"WFDC10B",
|
| 630 |
+
"ARFRP1",
|
| 631 |
+
"SPMIP2",
|
| 632 |
+
"TMEM244",
|
| 633 |
+
"CHRNG",
|
| 634 |
+
"RAET1L",
|
| 635 |
+
"SPINK6",
|
| 636 |
+
"FAM66D",
|
| 637 |
+
"SLC6A5",
|
| 638 |
+
"HTR1A",
|
| 639 |
+
"GDPGP1",
|
| 640 |
+
"WNT8B",
|
| 641 |
+
"LINC00597",
|
| 642 |
+
"MCCD1",
|
| 643 |
+
"SFTA2",
|
| 644 |
+
"L3MBTL3",
|
| 645 |
+
"RPL3L",
|
| 646 |
+
"ADAM7",
|
| 647 |
+
"ENTPD8",
|
| 648 |
+
"POR",
|
| 649 |
+
"ZDHHC3",
|
| 650 |
+
"IL21",
|
| 651 |
+
"MT1B",
|
| 652 |
+
"OR10G2",
|
| 653 |
+
"CEACAM22P",
|
| 654 |
+
"CDRT15",
|
| 655 |
+
"SULT1A1",
|
| 656 |
+
"TRPC4",
|
| 657 |
+
"OR2T35",
|
| 658 |
+
"ALOX12",
|
| 659 |
+
"KCP",
|
| 660 |
+
"CD300LD",
|
| 661 |
+
"LHFPL7",
|
| 662 |
+
"CATSPER3",
|
| 663 |
+
"PRM1",
|
| 664 |
+
"SELP",
|
| 665 |
+
"KRTAP10-5",
|
| 666 |
+
"OR5AP2",
|
| 667 |
+
"SLC22A16",
|
| 668 |
+
"H3C13",
|
| 669 |
+
"SKINT1L",
|
| 670 |
+
"OR2M5",
|
| 671 |
+
"TDRD7",
|
| 672 |
+
"VGLL4",
|
| 673 |
+
"SLC22A13",
|
| 674 |
+
"PRR30",
|
| 675 |
+
"MRPL42P5",
|
| 676 |
+
"PCAT4",
|
| 677 |
+
"TMTC4",
|
| 678 |
+
"FGL1",
|
| 679 |
+
"CABS1",
|
| 680 |
+
"ITLN1",
|
| 681 |
+
"HSP90AB1",
|
| 682 |
+
"LIMS3-LOC440895",
|
| 683 |
+
"FGF18",
|
| 684 |
+
"SNAR-D",
|
| 685 |
+
"KRT74",
|
| 686 |
+
"SPACA5",
|
| 687 |
+
"TOMM20L",
|
| 688 |
+
"S100A12",
|
| 689 |
+
"PSG1",
|
| 690 |
+
"NDST4",
|
| 691 |
+
"GJB4",
|
| 692 |
+
"COL6A4P1",
|
| 693 |
+
"IFNA8",
|
| 694 |
+
"MXRA5",
|
| 695 |
+
"DNAJC25-GNG10",
|
| 696 |
+
"PCDHGA8",
|
| 697 |
+
"SFTPA1",
|
| 698 |
+
"PCNAP1",
|
| 699 |
+
"MSMB",
|
| 700 |
+
"OR51T1",
|
| 701 |
+
"MS4A2",
|
| 702 |
+
"OR51D1",
|
| 703 |
+
"SYCP3",
|
| 704 |
+
"ZNF71",
|
| 705 |
+
"ALDH7A1",
|
| 706 |
+
"NLRP13",
|
| 707 |
+
"SHMT2",
|
| 708 |
+
"SLC22A4",
|
| 709 |
+
"GBP4",
|
| 710 |
+
"LCE1D",
|
| 711 |
+
"RPL9",
|
| 712 |
+
"LOC642929",
|
| 713 |
+
"B4GALNT3",
|
| 714 |
+
"ENTPD1",
|
| 715 |
+
"BARHL1",
|
| 716 |
+
"GLP1R",
|
| 717 |
+
"LAX1",
|
| 718 |
+
"TXNIP",
|
| 719 |
+
"LINC00473",
|
| 720 |
+
"DPPA5",
|
| 721 |
+
"OR10AG1",
|
| 722 |
+
"TMEM72",
|
| 723 |
+
"WFDC11",
|
| 724 |
+
"CARD17P",
|
| 725 |
+
"PIGA",
|
| 726 |
+
"FGFBP1",
|
| 727 |
+
"GPD2"
|
| 728 |
+
],
|
| 729 |
+
"Coefficient": [
|
| 730 |
+
-0.7487119382940453,
|
| 731 |
+
-0.7336644664191835,
|
| 732 |
+
-0.7092443403225742,
|
| 733 |
+
-0.7027675391213382,
|
| 734 |
+
0.6970564987241595,
|
| 735 |
+
-0.6889931506612125,
|
| 736 |
+
-0.6392162530333297,
|
| 737 |
+
0.6257991952078354,
|
| 738 |
+
-0.6158867634154258,
|
| 739 |
+
0.5682417408763067,
|
| 740 |
+
0.5382043654495161,
|
| 741 |
+
0.5325147404550492,
|
| 742 |
+
-0.5278278012226697,
|
| 743 |
+
-0.5221398710400689,
|
| 744 |
+
0.508622837281245,
|
| 745 |
+
-0.5019216370818199,
|
| 746 |
+
0.5010546726408238,
|
| 747 |
+
0.4946248329516385,
|
| 748 |
+
-0.48521992048332635,
|
| 749 |
+
0.48012012384470715,
|
| 750 |
+
0.47017133043805936,
|
| 751 |
+
-0.46305850621800326,
|
| 752 |
+
-0.4547380172904057,
|
| 753 |
+
0.45257490295021385,
|
| 754 |
+
0.44149578338585727,
|
| 755 |
+
-0.43839150228747253,
|
| 756 |
+
0.43294526608139783,
|
| 757 |
+
0.43091539786380245,
|
| 758 |
+
-0.42503414336969547,
|
| 759 |
+
0.41968780232074926,
|
| 760 |
+
-0.4124405501061997,
|
| 761 |
+
-0.40623424541270436,
|
| 762 |
+
-0.40611526064319436,
|
| 763 |
+
0.4061124333548079,
|
| 764 |
+
0.4031489659766699,
|
| 765 |
+
-0.3998554131836795,
|
| 766 |
+
-0.3944079837531265,
|
| 767 |
+
-0.39154819719578077,
|
| 768 |
+
0.3861333090645746,
|
| 769 |
+
0.3815476975309344,
|
| 770 |
+
0.38149694814494944,
|
| 771 |
+
-0.3765433765337475,
|
| 772 |
+
0.37545136074000424,
|
| 773 |
+
0.3750440663355866,
|
| 774 |
+
0.37341959584745005,
|
| 775 |
+
0.3651041828622723,
|
| 776 |
+
0.3622566735791127,
|
| 777 |
+
-0.36148166152034394,
|
| 778 |
+
-0.36010495516781793,
|
| 779 |
+
-0.3600796653227002,
|
| 780 |
+
-0.35504504832777434,
|
| 781 |
+
0.35170813892124386,
|
| 782 |
+
0.3516907362887163,
|
| 783 |
+
-0.346709583435177,
|
| 784 |
+
-0.34537283516718725,
|
| 785 |
+
0.34331133736404457,
|
| 786 |
+
-0.3428217904948705,
|
| 787 |
+
0.3424612694762602,
|
| 788 |
+
0.34120358306692816,
|
| 789 |
+
0.33962865844691936,
|
| 790 |
+
0.3377386765254999,
|
| 791 |
+
-0.3371572571116586,
|
| 792 |
+
-0.33553908777750907,
|
| 793 |
+
-0.33503228467187207,
|
| 794 |
+
-0.33293883342719927,
|
| 795 |
+
0.33288084564946263,
|
| 796 |
+
-0.33045574908297626,
|
| 797 |
+
-0.32948469887205883,
|
| 798 |
+
0.3274485146004084,
|
| 799 |
+
-0.3274122679885813,
|
| 800 |
+
0.3272626369261126,
|
| 801 |
+
-0.3252888669320324,
|
| 802 |
+
0.32420373413033443,
|
| 803 |
+
-0.3221697353029198,
|
| 804 |
+
0.32097258204032014,
|
| 805 |
+
0.31755155241625993,
|
| 806 |
+
-0.3141939962095078,
|
| 807 |
+
0.30880663407033454,
|
| 808 |
+
0.3062568709117695,
|
| 809 |
+
0.30592454885340536,
|
| 810 |
+
0.3044011932113861,
|
| 811 |
+
-0.3040190732693262,
|
| 812 |
+
0.30116442659304826,
|
| 813 |
+
0.30089581957456557,
|
| 814 |
+
0.2994733655163776,
|
| 815 |
+
-0.29902989417727605,
|
| 816 |
+
0.2980784528598894,
|
| 817 |
+
-0.29716683082906253,
|
| 818 |
+
0.29385340849730535,
|
| 819 |
+
0.29285730640964713,
|
| 820 |
+
-0.2928519826572166,
|
| 821 |
+
0.292188479484355,
|
| 822 |
+
0.29124517978187425,
|
| 823 |
+
0.2912282279266365,
|
| 824 |
+
-0.29099362796175393,
|
| 825 |
+
0.2897984859861734,
|
| 826 |
+
0.289519010639029,
|
| 827 |
+
0.2887258734938325,
|
| 828 |
+
0.2886618552915102,
|
| 829 |
+
0.28817712109594545,
|
| 830 |
+
-0.2867587770332265,
|
| 831 |
+
-0.28573557497166385,
|
| 832 |
+
0.28544209859137737,
|
| 833 |
+
-0.2847210396717289,
|
| 834 |
+
0.28404160875074713,
|
| 835 |
+
0.28303637388358216,
|
| 836 |
+
-0.2823276803476712,
|
| 837 |
+
0.28037156616986764,
|
| 838 |
+
-0.2803432575406449,
|
| 839 |
+
0.2800300898251409,
|
| 840 |
+
0.2792632476742569,
|
| 841 |
+
-0.2779740921358565,
|
| 842 |
+
-0.277693767904633,
|
| 843 |
+
0.2764656052846391,
|
| 844 |
+
-0.27409760902419644,
|
| 845 |
+
-0.27265841301469207,
|
| 846 |
+
0.2700373765277557,
|
| 847 |
+
-0.2695449292876193,
|
| 848 |
+
0.26886125839753205,
|
| 849 |
+
0.2686799247355782,
|
| 850 |
+
0.2644566369395866,
|
| 851 |
+
0.26301858152318447,
|
| 852 |
+
-0.26214087673206626,
|
| 853 |
+
-0.26145184946141425,
|
| 854 |
+
0.261358097378736,
|
| 855 |
+
-0.260432792263656,
|
| 856 |
+
0.2581180444301002,
|
| 857 |
+
-0.25760682479743124,
|
| 858 |
+
-0.25664630331506644,
|
| 859 |
+
0.2553604569491384,
|
| 860 |
+
0.2544153090009217,
|
| 861 |
+
0.25158835933757967,
|
| 862 |
+
-0.25136465324748963,
|
| 863 |
+
-0.2511254283788849,
|
| 864 |
+
-0.2509479134191636,
|
| 865 |
+
0.2501463395783124,
|
| 866 |
+
0.24859442295897605,
|
| 867 |
+
-0.245995402997415,
|
| 868 |
+
-0.24549809907268788,
|
| 869 |
+
0.24378331429474115,
|
| 870 |
+
-0.24270861481272932,
|
| 871 |
+
-0.24129263451731123,
|
| 872 |
+
0.24120163000358466,
|
| 873 |
+
0.24086721644971743,
|
| 874 |
+
0.2380016071035181,
|
| 875 |
+
-0.2366147135105531,
|
| 876 |
+
0.2364066029154694,
|
| 877 |
+
-0.2354203414469379,
|
| 878 |
+
-0.2335002067949063,
|
| 879 |
+
-0.23336436027264323,
|
| 880 |
+
0.23317975877889185,
|
| 881 |
+
0.23241015777662818,
|
| 882 |
+
0.23149207598028895,
|
| 883 |
+
-0.2300322476197587,
|
| 884 |
+
0.2297995802839582,
|
| 885 |
+
0.22815878001053802,
|
| 886 |
+
0.22806744577826815,
|
| 887 |
+
0.22642548033311521,
|
| 888 |
+
-0.22605620305599594,
|
| 889 |
+
-0.22596765780911507,
|
| 890 |
+
0.22576256880478404,
|
| 891 |
+
0.22542595059317544,
|
| 892 |
+
-0.2245381295000417,
|
| 893 |
+
-0.2245119604150323,
|
| 894 |
+
-0.22392111563564143,
|
| 895 |
+
-0.2229559983009121,
|
| 896 |
+
-0.22172464090240965,
|
| 897 |
+
0.2189584179636693,
|
| 898 |
+
-0.2185431280591035,
|
| 899 |
+
-0.21786924451919967,
|
| 900 |
+
-0.21733485297307376,
|
| 901 |
+
-0.21727013632043168,
|
| 902 |
+
0.21653537684468738,
|
| 903 |
+
0.21647201360931836,
|
| 904 |
+
-0.21624334807613615,
|
| 905 |
+
0.21565815044040337,
|
| 906 |
+
-0.21492267676723226,
|
| 907 |
+
-0.21425530799624726,
|
| 908 |
+
-0.21305511187101225,
|
| 909 |
+
-0.21275060778340665,
|
| 910 |
+
0.21213548816545647,
|
| 911 |
+
-0.21150038007607397,
|
| 912 |
+
-0.2113748108734949,
|
| 913 |
+
-0.21084082416749506,
|
| 914 |
+
0.20967634556994855,
|
| 915 |
+
0.2093619384843958,
|
| 916 |
+
-0.20849898361440908,
|
| 917 |
+
-0.20804800397485732,
|
| 918 |
+
-0.2078526893422238,
|
| 919 |
+
0.20542604474503914,
|
| 920 |
+
0.20527025587080158,
|
| 921 |
+
-0.20523500209654424,
|
| 922 |
+
-0.20438392296184102,
|
| 923 |
+
0.20413520448537897,
|
| 924 |
+
-0.20360632364681489,
|
| 925 |
+
-0.20180300238441648,
|
| 926 |
+
0.20008933536341017,
|
| 927 |
+
-0.199883917183312,
|
| 928 |
+
0.19763676033437225,
|
| 929 |
+
-0.1975046888748744,
|
| 930 |
+
0.1973300274023537,
|
| 931 |
+
0.19654299377215306,
|
| 932 |
+
0.1964683733064686,
|
| 933 |
+
-0.1949937631712668,
|
| 934 |
+
-0.1945401969436845,
|
| 935 |
+
0.19344706300200828,
|
| 936 |
+
0.19339258445366642,
|
| 937 |
+
0.18684213741427155,
|
| 938 |
+
-0.18603652622054082,
|
| 939 |
+
-0.1855146234203233,
|
| 940 |
+
-0.18477538605050675,
|
| 941 |
+
0.18434148005610962,
|
| 942 |
+
0.1842631366374857,
|
| 943 |
+
0.1835907921173483,
|
| 944 |
+
0.18318875763310175,
|
| 945 |
+
0.1819679432540178,
|
| 946 |
+
0.1816327288978802,
|
| 947 |
+
0.18128277666065715,
|
| 948 |
+
-0.18034260191685547,
|
| 949 |
+
-0.18002507828975792,
|
| 950 |
+
-0.17987528530419333,
|
| 951 |
+
0.17969421991421927,
|
| 952 |
+
0.17907633886738503,
|
| 953 |
+
-0.1789082445853262,
|
| 954 |
+
-0.17883440660549654,
|
| 955 |
+
-0.1775766418009872,
|
| 956 |
+
-0.17590780567135364,
|
| 957 |
+
-0.17561739957419623,
|
| 958 |
+
0.1753215000220446,
|
| 959 |
+
0.17524500454406514,
|
| 960 |
+
0.17407445398273663,
|
| 961 |
+
0.17366132850194133,
|
| 962 |
+
-0.17326712519204818,
|
| 963 |
+
-0.17316815232634988,
|
| 964 |
+
-0.17159239162378062,
|
| 965 |
+
-0.17069350583536283,
|
| 966 |
+
-0.17020811338599248,
|
| 967 |
+
0.16977200979804324,
|
| 968 |
+
0.16939864507433625,
|
| 969 |
+
-0.16938541552761982,
|
| 970 |
+
-0.16919497076355705,
|
| 971 |
+
0.16892877221510322,
|
| 972 |
+
-0.16876100433983968,
|
| 973 |
+
0.16875746629474053,
|
| 974 |
+
-0.1682456565135159,
|
| 975 |
+
0.1679464321420501,
|
| 976 |
+
-0.16733257105386035,
|
| 977 |
+
-0.1670695540621558,
|
| 978 |
+
-0.16526031854500034,
|
| 979 |
+
0.1645895375870464,
|
| 980 |
+
-0.1644434468563871,
|
| 981 |
+
0.16439452962495538,
|
| 982 |
+
0.16411489123081177,
|
| 983 |
+
0.1640971250268518,
|
| 984 |
+
0.16375768382997288,
|
| 985 |
+
0.16303972385886242,
|
| 986 |
+
0.1629485222502412,
|
| 987 |
+
0.16250362695750464,
|
| 988 |
+
0.16222245569180047,
|
| 989 |
+
0.1616930789218587,
|
| 990 |
+
-0.1614068623544515,
|
| 991 |
+
-0.16015113823004967,
|
| 992 |
+
-0.15975119434238075,
|
| 993 |
+
0.15752718585408573,
|
| 994 |
+
-0.15744427384872856,
|
| 995 |
+
0.15742046963681378,
|
| 996 |
+
0.15661464761898178,
|
| 997 |
+
0.15576504042559108,
|
| 998 |
+
-0.15429758463779966,
|
| 999 |
+
0.1542065254943959,
|
| 1000 |
+
0.15417017910326808,
|
| 1001 |
+
0.15389162850175345,
|
| 1002 |
+
-0.1530767501397724,
|
| 1003 |
+
0.15285085035563892,
|
| 1004 |
+
0.15117461233001514,
|
| 1005 |
+
-0.15111323476975838,
|
| 1006 |
+
0.1508220453144421,
|
| 1007 |
+
0.150664961882126,
|
| 1008 |
+
0.15051636918207187,
|
| 1009 |
+
-0.14996271122635582,
|
| 1010 |
+
0.14950962239039695,
|
| 1011 |
+
-0.14917547510163148,
|
| 1012 |
+
-0.14796759341291094,
|
| 1013 |
+
-0.14791077651513673,
|
| 1014 |
+
0.14785732115014968,
|
| 1015 |
+
0.1477622342260942,
|
| 1016 |
+
-0.1475852125226926,
|
| 1017 |
+
0.14742387787768194,
|
| 1018 |
+
-0.1472592363486392,
|
| 1019 |
+
0.14700750033251872,
|
| 1020 |
+
-0.1466113349631872,
|
| 1021 |
+
-0.14503925531355674,
|
| 1022 |
+
-0.14389665634550156,
|
| 1023 |
+
-0.14323282462322418,
|
| 1024 |
+
0.1422644376390208,
|
| 1025 |
+
0.14182230254315845,
|
| 1026 |
+
-0.14167098617959872,
|
| 1027 |
+
-0.1412863978822742,
|
| 1028 |
+
0.14095361687853392,
|
| 1029 |
+
-0.14064894569602307,
|
| 1030 |
+
0.14024011819711615,
|
| 1031 |
+
-0.14011455195724135,
|
| 1032 |
+
0.1397919451542216,
|
| 1033 |
+
0.1395943827439548,
|
| 1034 |
+
0.13933106703155823,
|
| 1035 |
+
0.138895058744296,
|
| 1036 |
+
-0.13740721433953804,
|
| 1037 |
+
0.13727203240530397,
|
| 1038 |
+
0.1369626073454032,
|
| 1039 |
+
-0.1351921838579853,
|
| 1040 |
+
-0.13504506897495755,
|
| 1041 |
+
-0.13494990409537527,
|
| 1042 |
+
-0.13437050333983921,
|
| 1043 |
+
-0.13383556620190928,
|
| 1044 |
+
-0.1333118130152303,
|
| 1045 |
+
0.13323274060155715,
|
| 1046 |
+
-0.1327186325798676,
|
| 1047 |
+
-0.13236520352975198,
|
| 1048 |
+
-0.13189581137273787,
|
| 1049 |
+
0.13154630626801617,
|
| 1050 |
+
0.1312646632945778,
|
| 1051 |
+
0.13085687512072694,
|
| 1052 |
+
0.13021689256199956,
|
| 1053 |
+
-0.1298333960301678,
|
| 1054 |
+
0.12963501270358263,
|
| 1055 |
+
-0.12945404975923733,
|
| 1056 |
+
0.1287686185843055,
|
| 1057 |
+
-0.1276800241986314,
|
| 1058 |
+
-0.12742957897961119,
|
| 1059 |
+
-0.12673602597162045,
|
| 1060 |
+
0.12662190974325246,
|
| 1061 |
+
-0.12619448606739264,
|
| 1062 |
+
-0.12557517218544476,
|
| 1063 |
+
0.1251315297766033,
|
| 1064 |
+
0.12480427435396749,
|
| 1065 |
+
0.1246494840034569,
|
| 1066 |
+
0.12441337661474398,
|
| 1067 |
+
0.12391573811897012,
|
| 1068 |
+
-0.1237233839018367,
|
| 1069 |
+
-0.12334380541171132,
|
| 1070 |
+
-0.12263857104037734,
|
| 1071 |
+
-0.12250550000017109,
|
| 1072 |
+
0.12245837519493888,
|
| 1073 |
+
-0.12243097396468644,
|
| 1074 |
+
0.12166905616346095,
|
| 1075 |
+
0.12129713235911065,
|
| 1076 |
+
-0.12093677929839763,
|
| 1077 |
+
-0.1209133468210205,
|
| 1078 |
+
-0.12091025846427035,
|
| 1079 |
+
-0.12076521942097951,
|
| 1080 |
+
-0.12017399900485021,
|
| 1081 |
+
-0.12011276173457411,
|
| 1082 |
+
-0.12005469334843491,
|
| 1083 |
+
0.11925860018848156,
|
| 1084 |
+
-0.11843174516864938,
|
| 1085 |
+
0.11806682213930308,
|
| 1086 |
+
0.11779885205716263,
|
| 1087 |
+
-0.11764006000598004,
|
| 1088 |
+
0.11738295353021082,
|
| 1089 |
+
0.11723747733288159,
|
| 1090 |
+
-0.11680232070166965,
|
| 1091 |
+
0.11547252301865502,
|
| 1092 |
+
0.11436438649919226,
|
| 1093 |
+
-0.11422288091335597,
|
| 1094 |
+
0.11415928916955581,
|
| 1095 |
+
-0.1140357421968946,
|
| 1096 |
+
0.11369245076240225,
|
| 1097 |
+
0.11353825126233028,
|
| 1098 |
+
0.1129189581893625,
|
| 1099 |
+
-0.11263200504108951,
|
| 1100 |
+
0.1125634792498521,
|
| 1101 |
+
-0.11123419128358623,
|
| 1102 |
+
-0.10883750465153424,
|
| 1103 |
+
-0.10822701996113171,
|
| 1104 |
+
0.10817841422888665,
|
| 1105 |
+
0.10671751729531827,
|
| 1106 |
+
-0.1058581629509432,
|
| 1107 |
+
0.10568339175955435,
|
| 1108 |
+
0.10427690936835947,
|
| 1109 |
+
-0.10419035132879216,
|
| 1110 |
+
-0.1035838116987026,
|
| 1111 |
+
0.10321711976342922,
|
| 1112 |
+
-0.10300076524786712,
|
| 1113 |
+
0.10268868970765999,
|
| 1114 |
+
0.10232152953186709,
|
| 1115 |
+
-0.10158657078298458,
|
| 1116 |
+
0.10126069901623214,
|
| 1117 |
+
-0.10038644084073634,
|
| 1118 |
+
0.10006257747711444,
|
| 1119 |
+
-0.09950725978198649,
|
| 1120 |
+
-0.09918786784313376,
|
| 1121 |
+
-0.09894230651275489,
|
| 1122 |
+
0.09884443093951356,
|
| 1123 |
+
-0.09876691601494696,
|
| 1124 |
+
-0.09872165999058914,
|
| 1125 |
+
-0.09856281965117429,
|
| 1126 |
+
-0.0985397853618661,
|
| 1127 |
+
-0.09838797140602203,
|
| 1128 |
+
0.09730323772967991,
|
| 1129 |
+
-0.09706117277982464,
|
| 1130 |
+
0.09484542912706913,
|
| 1131 |
+
-0.09446603034731131,
|
| 1132 |
+
-0.09405987127309326,
|
| 1133 |
+
-0.09392474791092073,
|
| 1134 |
+
-0.09374142808994863,
|
| 1135 |
+
-0.09345857535828175,
|
| 1136 |
+
0.09339540020874136,
|
| 1137 |
+
-0.09254484259020059,
|
| 1138 |
+
0.09119895368376006,
|
| 1139 |
+
-0.09091545378227471,
|
| 1140 |
+
0.09058710962134331,
|
| 1141 |
+
-0.09044574130905682,
|
| 1142 |
+
0.09008596880371364,
|
| 1143 |
+
-0.08964227945988212,
|
| 1144 |
+
0.08904878057465755,
|
| 1145 |
+
-0.08825232289303918,
|
| 1146 |
+
0.08758925711737653,
|
| 1147 |
+
-0.0874308360312803,
|
| 1148 |
+
0.08742145483381125,
|
| 1149 |
+
-0.08728331068764322,
|
| 1150 |
+
-0.08692140271478138,
|
| 1151 |
+
0.08486236849236453,
|
| 1152 |
+
0.08398656149312697,
|
| 1153 |
+
0.08377850712637745,
|
| 1154 |
+
-0.08312473727947459,
|
| 1155 |
+
-0.08306307663051474,
|
| 1156 |
+
0.08294381464470665,
|
| 1157 |
+
0.08071676701285858,
|
| 1158 |
+
-0.08059397535374077,
|
| 1159 |
+
0.08036466858580796,
|
| 1160 |
+
0.08027644583436841,
|
| 1161 |
+
0.0795546603433287,
|
| 1162 |
+
-0.07929038977979655,
|
| 1163 |
+
-0.07903994890364935,
|
| 1164 |
+
-0.07901674568940481,
|
| 1165 |
+
-0.07872379077711622,
|
| 1166 |
+
-0.078720965504496,
|
| 1167 |
+
0.07780843714744691,
|
| 1168 |
+
-0.07747380142078168,
|
| 1169 |
+
-0.07746034711034788,
|
| 1170 |
+
-0.07722098182083117,
|
| 1171 |
+
0.07559402710668037,
|
| 1172 |
+
0.07552685073293,
|
| 1173 |
+
0.07552299985375092,
|
| 1174 |
+
-0.07448396883021635,
|
| 1175 |
+
0.07387684674907458,
|
| 1176 |
+
-0.07362199842861993,
|
| 1177 |
+
0.07350789842321646,
|
| 1178 |
+
-0.07286816465934819,
|
| 1179 |
+
-0.07236305783874024,
|
| 1180 |
+
0.07224621307253491,
|
| 1181 |
+
-0.07194533768648971,
|
| 1182 |
+
0.07183042517967818,
|
| 1183 |
+
0.071712873408813,
|
| 1184 |
+
-0.07149842919584974,
|
| 1185 |
+
0.07139785851274451,
|
| 1186 |
+
-0.07133245638630879,
|
| 1187 |
+
0.07130108583444522,
|
| 1188 |
+
0.07124277581658263,
|
| 1189 |
+
0.0706302916157063,
|
| 1190 |
+
0.06945419353252978,
|
| 1191 |
+
-0.06782311794301615,
|
| 1192 |
+
0.0678210428798038,
|
| 1193 |
+
0.06763066107588118,
|
| 1194 |
+
0.0674920491012107,
|
| 1195 |
+
0.06721366754611298,
|
| 1196 |
+
-0.06643087943458435,
|
| 1197 |
+
0.0663975309515648,
|
| 1198 |
+
0.06577744892503468,
|
| 1199 |
+
-0.06566289108287317,
|
| 1200 |
+
0.06557191579373353,
|
| 1201 |
+
0.06516685100651005,
|
| 1202 |
+
0.06486282536608075,
|
| 1203 |
+
0.06451181271664176,
|
| 1204 |
+
0.06389482223606748,
|
| 1205 |
+
-0.0636420469988629,
|
| 1206 |
+
-0.06266836389389764,
|
| 1207 |
+
-0.06186776028776033,
|
| 1208 |
+
-0.06185640457740587,
|
| 1209 |
+
-0.06182173917556187,
|
| 1210 |
+
-0.06125563654838649,
|
| 1211 |
+
0.060113696072981476,
|
| 1212 |
+
-0.05992796934045135,
|
| 1213 |
+
-0.05944531257063116,
|
| 1214 |
+
-0.05943324073061674,
|
| 1215 |
+
0.059380095781579406,
|
| 1216 |
+
0.05905456359258929,
|
| 1217 |
+
-0.058967170342749065,
|
| 1218 |
+
0.058494031131442005,
|
| 1219 |
+
-0.05839488679904593,
|
| 1220 |
+
-0.058377167266445026,
|
| 1221 |
+
0.05758049425191381,
|
| 1222 |
+
0.057264568581063505,
|
| 1223 |
+
0.0571622988785893,
|
| 1224 |
+
0.05663029539517013,
|
| 1225 |
+
0.05632784271299486,
|
| 1226 |
+
0.055610026762535854,
|
| 1227 |
+
0.05537981841961513,
|
| 1228 |
+
-0.05502604059278407,
|
| 1229 |
+
0.05494923168490313,
|
| 1230 |
+
-0.05476896545015115,
|
| 1231 |
+
-0.054465210226641976,
|
| 1232 |
+
-0.05366762562660688,
|
| 1233 |
+
-0.052911205445552195,
|
| 1234 |
+
-0.052724402384650565,
|
| 1235 |
+
0.05233757822093858,
|
| 1236 |
+
-0.05226223423438515,
|
| 1237 |
+
0.0520762119640476,
|
| 1238 |
+
-0.05206421309639314,
|
| 1239 |
+
-0.051294841780895585,
|
| 1240 |
+
0.05122275584083386,
|
| 1241 |
+
0.05106932745568051,
|
| 1242 |
+
-0.05100395044912096,
|
| 1243 |
+
-0.050876973222155945,
|
| 1244 |
+
-0.05021552544961989,
|
| 1245 |
+
0.05018793265407741,
|
| 1246 |
+
-0.05002206387809917,
|
| 1247 |
+
0.04933834438740752,
|
| 1248 |
+
-0.04885096649718653,
|
| 1249 |
+
0.04856307868954554,
|
| 1250 |
+
0.04835144974332294,
|
| 1251 |
+
-0.04833884390800671,
|
| 1252 |
+
0.04810737517109807,
|
| 1253 |
+
0.047425983868490465,
|
| 1254 |
+
-0.045282242639052846,
|
| 1255 |
+
0.04434002566357843,
|
| 1256 |
+
0.04404312008012509,
|
| 1257 |
+
0.04397566051674057,
|
| 1258 |
+
0.043658285898736715,
|
| 1259 |
+
-0.043525875399321665,
|
| 1260 |
+
0.04269265291862458,
|
| 1261 |
+
-0.04234042251428957,
|
| 1262 |
+
-0.04233747286045624,
|
| 1263 |
+
0.04221783114855339,
|
| 1264 |
+
-0.042124633293386934,
|
| 1265 |
+
-0.041879625631150656,
|
| 1266 |
+
0.04175240543229904,
|
| 1267 |
+
-0.04174010508855003,
|
| 1268 |
+
0.0414220352332293,
|
| 1269 |
+
0.04117739366809202,
|
| 1270 |
+
-0.04082925554954385,
|
| 1271 |
+
-0.04072443504690812,
|
| 1272 |
+
0.04061687829099866,
|
| 1273 |
+
0.04030264564945767,
|
| 1274 |
+
-0.039967057216301505,
|
| 1275 |
+
-0.039671418880868135,
|
| 1276 |
+
0.03893658456245577,
|
| 1277 |
+
-0.03893601778802129,
|
| 1278 |
+
-0.03862471148989332,
|
| 1279 |
+
0.03846963983341301,
|
| 1280 |
+
-0.038424765592442116,
|
| 1281 |
+
0.03814892278195612,
|
| 1282 |
+
0.03795148150605605,
|
| 1283 |
+
-0.0378700485630105,
|
| 1284 |
+
-0.037837708236294336,
|
| 1285 |
+
-0.03779959864651188,
|
| 1286 |
+
-0.036720180209431484,
|
| 1287 |
+
-0.03660724083740269,
|
| 1288 |
+
0.03650733614235025,
|
| 1289 |
+
-0.03617140082339295,
|
| 1290 |
+
0.03590309729496578,
|
| 1291 |
+
0.03588565883596666,
|
| 1292 |
+
-0.03552945125210317,
|
| 1293 |
+
0.0354385158836998,
|
| 1294 |
+
0.03538700375466134,
|
| 1295 |
+
-0.03503053797264171,
|
| 1296 |
+
0.034787026797428865,
|
| 1297 |
+
0.034664884057597184,
|
| 1298 |
+
-0.03460676414734305,
|
| 1299 |
+
0.03456629905894403,
|
| 1300 |
+
0.03401626028120891,
|
| 1301 |
+
-0.03398856606607079,
|
| 1302 |
+
-0.03385174724963484,
|
| 1303 |
+
-0.03377079090620573,
|
| 1304 |
+
0.03372606510285602,
|
| 1305 |
+
0.03348679954907343,
|
| 1306 |
+
-0.033255848203010516,
|
| 1307 |
+
-0.03319918524189213,
|
| 1308 |
+
-0.03242106571315596,
|
| 1309 |
+
0.032357188294516046,
|
| 1310 |
+
0.03209111307767788,
|
| 1311 |
+
-0.03204092443494973,
|
| 1312 |
+
-0.031804253316393825,
|
| 1313 |
+
0.031770047600849366,
|
| 1314 |
+
-0.03087772289961247,
|
| 1315 |
+
-0.030716737405076536,
|
| 1316 |
+
0.030715942835563843,
|
| 1317 |
+
-0.030539245481333452,
|
| 1318 |
+
-0.030356412974453312,
|
| 1319 |
+
0.029912192631465714,
|
| 1320 |
+
0.02953249116330279,
|
| 1321 |
+
0.02943226945463691,
|
| 1322 |
+
0.029261658536088114,
|
| 1323 |
+
-0.02847982464348916,
|
| 1324 |
+
0.02845161504213647,
|
| 1325 |
+
0.028177078523618282,
|
| 1326 |
+
-0.02806574673431008,
|
| 1327 |
+
-0.027705105088450265,
|
| 1328 |
+
0.027698708785395907,
|
| 1329 |
+
0.027215512701189003,
|
| 1330 |
+
-0.027196860204182435,
|
| 1331 |
+
-0.026784453214641703,
|
| 1332 |
+
-0.026420469787268547,
|
| 1333 |
+
-0.026305015448321947,
|
| 1334 |
+
0.026145659012489275,
|
| 1335 |
+
0.025811178383130736,
|
| 1336 |
+
-0.0256994086796187,
|
| 1337 |
+
0.02543538143324473,
|
| 1338 |
+
-0.024822773497443416,
|
| 1339 |
+
0.024473976754136248,
|
| 1340 |
+
-0.024419760120507172,
|
| 1341 |
+
0.024022691086043643,
|
| 1342 |
+
0.02386029347616583,
|
| 1343 |
+
0.023679331289602153,
|
| 1344 |
+
0.023404146592058528,
|
| 1345 |
+
-0.02323939413100975,
|
| 1346 |
+
0.02294159223246435,
|
| 1347 |
+
0.022876104402010305,
|
| 1348 |
+
0.02268698406872504,
|
| 1349 |
+
-0.022465406247089474,
|
| 1350 |
+
0.022454338699969687,
|
| 1351 |
+
-0.022392754706716297,
|
| 1352 |
+
0.022148699591467834,
|
| 1353 |
+
-0.022014738698313604,
|
| 1354 |
+
0.021894950325024157,
|
| 1355 |
+
0.021661044062079297,
|
| 1356 |
+
0.021637485443005568,
|
| 1357 |
+
0.021353219229117898,
|
| 1358 |
+
0.021045161777394756,
|
| 1359 |
+
-0.02087543936823573,
|
| 1360 |
+
0.020805701064633933,
|
| 1361 |
+
-0.020159684708879595,
|
| 1362 |
+
-0.01977133791265052,
|
| 1363 |
+
-0.019651152244667618,
|
| 1364 |
+
0.019623565528961405,
|
| 1365 |
+
-0.0196101854501755,
|
| 1366 |
+
0.01936184187781101,
|
| 1367 |
+
-0.018611904515806087,
|
| 1368 |
+
-0.018597379529583805,
|
| 1369 |
+
0.018564769063766938,
|
| 1370 |
+
0.017692129733472166,
|
| 1371 |
+
-0.017595140702645697,
|
| 1372 |
+
-0.01727931396984,
|
| 1373 |
+
0.01720855837857138,
|
| 1374 |
+
0.016343960090059874,
|
| 1375 |
+
0.01615816462862847,
|
| 1376 |
+
-0.015143959613903345,
|
| 1377 |
+
-0.015064738809215885,
|
| 1378 |
+
-0.014976194469199858,
|
| 1379 |
+
0.01481822482636316,
|
| 1380 |
+
-0.014547969186716076,
|
| 1381 |
+
-0.014424046945069878,
|
| 1382 |
+
0.01429081316762707,
|
| 1383 |
+
-0.014272590622882903,
|
| 1384 |
+
0.01361049613337395,
|
| 1385 |
+
0.012601183681977608,
|
| 1386 |
+
-0.012580512393778246,
|
| 1387 |
+
0.011754448372129678,
|
| 1388 |
+
0.01167514767226127,
|
| 1389 |
+
0.01161005946742744,
|
| 1390 |
+
-0.011543335725949073,
|
| 1391 |
+
0.011516718709927173,
|
| 1392 |
+
-0.0111733352089608,
|
| 1393 |
+
-0.010966651252401628,
|
| 1394 |
+
0.010811467428402182,
|
| 1395 |
+
0.01053099687681375,
|
| 1396 |
+
-0.010513992595558757,
|
| 1397 |
+
0.010485731226579382,
|
| 1398 |
+
0.01035689950072413,
|
| 1399 |
+
0.010341418188550259,
|
| 1400 |
+
0.010003872325599895,
|
| 1401 |
+
-0.009857029098507787,
|
| 1402 |
+
0.0096457636263826,
|
| 1403 |
+
-0.009380250657711293,
|
| 1404 |
+
0.00914582191541208,
|
| 1405 |
+
0.008832019575958625,
|
| 1406 |
+
0.008707552105731629,
|
| 1407 |
+
-0.00844914838399592,
|
| 1408 |
+
-0.008448032319499409,
|
| 1409 |
+
0.00804356935036486,
|
| 1410 |
+
-0.007918112204643045,
|
| 1411 |
+
0.00704331728174244,
|
| 1412 |
+
0.006773944919959319,
|
| 1413 |
+
-0.00651077107970941,
|
| 1414 |
+
0.006487811891055677,
|
| 1415 |
+
-0.005767447475529386,
|
| 1416 |
+
0.005552693628723254,
|
| 1417 |
+
0.005540755263187592,
|
| 1418 |
+
0.0055139296994647456,
|
| 1419 |
+
-0.005104837962846229,
|
| 1420 |
+
-0.004695294805425625,
|
| 1421 |
+
0.004655013654880754,
|
| 1422 |
+
-0.004471591421007698,
|
| 1423 |
+
-0.004437043887252942,
|
| 1424 |
+
0.004249540008964861,
|
| 1425 |
+
-0.00415263541973993,
|
| 1426 |
+
0.004135079952260904,
|
| 1427 |
+
0.003992449984575121,
|
| 1428 |
+
0.00384260506678252,
|
| 1429 |
+
0.0038316035044073343,
|
| 1430 |
+
0.003582335328854317,
|
| 1431 |
+
-0.003536650322445931,
|
| 1432 |
+
0.00348871555656376,
|
| 1433 |
+
-0.0031522197325966677,
|
| 1434 |
+
0.003016608001058342,
|
| 1435 |
+
-0.002887621898587074,
|
| 1436 |
+
0.0027527226828880113,
|
| 1437 |
+
0.002583918806514796,
|
| 1438 |
+
0.0020838635781104714,
|
| 1439 |
+
0.001996778908000525,
|
| 1440 |
+
0.0016004171060202245,
|
| 1441 |
+
-0.0013403892441667096,
|
| 1442 |
+
0.0011447922824551432,
|
| 1443 |
+
-0.000998209383307846,
|
| 1444 |
+
0.000865738560711774,
|
| 1445 |
+
0.0007676957133463144,
|
| 1446 |
+
-0.0007329202753471004,
|
| 1447 |
+
0.0006063274969332035,
|
| 1448 |
+
0.0005881426046176828,
|
| 1449 |
+
-0.0005588396824205062,
|
| 1450 |
+
-0.0005485131084341691,
|
| 1451 |
+
-0.00037392399269936153,
|
| 1452 |
+
-0.0003648334738596796,
|
| 1453 |
+
-0.00022019132991282444
|
| 1454 |
+
],
|
| 1455 |
+
"Absolute Coefficient": [
|
| 1456 |
+
0.7487119382940453,
|
| 1457 |
+
0.7336644664191835,
|
| 1458 |
+
0.7092443403225742,
|
| 1459 |
+
0.7027675391213382,
|
| 1460 |
+
0.6970564987241595,
|
| 1461 |
+
0.6889931506612125,
|
| 1462 |
+
0.6392162530333297,
|
| 1463 |
+
0.6257991952078354,
|
| 1464 |
+
0.6158867634154258,
|
| 1465 |
+
0.5682417408763067,
|
| 1466 |
+
0.5382043654495161,
|
| 1467 |
+
0.5325147404550492,
|
| 1468 |
+
0.5278278012226697,
|
| 1469 |
+
0.5221398710400689,
|
| 1470 |
+
0.508622837281245,
|
| 1471 |
+
0.5019216370818199,
|
| 1472 |
+
0.5010546726408238,
|
| 1473 |
+
0.4946248329516385,
|
| 1474 |
+
0.48521992048332635,
|
| 1475 |
+
0.48012012384470715,
|
| 1476 |
+
0.47017133043805936,
|
| 1477 |
+
0.46305850621800326,
|
| 1478 |
+
0.4547380172904057,
|
| 1479 |
+
0.45257490295021385,
|
| 1480 |
+
0.44149578338585727,
|
| 1481 |
+
0.43839150228747253,
|
| 1482 |
+
0.43294526608139783,
|
| 1483 |
+
0.43091539786380245,
|
| 1484 |
+
0.42503414336969547,
|
| 1485 |
+
0.41968780232074926,
|
| 1486 |
+
0.4124405501061997,
|
| 1487 |
+
0.40623424541270436,
|
| 1488 |
+
0.40611526064319436,
|
| 1489 |
+
0.4061124333548079,
|
| 1490 |
+
0.4031489659766699,
|
| 1491 |
+
0.3998554131836795,
|
| 1492 |
+
0.3944079837531265,
|
| 1493 |
+
0.39154819719578077,
|
| 1494 |
+
0.3861333090645746,
|
| 1495 |
+
0.3815476975309344,
|
| 1496 |
+
0.38149694814494944,
|
| 1497 |
+
0.3765433765337475,
|
| 1498 |
+
0.37545136074000424,
|
| 1499 |
+
0.3750440663355866,
|
| 1500 |
+
0.37341959584745005,
|
| 1501 |
+
0.3651041828622723,
|
| 1502 |
+
0.3622566735791127,
|
| 1503 |
+
0.36148166152034394,
|
| 1504 |
+
0.36010495516781793,
|
| 1505 |
+
0.3600796653227002,
|
| 1506 |
+
0.35504504832777434,
|
| 1507 |
+
0.35170813892124386,
|
| 1508 |
+
0.3516907362887163,
|
| 1509 |
+
0.346709583435177,
|
| 1510 |
+
0.34537283516718725,
|
| 1511 |
+
0.34331133736404457,
|
| 1512 |
+
0.3428217904948705,
|
| 1513 |
+
0.3424612694762602,
|
| 1514 |
+
0.34120358306692816,
|
| 1515 |
+
0.33962865844691936,
|
| 1516 |
+
0.3377386765254999,
|
| 1517 |
+
0.3371572571116586,
|
| 1518 |
+
0.33553908777750907,
|
| 1519 |
+
0.33503228467187207,
|
| 1520 |
+
0.33293883342719927,
|
| 1521 |
+
0.33288084564946263,
|
| 1522 |
+
0.33045574908297626,
|
| 1523 |
+
0.32948469887205883,
|
| 1524 |
+
0.3274485146004084,
|
| 1525 |
+
0.3274122679885813,
|
| 1526 |
+
0.3272626369261126,
|
| 1527 |
+
0.3252888669320324,
|
| 1528 |
+
0.32420373413033443,
|
| 1529 |
+
0.3221697353029198,
|
| 1530 |
+
0.32097258204032014,
|
| 1531 |
+
0.31755155241625993,
|
| 1532 |
+
0.3141939962095078,
|
| 1533 |
+
0.30880663407033454,
|
| 1534 |
+
0.3062568709117695,
|
| 1535 |
+
0.30592454885340536,
|
| 1536 |
+
0.3044011932113861,
|
| 1537 |
+
0.3040190732693262,
|
| 1538 |
+
0.30116442659304826,
|
| 1539 |
+
0.30089581957456557,
|
| 1540 |
+
0.2994733655163776,
|
| 1541 |
+
0.29902989417727605,
|
| 1542 |
+
0.2980784528598894,
|
| 1543 |
+
0.29716683082906253,
|
| 1544 |
+
0.29385340849730535,
|
| 1545 |
+
0.29285730640964713,
|
| 1546 |
+
0.2928519826572166,
|
| 1547 |
+
0.292188479484355,
|
| 1548 |
+
0.29124517978187425,
|
| 1549 |
+
0.2912282279266365,
|
| 1550 |
+
0.29099362796175393,
|
| 1551 |
+
0.2897984859861734,
|
| 1552 |
+
0.289519010639029,
|
| 1553 |
+
0.2887258734938325,
|
| 1554 |
+
0.2886618552915102,
|
| 1555 |
+
0.28817712109594545,
|
| 1556 |
+
0.2867587770332265,
|
| 1557 |
+
0.28573557497166385,
|
| 1558 |
+
0.28544209859137737,
|
| 1559 |
+
0.2847210396717289,
|
| 1560 |
+
0.28404160875074713,
|
| 1561 |
+
0.28303637388358216,
|
| 1562 |
+
0.2823276803476712,
|
| 1563 |
+
0.28037156616986764,
|
| 1564 |
+
0.2803432575406449,
|
| 1565 |
+
0.2800300898251409,
|
| 1566 |
+
0.2792632476742569,
|
| 1567 |
+
0.2779740921358565,
|
| 1568 |
+
0.277693767904633,
|
| 1569 |
+
0.2764656052846391,
|
| 1570 |
+
0.27409760902419644,
|
| 1571 |
+
0.27265841301469207,
|
| 1572 |
+
0.2700373765277557,
|
| 1573 |
+
0.2695449292876193,
|
| 1574 |
+
0.26886125839753205,
|
| 1575 |
+
0.2686799247355782,
|
| 1576 |
+
0.2644566369395866,
|
| 1577 |
+
0.26301858152318447,
|
| 1578 |
+
0.26214087673206626,
|
| 1579 |
+
0.26145184946141425,
|
| 1580 |
+
0.261358097378736,
|
| 1581 |
+
0.260432792263656,
|
| 1582 |
+
0.2581180444301002,
|
| 1583 |
+
0.25760682479743124,
|
| 1584 |
+
0.25664630331506644,
|
| 1585 |
+
0.2553604569491384,
|
| 1586 |
+
0.2544153090009217,
|
| 1587 |
+
0.25158835933757967,
|
| 1588 |
+
0.25136465324748963,
|
| 1589 |
+
0.2511254283788849,
|
| 1590 |
+
0.2509479134191636,
|
| 1591 |
+
0.2501463395783124,
|
| 1592 |
+
0.24859442295897605,
|
| 1593 |
+
0.245995402997415,
|
| 1594 |
+
0.24549809907268788,
|
| 1595 |
+
0.24378331429474115,
|
| 1596 |
+
0.24270861481272932,
|
| 1597 |
+
0.24129263451731123,
|
| 1598 |
+
0.24120163000358466,
|
| 1599 |
+
0.24086721644971743,
|
| 1600 |
+
0.2380016071035181,
|
| 1601 |
+
0.2366147135105531,
|
| 1602 |
+
0.2364066029154694,
|
| 1603 |
+
0.2354203414469379,
|
| 1604 |
+
0.2335002067949063,
|
| 1605 |
+
0.23336436027264323,
|
| 1606 |
+
0.23317975877889185,
|
| 1607 |
+
0.23241015777662818,
|
| 1608 |
+
0.23149207598028895,
|
| 1609 |
+
0.2300322476197587,
|
| 1610 |
+
0.2297995802839582,
|
| 1611 |
+
0.22815878001053802,
|
| 1612 |
+
0.22806744577826815,
|
| 1613 |
+
0.22642548033311521,
|
| 1614 |
+
0.22605620305599594,
|
| 1615 |
+
0.22596765780911507,
|
| 1616 |
+
0.22576256880478404,
|
| 1617 |
+
0.22542595059317544,
|
| 1618 |
+
0.2245381295000417,
|
| 1619 |
+
0.2245119604150323,
|
| 1620 |
+
0.22392111563564143,
|
| 1621 |
+
0.2229559983009121,
|
| 1622 |
+
0.22172464090240965,
|
| 1623 |
+
0.2189584179636693,
|
| 1624 |
+
0.2185431280591035,
|
| 1625 |
+
0.21786924451919967,
|
| 1626 |
+
0.21733485297307376,
|
| 1627 |
+
0.21727013632043168,
|
| 1628 |
+
0.21653537684468738,
|
| 1629 |
+
0.21647201360931836,
|
| 1630 |
+
0.21624334807613615,
|
| 1631 |
+
0.21565815044040337,
|
| 1632 |
+
0.21492267676723226,
|
| 1633 |
+
0.21425530799624726,
|
| 1634 |
+
0.21305511187101225,
|
| 1635 |
+
0.21275060778340665,
|
| 1636 |
+
0.21213548816545647,
|
| 1637 |
+
0.21150038007607397,
|
| 1638 |
+
0.2113748108734949,
|
| 1639 |
+
0.21084082416749506,
|
| 1640 |
+
0.20967634556994855,
|
| 1641 |
+
0.2093619384843958,
|
| 1642 |
+
0.20849898361440908,
|
| 1643 |
+
0.20804800397485732,
|
| 1644 |
+
0.2078526893422238,
|
| 1645 |
+
0.20542604474503914,
|
| 1646 |
+
0.20527025587080158,
|
| 1647 |
+
0.20523500209654424,
|
| 1648 |
+
0.20438392296184102,
|
| 1649 |
+
0.20413520448537897,
|
| 1650 |
+
0.20360632364681489,
|
| 1651 |
+
0.20180300238441648,
|
| 1652 |
+
0.20008933536341017,
|
| 1653 |
+
0.199883917183312,
|
| 1654 |
+
0.19763676033437225,
|
| 1655 |
+
0.1975046888748744,
|
| 1656 |
+
0.1973300274023537,
|
| 1657 |
+
0.19654299377215306,
|
| 1658 |
+
0.1964683733064686,
|
| 1659 |
+
0.1949937631712668,
|
| 1660 |
+
0.1945401969436845,
|
| 1661 |
+
0.19344706300200828,
|
| 1662 |
+
0.19339258445366642,
|
| 1663 |
+
0.18684213741427155,
|
| 1664 |
+
0.18603652622054082,
|
| 1665 |
+
0.1855146234203233,
|
| 1666 |
+
0.18477538605050675,
|
| 1667 |
+
0.18434148005610962,
|
| 1668 |
+
0.1842631366374857,
|
| 1669 |
+
0.1835907921173483,
|
| 1670 |
+
0.18318875763310175,
|
| 1671 |
+
0.1819679432540178,
|
| 1672 |
+
0.1816327288978802,
|
| 1673 |
+
0.18128277666065715,
|
| 1674 |
+
0.18034260191685547,
|
| 1675 |
+
0.18002507828975792,
|
| 1676 |
+
0.17987528530419333,
|
| 1677 |
+
0.17969421991421927,
|
| 1678 |
+
0.17907633886738503,
|
| 1679 |
+
0.1789082445853262,
|
| 1680 |
+
0.17883440660549654,
|
| 1681 |
+
0.1775766418009872,
|
| 1682 |
+
0.17590780567135364,
|
| 1683 |
+
0.17561739957419623,
|
| 1684 |
+
0.1753215000220446,
|
| 1685 |
+
0.17524500454406514,
|
| 1686 |
+
0.17407445398273663,
|
| 1687 |
+
0.17366132850194133,
|
| 1688 |
+
0.17326712519204818,
|
| 1689 |
+
0.17316815232634988,
|
| 1690 |
+
0.17159239162378062,
|
| 1691 |
+
0.17069350583536283,
|
| 1692 |
+
0.17020811338599248,
|
| 1693 |
+
0.16977200979804324,
|
| 1694 |
+
0.16939864507433625,
|
| 1695 |
+
0.16938541552761982,
|
| 1696 |
+
0.16919497076355705,
|
| 1697 |
+
0.16892877221510322,
|
| 1698 |
+
0.16876100433983968,
|
| 1699 |
+
0.16875746629474053,
|
| 1700 |
+
0.1682456565135159,
|
| 1701 |
+
0.1679464321420501,
|
| 1702 |
+
0.16733257105386035,
|
| 1703 |
+
0.1670695540621558,
|
| 1704 |
+
0.16526031854500034,
|
| 1705 |
+
0.1645895375870464,
|
| 1706 |
+
0.1644434468563871,
|
| 1707 |
+
0.16439452962495538,
|
| 1708 |
+
0.16411489123081177,
|
| 1709 |
+
0.1640971250268518,
|
| 1710 |
+
0.16375768382997288,
|
| 1711 |
+
0.16303972385886242,
|
| 1712 |
+
0.1629485222502412,
|
| 1713 |
+
0.16250362695750464,
|
| 1714 |
+
0.16222245569180047,
|
| 1715 |
+
0.1616930789218587,
|
| 1716 |
+
0.1614068623544515,
|
| 1717 |
+
0.16015113823004967,
|
| 1718 |
+
0.15975119434238075,
|
| 1719 |
+
0.15752718585408573,
|
| 1720 |
+
0.15744427384872856,
|
| 1721 |
+
0.15742046963681378,
|
| 1722 |
+
0.15661464761898178,
|
| 1723 |
+
0.15576504042559108,
|
| 1724 |
+
0.15429758463779966,
|
| 1725 |
+
0.1542065254943959,
|
| 1726 |
+
0.15417017910326808,
|
| 1727 |
+
0.15389162850175345,
|
| 1728 |
+
0.1530767501397724,
|
| 1729 |
+
0.15285085035563892,
|
| 1730 |
+
0.15117461233001514,
|
| 1731 |
+
0.15111323476975838,
|
| 1732 |
+
0.1508220453144421,
|
| 1733 |
+
0.150664961882126,
|
| 1734 |
+
0.15051636918207187,
|
| 1735 |
+
0.14996271122635582,
|
| 1736 |
+
0.14950962239039695,
|
| 1737 |
+
0.14917547510163148,
|
| 1738 |
+
0.14796759341291094,
|
| 1739 |
+
0.14791077651513673,
|
| 1740 |
+
0.14785732115014968,
|
| 1741 |
+
0.1477622342260942,
|
| 1742 |
+
0.1475852125226926,
|
| 1743 |
+
0.14742387787768194,
|
| 1744 |
+
0.1472592363486392,
|
| 1745 |
+
0.14700750033251872,
|
| 1746 |
+
0.1466113349631872,
|
| 1747 |
+
0.14503925531355674,
|
| 1748 |
+
0.14389665634550156,
|
| 1749 |
+
0.14323282462322418,
|
| 1750 |
+
0.1422644376390208,
|
| 1751 |
+
0.14182230254315845,
|
| 1752 |
+
0.14167098617959872,
|
| 1753 |
+
0.1412863978822742,
|
| 1754 |
+
0.14095361687853392,
|
| 1755 |
+
0.14064894569602307,
|
| 1756 |
+
0.14024011819711615,
|
| 1757 |
+
0.14011455195724135,
|
| 1758 |
+
0.1397919451542216,
|
| 1759 |
+
0.1395943827439548,
|
| 1760 |
+
0.13933106703155823,
|
| 1761 |
+
0.138895058744296,
|
| 1762 |
+
0.13740721433953804,
|
| 1763 |
+
0.13727203240530397,
|
| 1764 |
+
0.1369626073454032,
|
| 1765 |
+
0.1351921838579853,
|
| 1766 |
+
0.13504506897495755,
|
| 1767 |
+
0.13494990409537527,
|
| 1768 |
+
0.13437050333983921,
|
| 1769 |
+
0.13383556620190928,
|
| 1770 |
+
0.1333118130152303,
|
| 1771 |
+
0.13323274060155715,
|
| 1772 |
+
0.1327186325798676,
|
| 1773 |
+
0.13236520352975198,
|
| 1774 |
+
0.13189581137273787,
|
| 1775 |
+
0.13154630626801617,
|
| 1776 |
+
0.1312646632945778,
|
| 1777 |
+
0.13085687512072694,
|
| 1778 |
+
0.13021689256199956,
|
| 1779 |
+
0.1298333960301678,
|
| 1780 |
+
0.12963501270358263,
|
| 1781 |
+
0.12945404975923733,
|
| 1782 |
+
0.1287686185843055,
|
| 1783 |
+
0.1276800241986314,
|
| 1784 |
+
0.12742957897961119,
|
| 1785 |
+
0.12673602597162045,
|
| 1786 |
+
0.12662190974325246,
|
| 1787 |
+
0.12619448606739264,
|
| 1788 |
+
0.12557517218544476,
|
| 1789 |
+
0.1251315297766033,
|
| 1790 |
+
0.12480427435396749,
|
| 1791 |
+
0.1246494840034569,
|
| 1792 |
+
0.12441337661474398,
|
| 1793 |
+
0.12391573811897012,
|
| 1794 |
+
0.1237233839018367,
|
| 1795 |
+
0.12334380541171132,
|
| 1796 |
+
0.12263857104037734,
|
| 1797 |
+
0.12250550000017109,
|
| 1798 |
+
0.12245837519493888,
|
| 1799 |
+
0.12243097396468644,
|
| 1800 |
+
0.12166905616346095,
|
| 1801 |
+
0.12129713235911065,
|
| 1802 |
+
0.12093677929839763,
|
| 1803 |
+
0.1209133468210205,
|
| 1804 |
+
0.12091025846427035,
|
| 1805 |
+
0.12076521942097951,
|
| 1806 |
+
0.12017399900485021,
|
| 1807 |
+
0.12011276173457411,
|
| 1808 |
+
0.12005469334843491,
|
| 1809 |
+
0.11925860018848156,
|
| 1810 |
+
0.11843174516864938,
|
| 1811 |
+
0.11806682213930308,
|
| 1812 |
+
0.11779885205716263,
|
| 1813 |
+
0.11764006000598004,
|
| 1814 |
+
0.11738295353021082,
|
| 1815 |
+
0.11723747733288159,
|
| 1816 |
+
0.11680232070166965,
|
| 1817 |
+
0.11547252301865502,
|
| 1818 |
+
0.11436438649919226,
|
| 1819 |
+
0.11422288091335597,
|
| 1820 |
+
0.11415928916955581,
|
| 1821 |
+
0.1140357421968946,
|
| 1822 |
+
0.11369245076240225,
|
| 1823 |
+
0.11353825126233028,
|
| 1824 |
+
0.1129189581893625,
|
| 1825 |
+
0.11263200504108951,
|
| 1826 |
+
0.1125634792498521,
|
| 1827 |
+
0.11123419128358623,
|
| 1828 |
+
0.10883750465153424,
|
| 1829 |
+
0.10822701996113171,
|
| 1830 |
+
0.10817841422888665,
|
| 1831 |
+
0.10671751729531827,
|
| 1832 |
+
0.1058581629509432,
|
| 1833 |
+
0.10568339175955435,
|
| 1834 |
+
0.10427690936835947,
|
| 1835 |
+
0.10419035132879216,
|
| 1836 |
+
0.1035838116987026,
|
| 1837 |
+
0.10321711976342922,
|
| 1838 |
+
0.10300076524786712,
|
| 1839 |
+
0.10268868970765999,
|
| 1840 |
+
0.10232152953186709,
|
| 1841 |
+
0.10158657078298458,
|
| 1842 |
+
0.10126069901623214,
|
| 1843 |
+
0.10038644084073634,
|
| 1844 |
+
0.10006257747711444,
|
| 1845 |
+
0.09950725978198649,
|
| 1846 |
+
0.09918786784313376,
|
| 1847 |
+
0.09894230651275489,
|
| 1848 |
+
0.09884443093951356,
|
| 1849 |
+
0.09876691601494696,
|
| 1850 |
+
0.09872165999058914,
|
| 1851 |
+
0.09856281965117429,
|
| 1852 |
+
0.0985397853618661,
|
| 1853 |
+
0.09838797140602203,
|
| 1854 |
+
0.09730323772967991,
|
| 1855 |
+
0.09706117277982464,
|
| 1856 |
+
0.09484542912706913,
|
| 1857 |
+
0.09446603034731131,
|
| 1858 |
+
0.09405987127309326,
|
| 1859 |
+
0.09392474791092073,
|
| 1860 |
+
0.09374142808994863,
|
| 1861 |
+
0.09345857535828175,
|
| 1862 |
+
0.09339540020874136,
|
| 1863 |
+
0.09254484259020059,
|
| 1864 |
+
0.09119895368376006,
|
| 1865 |
+
0.09091545378227471,
|
| 1866 |
+
0.09058710962134331,
|
| 1867 |
+
0.09044574130905682,
|
| 1868 |
+
0.09008596880371364,
|
| 1869 |
+
0.08964227945988212,
|
| 1870 |
+
0.08904878057465755,
|
| 1871 |
+
0.08825232289303918,
|
| 1872 |
+
0.08758925711737653,
|
| 1873 |
+
0.0874308360312803,
|
| 1874 |
+
0.08742145483381125,
|
| 1875 |
+
0.08728331068764322,
|
| 1876 |
+
0.08692140271478138,
|
| 1877 |
+
0.08486236849236453,
|
| 1878 |
+
0.08398656149312697,
|
| 1879 |
+
0.08377850712637745,
|
| 1880 |
+
0.08312473727947459,
|
| 1881 |
+
0.08306307663051474,
|
| 1882 |
+
0.08294381464470665,
|
| 1883 |
+
0.08071676701285858,
|
| 1884 |
+
0.08059397535374077,
|
| 1885 |
+
0.08036466858580796,
|
| 1886 |
+
0.08027644583436841,
|
| 1887 |
+
0.0795546603433287,
|
| 1888 |
+
0.07929038977979655,
|
| 1889 |
+
0.07903994890364935,
|
| 1890 |
+
0.07901674568940481,
|
| 1891 |
+
0.07872379077711622,
|
| 1892 |
+
0.078720965504496,
|
| 1893 |
+
0.07780843714744691,
|
| 1894 |
+
0.07747380142078168,
|
| 1895 |
+
0.07746034711034788,
|
| 1896 |
+
0.07722098182083117,
|
| 1897 |
+
0.07559402710668037,
|
| 1898 |
+
0.07552685073293,
|
| 1899 |
+
0.07552299985375092,
|
| 1900 |
+
0.07448396883021635,
|
| 1901 |
+
0.07387684674907458,
|
| 1902 |
+
0.07362199842861993,
|
| 1903 |
+
0.07350789842321646,
|
| 1904 |
+
0.07286816465934819,
|
| 1905 |
+
0.07236305783874024,
|
| 1906 |
+
0.07224621307253491,
|
| 1907 |
+
0.07194533768648971,
|
| 1908 |
+
0.07183042517967818,
|
| 1909 |
+
0.071712873408813,
|
| 1910 |
+
0.07149842919584974,
|
| 1911 |
+
0.07139785851274451,
|
| 1912 |
+
0.07133245638630879,
|
| 1913 |
+
0.07130108583444522,
|
| 1914 |
+
0.07124277581658263,
|
| 1915 |
+
0.0706302916157063,
|
| 1916 |
+
0.06945419353252978,
|
| 1917 |
+
0.06782311794301615,
|
| 1918 |
+
0.0678210428798038,
|
| 1919 |
+
0.06763066107588118,
|
| 1920 |
+
0.0674920491012107,
|
| 1921 |
+
0.06721366754611298,
|
| 1922 |
+
0.06643087943458435,
|
| 1923 |
+
0.0663975309515648,
|
| 1924 |
+
0.06577744892503468,
|
| 1925 |
+
0.06566289108287317,
|
| 1926 |
+
0.06557191579373353,
|
| 1927 |
+
0.06516685100651005,
|
| 1928 |
+
0.06486282536608075,
|
| 1929 |
+
0.06451181271664176,
|
| 1930 |
+
0.06389482223606748,
|
| 1931 |
+
0.0636420469988629,
|
| 1932 |
+
0.06266836389389764,
|
| 1933 |
+
0.06186776028776033,
|
| 1934 |
+
0.06185640457740587,
|
| 1935 |
+
0.06182173917556187,
|
| 1936 |
+
0.06125563654838649,
|
| 1937 |
+
0.060113696072981476,
|
| 1938 |
+
0.05992796934045135,
|
| 1939 |
+
0.05944531257063116,
|
| 1940 |
+
0.05943324073061674,
|
| 1941 |
+
0.059380095781579406,
|
| 1942 |
+
0.05905456359258929,
|
| 1943 |
+
0.058967170342749065,
|
| 1944 |
+
0.058494031131442005,
|
| 1945 |
+
0.05839488679904593,
|
| 1946 |
+
0.058377167266445026,
|
| 1947 |
+
0.05758049425191381,
|
| 1948 |
+
0.057264568581063505,
|
| 1949 |
+
0.0571622988785893,
|
| 1950 |
+
0.05663029539517013,
|
| 1951 |
+
0.05632784271299486,
|
| 1952 |
+
0.055610026762535854,
|
| 1953 |
+
0.05537981841961513,
|
| 1954 |
+
0.05502604059278407,
|
| 1955 |
+
0.05494923168490313,
|
| 1956 |
+
0.05476896545015115,
|
| 1957 |
+
0.054465210226641976,
|
| 1958 |
+
0.05366762562660688,
|
| 1959 |
+
0.052911205445552195,
|
| 1960 |
+
0.052724402384650565,
|
| 1961 |
+
0.05233757822093858,
|
| 1962 |
+
0.05226223423438515,
|
| 1963 |
+
0.0520762119640476,
|
| 1964 |
+
0.05206421309639314,
|
| 1965 |
+
0.051294841780895585,
|
| 1966 |
+
0.05122275584083386,
|
| 1967 |
+
0.05106932745568051,
|
| 1968 |
+
0.05100395044912096,
|
| 1969 |
+
0.050876973222155945,
|
| 1970 |
+
0.05021552544961989,
|
| 1971 |
+
0.05018793265407741,
|
| 1972 |
+
0.05002206387809917,
|
| 1973 |
+
0.04933834438740752,
|
| 1974 |
+
0.04885096649718653,
|
| 1975 |
+
0.04856307868954554,
|
| 1976 |
+
0.04835144974332294,
|
| 1977 |
+
0.04833884390800671,
|
| 1978 |
+
0.04810737517109807,
|
| 1979 |
+
0.047425983868490465,
|
| 1980 |
+
0.045282242639052846,
|
| 1981 |
+
0.04434002566357843,
|
| 1982 |
+
0.04404312008012509,
|
| 1983 |
+
0.04397566051674057,
|
| 1984 |
+
0.043658285898736715,
|
| 1985 |
+
0.043525875399321665,
|
| 1986 |
+
0.04269265291862458,
|
| 1987 |
+
0.04234042251428957,
|
| 1988 |
+
0.04233747286045624,
|
| 1989 |
+
0.04221783114855339,
|
| 1990 |
+
0.042124633293386934,
|
| 1991 |
+
0.041879625631150656,
|
| 1992 |
+
0.04175240543229904,
|
| 1993 |
+
0.04174010508855003,
|
| 1994 |
+
0.0414220352332293,
|
| 1995 |
+
0.04117739366809202,
|
| 1996 |
+
0.04082925554954385,
|
| 1997 |
+
0.04072443504690812,
|
| 1998 |
+
0.04061687829099866,
|
| 1999 |
+
0.04030264564945767,
|
| 2000 |
+
0.039967057216301505,
|
| 2001 |
+
0.039671418880868135,
|
| 2002 |
+
0.03893658456245577,
|
| 2003 |
+
0.03893601778802129,
|
| 2004 |
+
0.03862471148989332,
|
| 2005 |
+
0.03846963983341301,
|
| 2006 |
+
0.038424765592442116,
|
| 2007 |
+
0.03814892278195612,
|
| 2008 |
+
0.03795148150605605,
|
| 2009 |
+
0.0378700485630105,
|
| 2010 |
+
0.037837708236294336,
|
| 2011 |
+
0.03779959864651188,
|
| 2012 |
+
0.036720180209431484,
|
| 2013 |
+
0.03660724083740269,
|
| 2014 |
+
0.03650733614235025,
|
| 2015 |
+
0.03617140082339295,
|
| 2016 |
+
0.03590309729496578,
|
| 2017 |
+
0.03588565883596666,
|
| 2018 |
+
0.03552945125210317,
|
| 2019 |
+
0.0354385158836998,
|
| 2020 |
+
0.03538700375466134,
|
| 2021 |
+
0.03503053797264171,
|
| 2022 |
+
0.034787026797428865,
|
| 2023 |
+
0.034664884057597184,
|
| 2024 |
+
0.03460676414734305,
|
| 2025 |
+
0.03456629905894403,
|
| 2026 |
+
0.03401626028120891,
|
| 2027 |
+
0.03398856606607079,
|
| 2028 |
+
0.03385174724963484,
|
| 2029 |
+
0.03377079090620573,
|
| 2030 |
+
0.03372606510285602,
|
| 2031 |
+
0.03348679954907343,
|
| 2032 |
+
0.033255848203010516,
|
| 2033 |
+
0.03319918524189213,
|
| 2034 |
+
0.03242106571315596,
|
| 2035 |
+
0.032357188294516046,
|
| 2036 |
+
0.03209111307767788,
|
| 2037 |
+
0.03204092443494973,
|
| 2038 |
+
0.031804253316393825,
|
| 2039 |
+
0.031770047600849366,
|
| 2040 |
+
0.03087772289961247,
|
| 2041 |
+
0.030716737405076536,
|
| 2042 |
+
0.030715942835563843,
|
| 2043 |
+
0.030539245481333452,
|
| 2044 |
+
0.030356412974453312,
|
| 2045 |
+
0.029912192631465714,
|
| 2046 |
+
0.02953249116330279,
|
| 2047 |
+
0.02943226945463691,
|
| 2048 |
+
0.029261658536088114,
|
| 2049 |
+
0.02847982464348916,
|
| 2050 |
+
0.02845161504213647,
|
| 2051 |
+
0.028177078523618282,
|
| 2052 |
+
0.02806574673431008,
|
| 2053 |
+
0.027705105088450265,
|
| 2054 |
+
0.027698708785395907,
|
| 2055 |
+
0.027215512701189003,
|
| 2056 |
+
0.027196860204182435,
|
| 2057 |
+
0.026784453214641703,
|
| 2058 |
+
0.026420469787268547,
|
| 2059 |
+
0.026305015448321947,
|
| 2060 |
+
0.026145659012489275,
|
| 2061 |
+
0.025811178383130736,
|
| 2062 |
+
0.0256994086796187,
|
| 2063 |
+
0.02543538143324473,
|
| 2064 |
+
0.024822773497443416,
|
| 2065 |
+
0.024473976754136248,
|
| 2066 |
+
0.024419760120507172,
|
| 2067 |
+
0.024022691086043643,
|
| 2068 |
+
0.02386029347616583,
|
| 2069 |
+
0.023679331289602153,
|
| 2070 |
+
0.023404146592058528,
|
| 2071 |
+
0.02323939413100975,
|
| 2072 |
+
0.02294159223246435,
|
| 2073 |
+
0.022876104402010305,
|
| 2074 |
+
0.02268698406872504,
|
| 2075 |
+
0.022465406247089474,
|
| 2076 |
+
0.022454338699969687,
|
| 2077 |
+
0.022392754706716297,
|
| 2078 |
+
0.022148699591467834,
|
| 2079 |
+
0.022014738698313604,
|
| 2080 |
+
0.021894950325024157,
|
| 2081 |
+
0.021661044062079297,
|
| 2082 |
+
0.021637485443005568,
|
| 2083 |
+
0.021353219229117898,
|
| 2084 |
+
0.021045161777394756,
|
| 2085 |
+
0.02087543936823573,
|
| 2086 |
+
0.020805701064633933,
|
| 2087 |
+
0.020159684708879595,
|
| 2088 |
+
0.01977133791265052,
|
| 2089 |
+
0.019651152244667618,
|
| 2090 |
+
0.019623565528961405,
|
| 2091 |
+
0.0196101854501755,
|
| 2092 |
+
0.01936184187781101,
|
| 2093 |
+
0.018611904515806087,
|
| 2094 |
+
0.018597379529583805,
|
| 2095 |
+
0.018564769063766938,
|
| 2096 |
+
0.017692129733472166,
|
| 2097 |
+
0.017595140702645697,
|
| 2098 |
+
0.01727931396984,
|
| 2099 |
+
0.01720855837857138,
|
| 2100 |
+
0.016343960090059874,
|
| 2101 |
+
0.01615816462862847,
|
| 2102 |
+
0.015143959613903345,
|
| 2103 |
+
0.015064738809215885,
|
| 2104 |
+
0.014976194469199858,
|
| 2105 |
+
0.01481822482636316,
|
| 2106 |
+
0.014547969186716076,
|
| 2107 |
+
0.014424046945069878,
|
| 2108 |
+
0.01429081316762707,
|
| 2109 |
+
0.014272590622882903,
|
| 2110 |
+
0.01361049613337395,
|
| 2111 |
+
0.012601183681977608,
|
| 2112 |
+
0.012580512393778246,
|
| 2113 |
+
0.011754448372129678,
|
| 2114 |
+
0.01167514767226127,
|
| 2115 |
+
0.01161005946742744,
|
| 2116 |
+
0.011543335725949073,
|
| 2117 |
+
0.011516718709927173,
|
| 2118 |
+
0.0111733352089608,
|
| 2119 |
+
0.010966651252401628,
|
| 2120 |
+
0.010811467428402182,
|
| 2121 |
+
0.01053099687681375,
|
| 2122 |
+
0.010513992595558757,
|
| 2123 |
+
0.010485731226579382,
|
| 2124 |
+
0.01035689950072413,
|
| 2125 |
+
0.010341418188550259,
|
| 2126 |
+
0.010003872325599895,
|
| 2127 |
+
0.009857029098507787,
|
| 2128 |
+
0.0096457636263826,
|
| 2129 |
+
0.009380250657711293,
|
| 2130 |
+
0.00914582191541208,
|
| 2131 |
+
0.008832019575958625,
|
| 2132 |
+
0.008707552105731629,
|
| 2133 |
+
0.00844914838399592,
|
| 2134 |
+
0.008448032319499409,
|
| 2135 |
+
0.00804356935036486,
|
| 2136 |
+
0.007918112204643045,
|
| 2137 |
+
0.00704331728174244,
|
| 2138 |
+
0.006773944919959319,
|
| 2139 |
+
0.00651077107970941,
|
| 2140 |
+
0.006487811891055677,
|
| 2141 |
+
0.005767447475529386,
|
| 2142 |
+
0.005552693628723254,
|
| 2143 |
+
0.005540755263187592,
|
| 2144 |
+
0.0055139296994647456,
|
| 2145 |
+
0.005104837962846229,
|
| 2146 |
+
0.004695294805425625,
|
| 2147 |
+
0.004655013654880754,
|
| 2148 |
+
0.004471591421007698,
|
| 2149 |
+
0.004437043887252942,
|
| 2150 |
+
0.004249540008964861,
|
| 2151 |
+
0.00415263541973993,
|
| 2152 |
+
0.004135079952260904,
|
| 2153 |
+
0.003992449984575121,
|
| 2154 |
+
0.00384260506678252,
|
| 2155 |
+
0.0038316035044073343,
|
| 2156 |
+
0.003582335328854317,
|
| 2157 |
+
0.003536650322445931,
|
| 2158 |
+
0.00348871555656376,
|
| 2159 |
+
0.0031522197325966677,
|
| 2160 |
+
0.003016608001058342,
|
| 2161 |
+
0.002887621898587074,
|
| 2162 |
+
0.0027527226828880113,
|
| 2163 |
+
0.002583918806514796,
|
| 2164 |
+
0.0020838635781104714,
|
| 2165 |
+
0.001996778908000525,
|
| 2166 |
+
0.0016004171060202245,
|
| 2167 |
+
0.0013403892441667096,
|
| 2168 |
+
0.0011447922824551432,
|
| 2169 |
+
0.000998209383307846,
|
| 2170 |
+
0.000865738560711774,
|
| 2171 |
+
0.0007676957133463144,
|
| 2172 |
+
0.0007329202753471004,
|
| 2173 |
+
0.0006063274969332035,
|
| 2174 |
+
0.0005881426046176828,
|
| 2175 |
+
0.0005588396824205062,
|
| 2176 |
+
0.0005485131084341691,
|
| 2177 |
+
0.00037392399269936153,
|
| 2178 |
+
0.0003648334738596796,
|
| 2179 |
+
0.00022019132991282444
|
| 2180 |
+
]
|
| 2181 |
+
},
|
| 2182 |
+
"cv_performance": {
|
| 2183 |
+
"prediction": {
|
| 2184 |
+
"accuracy": 99.28571428571428,
|
| 2185 |
+
"precision": 99.28571428571428,
|
| 2186 |
+
"recall": 100.0,
|
| 2187 |
+
"f1": 99.64106134447282
|
| 2188 |
+
},
|
| 2189 |
+
"selection": {
|
| 2190 |
+
"precision": 0.3747653907501599,
|
| 2191 |
+
"recall": 1.1458333333333333,
|
| 2192 |
+
"f1": 0.5647590119656181,
|
| 2193 |
+
"jaccard": 0.28352403524871506
|
| 2194 |
+
}
|
| 2195 |
+
}
|
| 2196 |
+
}
|
output/regress/Ocular_Melanomas/significant_genes_condition_Hypertension.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
output/regress/Ocular_Melanomas/significant_genes_condition_None.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
output/regress/Ocular_Melanomas/significant_genes_condition_Obesity.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
p1/preprocess/Pheochromocytoma_and_Paraganglioma/GSE64957.csv
ADDED
|
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
,Pheochromocytoma_and_Paraganglioma,A4GALT,AKR1C1,ALPP,ANKRD36,APOBEC3F,ARL4A,ATF4,BAGE,BAGE2,BAGE3,BAGE4,BAGE5,BANF1,BCL2L15,BMP8B,BRWD1,C3,CC2D2B,CD82,CDK11A,CDK11B,CEP170,CES1P1,CFHR1,CFHR4,CHTF8,CST12P,CTBP2,CYP2B6,CYP2D6,CYP51A1,DDX19A,DNAJB6,DPPA3,DYNC1I2,EIF3F,ELMO1,ELOA,ELOC,ENSA,EPPK1,GCOM1,GH1,GNAQ,GPHA2,GPX1,GUSBP4,H4C14,H4C15,HHCM,HMGA1,KCNMB3,KRTAP21-1,KRTAP5-7,KRTAP5-8,LILRA6,LINC00652,LINC01549,METTL2B,MPRIP,MRGPRX3,MRPL36,MTG1,MXRA7,NME2,NPM1,NT5C3A,NTM-AS1,OBP2A,OBP2B,OR3A2,OR4N4,OR8G1,PCDHA1,PCDHA10,PCDHA11,PCDHA12,PCDHA13,PCDHA2,PCDHA3,PCDHA4,PCDHA5,PCDHA6,PCDHA7,PCDHA8,PCDHGB4,PCSK4,PDE4DIP,PIGF,PPIP5K1,PSIP1,RAB7B,RAC1,RALGAPA1,RBM8A,RFPL2,RFPL3,RNF135,RPL13,RPL27A,RPL31,RPL36,RPL4,RPL7L1,RPLP1,RPS9,SAA2,SINHCAF,SKP1,SLC25A51,SLC35E2B,SLC4A1,SLX9,SNRPA1,SPRR2F,SPRR2G,SRSF1,ST6GALNAC1,ST6GALNAC2,ST6GALNAC3,ST6GALNAC4,ST6GALNAC5,ST6GALNAC6,SUMO1,TARP,TAS2R45,TATDN1,TBCA,TGIF1,THAP5,THBD,TIMM8B,TPI1,TPM4,TPTE2,TRBV20OR9-2,TRGC1,TWIST2,UBE2D3,UBE2L1,UBE2V1,UPF3A,USP12,VN1R4,WDR82,XCL1,XPR1,ZC3H11A,ZNF208,ZNF257,ZNF718,ZNF93
|
| 2 |
+
GSM1584943,0.0,5.91165,2.643035,4.26697,5.14076,4.82159,2.26902,4.638085,7.28535,4.92329,4.47124,5.44653,5.38406,7.63959,1.85681,4.66084,2.330445,9.925756666666667,2.54965,11.073876666666667,27.75171,32.08011,3.95566,3.95165,2.701,1.109,6.25437,11.373615000000001,2.821205,6.440875,2.57549,3.865385,2.98094,6.11357,2.72034,8.05003,8.94872,5.69464,3.589855,3.589855,17.21465,5.07276,6.30029,4.5983,7.20059,1.26943,9.93875,11.662759999999999,4.24421,4.24421,3.82271,5.871354999999999,12.365659999999998,3.33848,6.82663,5.95493,4.643795,3.01788,1.98323,11.01878,12.56934,0.835555,4.343385,9.925756666666667,24.78732,18.841865,14.251655,5.33465,3.91376,3.68216,4.67206,3.5307,2.42284,2.59564,3.66224,2.98755,1.96583,3.45477,4.5138,5.41841,4.97566,3.56473,4.4599,3.5316,4.06201,4.99922,6.67887,2.30447,4.51372,8.6521,4.89016,2.30447,2.04024,9.925756666666667,12.59374,7.89615,4.00459,3.93219,10.3731,10.3731,11.0575,5.7526,4.343385,5.11045,3.3626,5.91165,4.95138,1.26943,4.232175,4.49086,6.31253,2.467295,2.330445,5.00247,6.9736,5.89552,5.09336,2.30447,1.18474,1.4819633333333335,0.9650433333333334,3.6687933333333334,1.9990266666666667,1.77431,2.366395,3.03387,2.07817,5.6314,9.48489,6.932383333333333,3.001885,4.643795,9.37212,8.69832,9.13008,2.21757,3.03387,2.643035,6.19523,25.6138,25.6138,4.444835,6.56714,5.19959,2.62713,4.0887,2.55026,0.835555,3.69886,11.31713,7.8634,9.07726,3.8279
|
| 3 |
+
GSM1584944,0.0,5.92605,1.90305,4.11652,7.2714,4.4237,2.178855,4.2436,6.35143,4.67226,4.20488,5.17785,5.12452,7.57152,2.2928,4.19761,3.274275,9.432793333333333,2.19691,10.978366666666666,23.743065,27.27588,5.63899,4.19008,2.45387,1.0448,3.49845,10.709415,3.31774,6.371685,2.61737,3.754315,2.934875,7.04805,2.25461,8.14526,8.46438,6.127,3.084455,3.084455,19.259149999999998,5.10413,5.610213333333333,4.28981,7.35029,4.03923,10.9741,13.68191,6.18943,6.18943,3.66842,6.259774999999999,13.16018,3.30592,6.75646,6.17379,4.311335,2.17977,1.30899,10.35535,13.12246,0.8313525,4.095675,9.432793333333333,24.091920000000002,18.68745,14.133215,5.5931999999999995,3.28804,3.6871,4.91092,3.64406,2.25969,2.66077,4.40636,4.13854,2.92458,4.53356,5.6017,6.0062999999999995,5.63485,4.13854,5.95434,4.48003,4.28267,5.35903,5.58097,2.0362133333333334,4.66921,8.58496,5.16014,2.0362133333333334,2.027785,9.432793333333333,14.37766,6.23723,3.9304,3.71078,9.88096,9.88096,10.4232,5.70275,4.095675,5.18755,4.267415,5.92605,4.74731,4.03923,5.68051,4.709805,5.32326,2.449055,3.274275,5.31064,5.82176,6.37677,5.52355,2.0362133333333334,1.1624700000000001,1.32479,1.17324,3.685336666666667,1.98622,1.64631,2.613885,1.48662,2.28221,6.93326,8.39609,9.831526666666667,3.19089,4.311335,7.7036,8.15088,8.26574,1.84659,1.48662,1.90305,5.90318,26.065466666666666,26.065466666666666,4.08807,7.0048200000000005,6.05672,2.82317,4.93513,2.71222,0.8313525,3.813035,12.61486,8.86257,9.95358,4.23886
|
| 4 |
+
GSM1584945,0.0,5.7631,1.720845,4.23139,7.13704,4.6974,1.7545,3.926335,6.61548,4.67441,4.27984,5.10323,5.04098,8.19928,2.10349,4.60158,3.48838,9.621226666666667,2.3451,11.484313333333333,23.5068275,27.173585,4.97099,4.00206,2.32748,1.104635,5.38408,11.609390000000001,3.695955,6.7574749999999995,2.616025,4.14145,3.1534,7.43904,2.31075,8.33282,8.22087,6.50701,3.628265,3.628265,16.399949999999997,5.56165,5.913286666666667,4.27192,6.19155,1.362305,8.15548,13.46317,4.2729,4.2729,4.01074,6.19632,13.03941,4.09827,6.7752,6.2545,4.27933,2.69471,1.67958,11.08727,12.12871,0.885315,4.37948,9.621226666666667,23.29421,18.349665,13.68862,3.299525,4.0074,3.47313,4.61828,3.45876,2.39866,2.09479,3.82023,3.45578,2.10938,3.61313,4.81945,5.00898,5.37436,3.6125,5.18547,3.71677,3.53021,5.07861,5.72673,2.0822333333333334,3.77557,8.72198,5.71214,2.0822333333333334,1.96921,9.621226666666667,13.67262,6.52344,3.40998,3.33758,9.158895000000001,9.158895000000001,10.3673,5.808,4.37948,4.69091,3.600135,5.7631,4.306995,1.362305,5.081305,4.88252,3.88704,2.80296,3.48838,4.92955,6.92597,6.03414,5.36592,2.0822333333333334,1.2232233333333333,1.4220366666666668,1.10717,3.8537266666666663,2.210643333333333,1.6675133333333332,3.05589,1.7381,2.49553,7.11841,9.41443,5.97394,3.10359,4.27933,9.68181,9.0225,7.41658,1.59148,1.7381,1.720845,5.88289,25.756866666666667,25.756866666666667,4.442115,7.29079,5.40948,2.52105,4.87756,2.42375,0.885315,3.588135,12.639610000000001,8.54648,9.57934,3.84081
|
| 5 |
+
GSM1584946,0.0,5.90595,2.40886,4.32974,7.5337,4.64388,1.43369,4.25632,6.12667,4.81378,4.62923,5.13308,5.20827,6.84635,2.03314,5.10846,2.83536,9.463996666666667,3.56142,11.95531,18.8332825,22.628525,4.34222,4.50658,2.426685,1.140605,6.8884,11.624695,3.159535,6.26338,2.7729,3.49048,2.971165,6.85313,2.68029,7.01882,9.30543,5.2535,3.246535,3.246535,13.48935,5.00571,5.837983333333333,4.782,6.62728,1.30044,11.6309,9.68238,4.91225,4.91225,3.87445,5.911235,13.06668,3.90988,6.87878,6.39737,4.6993849999999995,2.1298,2.01197,8.95081,14.564530000000001,0.8637875,3.6961,9.463996666666667,24.659950000000002,17.06017,13.719415000000001,4.3969249999999995,3.8193,3.82535,5.07643,4.11226,2.65896,2.54377,4.80926,4.1433,2.65967,4.06089,5.70228,6.18679,5.61961,3.27996,5.81031,3.99701,4.47562,5.05949,4.95316,2.20925,4.22951,7.20812,4.54351,2.20925,2.210275,9.463996666666667,12.53508,5.49577,3.24955,3.54195,10.632549999999998,10.632549999999998,10.928,5.60355,3.6961,5.001,3.59501,5.90595,4.843645,1.30044,4.346535,4.762,3.68946,2.771465,2.83536,5.34474,4.36901,6.30837,5.65946,2.20925,1.3156033333333335,1.4630766666666668,1.21877,4.067596666666667,1.9164833333333335,1.9737799999999999,2.2989,1.90066,2.31881,5.17213,7.62056,9.917456666666666,3.608355,4.6993849999999995,8.3345,9.48528,8.72162,1.95619,1.90066,2.40886,6.38389,24.418200000000002,24.418200000000002,4.44026,6.743105,4.73202,3.45539,2.43583,2.79817,0.8637875,3.54168,11.62939,8.21254,8.16358,3.925425
|
| 6 |
+
GSM1584947,0.0,5.81135,2.6956,4.24077,4.6547,4.01818,1.985865,4.50491,5.91633,4.11835,3.90635,4.81175,4.50506,9.28603,1.85044,5.06064,3.22695,9.620906666666666,2.94988,10.99843,22.6794225,26.775685,4.91561,4.17546,2.58703,1.09715,6.66055,11.051925,2.96985,6.696605,2.713605,3.983,2.53398,6.63296,2.63648,8.11142,8.94613,5.83385,3.333835,3.333835,13.96291,5.17366,6.3026,4.6099,6.89074,1.05539,11.009,12.093589999999999,2.65485,2.65485,3.8768,5.859285,13.65718,3.54255,6.81741,6.1534,4.385365,3.3195,1.89848,9.351099999999999,12.43223,1.03195,4.39452,9.620906666666666,26.55513,19.161225,14.137599999999999,4.58444,3.80255,3.33858,4.64732,3.54634,2.6167,3.12206,3.74819,3.94253,2.40492,4.09988,4.64562,5.39307,5.38463,4.5557,4.44647,3.90559,4.13119,5.39415,5.56221,2.0160066666666667,4.68536,9.6502,6.07634,2.0160066666666667,2.20528,9.620906666666666,12.37294,6.46439,4.59711,4.56051,10.36085,10.36085,10.5848,5.70135,4.39452,4.99508,3.86277,5.81135,4.90163,1.05539,4.26169,4.919795,3.52349,2.58749,3.22695,5.53377,6.22731,5.90631,5.39267,2.0160066666666667,1.3699700000000001,1.3404233333333335,1.06067,3.446013333333333,1.9970299999999999,1.7843233333333333,2.89624,2.05869,2.46671,7.2662,9.53162,5.991716666666667,3.4181,4.385365,10.1364,8.55245,8.54979,1.73225,2.05869,2.6956,6.06512,24.916800000000002,24.916800000000002,4.1877,7.180535,4.31246,2.74743,3.86266,2.84524,1.03195,3.556825,12.130030000000001,8.76124,7.01226,3.852845
|
| 7 |
+
GSM1584948,1.0,5.9799,2.496125,3.77836,7.92188,5.03524,2.22609,4.468215,5.74257,4.51226,4.15005,5.01135,4.67492,8.90006,1.64304,4.61917,3.381965,9.49785,2.55724,10.980443333333334,23.5443325,26.793255,4.7552,3.94725,2.529665,1.06962,6.0574,10.82207,3.78498,6.76825,2.563245,4.205005,3.29573,7.39237,2.63979,8.15674,8.94906,5.82466,3.28374,3.28374,17.77001,5.17458,7.459256666666667,4.60466,5.99112,1.213375,10.1798,13.526309999999999,3.37685,3.37685,3.57863,5.56737,12.777470000000001,3.22244,6.54192,5.89652,4.20341,2.47708,1.88387,11.91471,13.436060000000001,0.8221225,3.97606,9.49785,24.63986,19.398285,14.285734999999999,4.918365,3.31977,3.44056,4.56121,3.40247,2.31743,2.25707,4.30092,4.13665,2.41774,4.13556,5.30714,5.26801,4.99523,3.92547,5.1484,3.94888,3.95309,5.27241,4.86781,2.3184,4.91069,9.65484,5.82475,2.3184,1.973,9.49785,13.88194,7.24858,3.86052,3.86724,10.701350000000001,10.701350000000001,11.0409,5.82085,3.97606,5.0911,3.399635,5.9799,4.72592,1.213375,5.80755,4.904865,4.09669,2.3436,3.381965,4.67356,6.78861,6.00833,5.06495,2.3184,1.1961,1.3525033333333332,1.0465266666666666,3.579276666666667,2.17612,1.6299166666666667,2.66982,2.02651,3.44783,7.36597,9.10516,11.248263333333334,3.6545,4.20341,9.54801,8.06727,9.26135,2.12849,2.02651,2.496125,5.40436,26.09313333333333,26.09313333333333,4.25422,7.418889999999999,4.70371,3.01439,5.52179,2.10502,0.8221225,3.680645,11.99482,8.38275,8.68674,3.71582
|
| 8 |
+
GSM1584949,1.0,5.9725,2.35898,4.02446,6.8956,4.89076,2.424605,4.578495,5.87593,4.56813,4.19492,5.0858,4.9078,8.38754,1.40254,4.46368,3.35236,9.6738,3.25256,10.890156666666666,22.0794225,25.069875,5.45339,3.77088,2.58648,0.919445,6.68959,11.468555,3.296085,7.041980000000001,2.666425,4.375555,3.24688,6.31156,2.603,8.41605,8.94659,5.27803,3.845485,3.845485,16.4331,5.38208,6.246076666666667,4.02995,7.34132,1.414045,11.0393,12.037410000000001,4.44394,4.44394,3.74425,5.77655,14.31645,2.86288,6.09008,5.73128,4.09865,2.79688,1.55302,11.50297,13.3503,0.8342225,4.34899,9.6738,24.311890000000002,20.45755,14.103625000000001,6.032085,3.46987,2.90091,4.18817,3.43885,2.22196,2.45222,3.42377,3.40375,2.766,3.66276,4.45212,4.81795,4.57733,3.46561,4.91588,3.32052,3.43334,4.67819,4.88481,2.3787,4.60756,9.55024,6.28604,2.3787,1.85312,9.6738,14.58606,7.01634,3.21496,3.15088,10.4132,10.4132,10.8436,5.77545,4.34899,5.0503,3.62156,5.9725,4.958505,1.414045,5.590765,5.0223,5.09436,2.41159,3.35236,4.89447,7.96727,5.92593,5.27246,2.3787,1.2933833333333333,1.4601,1.1842733333333333,3.39078,1.7320233333333332,1.8295966666666665,2.878075,1.62886,3.53713,7.55385,9.35482,9.666806666666666,4.03131,4.09865,10.0608,8.25209,8.8386,1.91794,1.62886,2.35898,5.36692,26.118266666666667,26.118266666666667,4.56199,7.14605,5.54811,2.80886,5.00842,2.79766,0.8342225,3.99425,11.333390000000001,8.12646,10.92252,3.34136
|
| 9 |
+
GSM1584950,0.0,6.10825,2.14994,4.03295,6.61146,5.17665,2.02046,4.51586,5.76786,4.57805,4.40029,5.13439,5.13961,8.57068,2.25499,4.71408,3.485915,9.983353333333334,2.60263,10.945566666666666,24.59972,28.04416,6.19945,4.12714,2.319725,1.100155,5.60337,11.349385,3.19422,6.986655,2.70908,4.277575,3.11106,7.44809,2.35373,8.45275,9.50717,5.08865,3.819495,3.819495,16.29075,4.3947,6.443116666666667,4.19854,8.17844,1.397805,10.6407,11.4566,3.88298,3.88298,3.53342,5.80822,12.129280000000001,3.37063,6.3223,6.16758,4.221220000000001,2.3296,1.52384,11.93159,13.83728,0.904215,4.50977,9.983353333333334,24.36067,20.01054,14.801935,5.56406,3.30752,3.27656,4.20602,3.17447,2.06775,2.13515,4.2481,3.64103,1.86033,3.90177,5.46301,4.17723,4.5021,3.09379,4.76996,3.6407,3.50869,5.09126,6.07543,2.2737933333333333,4.93244,8.43198,5.04876,2.2737933333333333,1.86012,9.983353333333334,15.12004,7.41175,3.58348,3.63359,10.59815,10.59815,11.1434,5.88775,4.50977,5.3236,3.933595,6.10825,5.12935,1.397805,5.9872700000000005,4.899825,3.93779,2.29665,3.485915,5.0822,6.76471,6.13312,5.06006,2.2737933333333333,1.0767666666666666,1.2081033333333333,0.9702833333333333,3.67125,2.306503333333333,1.7126599999999998,2.72667,2.12997,2.31327,7.04316,9.21473,8.882873333333333,3.89468,4.221220000000001,9.96507,8.57086,7.52914,1.70433,2.12997,2.14994,5.65825,26.002666666666666,26.002666666666666,4.52827,7.611935,5.48488,2.69689,5.83463,2.49901,0.904215,4.05093,11.881879999999999,8.50774,9.91936,4.068415
|
| 10 |
+
GSM1584951,0.0,6.02815,2.639025,4.15732,7.33447,5.51437,1.56223,4.302865,6.29858,4.79445,4.50147,5.37137,5.25084,8.82865,2.63498,4.92259,2.976695,9.279253333333333,2.40942,10.633126666666666,25.00065,29.18822,6.19101,4.03885,2.710945,1.06536,5.52348,10.769555,3.267145,6.02397,2.669605,3.354365,2.986085,7.06706,2.37474,8.0762,9.11662,5.19545,3.46168,3.46168,18.4939,4.7931,5.957613333333333,4.33986,6.20381,1.13786,9.68543,13.69924,4.77911,4.77911,3.50985,6.040495,12.29045,3.40426,6.79005,6.05808,4.661545,3.02691,1.71505,8.822659999999999,13.922429999999999,0.842445,4.174915,9.279253333333333,25.02689,19.84808,14.379439999999999,5.58385,3.26895,3.08625,4.29997,4.02028,2.38809,2.78057,3.60701,3.40746,2.19104,3.5972,5.23467,5.651009999999999,4.94837,2.89987,4.96717,3.60056,3.72467,5.02653,5.24512,2.23791,5.33367,6.94502,4.83047,2.23791,2.032885,9.279253333333333,14.63458,6.57185,3.4023,3.30025,10.7564,10.7564,11.3297,5.841,4.174915,5.24665,3.789915,6.02815,5.209,1.13786,5.523804999999999,4.7415,4.39991,2.63156,2.976695,4.61258,4.96198,6.05492,5.29127,2.23791,1.2755966666666667,1.3968366666666665,0.91379,3.3620066666666664,2.009113333333333,1.6757833333333334,2.49661,1.96457,2.40118,6.70721,9.10675,7.662763333333333,2.99708,4.661545,9.33353,8.52336,8.85145,1.79706,1.96457,2.639025,5.74392,25.448866666666667,25.448866666666667,4.073725,7.392585,5.16773,2.80828,4.60768,3.50779,0.842445,3.624175,11.38486,8.19934,9.5601,3.92643
|
| 11 |
+
GSM1584952,0.0,6.09555,2.390345,3.94692,8.02638,6.05426,1.97796,4.54929,6.04156,4.78622,4.29787,5.13308,4.97437,8.36367,2.1714,4.83607,3.118135,9.803483333333332,3.77563,10.475446666666667,22.615195,26.00416,6.0156,4.14012,2.87127,1.003925,6.62868,11.989565,3.39514,6.68979,2.55579,4.134,2.96574,7.17632,2.40185,8.28165,9.40441,5.76971,3.57715,3.57715,17.209850000000003,4.80241,6.36773,3.91507,8.12997,1.209415,10.6104,10.90771,4.72454,4.72454,3.42918,6.19021,11.948329999999999,3.65196,6.33051,5.69617,4.0580750000000005,2.74794,1.79137,11.00297,13.587990000000001,0.797125,4.30167,9.803483333333332,23.687,20.2461,14.261555,5.539485,3.48801,2.99551,4.18316,3.26642,2.28695,2.27522,3.52832,4.22639,2.30119,4.00956,5.21703,5.0738,4.98118,4.19605,5.16585,3.56621,4.38321,4.67121,5.05465,2.19255,5.77942,10.7992,4.68799,2.19255,1.87896,9.803483333333332,14.0103,6.82535,4.52888,4.78428,10.96025,10.96025,11.6731,5.89945,4.30167,5.33625,3.83155,6.09555,5.2476,1.209415,5.684875,4.79659,3.70709,2.794,3.118135,5.85494,6.68141,6.02845,5.38619,2.19255,1.17769,1.3220433333333335,0.9885366666666666,3.5278866666666664,1.7609666666666666,1.6983233333333334,2.67417,1.93818,1.7725,7.66902,9.46159,7.706286666666666,3.411205,4.0580750000000005,9.85392,8.65686,8.31315,1.65698,1.93818,2.390345,5.23184,25.774233333333335,25.774233333333335,4.613405,6.90892,5.71493,2.70218,5.35782,2.96991,0.797125,3.725365,12.04242,8.61253,8.89184,3.608915
|
| 12 |
+
GSM1584953,0.0,6.006,2.690365,3.80436,6.90144,5.22467,2.171175,4.501675,5.8058,4.76757,4.17678,5.18699,4.85716,8.00144,1.51484,4.5446,3.443815,10.117833333333333,2.93379,10.941083333333333,21.211445,24.28983,5.78352,4.47388,2.299745,0.974175,7.22277,11.81821,3.675635,6.86886,2.395995,4.472865,3.30054,6.82447,2.31733,8.71019,8.72155,6.36911,3.531595,3.531595,16.95304,4.90299,6.6468,3.83121,8.26219,1.1038,11.1375,12.453479999999999,6.13416,6.13416,3.34909,6.1384799999999995,12.41294,3.48202,5.89449,5.48988,4.125745,3.03957,1.78903,10.89053,14.60422,0.85818,4.22673,10.117833333333333,25.10135,19.821315,14.7588,5.395205,3.47146,2.83236,3.97525,2.93175,2.2307,2.23395,3.39039,3.30065,1.93874,3.54831,4.30989,4.78642,4.37973,3.44978,4.40017,3.322,3.28334,4.59383,4.82421,2.2450566666666667,5.77408,9.73738,5.91109,2.2450566666666667,1.84876,10.117833333333333,14.90218,6.71809,3.45708,3.41568,10.25015,10.25015,10.6617,5.79925,4.22673,5.219,3.976355,6.006,4.95675,1.1038,6.05518,4.90249,4.36295,2.6211,3.443815,4.65396,6.09818,5.78317,4.85124,2.2450566666666667,1.05916,1.4348666666666665,0.8499366666666667,3.79374,2.01646,1.78692,2.70458,2.01658,3.0536,6.89252,8.82472,10.94613,3.59888,4.125745,9.05333,9.13656,8.38225,2.05927,2.01658,2.690365,5.45024,26.813933333333335,26.813933333333335,4.57701,6.995464999999999,6.03943,2.52996,6.48919,2.35566,0.85818,3.98284,12.030850000000001,8.76069,10.1637,4.318495
|
| 13 |
+
GSM1584954,0.0,6.1496,2.08485,3.6614,6.07013,7.43262,1.98317,4.677175,6.51284,4.66964,4.44283,5.13308,5.07455,9.34688,1.90487,4.53148,3.274275,10.237766666666667,2.68491,10.90084,22.143205000000002,26.87689,5.89888,3.68473,2.53147,1.079725,6.87504,11.523129999999998,3.12534,6.4905100000000004,2.492865,3.997645,3.1302,7.33875,2.19488,8.67983,9.36639,6.80008,3.794545,3.794545,17.54683,4.84706,6.981746666666666,4.20597,7.60442,1.18072,10.8902,11.13081,3.26923,3.26923,3.52213,5.7875700000000005,12.625129999999999,3.21036,6.27144,5.73708,4.436485,2.67983,2.09507,9.991389999999999,13.87475,0.8915825,4.497825,10.237766666666667,24.381990000000002,19.880445,14.379435,6.01288,3.39389,3.20612,4.21423,3.40593,2.27622,2.96027,4.39694,3.51767,1.823,3.32676,4.86605,5.28195,5.09785,3.75044,4.98269,3.73566,3.84399,4.86466,5.13548,2.0967733333333336,4.94574,8.55476,5.51671,2.0967733333333336,1.863535,10.237766666666667,13.39258,7.09115,3.50876,3.53042,10.82065,10.82065,11.2614,5.92355,4.497825,5.2215,3.740055,6.1496,5.44425,1.18072,5.928,4.833295,3.741,2.417855,3.274275,5.70248,6.3659,5.80831,5.40743,2.0967733333333336,1.1807733333333335,1.4875966666666667,1.0708900000000001,3.3553966666666666,2.00841,1.7977733333333334,2.73199,1.9854,2.22384,7.21804,9.21832,9.3659,3.71583,4.436485,10.1642,9.13454,8.73134,1.69398,1.9854,2.08485,5.32222,25.479033333333334,25.479033333333334,4.5725,6.92753,6.75423,2.46406,6.03447,2.40261,0.8915825,3.818035,11.245239999999999,8.16905,10.0588,4.11831
|
| 14 |
+
GSM1584955,0.0,6.0652,2.286345,4.00887,7.3505,5.92425,1.854795,4.25565,6.15104,4.77883,4.17112,5.38583,4.9192,8.88744,1.57016,4.46074,3.274625,9.777190000000001,2.13416,10.571793333333334,23.660017500000002,26.971615,5.89557,4.17076,2.351445,1.11267,6.83583,11.246410000000001,3.52393,6.168675,2.541415,3.62726,3.036965,7.65413,2.1396,8.27332,9.37181,5.98774,3.423115,3.423115,14.47451,4.88507,6.701686666666667,4.09542,7.19634,1.01403,10.7064,12.67928,4.02369,4.02369,3.41738,5.997085,10.12246,2.11904,6.36281,5.91184,4.34539,2.38735,1.82251,10.37738,13.78621,0.7423,4.420775,9.777190000000001,24.32877,20.004595000000002,14.244785,6.156875,3.58211,2.90111,4.00691,3.19135,2.08782,1.88215,4.20239,3.46307,2.60671,3.78101,5.10568,4.739269999999999,4.63276,3.35374,4.51204,3.51449,3.41234,4.9158,5.15061,2.5444066666666667,4.41938,8.95952,5.74781,2.5444066666666667,1.849055,9.777190000000001,13.92064,6.48776,2.96619,2.99145,11.0174,11.0174,11.2995,5.9119,4.420775,5.34085,3.758805,6.0652,5.25205,1.01403,5.6623149999999995,4.554515,4.35019,2.34347,3.274625,5.20727,6.41496,5.87146,5.01428,2.5444066666666667,1.1203266666666667,1.21229,0.9786766666666668,3.2462166666666663,2.3378633333333334,1.67642,2.64099,1.96225,2.32087,5.6376,8.97941,9.66306,3.352265,4.34539,9.43275,8.3959,8.66058,1.50179,1.96225,2.286345,5.52227,25.576900000000002,25.576900000000002,4.43842,6.541115,5.19772,2.82613,6.58333,3.62031,0.7423,3.966015,12.0741,9.03537,10.85924,4.11238
|
| 15 |
+
GSM1584956,0.0,6.08715,1.71097,4.00493,7.6264,4.18585,1.848995,4.53741,6.23995,4.11742,3.73317,4.88614,4.7978,8.91152,2.38094,4.74617,3.056295,9.739626666666666,2.50399,10.608006666666666,23.7996925,26.877275,5.18496,3.74392,2.45974,1.07168,5.09782,11.211735000000001,3.284235,6.59116,2.52027,4.07089,3.044675,7.28862,2.37563,8.20769,8.81152,5.2883,3.514235,3.514235,17.20304,5.10825,6.888136666666666,4.31852,7.30939,1.06133,10.6725,11.82133,3.72551,3.72551,3.81325,5.7754449999999995,11.17016,2.88882,6.03211,5.48246,4.71889,2.93886,1.78627,10.09187,12.967590000000001,0.8313525,4.53185,9.739626666666666,24.604,19.88472,13.90757,4.806595,3.64834,3.3343,4.71191,3.59501,2.12343,2.59592,3.49328,3.15162,1.68999,3.19296,4.25016,4.64326,4.44471,3.2937,4.06518,3.38593,3.48093,4.90245,4.35999,2.1346633333333336,4.45417,9.64408,5.88616,2.1346633333333336,1.87784,9.739626666666666,14.1392,6.85413,3.37971,3.10912,10.44665,10.44665,11.0861,5.82395,4.53185,5.08165,3.332965,6.08715,5.10585,1.06133,4.893095,4.90417,3.30167,2.7036,3.056295,5.46626,5.94514,5.77329,5.52446,2.1346633333333336,1.2034533333333333,1.0077433333333332,1.0470666666666666,3.562663333333333,2.023233333333333,1.7638466666666668,2.88904,1.83387,2.21232,6.35418,8.87066,7.702813333333333,3.74704,4.71889,9.64829,8.71132,7.93124,2.07152,1.83387,1.71097,5.70314,25.815333333333335,25.815333333333335,4.28033,7.007905,4.22603,2.82809,5.01153,3.15923,0.8313525,3.94682,11.22008,8.20842,10.10816,3.940415
|
| 16 |
+
GSM1584957,1.0,5.9023,2.449515,3.25399,7.24686,5.98825,1.981955,4.649485,5.69712,4.44141,4.02117,5.09257,4.9891,8.22168,2.54899,4.22589,2.60251,9.81269,2.48313,11.47834,20.469285,23.18896,4.73373,3.98595,2.789935,0.938395,6.36764,11.29626,3.27666,6.562189999999999,2.45879,4.1034,3.07675,6.99416,2.27067,8.5944,9.13161,5.10318,3.843225,3.843225,16.04256,4.57666,6.03748,3.97942,7.79598,2.29645,9.67422,10.41186,4.9296,4.9296,3.62506,6.179025,10.69928,3.66415,6.57772,5.9675,4.13756,2.53554,1.99752,10.69263,12.88008,0.894715,4.06792,9.81269,25.50584,19.547105000000002,14.818085,5.256915,3.32445,3.07147,4.04921,3.2546,2.29433,2.28796,3.53313,4.10456,2.64707,3.99746,5.19899,5.19371,5.51549,3.84011,5.33244,3.95759,3.98786,5.09126,6.63807,2.369616666666667,5.39893,8.51804,5.51483,2.369616666666667,1.99822,9.81269,13.94342,7.52164,3.23628,3.1375,11.5445,11.5445,11.2296,5.8741,4.06792,5.21725,3.581775,5.9023,5.2355,2.29645,6.498305,4.94867,4.0392,2.01067,2.60251,4.31866,6.72823,6.2311,5.45313,2.369616666666667,1.09664,1.3127133333333334,1.51422,3.575406666666667,2.22503,1.7543300000000002,3.099415,1.50654,2.27853,6.99633,9.11997,9.851376666666667,3.92197,4.13756,9.6645,8.6897,9.51205,1.86968,1.50654,2.449515,5.37463,26.303866666666668,26.303866666666668,4.68367,7.15832,5.54444,2.46747,6.1241,2.01587,0.894715,3.907785,12.25178,8.73789,11.05396,3.98234
|
| 17 |
+
GSM1584958,1.0,5.6933,1.889835,4.62448,4.22365,3.31962,1.823975,4.40524,6.94591,5.11576,4.26471,6.09617,5.20906,8.22441,3.80899,4.85387,2.76576,9.725933333333334,2.92224,11.24448,24.0074125,27.382514999999998,5.03671,4.23147,2.757865,1.31677,4.77068,11.131129999999999,3.07969,6.77427,2.785815,3.988455,3.00395,7.28335,2.70698,7.82583,8.85825,4.98262,3.04055,3.04055,17.35116,5.67219,4.336126666666667,4.63486,6.22688,1.504575,11.4357,12.5166,5.11541,5.11541,3.78829,5.740565,13.206029999999998,4.27835,6.60544,6.01349,4.604795,2.9512,2.31674,8.46789,13.74373,0.9325575,3.52504,9.725933333333334,25.38965,19.796585,13.941939999999999,4.76691,3.92353,3.62128,4.95951,3.76953,2.67542,3.0822,5.0447,5.32021,2.60792,4.15222,5.20138,5.22712,5.4058,5.19876,5.43856,5.0461,5.15202,5.14184,6.03695,2.24329,5.05345,8.23128,4.78516,2.24329,2.21857,9.725933333333334,12.54058,7.41041,3.46272,3.52372,9.914985,9.914985,10.2941,5.62105,3.52504,4.99053,4.14149,5.6933,4.497155,1.504575,4.669795,4.858025,4.05959,2.38172,2.76576,5.42419,4.47663,5.92021,5.81848,2.24329,1.3225633333333333,1.5080533333333335,1.1453499999999999,3.598606666666667,1.9517499999999999,1.7181566666666666,2.559155,1.90875,2.17151,5.34051,8.70024,4.5585466666666665,3.44497,4.604795,9.75969,8.99337,9.03069,1.65217,1.90875,1.889835,5.92766,25.91616666666667,25.91616666666667,4.42617,6.768385,5.0848,2.84151,3.39479,2.77829,0.9325575,3.68691,11.926870000000001,8.45066,10.47548,4.084925
|
| 18 |
+
GSM1584959,0.0,5.9528,3.443135,3.57406,6.75343,4.68059,2.338985,4.44988,5.90399,4.44056,4.0405,5.01354,4.73272,8.75701,1.6422,4.38184,3.42575,9.91506,2.32505,10.838233333333333,20.8598,23.59306,6.23227,4.0712,2.466555,1.004175,6.07032,11.961215,3.323965,6.45516,2.59152,3.86364,3.036105,8.15322,2.30291,7.98504,9.07676,5.91626,3.335295,3.335295,17.2155,4.85951,6.082813333333333,4.39553,7.03234,4.612045,11.1558,11.19493,4.4113,4.4113,3.75211,6.6073900000000005,12.80686,2.8199,6.29952,5.96424,4.125915,2.14051,1.80952,9.97334,14.71754,0.8786875,4.199025,9.91506,24.16014,19.06463,13.47837,5.578245,3.6645,3.48397,4.58491,3.35312,2.2323,2.43207,4.46877,4.85619,2.73126,4.04707,5.1192,5.69759,5.42598,4.79534,5.54838,3.84224,4.09266,5.36036,4.36046,2.166376666666667,6.21507,8.49808,5.20447,2.166376666666667,1.96225,9.91506,13.82946,6.8783,3.57334,3.32175,10.3322,10.3322,10.8457,5.7117,4.199025,5.09215,3.718515,5.9528,5.21415,4.612045,5.94356,4.683775,4.09041,2.85014,3.42575,5.31019,6.38742,5.96373,5.03923,2.166376666666667,1.06122,2.079963333333333,0.9559066666666666,3.3207000000000004,1.9108233333333333,1.50962,2.555815,3.68245,2.54785,6.82953,8.51474,10.44638,3.0566,4.125915,9.65794,9.03039,8.35246,1.69997,3.68245,3.443135,5.79938,25.145333333333333,25.145333333333333,4.56605,6.58274,7.3755,2.73878,5.28158,2.09714,0.8786875,3.68815,12.0399,8.42931,9.56526,3.9318
|
| 19 |
+
GSM1584960,1.0,6.0292,1.55817,4.33075,7.36182,6.97257,1.226285,4.56091,6.93219,5.15889,4.88579,5.75569,5.809,8.93555,2.24429,4.79182,3.2619,9.815793333333332,3.07877,12.014226666666666,22.12786,25.37876,5.43713,4.27955,2.342205,1.25041,4.71595,11.620080000000002,3.270445,6.8964799999999995,2.721075,4.175405,3.49164,5.70138,2.49761,8.08378,9.07263,6.21771,3.74496,3.74496,14.53126,5.04365,5.7887699999999995,4.71674,6.63554,1.574925,9.82802,11.93429,3.94571,3.94571,4.25452,6.31255,13.72369,3.07165,6.87158,6.35431,4.348485,3.04148,1.66777,11.61629,12.59172,0.8633025,4.324375,9.815793333333332,24.178800000000003,19.543075,14.136495,4.5098199999999995,3.82965,3.10336,4.56539,3.58915,2.98326,2.43528,3.94467,3.54633,2.46213,3.84784,4.75619,5.3986,5.08035,3.60337,4.82776,3.90643,3.61428,5.20318,5.12678,2.1503633333333334,4.83493,8.65582,5.87572,2.1503633333333334,2.047,9.815793333333332,13.87194,6.67893,3.08284,3.23933,10.7512,10.7512,11.0787,5.6947,4.324375,5.2299,2.42802,6.0292,5.264,1.574925,5.373865,4.53937,3.90138,2.666595,3.2619,5.72026,6.36111,6.31077,5.77193,2.1503633333333334,1.2707766666666667,1.4119400000000002,1.1278733333333333,4.047483333333333,2.41989,1.7362633333333333,2.288035,2.32448,2.40796,6.56487,8.45347,9.01197,3.161335,4.348485,9.3251,8.8815,8.38478,1.55125,2.32448,1.55817,5.64616,26.341933333333333,26.341933333333333,4.47843,6.845235000000001,5.04313,2.7495,4.97425,2.50655,0.8633025,3.79458,11.47964,8.27697,8.62134,3.67093
|
| 20 |
+
GSM1584961,1.0,6.0418,2.288405,4.09879,7.63596,4.2714,2.17243,4.48375,6.75323,4.45187,4.04511,5.0237,4.78748,8.86756,2.17709,4.76363,3.282845,9.99523,2.6803,11.624443333333334,21.3919775,25.026135,5.18375,4.32736,2.644,1.087815,2.96391,11.225635,3.344235,6.589675,2.669495,3.92018,2.53454,6.69833,2.58416,8.38702,9.40567,5.67675,3.33177,3.33177,19.28286,5.11056,6.560853333333333,4.68595,6.20501,2.42099,10.4262,11.666360000000001,5.48404,5.48404,3.83818,7.040755,12.78403,4.295,6.72578,6.08536,4.814315000000001,2.68613,1.71593,10.05462,12.513459999999998,0.894715,3.921475,9.99523,24.24482,20.0693,14.67354,6.051935,3.95716,4.31493,5.68812,3.98354,2.56785,3.05473,3.85387,4.72249,2.26775,4.39778,5.66806,6.85098,6.00809,4.59716,5.24866,4.28157,4.57812,5.44746,5.40899,1.99102,4.48755,6.76188,4.23077,1.99102,2.051095,9.99523,12.49946,7.15833,3.33354,3.26114,10.7534,10.7534,11.2631,5.8503,3.921475,5.2265,4.473975,6.0418,5.2449,2.42099,6.0947499999999994,4.684635,4.68326,2.351765,3.282845,5.18361,6.41496,6.19888,5.77042,1.99102,1.2346233333333334,1.3105133333333334,1.35203,3.769663333333333,2.25081,1.7068033333333332,2.197825,1.87487,2.09704,7.06869,9.11466,10.301223333333333,2.921265,4.814315000000001,8.62352,8.50838,8.40035,1.63283,1.87487,2.288405,5.78233,25.21933333333333,25.21933333333333,4.42636,6.84677,5.73818,2.87946,3.07641,2.69365,0.894715,3.636435,11.93849,8.32307,8.01262,3.56359
|
| 21 |
+
GSM1584962,0.0,6.03205,2.45671,4.39965,7.11283,6.42748,1.536675,4.6057,7.1021,4.76962,4.31461,5.34976,5.20507,8.63656,1.795,5.16028,3.70403,9.390943333333334,2.42783,11.502986666666667,20.1980675,23.279345,5.2126,3.57312,2.382035,1.00774,6.08994,12.10586,3.429535,5.9330549999999995,2.5986,3.334455,3.17006,6.53997,2.40726,7.63028,9.43859,6.00907,3.834455,3.834455,16.81521,5.35364,5.526,4.44772,6.98838,1.319605,10.2463,12.86857,4.45824,4.45824,3.56016,6.1601,14.27771,3.04586,6.28787,5.79486,4.58014,3.35644,1.96799,10.28791,13.422979999999999,0.82647,4.324375,9.390943333333334,25.430320000000002,20.066905,12.738790000000002,4.7082049999999995,3.91371,3.24388,4.78218,3.57015,2.65922,2.85091,3.45902,3.66942,2.26216,3.46735,4.91081,5.048159999999999,5.07686,3.60857,4.37943,3.71392,3.22512,4.60407,4.92572,1.88688,4.82046,9.94632,5.47808,1.88688,2.05161,9.390943333333334,11.27736,6.54249,3.82792,3.4781,10.296050000000001,10.296050000000001,11.1179,5.6977,4.324375,4.997715,3.373045,6.03205,5.27565,1.319605,5.742592500000001,4.661635,3.82953,2.97382,3.70403,5.62692,4.16323,5.89008,5.51538,1.88688,1.31595,1.326,1.0307733333333333,4.105526666666666,1.8981866666666667,1.8265500000000001,2.41244,2.28596,2.5994,7.18519,7.57059,8.434646666666666,2.592145,4.58014,10.0751,9.08579,7.80522,1.9393,2.28596,2.45671,5.50709,25.824066666666667,25.824066666666667,4.59274,6.411955,5.80798,3.07438,3.9002,2.52573,0.82647,3.56714,11.46982,8.18577,11.82384,3.96285
|
| 22 |
+
GSM1584963,0.0,6.02205,3.268885,3.99204,6.62834,4.06422,1.84844,4.618195,5.73463,4.47972,4.15355,5.09781,4.675,8.08538,2.03682,4.71658,3.22392,10.201266666666667,3.01705,10.591146666666667,21.863525000000003,24.577090000000002,5.55207,4.40939,2.685355,1.238315,6.08863,10.8965,3.307875,6.4854,2.5252,3.9602,3.12004,7.14456,2.29295,7.79521,9.26036,5.87764,3.764335,3.764335,14.83135,4.86963,6.106626666666666,3.88931,7.63575,3.011985,10.3023,11.78871,4.69925,4.69925,3.93992,6.43511,12.825520000000001,3.11064,6.80041,6.42105,4.498365,2.40351,1.57797,10.67446,13.51613,0.77447,4.06873,10.201266666666667,24.85145,20.289849999999998,14.54878,5.067445,3.0783,2.93913,4.05575,3.57557,2.37064,2.67566,3.10401,3.65677,2.52567,4.02705,4.53122,4.47996,4.98063,3.50577,4.64126,3.41481,2.89224,5.24141,5.1641,2.2521066666666667,4.57312,8.81676,4.45993,2.2521066666666667,2.012885,10.201266666666667,13.09392,7.55083,3.2679,3.41144,10.6087,10.6087,11.4497,5.83745,4.06873,5.2024,4.176125,6.02205,5.2894,3.011985,6.00509,4.888125,3.59062,2.22876,3.22392,5.06827,6.73808,5.79268,5.36549,2.2521066666666667,1.21861,1.31694,0.9858266666666666,3.4376166666666665,1.7705166666666667,1.8616366666666666,2.772625,1.98376,2.2491,7.63522,9.35694,9.475433333333333,3.534895,4.498365,9.69964,8.31744,9.30094,1.76414,1.98376,3.268885,6.27814,25.6335,25.6335,4.34001,7.416365,5.4317,2.72446,5.39394,2.22367,0.77447,3.78525,12.2424,8.6314,8.89944,4.21312
|
| 23 |
+
GSM1584964,0.0,5.98705,2.369585,3.83073,7.03219,5.93433,2.17549,4.65697,5.41363,4.03842,3.62834,4.76036,4.49537,9.28576,1.85171,4.63724,3.440005,10.135133333333334,2.07598,10.430716666666667,23.443875,26.648780000000002,5.60831,3.11509,2.39344,1.05476,6.00199,11.92885,3.11414,7.110675,2.27452,4.836155,3.211885,7.58235,2.59851,8.432,9.37977,5.36544,3.960315,3.960315,15.8186,4.58618,7.020483333333333,4.207,7.62732,1.14754,10.6402,11.398119999999999,5.4369,5.4369,3.34697,6.0777350000000006,11.99329,2.8199,5.97617,5.44814,4.202045,3.01876,1.63163,11.079080000000001,13.90193,0.8163625,4.50679,10.135133333333334,24.65932,19.852815,14.483135,5.378575,2.94752,3.43119,4.22118,3.06642,2.2256,1.87909,2.91909,2.90366,1.59347,3.09153,4.15365,4.18893,4.24506,3.04965,4.21381,3.21295,3.13848,4.26864,4.58253,2.094,5.03965,9.78186,5.4115,2.094,1.88194,10.135133333333334,14.20006,7.1832,3.30725,3.33372,10.358799999999999,10.358799999999999,11.1106,5.84425,4.50679,5.1528,3.786235,5.98705,5.1968,1.14754,6.00643,4.980225,4.30242,2.68371,3.440005,5.6048,6.66627,5.67173,4.49676,2.094,1.0974533333333334,1.1791466666666668,0.8358166666666667,3.3467233333333333,2.15252,1.8190566666666665,2.78071,1.9866,2.70622,7.55194,9.46799,8.473636666666668,3.635255,4.202045,9.74842,9.15881,8.40981,1.82196,1.9866,2.369585,5.12699,26.7459,26.7459,4.61963,7.344284999999999,6.19981,2.42491,5.31463,2.38934,0.8163625,3.906005,11.27793,8.01295,10.84082,4.29556
|
| 24 |
+
GSM1584965,1.0,6.08215,2.845685,3.79965,6.26705,4.97857,1.94056,4.534585,6.49679,4.65043,4.36007,5.21058,5.14248,8.88448,2.59536,4.81735,3.33965,9.877613333333333,2.51088,10.80039,22.580337500000002,25.807335000000002,4.42995,4.31654,2.6809,0.992515,5.87748,10.72335,3.557105,6.621544999999999,2.614785,4.00676,3.18038,7.0413,2.27463,8.39126,9.38106,7.01877,3.8425,3.8425,17.45183,4.82922,6.703663333333333,4.39272,6.83206,1.23199,10.1313,12.29803,4.83584,4.83584,3.62697,6.51839,11.481060000000001,3.09718,6.4761,6.25662,4.41113,2.70114,1.6723,13.41793,14.27911,0.9020775,4.0082,9.877613333333333,25.06897,20.9393,14.377724999999998,5.57587,3.54361,3.01279,4.32954,3.45876,2.24257,2.62661,3.72765,3.4939,2.35449,3.54779,4.91467,5.0479199999999995,5.08143,3.67328,4.73064,3.57906,3.85773,4.65883,5.17083,2.1875433333333336,4.78097,9.27976,4.958,2.1875433333333336,1.914385,9.877613333333333,13.85076,7.69688,3.22353,3.14802,11.0598,11.0598,11.3238,5.9585,4.0082,5.34895,3.615445,6.08215,5.30275,1.23199,6.639085,5.00985,3.50904,2.247085,3.33965,4.88101,6.56827,6.03451,5.40731,2.1875433333333336,1.2651566666666667,1.1916133333333334,0.9147933333333333,3.63262,2.006206666666667,1.79,2.73276,2.80199,2.05292,7.42347,9.32009,11.085223333333333,3.65538,4.41113,9.45959,8.73172,9.04167,1.78862,2.80199,2.845685,5.99214,25.59476666666667,25.59476666666667,4.243745,6.918975,4.98109,2.76197,6.19354,2.86385,0.9020775,3.77568,12.31905,8.2606,10.90308,3.91889
|
| 25 |
+
GSM1584966,1.0,6.01645,2.11081,4.05296,3.86435,7.86136,1.400915,4.28501,5.67559,4.0073,3.87326,4.46037,4.50316,8.15059,2.57515,5.04821,2.63525,9.786023333333333,2.53394,10.976326666666667,21.813775,24.93665,4.7186,3.21244,2.64123,1.46153,6.13232,11.53399,3.185945,6.782475,2.72417,4.058305,2.750205,5.66089,2.65401,8.13727,8.89658,5.39433,3.967815,3.967815,9.37523,5.06046,5.2143266666666666,4.18832,5.97231,1.738645,9.17688,12.95505,3.47925,3.47925,3.77929,5.46837,13.24384,2.72179,6.51104,6.02184,4.808625,4.10075,2.19939,9.927050000000001,13.0064,0.8889675,4.511935,9.786023333333333,25.10663,19.84078,14.185939999999999,5.63144,3.61456,3.66205,4.91997,4.05599,2.80248,2.61671,4.02478,3.83759,2.73564,4.0428,4.94335,5.93338,5.70586,4.07173,5.59433,3.85384,4.48216,5.09864,4.61466,2.0041366666666667,4.75662,9.55978,5.41394,2.0041366666666667,2.080025,9.786023333333333,14.30168,6.60486,3.48384,3.57853,10.66325,10.66325,11.0799,5.8203,4.511935,5.20815,2.984035,6.01645,5.274,1.738645,4.80042,5.10075,3.57146,2.40928,2.63525,6.29705,7.49676,5.95253,5.55652,2.0041366666666667,1.3490233333333332,1.3010233333333334,1.11917,3.5977533333333334,1.8337033333333332,1.7756533333333333,2.92266,2.92619,2.02243,8.81604,9.57436,9.488796666666667,3.706415,4.808625,9.8123,8.83653,7.85518,1.94983,2.92619,2.11081,6.14606,26.0433,26.0433,4.58719,6.5868400000000005,5.21987,2.7544,2.90652,3.00322,0.8889675,3.68276,11.83444,8.37341,8.96252,3.146905
|
| 26 |
+
GSM1584967,1.0,6.1174,2.423075,4.05439,6.477,6.79772,1.50331,4.459255,6.17534,5.1981,4.69174,5.59712,5.4072,8.87923,2.43747,4.96574,3.67183,9.934660000000001,2.25673,10.592756666666666,23.563229999999997,26.87993,5.76187,3.71097,2.697995,1.10067,6.71691,11.17369,3.38475,6.1944099999999995,2.63313,3.56128,3.34764,6.83569,2.32675,8.1642,9.71732,5.71051,3.83053,3.83053,17.4915,5.19122,6.584496666666666,3.72922,7.5697,1.13736,10.188,12.57362,5.18363,5.18363,3.22161,6.082065,14.50247,3.7157,6.5615,6.45023,3.894655,2.65818,1.59221,10.756219999999999,13.530819999999999,0.8412375,4.282275,9.934660000000001,23.761960000000002,19.85015,14.654205000000001,5.64006,3.15838,3.22932,4.36406,3.37636,2.69438,2.33936,3.78736,3.51465,1.9227,4.13762,5.02306,5.01992,5.22022,3.60758,5.16094,3.4243,3.66557,5.43862,4.78698,2.3871100000000003,4.03614,8.10812,5.15584,2.3871100000000003,1.87061,9.934660000000001,14.22772,6.56081,3.36796,3.18885,10.960049999999999,10.960049999999999,11.4101,5.94525,4.282275,5.3595,4.058665,6.1174,5.3276,1.13736,5.9602699999999995,4.79462,4.08912,2.28538,3.67183,5.63828,6.35596,6.09366,5.22596,2.3871100000000003,1.2557033333333334,1.2700366666666667,0.8194266666666666,3.4503866666666667,2.0736399999999997,1.7235633333333331,2.682625,1.74651,4.21293,7.49251,9.00357,10.144246666666668,3.408245,3.894655,9.55712,8.72494,8.39021,1.91672,1.74651,2.423075,5.12403,25.957133333333335,25.957133333333335,4.459195,6.639385,5.56921,2.85071,5.68553,2.67619,0.8412375,3.89586,11.52406,7.83534,9.16026,3.4985
|
| 27 |
+
GSM1584968,0.0,6.13775,1.74085,3.70552,7.67471,4.68898,1.29687,4.625265,6.06401,4.44783,4.25403,4.83349,4.87484,8.99501,1.59755,4.72699,3.245635,10.219966666666668,2.42344,11.324413333333332,23.1828825,26.126015000000002,5.47755,3.96539,2.530675,1.04544,6.67986,11.756765,3.089865,6.53552,2.709975,3.825545,3.461545,6.84827,2.54003,8.30443,9.26624,5.24152,3.395835,3.395835,13.849969999999999,5.02546,5.846213333333333,4.27753,7.2963,2.34865,11.2402,12.59629,4.04572,4.04572,3.72545,6.352259999999999,11.42433,2.89434,6.28912,5.90767,4.15344,2.57284,1.37945,10.343250000000001,13.3645,0.8867175,4.363225,10.219966666666668,25.4437,20.20905,14.331915,4.741405,2.98271,3.09246,4.31726,3.45876,2.2149,2.51128,3.89305,3.50104,2.12195,3.97964,5.42705,5.18706,5.00228,3.59397,4.92174,3.76732,4.02123,5.42718,6.93383,2.1614733333333334,4.71638,9.56186,5.14408,2.1614733333333334,1.935495,10.219966666666668,13.6507,6.91364,3.06625,3.0116,10.7513,10.7513,11.2526,5.85195,4.363225,5.3039,3.53923,6.13775,5.3535,2.34865,5.573465,4.86458,3.7179,2.335595,3.245635,5.76537,6.34648,6.0637,5.258,2.1614733333333334,1.21787,1.24536,1.05179,3.9769366666666666,2.0481966666666667,1.78426,2.90001,1.60345,2.45958,7.36381,9.43748,10.70706,3.913685,4.15344,9.30041,8.44718,7.99129,1.71765,1.60345,1.74085,5.18707,26.197766666666666,26.197766666666666,4.721705,6.73108,5.46465,2.7495,6.33887,2.74579,0.8867175,3.818375,11.98917,8.43337,11.47218,3.851265
|
| 28 |
+
GSM1584969,0.0,6.0901,2.271945,3.94326,6.93092,4.62304,1.34066,4.71877,5.80158,4.58065,4.37824,5.18541,4.96664,8.59577,2.25838,4.41474,2.91995,9.759689999999999,2.59901,11.379563333333333,23.009725,26.07313,5.57417,3.89517,2.61991,0.97614,7.22138,11.738055,3.671835,6.412685,2.520955,3.89173,3.020275,7.2783,2.40614,8.13518,9.32647,5.43295,4.12458,4.12458,16.9456,5.17611,6.072886666666667,4.04401,6.94298,1.09164,10.6523,11.84416,4.20932,4.20932,3.61288,5.866545,12.4039,3.22774,6.63854,5.9722,3.9893,2.56543,1.68171,10.85908,14.413219999999999,0.7629475,4.671955,9.759689999999999,24.68799,20.01522,14.514125,5.64478,3.15222,2.91768,3.9739,3.40601,2.19452,1.87732,4.01112,4.03801,2.54927,4.19536,4.97772,5.02374,5.32417,3.90772,5.27645,3.98203,4.10047,5.25795,4.72373,2.5408933333333334,4.4032,8.87122,5.87988,2.5408933333333334,1.883775,9.759689999999999,14.5546,7.09465,3.71386,3.70314,10.67845,10.67845,11.133,5.9048,4.671955,5.3362,3.818055,6.0901,5.208,1.09164,5.8095300000000005,4.77924,4.62631,2.45074,2.91995,5.87699,6.32201,5.91554,4.77188,2.5408933333333334,1.0928266666666666,1.3035933333333334,1.17249,3.894326666666667,2.2131333333333334,1.7031933333333333,2.714905,1.69405,1.86672,7.3323,9.1505,9.543096666666667,3.58269,3.9893,9.67185,9.77057,8.56167,1.52505,1.69405,2.271945,5.31528,25.858733333333333,25.858733333333333,4.68899,7.019615,5.72163,2.64267,5.95575,2.1378,0.7629475,4.034425,12.01929,8.52967,9.45436,3.83712
|
| 29 |
+
GSM1584970,0.0,6.00135,1.76453,4.27327,8.70887,4.77973,1.17545,4.46134,6.29222,4.41271,3.99678,4.96981,4.68689,8.20485,1.87881,4.96768,3.520135,9.59639,2.85309,11.931543333333334,21.05899,24.18326,4.94353,4.2567,2.38959,1.121185,4.18425,10.758865,2.944235,6.638275,2.721295,3.91698,3.144325,6.72796,2.94244,8.02653,8.9451,8.37726,3.369175,3.369175,15.21021,4.83964,6.34993,4.18167,7.23103,1.577305,10.7506,12.705570000000002,4.78969,4.78969,3.74479,5.9800249999999995,11.62171,4.11505,6.91479,6.14418,4.482094999999999,2.94542,1.57295,10.735949999999999,14.73243,0.8939725,4.167455,9.59639,25.10028,20.39565,13.818394999999999,4.6095299999999995,3.82142,3.5269,4.87039,4.01271,2.88164,2.83707,3.28289,3.39428,2.11508,3.42435,4.49249,4.968870000000001,5.16332,2.85721,4.79488,3.33403,3.43449,4.71856,5.43521,1.9387400000000001,4.61551,7.57078,5.84053,1.9387400000000001,2.08194,9.59639,13.9524,6.26646,3.618,3.53647,10.00233,10.00233,10.7707,5.66335,4.167455,5.24355,3.208315,6.00135,5.09575,1.577305,4.6669,4.492775,3.65955,2.310235,3.520135,5.12628,5.74372,6.46613,5.34846,1.9387400000000001,1.38052,1.3574833333333334,1.03037,3.82876,2.2149666666666668,2.1194433333333333,2.57633,1.9155,3.11044,8.17662,8.85023,9.700903333333333,3.07869,4.482094999999999,9.0955,8.67874,7.11542,1.49501,1.9155,1.76453,5.51453,26.0437,26.0437,4.194635,7.01614,5.47585,3.20054,3.80776,2.25145,0.8939725,3.80222,11.06546,7.9132,7.57982,3.811685
|
| 30 |
+
GSM1584971,0.0,6.0092,2.00136,3.75436,7.74004,4.63794,2.28608,4.728755,6.06165,4.83682,4.41934,5.28154,5.08064,8.62195,2.34602,4.09048,3.27364,9.532963333333333,3.00381,10.680356666666666,23.248457499999997,26.516315,6.10809,4.13975,2.43296,1.010805,6.17123,11.923865,3.398235,6.87147,2.46103,4.41044,3.208695,6.70252,2.50934,8.23168,9.26258,6.42589,4.0003,4.0003,17.271630000000002,4.78271,6.4493,3.98449,7.4684,1.53316,11.1738,12.57419,4.66065,4.66065,3.47071,5.633205,12.794049999999999,2.6891,6.17251,5.68412,4.335355,2.5355,1.55341,11.975570000000001,13.9648,0.7771925,4.14698,9.532963333333333,23.69171,20.064735,14.09878,5.541275000000001,3.14128,3.06265,4.22513,4.67846,2.12019,2.15611,3.17159,3.48162,2.18747,3.84217,4.57957,4.584770000000001,4.83169,3.0132,5.12012,3.47057,3.60799,4.84514,4.43848,2.2215966666666667,5.27497,8.70686,5.53063,2.2215966666666667,1.85804,9.532963333333333,14.90752,6.88198,3.47442,3.41144,10.597349999999999,10.597349999999999,11.1298,5.7886,4.14698,5.2628,4.372175,6.0092,5.1083,1.53316,5.38195,4.686455,3.79699,2.66226,3.27364,4.89568,7.02074,6.22987,5.38361,2.2215966666666667,1.1441433333333333,1.3396066666666666,1.0581633333333333,3.4250333333333334,1.9113333333333333,1.8020766666666665,2.561175,1.72266,2.53028,6.58134,8.60877,10.703326666666667,3.615335,4.335355,9.90775,8.64043,8.37419,1.48558,1.72266,2.00136,5.62734,25.786033333333332,25.786033333333332,4.650835,6.855985,5.84746,2.71682,5.16766,2.43574,0.7771925,3.99724,11.69388,8.41658,11.54944,3.834145
|
| 31 |
+
GSM1584972,0.0,6.0143,2.078245,3.92143,7.41025,4.83066,1.961575,4.48965,6.06494,4.441,4.00537,4.96733,4.79575,8.23232,2.65975,4.553,3.03944,9.978723333333333,2.37787,11.288976666666667,23.605095,27.08999,5.92816,4.18424,2.468955,0.9944,7.54584,11.759855,3.562815,6.530279999999999,2.566795,3.963485,3.11106,6.9862,2.32012,8.25712,9.35205,5.94772,3.222015,3.222015,15.26714,5.12003,6.209943333333333,4.29261,7.68236,1.04054,9.72214,11.567499999999999,3.98593,3.98593,3.40696,6.30463,11.382,3.36251,7.04075,6.70425,4.3694299999999995,2.7552,1.54652,11.67215,14.253160000000001,0.7625375,4.44912,9.978723333333333,23.54551,19.573985,14.714245,5.68923,3.48496,3.16362,4.31414,3.42253,2.16583,2.43152,4.21436,3.70297,2.72931,3.91318,4.72865,4.84836,5.25198,3.19507,4.92747,4.08085,3.86784,4.98694,5.06194,2.1852066666666667,5.37805,7.71444,5.11622,2.1852066666666667,1.905935,9.978723333333333,14.24888,6.97722,3.50876,3.34426,10.8205,10.8205,11.2047,5.9064,4.44912,5.31275,3.7396,6.0143,5.35425,1.04054,6.297185000000001,4.60004,4.70751,2.539695,3.03944,4.95886,6.22691,6.12794,5.42329,2.1852066666666667,1.0835633333333334,1.42675,1.07714,3.7468866666666667,2.1510166666666666,1.8036199999999998,2.676185,1.51772,3.56036,7.00829,8.94886,11.62357,3.441935,4.3694299999999995,9.1761,8.19788,9.31069,1.69709,1.51772,2.078245,5.2774,26.191333333333333,26.191333333333333,4.601565,7.09636,5.80801,2.46888,6.0971,2.25415,0.7625375,3.944165,12.34538,8.38768,9.3874,3.63081
|
| 32 |
+
GSM1584973,0.0,5.84635,1.868205,3.95816,8.19823,4.96978,1.35528,4.356985,5.90962,4.73675,4.39649,5.08512,5.08738,8.47598,2.39002,4.43225,3.415785,9.74351,3.13374,10.71003,23.13147,26.30268,5.99581,3.82518,2.398265,1.209725,5.28098,12.243590000000001,3.401745,6.70206,2.71355,3.98851,3.43277,6.16936,2.54868,7.70881,8.28939,4.69859,3.042455,3.042455,14.9949,4.98435,5.755043333333333,3.76651,6.54111,1.29438,10.684,12.400210000000001,4.98851,4.98851,3.81963,5.83183,12.684660000000001,2.34341,6.47867,5.97709,4.420695,2.82057,1.66625,10.52609,13.64169,0.759455,3.31094,9.74351,22.7762,17.894935,14.097294999999999,4.827505,3.51458,2.95641,3.96764,3.16392,2.49703,2.48709,3.84182,3.53776,2.27338,4.34872,5.21314,5.17202,5.09037,4.19137,5.46146,4.25645,3.55532,5.53857,4.05939,2.4047733333333334,5.12833,7.80884,5.30638,2.4047733333333334,1.956435,9.74351,14.8592,6.46301,3.13113,3.1042,9.38446,9.38446,9.41416,5.64835,3.31094,5.05565,3.945535,5.84635,4.623685,1.29438,4.766855,4.594,4.5012,2.74329,3.415785,4.77205,6.14616,6.33242,5.48991,2.4047733333333334,0.9998933333333334,1.2385066666666666,1.0623166666666666,3.799336666666667,2.0908866666666666,1.51909,2.166275,1.75618,3.19897,6.46304,8.29477,9.898183333333334,3.15783,4.420695,8.26468,8.22175,7.68732,1.81348,1.75618,1.868205,5.04192,25.5811,25.5811,4.768795,7.268325,5.83432,2.79274,3.5056,2.27156,0.759455,3.74643,12.602170000000001,8.90331,11.20564,3.606155
|
| 33 |
+
GSM1584974,1.0,6.0358,2.001955,4.07621,6.1292,3.87916,2.002115,4.62745,5.65455,4.81865,4.42409,5.26188,4.95232,9.76876,2.09053,4.84426,3.300075,9.860473333333333,2.79009,11.475836666666666,23.129482499999998,26.128735,5.27243,3.9586,2.45571,1.050485,5.97298,11.297004999999999,3.72977,7.43294,2.61708,4.81586,3.06882,7.01521,2.5268,8.44455,9.21132,4.66386,4.234475,4.234475,14.59647,4.53098,5.7847133333333325,4.07669,7.67951,1.290675,10.7652,11.741900000000001,4.66335,4.66335,3.7397,5.978315,11.69731,3.39774,6.51237,6.00302,4.36236,2.73521,1.69316,9.14125,12.82625,0.7903875,4.66464,9.860473333333333,25.67017,20.2054,14.661815,4.755755,3.87041,2.75369,3.88779,3.14989,2.30463,2.38472,3.9758,3.84399,2.10748,3.60886,5.00581,5.68296,5.07546,3.63814,5.21486,3.879,4.03122,5.00985,4.49465,2.214933333333333,4.81897,9.87694,5.38724,2.214933333333333,1.990175,9.860473333333333,14.37102,7.64205,3.52796,3.54187,10.7117,10.7117,11.0926,5.89455,4.66464,5.22895,4.271425,6.0358,5.224,1.290675,5.728680000000001,4.949985,3.96161,2.37125,3.300075,5.59169,5.76484,5.92787,5.56751,2.214933333333333,1.2524733333333333,1.4669666666666668,1.3484133333333332,3.502183333333333,2.28728,1.61852,2.96835,2.07746,2.5265,8.50127,9.42978,8.694253333333332,3.743835,4.36236,10.1608,8.40875,8.59279,1.60851,2.07746,2.001955,5.40077,25.8352,25.8352,4.495385,6.285080000000001,5.55758,2.69821,6.58657,2.48041,0.7903875,3.55986,12.476659999999999,8.52428,9.10964,3.51153
|
| 34 |
+
GSM1584975,1.0,6.00335,2.239195,4.115,7.48142,5.16858,2.41207,4.814355,5.88259,4.28804,3.89497,4.77235,4.51444,8.26986,2.26384,5.43586,3.35167,9.573193333333332,2.98409,10.731286666666668,22.6841975,25.918435,5.44018,4.56509,2.806165,0.96026,5.87227,11.634564999999998,3.545845,6.5069300000000005,2.58488,3.92205,2.75315,7.44849,2.367,7.92886,8.86069,6.24503,3.80096,3.80096,16.50003,4.9038,6.445286666666666,4.33462,6.63637,1.261975,9.48269,12.24408,3.28794,3.28794,3.68525,6.03552,12.38993,2.986,6.49881,5.48174,4.098495,2.42953,1.52576,10.340910000000001,13.057870000000001,0.8573675,3.9918,9.573193333333332,23.58243,19.296509999999998,14.26021,5.215685000000001,3.1332,2.99684,4.14026,3.48174,2.12853,2.17217,3.59287,3.90042,2.62056,3.81412,4.75677,5.48292,5.35997,4.03602,5.30969,3.71826,4.12379,5.23845,4.80482,2.4608433333333335,4.22216,9.44622,5.09669,2.4608433333333335,1.943185,9.573193333333332,14.33052,7.07372,3.80974,3.54788,10.51425,10.51425,11.0602,5.904,3.9918,5.2939,4.12536,6.00335,5.29835,1.261975,6.034775,4.779845,4.18008,2.50662,3.35167,4.15136,7.30367,6.23283,5.40687,2.4608433333333335,1.20528,1.2951300000000001,1.0904866666666666,3.205796666666667,2.2680466666666668,1.6665466666666668,3.09603,2.04435,4.20134,8.05424,9.14555,12.224689999999999,3.66561,4.098495,8.92014,7.9504,9.20899,1.61711,2.04435,2.239195,5.5805,25.397766666666666,25.397766666666666,4.587445,7.1932849999999995,6.31872,2.61215,6.09992,4.11804,0.8573675,4.05737,12.84152,8.6144,8.68546,3.972605
|
| 35 |
+
GSM1584976,1.0,6.14995,2.366785,3.78698,6.375,5.55647,2.5664,4.634595,6.26669,5.17379,4.36363,5.61016,5.45779,8.50152,2.10947,4.1971,3.6158,9.976099999999999,3.09298,10.61866,22.195439999999998,25.24889,5.79081,3.96202,2.678275,1.108785,8.49354,11.406385,3.108395,7.409644999999999,2.460555,4.94909,3.186555,7.18562,2.24436,8.53176,9.04469,6.47514,3.97633,3.97633,16.53208,4.55435,6.897966666666667,3.92606,8.00996,1.2846,10.7501,10.280069999999998,4.80654,4.80654,3.57596,5.90709,14.30422,3.28888,6.39951,6.18755,4.723515000000001,3.29885,1.71906,12.01941,13.92429,0.786135,4.343285,9.976099999999999,24.93011,20.2578,14.216809999999999,5.245205,2.87281,2.90232,4.13445,3.30857,1.92184,2.69069,3.15788,3.60834,2.22923,3.73061,4.61124,5.24862,4.92395,3.43834,4.75794,3.64485,4.1503,4.93262,5.04821,2.29094,5.01977,11.94536,5.50824,2.29094,1.829395,9.976099999999999,14.53252,7.59258,3.50631,3.46545,10.8468,10.8468,11.4135,5.96115,4.343285,5.3105,3.641065,6.14995,5.2259,1.2846,5.973255,4.98912,5.14704,2.575215,3.6158,4.94762,6.89666,6.08509,4.99714,2.29094,1.13642,1.3648533333333335,1.03187,3.6286566666666666,1.8333366666666666,1.6235233333333332,3.191095,1.71232,2.1933,7.92731,9.60777,10.620153333333334,4.234275,4.723515000000001,10.1136,9.35894,8.92503,1.65486,1.71232,2.366785,5.42382,26.039733333333334,26.039733333333334,4.415355,6.479425,5.17683,2.37011,6.76912,2.64076,0.786135,4.055835,12.329450000000001,8.61923,12.0336,3.615215
|
| 36 |
+
GSM1584977,0.0,6.07665,1.86909,4.12376,6.55305,4.3578,1.53879,4.5685,5.80434,4.18381,3.70344,4.59432,4.49719,8.92822,2.27296,4.60006,3.177045,9.940873333333334,2.70121,11.275036666666667,23.526294999999998,26.9971,4.57769,4.68591,2.35216,1.05328,7.07097,11.109639999999999,3.739265,6.99481,2.81574,4.17907,3.195745,7.01811,2.57856,8.55604,9.08351,5.67061,3.843015,3.843015,16.90776,4.8736,4.930816666666667,4.62098,7.33293,1.414045,10.6976,11.891490000000001,4.90717,4.90717,3.82257,5.992355,11.76774,3.47908,6.203,5.95265,4.694295,2.69438,1.47967,10.66122,14.647459999999999,0.93695,4.30786,9.940873333333334,25.01295,20.07192,13.540295,4.3876,3.46536,3.14367,4.4983,3.64062,2.45431,2.24724,3.45561,3.09899,2.31036,3.47426,4.87054,5.2003900000000005,4.94203,3.23044,4.65858,3.38684,3.02605,5.07396,4.69215,2.1084033333333334,4.93863,9.28384,5.79691,2.1084033333333334,1.98601,9.940873333333334,14.46164,6.42319,3.65237,3.41144,10.75095,10.75095,11.1411,5.80125,4.30786,5.23335,3.18627,6.07665,5.3156,1.414045,5.125145,4.72287,4.29392,2.08489,3.177045,5.21184,6.38988,6.00503,5.5941,2.1084033333333334,1.2871466666666667,1.3474766666666669,1.0999700000000001,3.6492266666666664,2.1336666666666666,1.75755,2.53057,1.9681,2.22718,6.54055,9.18577,10.186863333333333,3.173595,4.694295,10.641,8.93364,7.58412,1.54942,1.9681,1.86909,5.4403,26.130499999999998,26.130499999999998,4.41498,6.001605,6.00243,2.73069,5.5345,2.69944,0.93695,3.592105,11.47001,8.41528,9.5163,4.00982
|
| 37 |
+
GSM1584978,0.0,6.10235,2.26226,4.01681,8.13465,6.05754,2.07897,4.668095,6.75766,5.00951,4.69677,5.42496,5.27567,7.90146,1.85851,4.64908,3.108855,9.828233333333333,2.18551,11.737963333333333,20.83096,23.920189999999998,6.17788,6.76064,2.54428,1.02205,6.43067,11.751505,3.452555,5.96026,2.56774,3.39252,3.25054,6.41105,2.96008,8.18757,9.27078,6.08337,3.626915,3.626915,16.944679999999998,4.93575,6.641916666666667,4.01844,6.53447,1.121515,10.0145,12.12895,4.3306,4.3306,3.36592,6.90946,10.815900000000001,3.01546,6.44693,5.98499,4.003535,2.82632,1.71429,11.235050000000001,14.280650000000001,0.739215,4.595785,9.828233333333333,24.33305,20.04164,14.46821,6.061065,3.35443,3.51498,4.69281,3.00878,2.10049,2.38929,3.29029,3.14558,2.03542,3.6639,4.72191,4.68746,4.60723,3.05993,5.26939,3.54143,3.11793,5.49295,6.30936,2.1832,4.77455,8.26886,5.20386,2.1832,1.887475,9.828233333333333,14.2294,6.67041,3.41474,3.41144,10.9086,10.9086,11.4221,5.91665,4.595785,5.3501,4.07969,6.10235,5.2557,1.121515,5.375245,4.78483,4.6531,2.93086,3.108855,5.22283,5.63618,6.40484,5.29507,2.1832,1.1281166666666667,1.3163500000000001,0.9522866666666667,4.06694,2.32434,1.94993,2.945555,1.25688,2.63229,7.48831,8.8259,10.014896666666667,3.51122,4.003535,9.29596,8.5341,8.07625,1.85129,1.25688,2.26226,5.7525,25.08106666666667,25.08106666666667,4.363925,6.751805,6.042,2.52134,6.37921,2.34332,0.739215,3.67268,12.472819999999999,8.6479,10.0056,4.03485
|
| 38 |
+
GSM1584979,0.0,6.1503,2.249455,4.09011,7.4925,5.46293,3.040225,4.57277,5.80491,4.30014,3.89652,4.71284,4.59961,8.76038,2.17607,4.42761,3.325185,9.73548,2.19035,11.124563333333333,21.3401925,23.670045000000002,5.95246,4.07315,2.68181,1.232155,6.42522,11.85882,3.518335,6.5415849999999995,2.548325,3.99326,2.97756,6.57601,2.49923,8.45075,9.16435,5.75315,3.96947,3.96947,13.62055,4.76431,6.37407,4.20424,7.64702,1.250625,10.5104,12.11131,5.35273,5.35273,3.28487,5.699674999999999,13.0553,3.39208,6.5137,5.86705,4.3276900000000005,2.50666,1.33299,11.16643,12.745149999999999,0.7655675,4.20453,9.73548,25.366319999999998,20.2934,14.366225,5.13186,2.99464,2.85845,3.81689,3.35048,2.24842,2.54355,3.29864,3.16894,2.10357,3.37056,5.07412,5.26203,4.62414,3.71841,4.49933,3.30284,3.27927,4.74253,4.2701,1.98933,4.98296,9.22656,5.89179,1.98933,1.973,9.73548,14.74846,7.32295,3.95442,3.90916,10.76725,10.76725,11.3348,5.8822,4.20453,5.3057,3.845995,6.1503,5.39045,1.250625,5.64821,4.943575,4.18008,2.6609,3.325185,5.30485,7.08795,6.21125,5.49772,1.98933,1.30018,1.3385466666666668,1.0406466666666667,3.5563166666666666,2.0626333333333333,1.82624,2.824395,1.90875,2.88368,6.86707,9.48019,8.845056666666666,3.8098,4.3276900000000005,9.92845,8.74478,8.47222,1.82656,1.90875,2.249455,5.31799,26.044733333333333,26.044733333333333,4.582115,7.13088,5.37063,2.67799,5.90664,3.17104,0.7655675,3.68011,11.615079999999999,8.38663,8.57712,3.80511
|
| 39 |
+
GSM1584980,0.0,6.1531,2.32646,3.78604,6.67253,6.8367,2.32467,4.690745,5.99399,5.16855,4.88223,5.46735,5.45823,9.61685,2.66334,4.1691,3.364005,9.900686666666667,2.3257,11.179823333333333,21.0008025,23.811655000000002,6.00453,4.4082,2.34454,1.06982,6.8408,11.48518,3.413705,6.5397,2.39079,4.14891,3.210805,6.9862,2.91932,8.95687,9.65488,5.65982,4.131415,4.131415,14.987870000000001,4.45192,6.060573333333333,4.07024,7.69595,1.019655,10.7871,12.15402,4.48535,4.48535,3.811,5.861235,11.20995,3.19392,6.11105,5.60485,4.172085,2.77923,2.16382,12.325199999999999,13.450600000000001,0.790435,4.502845,9.900686666666667,23.60006,20.627200000000002,14.58157,5.11139,3.50488,3.03593,4.63004,3.49094,2.24908,2.451,3.77913,3.59953,2.16802,3.68579,4.8493,5.22129,4.81741,3.59953,4.96485,3.68044,4.09366,5.39552,5.58692,1.8515533333333334,4.87573,10.13504,5.8439,1.8515533333333334,1.87938,9.900686666666667,14.14086,6.97642,3.85681,3.92581,10.9082,10.9082,11.4447,5.94445,4.502845,5.3358,3.414325,6.1531,5.46605,1.019655,5.814775,4.893665,4.99708,2.457725,3.364005,5.46996,6.93432,5.97877,4.85977,1.8515533333333334,1.0922533333333333,1.2083733333333333,0.8838266666666666,3.65002,2.370983333333333,1.9743666666666666,2.68661,1.90875,2.3275,6.96381,9.36161,9.795166666666667,3.654345,4.172085,10.0489,9.16571,8.32874,1.7333,1.90875,2.32646,5.22733,26.136966666666666,26.136966666666666,4.53087,5.960215,4.88496,2.76818,6.6622,4.72454,0.790435,3.85812,11.00408,7.96441,9.60434,3.568635
|
| 40 |
+
GSM1584981,0.0,5.908,1.914715,4.39851,5.42058,5.76312,2.088465,4.37932,5.79148,4.23937,4.0302,4.52296,4.69305,7.94778,2.13147,4.92319,2.863295,9.55178,2.67591,10.841413333333334,21.394132499999998,24.976934999999997,4.56084,3.90164,2.56829,0.972665,6.15271,10.63581,3.03835,6.38594,2.74175,3.64419,3.29799,4.82272,2.81682,8.01953,9.12729,6.25113,4.0096,4.0096,12.27985,5.61401,6.12831,4.71693,6.89462,2.345975,10.2349,13.034569999999999,3.13481,3.13481,3.87674,6.006265000000001,11.70826,3.31659,6.30132,5.74437,4.881315,3.17745,1.31695,9.88674,11.71442,0.7701175,4.317275,9.55178,25.278640000000003,19.25694,14.13934,4.595515,4.15798,3.35309,4.75297,3.75,2.57637,2.68191,3.56839,3.21734,2.31036,3.8115,4.87054,6.337009999999999,5.44764,4.3117,5.13535,3.69395,4.68579,5.09126,5.60312,2.1593633333333333,5.96183,10.1822,5.35459,2.1593633333333333,2.13906,9.55178,11.56376,6.45244,3.43101,3.26444,10.25105,10.25105,10.7313,5.7447,4.317275,4.985075,3.7396,5.908,5.089,2.345975,4.6738325,5.06865,4.23237,2.8161,2.863295,5.61732,6.51746,5.83988,5.63712,2.1593633333333333,1.2589033333333333,1.53324,1.04185,3.3034366666666664,1.9195533333333332,1.7844300000000002,2.048575,2.08341,3.28172,7.78789,9.35595,7.9321866666666665,2.55408,4.881315,10.1317,7.61398,8.66686,1.6604,2.08341,1.914715,6.35015,25.728033333333332,25.728033333333332,3.856985,7.493045,4.03752,2.81125,3.51166,3.13186,0.7701175,3.816835,11.59187,8.31477,7.92478,4.111635
|
| 41 |
+
GSM1584982,0.0,6.03745,2.528375,4.37114,7.69956,5.31145,1.835455,4.55686,6.05968,4.71476,4.37517,5.11913,5.04562,9.0133,2.51364,4.90011,2.953975,9.973743333333333,2.81004,11.45703,23.4770675,27.996805000000002,5.71414,4.03885,2.6986,1.034325,6.80386,10.673685,3.034015,6.36915,2.70861,3.66054,2.605575,6.25798,2.72304,8.35452,9.22051,5.66302,4.037175,4.037175,15.56662,5.35797,6.02926,4.29284,5.44107,1.001495,10.7983,11.14381,4.63225,4.63225,3.69934,6.49311,13.01768,2.35012,6.76355,6.18065,4.4551549999999995,3.52395,1.71892,11.01681,13.45777,0.9125575,4.271965,9.973743333333333,24.96368,19.95847,14.675865,4.913914999999999,3.62281,3.40588,4.94703,3.36995,2.18502,2.06041,4.57615,4.04544,2.63818,4.13956,4.71769,6.13782,5.39551,4.92845,5.14074,4.81701,4.09951,5.81575,5.70551,2.31816,4.65049,8.90534,4.85363,2.31816,1.994815,9.973743333333333,10.83946,7.11634,3.01785,3.22283,10.5307,10.5307,11.2355,5.8394,4.271965,5.16155,4.17492,6.03745,5.02305,1.001495,5.40385,4.908145,3.8169,2.407795,2.953975,5.16507,5.31406,6.05987,5.59872,2.31816,1.31115,1.3876799999999998,1.05649,3.4853066666666663,2.1722333333333332,2.04417,2.400985,2.14209,2.40612,6.92223,9.2925,6.025696666666667,3.874305,4.4551549999999995,9.00015,8.02326,9.09676,1.60923,2.14209,2.528375,6.30019,24.430033333333334,24.430033333333334,4.06005,7.1039449999999995,5.67475,2.62854,5.52216,2.58188,0.9125575,3.69929,12.28959,8.39993,10.1461,3.71013
|
| 42 |
+
GSM1584983,0.0,5.96925,1.874005,4.27151,7.43257,5.54858,2.204465,4.370055,6.56613,4.93314,4.55678,5.44767,5.29198,9.15408,1.98528,4.8538,3.53733,9.912886666666665,2.50742,10.901316666666666,21.32042,24.688109999999998,6.6429,4.022,2.37848,1.101205,7.15458,11.282969999999999,3.20598,6.6210450000000005,2.480445,4.1406,3.074725,7.03257,2.43475,7.97793,8.62978,5.72853,4.13307,4.13307,16.244419999999998,5.21403,5.503243333333334,4.13565,7.63007,1.308125,10.7517,12.24765,5.27724,5.27724,3.4581,6.39252,13.71608,2.54244,6.44081,6.13312,4.66354,3.07198,1.90246,10.743089999999999,13.90342,0.727325,4.973725,9.912886666666665,26.418779999999998,20.50415,14.796800000000001,5.9855149999999995,3.62418,3.07053,4.25182,3.29565,3.01941,2.5222,3.90034,5.75176,3.34715,4.89036,5.88659,5.470549999999999,5.67853,4.96445,5.8129,4.86479,4.48659,5.72374,6.30196,2.6671866666666664,4.81653,8.99324,5.39174,2.6671866666666664,1.9353,9.912886666666665,12.58794,7.56073,3.03158,3.34444,10.54765,10.54765,10.2177,5.80965,4.973725,5.193,3.99154,5.96925,4.79638,1.308125,5.52823,4.976245,3.60781,2.829735,3.53733,4.9994,6.68953,5.8839,4.96808,2.6671866666666664,1.1833,1.3238999999999999,0.8774500000000001,3.77325,1.9236466666666667,1.81977,3.16088,1.71669,2.71989,6.38439,9.5995,11.975383333333333,4.13363,4.66354,9.50527,8.26416,7.88571,1.57088,1.71669,1.874005,5.69885,25.964199999999998,25.964199999999998,4.265675,7.55373,5.35252,2.7495,5.22659,2.65362,0.727325,3.98209,12.12589,8.28752,10.11048,3.63306
|
| 43 |
+
GSM1584984,0.0,5.9806,1.64005,4.05403,7.14944,3.91782,1.553875,4.466975,5.98348,4.36186,4.19517,5.14247,4.91388,9.06752,1.6481,5.04613,3.323875,9.781846666666667,2.10656,10.926046666666666,21.861515,25.09879,4.94727,3.89517,2.334695,1.01777,8.17282,11.492615,3.70573,6.22813,2.604585,3.623545,3.29495,7.49995,2.26259,8.1727,9.03893,6.58652,3.95074,3.95074,13.619900000000001,4.77941,6.51363,4.61298,6.77831,1.15046,11.0391,10.15828,4.21735,4.21735,3.6977,6.341315,12.84192,4.31877,6.61704,6.2001,4.284095000000001,3.47085,1.68171,10.0313,13.57503,0.82311,4.622945,9.781846666666667,24.61365,19.682345,14.029375,5.715555,3.79747,3.22131,4.46429,3.18568,2.10213,2.28782,4.18854,3.68685,2.2495,3.81412,5.37265,6.0415,5.2845,3.43089,4.77212,3.77332,3.84399,5.05949,4.77627,2.1940633333333333,4.65845,11.41784,5.60213,2.1940633333333333,1.930065,9.781846666666667,13.87288,6.84242,3.20815,3.06088,10.050464999999999,10.050464999999999,10.4458,5.80855,4.622945,5.05175,3.57806,5.9806,5.3424,1.15046,5.398535000000001,4.96128,4.62683,2.14678,3.323875,5.97793,5.76866,6.21812,5.53061,2.1940633333333333,1.19466,1.1903,1.0379,3.6493633333333335,2.13436,1.7194633333333333,3.078,1.70056,2.07456,7.16798,8.93161,11.892113333333333,3.39637,4.284095000000001,9.64586,9.65049,6.95163,1.80248,1.70056,1.64005,5.43032,26.1277,26.1277,4.6729,6.66405,6.31189,2.74085,6.60896,2.48168,0.82311,3.674835,11.40308,8.31875,9.30294,3.855165
|
| 44 |
+
GSM1584985,0.0,6.07675,2.068245,3.84306,7.63782,5.0741,2.15479,4.362185,5.1911,4.6947,4.24947,5.07481,4.93196,8.85325,2.57118,4.75308,3.19193,10.052546666666666,2.88522,10.869333333333334,23.304515000000002,26.45134,5.31188,4.38476,2.52869,1.349565,6.19889,11.343795,3.093575,5.941995,2.364605,3.57739,3.008925,6.68086,2.20011,8.26972,9.15479,6.78189,4.067355,4.067355,15.87773,4.9618,6.120453333333334,4.37765,7.42963,2.61509,10.8136,12.21539,3.81693,3.81693,3.5381,6.33226,13.14768,2.48663,6.14954,5.70004,4.277445,2.7442,1.60115,11.075289999999999,13.8592,0.690785,4.45759,10.052546666666666,24.32545,20.406399999999998,14.819009999999999,5.2201450000000005,3.03249,2.7477,3.9827,2.96683,2.15362,1.64087,3.14508,2.94177,2.58188,3.66658,4.31955,4.8899799999999995,4.51671,3.52675,4.34804,3.35819,3.6273,4.94372,4.76622,2.1874966666666666,5.27124,9.20842,5.76131,2.1874966666666666,1.911645,10.052546666666666,13.63416,7.23552,3.50113,3.43391,10.61635,10.61635,11.1626,5.86675,4.45759,5.1855,3.43678,6.07675,5.2484,2.61509,5.47123,5.00665,4.39644,2.44353,3.19193,5.35164,6.47781,5.86556,5.12025,2.1874966666666666,1.07898,1.29697,0.9689333333333333,3.464646666666667,2.3309633333333335,1.72884,2.57614,2.60972,2.49805,7.40073,9.44323,9.199496666666667,3.789395,4.277445,9.78721,8.83638,8.49618,1.74416,2.60972,2.068245,5.83404,26.089799999999997,26.089799999999997,4.4828,7.03795,5.72925,2.21154,6.1967,3.09994,0.690785,3.632465,11.72062,8.44622,9.08188,3.856945
|
| 45 |
+
GSM1584986,0.0,6.06235,2.774145,3.55133,6.14027,3.92486,1.73631,4.532595,6.75929,5.24367,4.6033,5.88967,5.46264,8.72881,2.18177,4.87831,3.104835,9.777786666666666,2.17582,10.329296666666666,22.798175,26.22201,5.49483,4.52826,2.844875,1.14894,5.63993,12.20382,3.108975,6.281465,2.566915,3.71455,2.992075,7.18327,2.24588,8.52413,9.51346,5.84935,4.0923,4.0923,17.50495,5.2378,5.344366666666667,4.231,7.53442,1.30044,10.2624,13.47315,4.0826,4.0826,3.53051,5.39578,11.322230000000001,3.8057,6.1688,5.80366,4.110125,2.72631,1.61479,10.60528,13.49399,0.747015,4.340585,9.777786666666666,25.28887,19.498725,14.27214,4.76166,3.31237,3.06694,4.24582,3.5826,2.13388,2.07048,4.33604,3.55188,2.88673,3.28067,4.78367,5.26809,5.10135,3.69042,5.43293,3.7808,4.06082,5.00255,4.63199,2.2655533333333335,4.50972,9.51656,5.25469,2.2655533333333335,1.909865,9.777786666666666,14.2671,7.09115,3.22799,3.0326,10.39805,10.39805,11.1745,5.8197,4.340585,5.18815,4.09328,6.06235,5.2478,1.30044,5.879425,5.0097,3.59258,2.651115,3.104835,6.16108,6.02798,5.9386,5.22774,2.2655533333333335,1.0873033333333333,1.3257433333333333,0.9223733333333333,3.418733333333334,1.7727933333333334,1.80235,2.89326,2.10668,2.64236,8.27988,8.99282,11.358360000000001,3.885825,4.110125,10.2135,8.97482,8.63214,1.72441,2.10668,2.774145,5.80745,25.628733333333333,25.628733333333333,4.78247,7.42842,4.72967,2.36538,5.66848,2.55192,0.747015,3.873705,12.36317,8.36143,10.75998,3.796885
|
| 46 |
+
GSM1584987,0.0,5.9906,2.14915,4.15157,7.71385,6.27663,2.107065,4.49446,6.62161,4.66178,4.30393,5.298,5.19416,8.35896,2.86132,4.98457,3.470165,9.49371,3.43261,11.050666666666666,21.2020075,24.202015,5.1189,3.85384,2.547795,1.093075,6.16845,11.221975,3.360835,6.92607,2.68741,4.23866,3.181885,6.32732,2.63074,8.44638,8.96764,5.85315,4.218405,4.218405,19.93871,5.3474,5.611163333333334,4.39221,7.22074,1.24856,9.75349,12.15588,4.70121,4.70121,3.58533,6.396380000000001,12.83655,3.3648,6.56618,6.19217,4.443105,2.36101,1.38416,8.11854,13.68512,0.9123075,4.313765,9.49371,25.20017,19.922145,14.18502,5.952500000000001,3.49583,3.54584,4.74264,3.8259,2.5688,2.21899,3.79435,3.68933,2.43585,3.81412,5.0492,5.57302,5.19057,3.92335,4.86926,3.67724,3.84026,5.23939,5.12961,2.0895966666666665,4.74758,9.33284,5.40804,2.0895966666666665,1.95611,9.49371,13.57816,7.62739,3.54205,3.55565,10.42465,10.42465,11.0942,5.8077,4.313765,5.17265,3.56319,5.9906,5.23645,1.24856,5.90967,5.0348,3.81517,2.47597,3.470165,5.22509,5.87633,6.20825,5.62003,2.0895966666666665,1.15039,1.3542100000000001,1.0877999999999999,3.4176666666666664,2.0609466666666667,1.9796533333333333,2.702625,1.8526,2.37745,7.35214,9.22,9.65154,3.17281,4.443105,9.62507,8.43069,8.09377,1.88404,1.8526,2.14915,5.72164,25.944266666666667,25.944266666666667,4.3621,7.075685,6.25644,3.02869,6.17582,2.52042,0.9123075,3.89939,11.93122,8.43798,10.5508,3.26788
|
| 47 |
+
GSM1584988,0.0,6.0461,2.10078,4.04974,6.88457,6.83615,1.43974,4.50904,6.52897,4.37568,3.99583,4.88967,4.77121,8.88299,2.14579,5.05979,3.55104,9.759246666666668,2.27814,11.06095,21.6868625,24.011695,4.90374,4.40522,2.72305,1.124685,5.68716,11.396995,2.88884,6.6852800000000006,2.580225,4.105055,3.38914,6.96044,2.30233,7.63028,9.6946,5.96399,3.41542,3.41542,18.05957,4.95289,5.451856666666666,4.27247,7.58646,2.832315,11.455,11.29675,7.65827,7.65827,3.10782,5.78315,12.49179,3.63938,7.02912,6.99362,4.448225,2.82929,1.52544,10.596910000000001,13.255099999999999,0.8010275,4.717545,9.759246666666668,25.28165,20.0836,13.773354999999999,4.8918099999999995,4.10729,3.17325,4.29007,3.37878,2.42523,2.36948,4.28172,4.08796,2.31491,3.81605,5.27147,5.90125,5.56771,4.24231,5.51203,3.79377,4.48118,5.78557,5.21072,2.0264233333333332,5.6666,8.55072,6.17908,2.0264233333333332,1.97774,9.759246666666668,12.26236,6.50944,3.21813,3.08057,10.17023,10.17023,11.3597,5.75505,4.717545,5.0167,3.28656,6.0461,5.2046,2.832315,4.862220000000001,4.932615,4.13898,2.98612,3.55104,5.5386,6.16902,6.21808,5.11958,2.0264233333333332,1.2094533333333333,1.4192333333333333,1.1276,3.6795066666666667,1.7411233333333334,1.8840333333333332,2.633905,2.67628,2.06404,6.32893,8.48997,10.763033333333333,2.97933,4.448225,9.59827,9.54778,8.51431,2.05868,2.67628,2.10078,5.69554,25.370566666666665,25.370566666666665,4.200795,6.90624,5.17049,2.93144,5.34527,2.52739,0.8010275,3.587045,11.57348,7.9994,7.72592,4.006875
|
| 48 |
+
GSM1584989,0.0,6.0946,2.358065,4.23637,7.81965,5.98236,1.970765,4.552225,6.16338,4.79341,4.32338,5.19327,5.03474,8.69693,2.69725,4.66308,3.255565,9.75693,2.64483,11.436116666666667,22.834067500000003,26.043375,5.9574,3.98624,2.55039,1.11144,6.7478,11.66045,3.06638,6.31227,2.60754,3.70473,3.15354,7.10204,2.33098,8.1297,9.47347,5.25849,3.50238,3.50238,14.33785,4.85603,6.2292000000000005,3.86404,7.07645,1.184245,10.3438,13.029879999999999,4.47737,4.47737,3.5729,6.176935,12.24833,3.31659,6.81274,6.2272,3.9473900000000004,2.41883,2.36593,11.05137,13.95835,0.684925,4.36367,9.75693,24.26619,19.958750000000002,14.93561,6.578049999999999,3.33223,3.1122,4.36046,3.73655,2.4391,2.05152,3.61266,4.66971,2.57041,4.73872,5.25734,5.43818,5.9923,3.7402,4.93126,3.82646,3.62775,5.28615,5.46806,2.4517666666666664,4.40218,8.76422,5.65805,2.4517666666666664,2.03916,9.75693,13.64772,6.86157,3.24983,3.2561,10.920300000000001,10.920300000000001,11.3407,5.9226,4.36367,5.3747,3.515195,6.0946,5.41455,1.184245,5.912649999999999,4.914345,4.24194,2.866915,3.255565,5.23935,6.18282,6.10204,5.17088,2.4517666666666664,1.23346,1.3651200000000001,0.9491066666666667,3.6556966666666666,2.4691966666666665,1.7635366666666668,2.640495,1.90875,2.37619,7.43989,9.29161,9.143726666666666,3.59702,3.9473900000000004,9.77308,8.58313,8.35573,1.58687,1.90875,2.358065,5.75191,25.72286666666667,25.72286666666667,4.329675,7.144494999999999,5.49688,2.90558,5.43531,2.0943,0.684925,4.01934,12.18772,8.63026,11.351,3.947765
|
| 49 |
+
GSM1584990,0.0,6.07305,2.69777,4.06171,7.21851,4.74593,1.82855,4.458065,6.07845,4.63476,4.49254,5.01661,4.98182,8.59596,1.85693,4.76425,3.34841,9.732776666666666,2.60133,11.333806666666666,23.40881,27.17938,5.53523,4.32333,2.399305,1.038575,8.3027,11.388905,2.83392,6.36947,2.638765,3.730705,3.285595,7.2037,2.07971,8.26737,9.07294,4.76626,3.65208,3.65208,18.25308,4.51906,5.795366666666666,4.44566,7.19387,1.187975,10.4848,12.40098,3.32192,3.32192,3.52888,6.37341,11.75592,3.52106,6.4289,5.91736,4.210955,2.58583,1.68171,11.681470000000001,13.85521,0.8007025,4.16514,9.732776666666666,24.84554,20.50265,14.999405,5.7416149999999995,3.13163,3.05594,4.33508,3.55261,2.42103,2.63607,3.70609,2.99315,1.826,3.28632,4.79339,4.85901,4.27129,3.19624,4.67681,3.5922,3.76684,4.98105,4.81087,2.50258,5.00554,9.0345,5.43194,2.50258,2.03992,9.732776666666666,13.9591,6.5576,4.45108,4.37857,10.57245,10.57245,11.1999,5.8912,4.16514,5.26635,4.23529,6.07305,5.17815,1.187975,5.3705099999999995,4.936445,5.36555,2.4176,3.34841,4.87264,6.8153,5.90099,5.28707,2.50258,1.1945333333333334,1.3154066666666666,1.0899033333333332,3.8810366666666667,2.125783333333333,1.7271433333333333,2.476485,1.73639,2.42005,7.22841,9.55677,9.109603333333332,3.737935,4.210955,8.92476,8.63369,7.77547,1.83517,1.73639,2.69777,5.92322,25.760033333333332,25.760033333333332,4.502005,7.115325,5.21341,2.68981,5.66624,2.36651,0.8007025,4.051435,12.24507,8.73181,9.92562,4.07914
|
| 50 |
+
GSM1584991,0.0,5.9819,2.083615,4.16613,7.32097,5.9053,1.73674,4.683535,6.14927,4.68671,4.3501,5.23779,5.20143,8.23348,2.39051,5.06432,3.51408,9.75967,2.92928,11.597683333333334,22.6877175,25.728995,5.08506,3.60589,2.69814,1.078665,6.24636,11.49726,3.071305,6.97853,2.63324,4.34529,3.08824,7.33571,2.32349,8.53006,8.96876,5.2112,3.84888,3.84888,15.5466,4.93424,6.427989999999999,4.03894,7.13244,1.26879,10.1952,11.094529999999999,4.56285,4.56285,3.531,5.924575000000001,12.45088,3.48831,6.38642,5.80496,4.145944999999999,2.35532,1.53792,11.35687,13.56361,0.8633025,4.258045,9.75967,24.80158,20.150100000000002,14.319345,5.147355,3.3008,3.17728,4.24819,3.39645,2.29617,2.34909,3.49771,3.8241,2.74447,4.21812,5.20178,5.32286,5.0291,4.02913,5.33361,4.43024,3.51946,5.47836,5.801,2.197,4.74378,8.99948,6.06714,2.197,2.028865,9.75967,13.36114,7.20736,3.93603,3.83725,10.626000000000001,10.626000000000001,11.0424,5.85505,4.258045,5.1931,3.939155,5.9819,5.18035,1.26879,5.1260200000000005,4.929925,4.6409,2.523205,3.51408,5.45185,6.32457,5.90659,5.20912,2.197,1.25326,1.3524266666666669,0.9466800000000001,3.9115366666666667,2.2310166666666666,1.9027633333333334,3.00498,2.01241,2.40005,7.51748,9.40911,9.004996666666667,4.043955,4.145944999999999,10.3085,8.64853,8.55398,1.5159,2.01241,2.083615,5.55341,25.8632,25.8632,4.51607,6.981925,5.56418,2.7495,5.81455,2.42884,0.8633025,3.97587,11.77495,8.39317,12.6033,3.463225
|
| 51 |
+
GSM1584992,1.0,6.07645,1.928025,3.72924,6.9369,6.98301,2.634735,4.40917,6.13982,4.18115,4.00763,4.85538,4.76014,8.47757,1.93397,4.50433,3.373255,9.9227,2.36009,10.723256666666666,21.854565,24.16986,6.37989,3.86463,2.745695,0.92035,5.52234,11.00131,3.540535,6.379975,2.43396,3.946015,3.079405,7.58549,2.3096,8.30265,9.0518,5.94492,3.76904,3.76904,15.60805,4.66757,6.200056666666667,4.08974,7.13372,1.10484,11.0215,10.58318,3.76181,3.76181,3.45538,5.987875,12.45475,2.8553,6.38261,6.04967,4.328250000000001,2.48546,1.6772,9.661249999999999,14.61777,0.82661,4.25331,9.9227,24.98085,20.71195,14.23413,6.756425,3.31974,2.82055,3.84576,3.30393,1.96185,2.63876,3.3991,3.58235,2.23595,3.62959,4.88103,4.96781,4.39785,3.5377,4.6312,3.71123,3.25461,5.15635,4.55834,2.2385533333333334,4.64125,9.35012,5.49273,2.2385533333333334,2.109395,9.9227,13.95762,7.36785,3.73798,3.6153,10.801400000000001,10.801400000000001,11.276,5.9264,4.25331,5.2887,3.864355,6.07645,5.24485,1.10484,5.837265,4.96462,5.28465,2.28506,3.373255,5.9599,6.87754,5.89388,5.39758,2.2385533333333334,1.0667633333333333,1.2252633333333334,1.02576,3.7535266666666667,1.9678466666666665,1.6840966666666668,2.932885,1.73026,2.21168,6.90519,9.39656,10.799976666666666,3.972145,4.328250000000001,10.1189,8.75007,8.93863,1.61373,1.73026,1.928025,5.80955,26.140766666666668,26.140766666666668,4.331345,7.310565,4.67577,2.71287,5.57854,2.25454,0.82661,3.9249,12.16084,8.58165,9.9608,3.737025
|
| 52 |
+
GSM1584993,1.0,6.01495,1.879935,3.89055,5.80957,4.32719,2.012335,4.314845,6.15738,4.75852,4.08303,5.36029,5.09779,8.9124,2.76553,4.82381,3.514265,9.89989,2.72943,10.95722,22.491127499999997,25.814335,5.45339,3.93676,2.965095,1.08462,6.82199,11.5421,2.905255,6.868205,2.54258,4.325625,2.820575,6.91146,2.19094,8.48804,9.06956,7.21553,4.24361,4.24361,17.98403,4.90459,6.62475,4.35119,7.55863,1.17268,10.638,12.71187,3.95357,3.95357,3.95897,5.41427,12.08156,4.10153,6.28885,5.90641,4.716749999999999,3.19895,1.77019,10.375440000000001,12.54584,0.85984,4.47742,9.89989,24.2466,20.438299999999998,14.01944,6.16033,3.51169,2.91856,4.07021,3.60053,2.21134,2.36421,3.75712,3.56043,2.21403,3.5764,4.77421,5.03778,5.03232,3.62139,4.84301,3.49883,3.71024,5.05588,5.4954,2.11936,5.06675,9.00248,5.02858,2.11936,1.883575,9.89989,14.0103,7.14601,4.00054,3.63315,10.693249999999999,10.693249999999999,11.2848,5.8847,4.47742,5.2407,3.723635,6.01495,5.3532,1.17268,5.8032,4.8948,4.06207,2.209595,3.514265,5.20329,6.7456,5.98635,4.72188,2.11936,1.2116633333333333,1.2997733333333332,1.0682866666666666,3.5670333333333337,1.8687066666666665,1.9417566666666666,2.94825,1.75994,2.91962,7.07309,9.28994,11.46777,3.772945,4.716749999999999,9.56841,8.80455,8.98028,1.84086,1.75994,1.879935,5.95139,26.028566666666666,26.028566666666666,4.705855,6.53937,6.3948,2.51803,5.4795,2.54681,0.85984,3.69192,12.28227,9.0616,10.33844,4.484935
|
| 53 |
+
GSM1584994,0.0,6.06695,2.79925,3.92914,7.11895,5.78489,1.975975,4.544955,5.07475,3.88587,3.42698,4.92582,4.10435,7.82129,2.63006,4.57592,2.882855,10.081313333333334,2.66533,10.615876666666667,22.6770775,25.714285,5.17508,4.21902,3.017355,1.289125,4.41623,11.90867,3.13514,6.058540000000001,2.454285,3.604255,2.751695,7.27822,2.66342,8.38059,9.73582,5.87976,3.891225,3.891225,13.20665,4.88215,6.88153,4.22084,6.90996,1.30332,9.92139,12.39097,4.06318,4.06318,3.61457,5.469405,12.14438,3.00229,6.5298,5.90483,4.434065,2.72778,1.71779,10.11242,13.27594,0.85316,4.424605,10.081313333333334,24.08459,20.84355,14.703264999999998,5.48836,3.5138,3.35098,4.52395,3.60574,2.48219,2.64129,3.96909,3.71223,2.4089,4.06532,5.12174,5.680070000000001,5.3189,3.71223,5.07981,3.84545,3.96858,5.14132,5.24343,2.39607,5.09526,8.61146,3.84706,2.39607,2.23802,10.081313333333334,14.37718,7.50515,3.12893,3.08813,10.78585,10.78585,11.6612,6.03,4.424605,5.25485,3.34621,6.06695,5.26365,1.30332,4.960695,5.0142,4.72864,2.422,2.882855,5.38818,6.78648,6.05544,5.14145,2.39607,1.1370833333333332,1.3967366666666667,0.9779033333333333,3.401206666666667,1.9384033333333335,1.7645433333333334,2.757955,1.95541,1.88585,7.7851,9.9508,9.534083333333333,3.99958,4.434065,9.92924,8.7344,9.56954,1.98423,1.95541,2.79925,5.61739,26.4018,26.4018,4.772485,7.2477599999999995,6.2542,2.57862,3.38848,4.04339,0.85316,3.887385,12.0278,8.52469,12.22418,4.00503
|
| 54 |
+
GSM1584995,0.0,6.00555,2.05766,3.64376,7.03042,4.7778,2.508165,4.44533,5.16308,4.36873,3.99517,4.95189,4.74357,8.18077,2.176,4.32204,2.91704,9.84675,1.96905,10.73671,22.131775,25.14584,5.20047,4.16846,2.821515,1.0274,7.05632,11.18577,3.004645,6.593335,2.48833,4.105005,2.943755,7.5909,2.54812,8.60169,9.21014,6.80776,3.886165,3.886165,14.31965,5.05922,5.60927,4.47872,8.11487,1.07604,10.3406,12.143139999999999,4.36594,4.36594,3.38958,5.846045,10.773150000000001,3.37066,6.06402,5.48098,4.520595,2.7458,1.71906,9.86398,13.92976,0.8313525,4.395165,9.84675,24.871570000000002,20.65275,14.322289999999999,4.766465,3.51452,2.93436,4.16521,3.1184,2.13769,2.1838,3.39807,3.66308,2.26117,3.5828,4.71288,4.88213,4.9664,3.43996,4.51965,3.92235,4.081,4.86935,4.91305,2.0738066666666666,5.67351,9.90948,5.81359,2.0738066666666666,1.91501,9.84675,14.17158,7.212,3.32171,3.32058,10.602049999999998,10.602049999999998,11.1812,5.8208,4.395165,5.1598,3.370325,6.00555,5.22615,1.07604,5.443155,4.996955,4.31048,2.40729,2.91704,5.38309,7.50086,5.6419,4.54679,2.0738066666666666,1.1426833333333333,1.1055599999999999,1.5164266666666668,3.2274666666666665,1.9157433333333334,1.82883,2.85512,1.69975,2.12727,7.31701,9.41127,9.509196666666668,3.66153,4.520595,10.0197,8.55573,8.72672,1.76515,1.69975,2.05766,5.16265,25.9592,25.9592,4.418355,6.941955,5.84397,2.68724,6.44679,2.53256,0.8313525,3.73584,11.66982,8.25433,10.52594,3.53968
|
| 55 |
+
GSM1584996,0.0,5.72915,2.13601,3.90763,6.80984,7.92837,2.446855,4.59077,6.1758,4.62338,4.24539,5.13308,4.97467,8.27567,1.76557,5.05671,3.030965,9.37607,3.19333,11.035960000000001,22.90835,26.02915,5.8147,4.07085,2.433235,1.04318,4.93631,10.750255,3.7941,6.178095,2.67012,3.507975,2.86119,5.94255,2.48294,8.29205,8.65587,5.42418,2.926265,2.926265,14.98594,4.78014,6.229423333333333,3.90825,7.58082,1.545255,10.5072,12.76469,4.35403,4.35403,3.61144,6.447735,11.88635,3.2067,6.67852,6.28866,4.5400849999999995,2.54608,1.6917,10.26022,12.83468,0.9341225,4.01333,9.37607,24.58144,16.6939,14.74614,4.596025,3.42451,3.29657,4.34302,3.77253,2.14112,1.9524,3.50328,3.37509,2.12161,4.10056,5.34463,5.1366700000000005,5.32511,3.46802,4.92719,3.45995,3.52306,5.35097,4.40588,2.5905366666666665,5.19383,8.20098,5.22395,2.5905366666666665,2.04232,9.37607,14.99604,6.55883,4.07233,3.87322,8.76033,8.76033,9.67762,5.5979,4.01333,5.1524,4.017815,5.72915,4.20751,1.545255,5.781015,4.55505,3.75823,2.413535,3.030965,5.19719,7.58077,6.54199,5.42523,2.5905366666666665,1.28279,1.2523433333333334,0.8582000000000001,3.637666666666667,2.212216666666667,1.7927433333333334,2.452825,1.55133,2.62753,7.81295,8.01041,10.17685,3.405285,4.5400849999999995,7.91529,7.69508,7.65715,2.17834,1.55133,2.13601,5.40213,25.8479,25.8479,4.176905,8.02102,4.95319,3.18102,4.54662,4.41834,0.9341225,3.889625,13.33849,9.07147,12.27392,4.156835
|
| 56 |
+
GSM1584997,0.0,5.89335,2.136445,4.11305,7.46496,5.505,1.863735,4.529165,6.44938,4.76219,4.38448,5.24578,5.19793,8.01341,2.64742,4.80052,3.14935,9.670850000000002,2.44398,11.00015,22.138309999999997,25.50901,5.48415,4.05946,2.525925,1.00989,6.16923,11.46408,3.99186,6.83201,2.82657,4.00544,2.799995,6.33168,2.2566,7.39593,9.13154,5.96325,2.584595,2.584595,18.41702,4.74678,6.42572,4.33523,6.80966,1.099615,9.6478,12.413730000000001,3.31388,3.31388,4.10591,5.93511,11.916229999999999,3.15585,6.88272,6.42436,4.2650749999999995,2.55085,1.46563,10.73616,13.80501,0.817065,3.652275,9.670850000000002,24.18368,19.002485,14.81688,5.222799999999999,3.94496,3.20156,4.47532,3.25118,2.28644,2.55265,3.98465,3.90194,2.31036,4.5841,5.1397,5.24854,5.10276,4.09544,5.39867,4.27327,4.17357,5.16923,4.98486,2.556083333333333,4.84826,8.70734,5.08989,2.556083333333333,2.10249,9.670850000000002,14.1045,7.11216,3.35084,3.24468,10.3372,10.3372,10.7134,5.80965,3.652275,5.2644,3.756685,5.89335,4.839755,1.099615,5.83945,4.60146,4.20457,2.503685,3.14935,4.41578,5.79798,6.49212,5.27903,2.556083333333333,1.18344,1.4021633333333332,1.0341799999999999,3.8281599999999996,1.8635666666666666,1.6886400000000001,2.603375,1.49882,2.05877,7.11679,7.85051,10.176496666666667,3.14807,4.2650749999999995,8.6372,7.89093,8.88997,1.74726,1.49882,2.136445,6.28543,25.102666666666668,25.102666666666668,4.494525,7.348145,6.10379,3.14834,6.05622,2.40485,0.817065,3.951815,12.789639999999999,8.87718,10.2858,3.842525
|
p1/preprocess/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE19422.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
GSM482992,GSM482993,GSM482994,GSM482995,GSM482996,GSM482997,GSM482998,GSM482999,GSM483000,GSM483001,GSM483002,GSM483003,GSM483004,GSM483005,GSM483006,GSM483007,GSM483008,GSM483009,GSM483010,GSM483011,GSM483012,GSM483013,GSM483014,GSM483015,GSM483016,GSM483017,GSM483018,GSM483019,GSM483020,GSM483021,GSM483022,GSM483023,GSM483024,GSM483025,GSM483026,GSM483027,GSM483028,GSM483029,GSM483030,GSM483031,GSM483032,GSM483033,GSM483034,GSM483035,GSM483036,GSM483037,GSM483038,GSM483039,GSM483040,GSM483041,GSM483042,GSM483043,GSM483044,GSM483045,GSM483046,GSM483047,GSM483048,GSM483049,GSM483050,GSM483051,GSM483052,GSM483053,GSM483054,GSM483055,GSM483056,GSM483057,GSM483058,GSM483059,GSM483060,GSM483061,GSM483062,GSM483063,GSM483064,GSM483065,GSM483066,GSM483067,GSM483068,GSM483069,GSM483070,GSM483071,GSM483072,GSM483073,GSM483074,GSM483075,GSM483076,GSM483077,GSM483078,GSM483079,GSM483080,GSM483081
|
| 2 |
+
1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0
|
p1/preprocess/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE19987.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
GSM62248,GSM62249,GSM62250,GSM62251,GSM62252,GSM62253,GSM62254,GSM62255,GSM62256,GSM62257,GSM62258,GSM62259,GSM62260,GSM62261,GSM62262,GSM62263,GSM62264,GSM62265,GSM62266,GSM62267,GSM62268,GSM62269,GSM62270,GSM62271,GSM62272,GSM62273,GSM62274,GSM62275,GSM62276,GSM62277,GSM62278,GSM62279,GSM62280,GSM62281,GSM62282,GSM62283,GSM62284,GSM62285,GSM62286,GSM62287,GSM62288,GSM62289,GSM62290,GSM62291,GSM62292,GSM62293,GSM62294,GSM62295,GSM62296,GSM62297,GSM62298,GSM62299,GSM62300,GSM62301,GSM62302,GSM62303,GSM62304,GSM62305,GSM62306,GSM62307,GSM62308,GSM62309,GSM62310,GSM62311,GSM62312,GSM62313,GSM62314,GSM62315,GSM62316,GSM62317,GSM62318,GSM62319,GSM62320,GSM62321,GSM62322
|
| 2 |
+
1.0,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,0.0,0.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
|
p1/preprocess/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE33371.csv
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
GSM825367,GSM825368,GSM825369,GSM825370,GSM825371,GSM825372,GSM825373,GSM825374,GSM825375,GSM825376,GSM825377,GSM825378,GSM825379,GSM825380,GSM825381,GSM825382,GSM825383,GSM825384,GSM825385,GSM825386,GSM825387,GSM825388,GSM825389,GSM825390,GSM825391,GSM825392,GSM825393,GSM825394,GSM825395,GSM825396,GSM825397,GSM825398,GSM825399,GSM825400,GSM825401,GSM825402,GSM825403,GSM825404,GSM825405,GSM825406,GSM825407,GSM825408,GSM825409,GSM825410,GSM825411,GSM825412,GSM825413,GSM825414,GSM825415,GSM825416,GSM825417,GSM825418,GSM825419,GSM825420,GSM825421,GSM825422,GSM825423,GSM825424,GSM825425,GSM825426,GSM825427,GSM825428,GSM825429,GSM825430,GSM825431
|
| 2 |
+
0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,,0.0,0.0,0.0,,0.0,0.0,0.0,,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
| 3 |
+
71.0,58.0,71.0,44.0,32.0,28.0,55.0,78.0,41.0,58.0,45.0,28.0,57.0,25.0,25.0,56.0,33.0,44.0,71.0,56.0,51.0,32.0,38.0,49.0,62.0,59.0,52.0,54.0,48.0,55.0,64.0,45.0,9.0,49.0,45.0,48.0,77.0,47.0,55.0,52.0,34.0,35.0,52.0,48.0,45.0,39.0,40.0,31.0,87.0,45.0,41.0,9.0,32.0,50.0,55.0,19.0,61.0,33.0,31.0,60.0,51.0,71.0,25.0,47.0,49.0
|
| 4 |
+
0.0,0.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,1.0,0.0,1.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0
|
p1/preprocess/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE39716.csv
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
GSM978080,GSM978081,GSM978082,GSM978083,GSM978084,GSM978085,GSM978086,GSM978087,GSM978088,GSM978089,GSM978090,GSM978091,GSM978092,GSM978093,GSM978094,GSM978095,GSM978096,GSM978097,GSM978098,GSM978099,GSM978100,GSM978101,GSM978102,GSM978103,GSM978104,GSM978105,GSM978106,GSM978107,GSM978108,GSM978109,GSM978110,GSM978111,GSM978112,GSM978113,GSM978114,GSM978115,GSM978116,GSM978117,GSM978118,GSM978119,GSM978120,GSM978121,GSM978122,GSM978123,GSM978124,GSM978125,GSM978126,GSM978127,GSM978128,GSM978129,GSM978130,GSM978131,GSM978132
|
| 2 |
+
0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
|
| 3 |
+
61.0,,53.0,72.0,72.0,65.0,56.0,62.0,28.5,24.0,46.0,9.0,22.8,26.6,38.2,45.6,36.0,36.2,52.0,12.0,31.0,55.0,35.0,34.8,17.0,30.0,16.0,31.0,26.6,61.4,31.8,32.6,49.3,61.1,26.6,27.1,48.0,29.0,24.3,34.0,42.8,29.4,42.6,39.2,30.0,33.1,18.9,13.1,28.6,16.1,22.7,23.1,24.8
|
| 4 |
+
1.0,,0.0,0.0,0.0,,1.0,1.0,1.0,1.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0
|
p1/preprocess/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE64957.csv
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
GSM1584943,GSM1584944,GSM1584945,GSM1584946,GSM1584947,GSM1584948,GSM1584949,GSM1584950,GSM1584951,GSM1584952,GSM1584953,GSM1584954,GSM1584955,GSM1584956,GSM1584957,GSM1584958,GSM1584959,GSM1584960,GSM1584961,GSM1584962,GSM1584963,GSM1584964,GSM1584965,GSM1584966,GSM1584967,GSM1584968,GSM1584969,GSM1584970,GSM1584971,GSM1584972,GSM1584973,GSM1584974,GSM1584975,GSM1584976,GSM1584977,GSM1584978,GSM1584979,GSM1584980,GSM1584981,GSM1584982,GSM1584983,GSM1584984,GSM1584985,GSM1584986,GSM1584987,GSM1584988,GSM1584989,GSM1584990,GSM1584991,GSM1584992,GSM1584993,GSM1584994,GSM1584995,GSM1584996,GSM1584997
|
| 2 |
+
0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0
|
p1/preprocess/Pheochromocytoma_and_Paraganglioma/code/GSE19422.py
ADDED
|
@@ -0,0 +1,233 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Path Configuration
|
| 2 |
+
from tools.preprocess import *
|
| 3 |
+
|
| 4 |
+
# Processing context
|
| 5 |
+
trait = "Pheochromocytoma_and_Paraganglioma"
|
| 6 |
+
cohort = "GSE19422"
|
| 7 |
+
|
| 8 |
+
# Input paths
|
| 9 |
+
in_trait_dir = "../DATA/GEO/Pheochromocytoma_and_Paraganglioma"
|
| 10 |
+
in_cohort_dir = "../DATA/GEO/Pheochromocytoma_and_Paraganglioma/GSE19422"
|
| 11 |
+
|
| 12 |
+
# Output paths
|
| 13 |
+
out_data_file = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/GSE19422.csv"
|
| 14 |
+
out_gene_data_file = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/gene_data/GSE19422.csv"
|
| 15 |
+
out_clinical_data_file = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE19422.csv"
|
| 16 |
+
json_path = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/cohort_info.json"
|
| 17 |
+
|
| 18 |
+
# STEP1
|
| 19 |
+
from tools.preprocess import *
|
| 20 |
+
# 1. Identify the paths to the SOFT file and the matrix file
|
| 21 |
+
soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir)
|
| 22 |
+
|
| 23 |
+
# 2. Read the matrix file to obtain background information and sample characteristics data
|
| 24 |
+
background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design']
|
| 25 |
+
clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1']
|
| 26 |
+
background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes)
|
| 27 |
+
|
| 28 |
+
# 3. Obtain the sample characteristics dictionary from the clinical dataframe
|
| 29 |
+
sample_characteristics_dict = get_unique_values_by_row(clinical_data)
|
| 30 |
+
|
| 31 |
+
# 4. Explicitly print out all the background information and the sample characteristics dictionary
|
| 32 |
+
print("Background Information:")
|
| 33 |
+
print(background_info)
|
| 34 |
+
print("Sample Characteristics Dictionary:")
|
| 35 |
+
print(sample_characteristics_dict)
|
| 36 |
+
# 1. Gene Expression Data Availability
|
| 37 |
+
# Based on the series title "Gene expression profiling ...", we conclude:
|
| 38 |
+
is_gene_available = True
|
| 39 |
+
|
| 40 |
+
# 2. Variable Availability and Data Type Conversion
|
| 41 |
+
|
| 42 |
+
# 2.1 Identify keys/rows where the variables are stored
|
| 43 |
+
# Inspecting the sample characteristics, we see that only one key (0) has distinct values: PCC, PGL, and Normal adrenal
|
| 44 |
+
# We can use this to infer the trait (Pheochromocytoma_and_Paraganglioma vs. Normal).
|
| 45 |
+
trait_row = 0 # the values under key 0 distinguish tumor vs. normal
|
| 46 |
+
age_row = None # age data is not present
|
| 47 |
+
gender_row = None # gender data is not present
|
| 48 |
+
|
| 49 |
+
# 2.2 Define data type conversion functions
|
| 50 |
+
def convert_trait(x: str):
|
| 51 |
+
"""
|
| 52 |
+
Convert the sample's trait information into binary: 1 = PCC/PGL, 0 = Normal, None otherwise.
|
| 53 |
+
We'll parse the part after the colon.
|
| 54 |
+
"""
|
| 55 |
+
parts = x.split(':')
|
| 56 |
+
if len(parts) < 2:
|
| 57 |
+
return None
|
| 58 |
+
val = parts[1].strip().lower()
|
| 59 |
+
if 'pcc' in val or 'pgl' in val:
|
| 60 |
+
return 1
|
| 61 |
+
elif 'normal' in val:
|
| 62 |
+
return 0
|
| 63 |
+
else:
|
| 64 |
+
return None
|
| 65 |
+
|
| 66 |
+
def convert_age(x: str):
|
| 67 |
+
"""No age information is available, so always return None."""
|
| 68 |
+
return None
|
| 69 |
+
|
| 70 |
+
def convert_gender(x: str):
|
| 71 |
+
"""No gender information is available, so always return None."""
|
| 72 |
+
return None
|
| 73 |
+
|
| 74 |
+
# Check if trait data is available
|
| 75 |
+
is_trait_available = (trait_row is not None)
|
| 76 |
+
|
| 77 |
+
# 3. Conduct initial filtering and save metadata
|
| 78 |
+
_ = validate_and_save_cohort_info(
|
| 79 |
+
is_final=False,
|
| 80 |
+
cohort=cohort,
|
| 81 |
+
info_path=json_path,
|
| 82 |
+
is_gene_available=is_gene_available,
|
| 83 |
+
is_trait_available=is_trait_available
|
| 84 |
+
)
|
| 85 |
+
|
| 86 |
+
# 4. Clinical Feature Extraction
|
| 87 |
+
# Only proceed if trait data is available.
|
| 88 |
+
if trait_row is not None:
|
| 89 |
+
selected_clinical_df = geo_select_clinical_features(
|
| 90 |
+
clinical_data, # assume 'clinical_data' is already loaded as a DataFrame in this environment
|
| 91 |
+
trait=trait,
|
| 92 |
+
trait_row=trait_row,
|
| 93 |
+
convert_trait=convert_trait,
|
| 94 |
+
age_row=age_row,
|
| 95 |
+
convert_age=convert_age,
|
| 96 |
+
gender_row=gender_row,
|
| 97 |
+
convert_gender=convert_gender
|
| 98 |
+
)
|
| 99 |
+
|
| 100 |
+
# Preview extracted clinical features
|
| 101 |
+
preview_output = preview_df(selected_clinical_df, n=5)
|
| 102 |
+
print("Clinical Data Preview:", preview_output)
|
| 103 |
+
|
| 104 |
+
# Save clinical data to CSV
|
| 105 |
+
selected_clinical_df.to_csv(out_clinical_data_file, index=False)
|
| 106 |
+
# STEP3
|
| 107 |
+
import gzip
|
| 108 |
+
import pandas as pd
|
| 109 |
+
|
| 110 |
+
try:
|
| 111 |
+
# 1. Attempt to extract gene expression data using the library function
|
| 112 |
+
gene_data = get_genetic_data(matrix_file)
|
| 113 |
+
except KeyError:
|
| 114 |
+
# Fallback: the expected "ID_REF" column may be absent, so manually parse the file
|
| 115 |
+
# and rename the first column to "ID".
|
| 116 |
+
marker = "!series_matrix_table_begin"
|
| 117 |
+
skip_rows = None
|
| 118 |
+
|
| 119 |
+
# Determine how many rows to skip before the matrix data begins
|
| 120 |
+
with gzip.open(matrix_file, 'rt') as f:
|
| 121 |
+
for i, line in enumerate(f):
|
| 122 |
+
if marker in line:
|
| 123 |
+
skip_rows = i + 1
|
| 124 |
+
break
|
| 125 |
+
else:
|
| 126 |
+
raise ValueError(f"Marker '{marker}' not found in the file.")
|
| 127 |
+
|
| 128 |
+
# Read the data from the determined position
|
| 129 |
+
gene_data = pd.read_csv(
|
| 130 |
+
matrix_file,
|
| 131 |
+
compression='gzip',
|
| 132 |
+
skiprows=skip_rows,
|
| 133 |
+
comment='!',
|
| 134 |
+
delimiter='\t',
|
| 135 |
+
on_bad_lines='skip'
|
| 136 |
+
)
|
| 137 |
+
|
| 138 |
+
# If a different column name is used instead of 'ID_REF', rename appropriately
|
| 139 |
+
if 'ID_REF' in gene_data.columns:
|
| 140 |
+
gene_data.rename(columns={'ID_REF': 'ID'}, inplace=True)
|
| 141 |
+
else:
|
| 142 |
+
first_col = gene_data.columns[0]
|
| 143 |
+
gene_data.rename(columns={first_col: 'ID'}, inplace=True)
|
| 144 |
+
|
| 145 |
+
gene_data['ID'] = gene_data['ID'].astype(str)
|
| 146 |
+
gene_data.set_index('ID', inplace=True)
|
| 147 |
+
|
| 148 |
+
# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation.
|
| 149 |
+
print(gene_data.index[:20])
|
| 150 |
+
# Based on the provided identifiers (e.g., 'A_23_P100001'), they appear to be microarray probe IDs,
|
| 151 |
+
# not standard human gene symbols. Therefore, they would require mapping to gene symbols.
|
| 152 |
+
|
| 153 |
+
requires_gene_mapping = True
|
| 154 |
+
# STEP5
|
| 155 |
+
# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file.
|
| 156 |
+
gene_annotation = get_gene_annotation(soft_file)
|
| 157 |
+
|
| 158 |
+
# 2. Use the 'preview_df' function from the library to preview the data and print out the results.
|
| 159 |
+
print("Gene annotation preview:")
|
| 160 |
+
print(preview_df(gene_annotation))
|
| 161 |
+
# STEP: Gene Identifier Mapping
|
| 162 |
+
|
| 163 |
+
# 1. Identify the columns in the gene annotation for probe IDs and gene symbols
|
| 164 |
+
# From the preview, "ID" matches the probe identifiers in the expression data,
|
| 165 |
+
# and "GENE_SYMBOL" holds the gene symbols.
|
| 166 |
+
|
| 167 |
+
# 2. Extract a gene mapping dataframe
|
| 168 |
+
mapping_df = get_gene_mapping(gene_annotation, prob_col="ID", gene_col="GENE_SYMBOL")
|
| 169 |
+
|
| 170 |
+
# 3. Convert probe-level measurements to gene expression data
|
| 171 |
+
gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df)
|
| 172 |
+
|
| 173 |
+
# (Optional) Check the shape or a small preview
|
| 174 |
+
print("Mapped gene_data shape:", gene_data.shape)
|
| 175 |
+
print("Mapped gene_data preview:", preview_df(gene_data.T, n=5))
|
| 176 |
+
import os
|
| 177 |
+
import pandas as pd
|
| 178 |
+
|
| 179 |
+
# STEP 7: Data Normalization and Linking
|
| 180 |
+
|
| 181 |
+
# First, check if the clinical CSV file exists. If it does not, we cannot proceed with trait-based linking.
|
| 182 |
+
if not os.path.exists(out_clinical_data_file):
|
| 183 |
+
# No trait data file => dataset is not usable for trait analysis
|
| 184 |
+
df_null = pd.DataFrame()
|
| 185 |
+
is_biased = True # Arbitrary boolean to satisfy function requirement
|
| 186 |
+
validate_and_save_cohort_info(
|
| 187 |
+
is_final=True,
|
| 188 |
+
cohort=cohort,
|
| 189 |
+
info_path=json_path,
|
| 190 |
+
is_gene_available=True,
|
| 191 |
+
is_trait_available=False,
|
| 192 |
+
is_biased=is_biased,
|
| 193 |
+
df=df_null,
|
| 194 |
+
note="No trait data file found; dataset not usable for trait analysis."
|
| 195 |
+
)
|
| 196 |
+
|
| 197 |
+
else:
|
| 198 |
+
# 1. Normalize the mapped gene expression data using known gene symbol synonyms, then save.
|
| 199 |
+
normalized_gene_data = normalize_gene_symbols_in_index(gene_data)
|
| 200 |
+
normalized_gene_data.to_csv(out_gene_data_file)
|
| 201 |
+
|
| 202 |
+
# 2. Load the previously extracted clinical CSV.
|
| 203 |
+
selected_clinical_df = pd.read_csv(out_clinical_data_file)
|
| 204 |
+
# If we had a single-row trait, rename row 0 to the trait name (example usage).
|
| 205 |
+
selected_clinical_df = selected_clinical_df.rename(index={0: trait})
|
| 206 |
+
|
| 207 |
+
# Combine these as our final clinical data; in this dataset, we only have trait info (if any).
|
| 208 |
+
combined_clinical_df = selected_clinical_df
|
| 209 |
+
|
| 210 |
+
# Link the clinical and genetic data by matching sample IDs in columns.
|
| 211 |
+
linked_data = geo_link_clinical_genetic_data(combined_clinical_df, normalized_gene_data)
|
| 212 |
+
|
| 213 |
+
# 3. Handle missing values in the linked data (drop incomplete rows/columns, then impute).
|
| 214 |
+
processed_data = handle_missing_values(linked_data, trait)
|
| 215 |
+
|
| 216 |
+
# 4. Check trait bias and remove any biased demographic features (if any).
|
| 217 |
+
trait_biased, processed_data = judge_and_remove_biased_features(processed_data, trait)
|
| 218 |
+
|
| 219 |
+
# 5. Final validation and metadata saving.
|
| 220 |
+
is_usable = validate_and_save_cohort_info(
|
| 221 |
+
is_final=True,
|
| 222 |
+
cohort=cohort,
|
| 223 |
+
info_path=json_path,
|
| 224 |
+
is_gene_available=True,
|
| 225 |
+
is_trait_available=True,
|
| 226 |
+
is_biased=trait_biased,
|
| 227 |
+
df=processed_data,
|
| 228 |
+
note="Completed trait-based preprocessing."
|
| 229 |
+
)
|
| 230 |
+
|
| 231 |
+
# 6. If final dataset is usable, save. Otherwise, skip.
|
| 232 |
+
if is_usable:
|
| 233 |
+
processed_data.to_csv(out_data_file)
|
p1/preprocess/Pheochromocytoma_and_Paraganglioma/code/GSE19987.py
ADDED
|
@@ -0,0 +1,220 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Path Configuration
|
| 2 |
+
from tools.preprocess import *
|
| 3 |
+
|
| 4 |
+
# Processing context
|
| 5 |
+
trait = "Pheochromocytoma_and_Paraganglioma"
|
| 6 |
+
cohort = "GSE19987"
|
| 7 |
+
|
| 8 |
+
# Input paths
|
| 9 |
+
in_trait_dir = "../DATA/GEO/Pheochromocytoma_and_Paraganglioma"
|
| 10 |
+
in_cohort_dir = "../DATA/GEO/Pheochromocytoma_and_Paraganglioma/GSE19987"
|
| 11 |
+
|
| 12 |
+
# Output paths
|
| 13 |
+
out_data_file = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/GSE19987.csv"
|
| 14 |
+
out_gene_data_file = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/gene_data/GSE19987.csv"
|
| 15 |
+
out_clinical_data_file = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE19987.csv"
|
| 16 |
+
json_path = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/cohort_info.json"
|
| 17 |
+
|
| 18 |
+
# STEP1
|
| 19 |
+
from tools.preprocess import *
|
| 20 |
+
# 1. Identify the paths to the SOFT file and the matrix file
|
| 21 |
+
soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir)
|
| 22 |
+
|
| 23 |
+
# 2. Read the matrix file to obtain background information and sample characteristics data
|
| 24 |
+
background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design']
|
| 25 |
+
clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1']
|
| 26 |
+
background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes)
|
| 27 |
+
|
| 28 |
+
# 3. Obtain the sample characteristics dictionary from the clinical dataframe
|
| 29 |
+
sample_characteristics_dict = get_unique_values_by_row(clinical_data)
|
| 30 |
+
|
| 31 |
+
# 4. Explicitly print out all the background information and the sample characteristics dictionary
|
| 32 |
+
print("Background Information:")
|
| 33 |
+
print(background_info)
|
| 34 |
+
print("Sample Characteristics Dictionary:")
|
| 35 |
+
print(sample_characteristics_dict)
|
| 36 |
+
# Step 1: Determine if gene expression data is available
|
| 37 |
+
is_gene_available = True # Based on the Series_summary and overall_design mentioning "expression profiling"
|
| 38 |
+
|
| 39 |
+
# Step 2: Identify availability for trait, age, and gender
|
| 40 |
+
# From the sample characteristics dictionary, we see that row 2 ("tumor location: adrenal"/"tumor location: extraadrenal")
|
| 41 |
+
# can be interpreted as indicating Pheochromocytoma (adrenal) vs Paraganglioma (extraadrenal).
|
| 42 |
+
# Hence, we assign trait_row = 2; age_row = None; gender_row = None.
|
| 43 |
+
trait_row = 2
|
| 44 |
+
age_row = None
|
| 45 |
+
gender_row = None
|
| 46 |
+
|
| 47 |
+
# Step 2.2: Define data type conversion functions
|
| 48 |
+
def convert_trait(value: str):
|
| 49 |
+
# Extract the substring after the colon
|
| 50 |
+
parts = value.split(':')
|
| 51 |
+
if len(parts) < 2:
|
| 52 |
+
return None
|
| 53 |
+
val = parts[1].strip().lower()
|
| 54 |
+
if val == 'adrenal':
|
| 55 |
+
# Map adrenal (pheochromocytoma) to 1
|
| 56 |
+
return 1
|
| 57 |
+
elif val == 'extraadrenal':
|
| 58 |
+
# Map extraadrenal (paraganglioma) to 0
|
| 59 |
+
return 0
|
| 60 |
+
return None
|
| 61 |
+
|
| 62 |
+
# No age or gender data found, so no conversion needed. We'll just keep them as None.
|
| 63 |
+
convert_age = None
|
| 64 |
+
convert_gender = None
|
| 65 |
+
|
| 66 |
+
# Step 3: Conduct initial filtering and save metadata
|
| 67 |
+
is_trait_available = (trait_row is not None)
|
| 68 |
+
is_usable = validate_and_save_cohort_info(
|
| 69 |
+
is_final=False,
|
| 70 |
+
cohort=cohort,
|
| 71 |
+
info_path=json_path,
|
| 72 |
+
is_gene_available=is_gene_available,
|
| 73 |
+
is_trait_available=is_trait_available
|
| 74 |
+
)
|
| 75 |
+
|
| 76 |
+
# Step 4: Clinical feature extraction (only if trait_row is not None)
|
| 77 |
+
if trait_row is not None:
|
| 78 |
+
selected_clinical_df = geo_select_clinical_features(
|
| 79 |
+
clinical_data,
|
| 80 |
+
trait=trait,
|
| 81 |
+
trait_row=trait_row,
|
| 82 |
+
convert_trait=convert_trait,
|
| 83 |
+
age_row=age_row,
|
| 84 |
+
convert_age=convert_age,
|
| 85 |
+
gender_row=gender_row,
|
| 86 |
+
convert_gender=convert_gender
|
| 87 |
+
)
|
| 88 |
+
|
| 89 |
+
# Preview selected clinical features
|
| 90 |
+
preview_dict = preview_df(selected_clinical_df)
|
| 91 |
+
print("Preview of selected clinical features:", preview_dict)
|
| 92 |
+
|
| 93 |
+
# Save the clinical data
|
| 94 |
+
selected_clinical_df.to_csv(out_clinical_data_file, index=False)
|
| 95 |
+
# STEP3
|
| 96 |
+
import gzip
|
| 97 |
+
import pandas as pd
|
| 98 |
+
|
| 99 |
+
try:
|
| 100 |
+
# 1. Attempt to extract gene expression data using the library function
|
| 101 |
+
gene_data = get_genetic_data(matrix_file)
|
| 102 |
+
except KeyError:
|
| 103 |
+
# Fallback: the expected "ID_REF" column may be absent, so manually parse the file
|
| 104 |
+
# and rename the first column to "ID".
|
| 105 |
+
marker = "!series_matrix_table_begin"
|
| 106 |
+
skip_rows = None
|
| 107 |
+
|
| 108 |
+
# Determine how many rows to skip before the matrix data begins
|
| 109 |
+
with gzip.open(matrix_file, 'rt') as f:
|
| 110 |
+
for i, line in enumerate(f):
|
| 111 |
+
if marker in line:
|
| 112 |
+
skip_rows = i + 1
|
| 113 |
+
break
|
| 114 |
+
else:
|
| 115 |
+
raise ValueError(f"Marker '{marker}' not found in the file.")
|
| 116 |
+
|
| 117 |
+
# Read the data from the determined position
|
| 118 |
+
gene_data = pd.read_csv(
|
| 119 |
+
matrix_file,
|
| 120 |
+
compression='gzip',
|
| 121 |
+
skiprows=skip_rows,
|
| 122 |
+
comment='!',
|
| 123 |
+
delimiter='\t',
|
| 124 |
+
on_bad_lines='skip'
|
| 125 |
+
)
|
| 126 |
+
|
| 127 |
+
# If a different column name is used instead of 'ID_REF', rename appropriately
|
| 128 |
+
if 'ID_REF' in gene_data.columns:
|
| 129 |
+
gene_data.rename(columns={'ID_REF': 'ID'}, inplace=True)
|
| 130 |
+
else:
|
| 131 |
+
first_col = gene_data.columns[0]
|
| 132 |
+
gene_data.rename(columns={first_col: 'ID'}, inplace=True)
|
| 133 |
+
|
| 134 |
+
gene_data['ID'] = gene_data['ID'].astype(str)
|
| 135 |
+
gene_data.set_index('ID', inplace=True)
|
| 136 |
+
|
| 137 |
+
# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation.
|
| 138 |
+
print(gene_data.index[:20])
|
| 139 |
+
print("requires_gene_mapping = True")
|
| 140 |
+
# STEP5
|
| 141 |
+
# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file.
|
| 142 |
+
gene_annotation = get_gene_annotation(soft_file)
|
| 143 |
+
|
| 144 |
+
# 2. Use the 'preview_df' function from the library to preview the data and print out the results.
|
| 145 |
+
print("Gene annotation preview:")
|
| 146 |
+
print(preview_df(gene_annotation))
|
| 147 |
+
# STEP6 - Gene Identifier Mapping
|
| 148 |
+
|
| 149 |
+
# 1. Identify the columns that match the probe identifiers (the "ID" column) and the gene symbol ("Gene Symbol").
|
| 150 |
+
# From the previous preview, we see that "ID" in gene_annotation matches the probe IDs in gene_data,
|
| 151 |
+
# and "Gene Symbol" holds the mapped gene symbols.
|
| 152 |
+
|
| 153 |
+
# 2. Create the gene mapping DataFrame.
|
| 154 |
+
mapping_df = get_gene_mapping(gene_annotation, prob_col="ID", gene_col="Gene Symbol")
|
| 155 |
+
|
| 156 |
+
# 3. Convert probe-level measurements to gene-level expression by applying the mapping.
|
| 157 |
+
gene_data = apply_gene_mapping(gene_data, mapping_df)
|
| 158 |
+
|
| 159 |
+
# Optional: Check the resulting dimensions and a small preview.
|
| 160 |
+
print("Converted gene expression data shape:", gene_data.shape)
|
| 161 |
+
print("Preview of the converted gene expression data:")
|
| 162 |
+
print(gene_data.head())
|
| 163 |
+
import os
|
| 164 |
+
import pandas as pd
|
| 165 |
+
|
| 166 |
+
# STEP 7: Data Normalization and Linking
|
| 167 |
+
|
| 168 |
+
# First, check if the clinical CSV file exists. If it does not, we cannot proceed with trait-based linking.
|
| 169 |
+
if not os.path.exists(out_clinical_data_file):
|
| 170 |
+
# No trait data file => dataset is not usable for trait analysis
|
| 171 |
+
df_null = pd.DataFrame()
|
| 172 |
+
is_biased = True # Arbitrary boolean to satisfy function requirement
|
| 173 |
+
validate_and_save_cohort_info(
|
| 174 |
+
is_final=True,
|
| 175 |
+
cohort=cohort,
|
| 176 |
+
info_path=json_path,
|
| 177 |
+
is_gene_available=True,
|
| 178 |
+
is_trait_available=False,
|
| 179 |
+
is_biased=is_biased,
|
| 180 |
+
df=df_null,
|
| 181 |
+
note="No trait data file found; dataset not usable for trait analysis."
|
| 182 |
+
)
|
| 183 |
+
|
| 184 |
+
else:
|
| 185 |
+
# 1. Normalize the mapped gene expression data using known gene symbol synonyms, then save.
|
| 186 |
+
normalized_gene_data = normalize_gene_symbols_in_index(gene_data)
|
| 187 |
+
normalized_gene_data.to_csv(out_gene_data_file)
|
| 188 |
+
|
| 189 |
+
# 2. Load the previously extracted clinical CSV.
|
| 190 |
+
selected_clinical_df = pd.read_csv(out_clinical_data_file)
|
| 191 |
+
# If we had a single-row trait, rename row 0 to the trait name (example usage).
|
| 192 |
+
selected_clinical_df = selected_clinical_df.rename(index={0: trait})
|
| 193 |
+
|
| 194 |
+
# Combine these as our final clinical data; in this dataset, we only have trait info (if any).
|
| 195 |
+
combined_clinical_df = selected_clinical_df
|
| 196 |
+
|
| 197 |
+
# Link the clinical and genetic data by matching sample IDs in columns.
|
| 198 |
+
linked_data = geo_link_clinical_genetic_data(combined_clinical_df, normalized_gene_data)
|
| 199 |
+
|
| 200 |
+
# 3. Handle missing values in the linked data (drop incomplete rows/columns, then impute).
|
| 201 |
+
processed_data = handle_missing_values(linked_data, trait)
|
| 202 |
+
|
| 203 |
+
# 4. Check trait bias and remove any biased demographic features (if any).
|
| 204 |
+
trait_biased, processed_data = judge_and_remove_biased_features(processed_data, trait)
|
| 205 |
+
|
| 206 |
+
# 5. Final validation and metadata saving.
|
| 207 |
+
is_usable = validate_and_save_cohort_info(
|
| 208 |
+
is_final=True,
|
| 209 |
+
cohort=cohort,
|
| 210 |
+
info_path=json_path,
|
| 211 |
+
is_gene_available=True,
|
| 212 |
+
is_trait_available=True,
|
| 213 |
+
is_biased=trait_biased,
|
| 214 |
+
df=processed_data,
|
| 215 |
+
note="Completed trait-based preprocessing."
|
| 216 |
+
)
|
| 217 |
+
|
| 218 |
+
# 6. If final dataset is usable, save. Otherwise, skip.
|
| 219 |
+
if is_usable:
|
| 220 |
+
processed_data.to_csv(out_data_file)
|
p1/preprocess/Pheochromocytoma_and_Paraganglioma/code/GSE33371.py
ADDED
|
@@ -0,0 +1,248 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Path Configuration
|
| 2 |
+
from tools.preprocess import *
|
| 3 |
+
|
| 4 |
+
# Processing context
|
| 5 |
+
trait = "Pheochromocytoma_and_Paraganglioma"
|
| 6 |
+
cohort = "GSE33371"
|
| 7 |
+
|
| 8 |
+
# Input paths
|
| 9 |
+
in_trait_dir = "../DATA/GEO/Pheochromocytoma_and_Paraganglioma"
|
| 10 |
+
in_cohort_dir = "../DATA/GEO/Pheochromocytoma_and_Paraganglioma/GSE33371"
|
| 11 |
+
|
| 12 |
+
# Output paths
|
| 13 |
+
out_data_file = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/GSE33371.csv"
|
| 14 |
+
out_gene_data_file = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/gene_data/GSE33371.csv"
|
| 15 |
+
out_clinical_data_file = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE33371.csv"
|
| 16 |
+
json_path = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/cohort_info.json"
|
| 17 |
+
|
| 18 |
+
# STEP1
|
| 19 |
+
from tools.preprocess import *
|
| 20 |
+
# 1. Identify the paths to the SOFT file and the matrix file
|
| 21 |
+
soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir)
|
| 22 |
+
|
| 23 |
+
# 2. Read the matrix file to obtain background information and sample characteristics data
|
| 24 |
+
background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design']
|
| 25 |
+
clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1']
|
| 26 |
+
background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes)
|
| 27 |
+
|
| 28 |
+
# 3. Obtain the sample characteristics dictionary from the clinical dataframe
|
| 29 |
+
sample_characteristics_dict = get_unique_values_by_row(clinical_data)
|
| 30 |
+
|
| 31 |
+
# 4. Explicitly print out all the background information and the sample characteristics dictionary
|
| 32 |
+
print("Background Information:")
|
| 33 |
+
print(background_info)
|
| 34 |
+
print("Sample Characteristics Dictionary:")
|
| 35 |
+
print(sample_characteristics_dict)
|
| 36 |
+
# Step 1: Decide if gene expression data is available
|
| 37 |
+
# Based on the series description: "Human samples ... mRNA assays performed using Affymetrix HG_U133_plus_2 arrays",
|
| 38 |
+
# this dataset clearly provides mRNA gene expression data.
|
| 39 |
+
is_gene_available = True
|
| 40 |
+
|
| 41 |
+
# Step 2: Determine availability of trait, age, and gender; and design type conversion functions.
|
| 42 |
+
|
| 43 |
+
# After examining the sample characteristic dictionary:
|
| 44 |
+
# • row 3 (key=3) has multiple values (e.g. "Adrenalectomy for pheochromocytoma", "Adrenalectomy for ACA", etc.),
|
| 45 |
+
# which can help distinguish whether the sample is or is not pheochromocytoma. We therefore set trait_row=3.
|
| 46 |
+
# • row 0 (key=0) has multiple age values (e.g. "age: 71", "age: <10", etc.), so age_row=0.
|
| 47 |
+
# • row 1 (key=1) has both "Sex: F" and "Sex: M", so gender_row=1.
|
| 48 |
+
|
| 49 |
+
trait_row = 3
|
| 50 |
+
age_row = 0
|
| 51 |
+
gender_row = 1
|
| 52 |
+
|
| 53 |
+
# Below are the data type conversions for each variable:
|
| 54 |
+
|
| 55 |
+
def convert_trait(raw_value: str):
|
| 56 |
+
"""
|
| 57 |
+
Convert clinical characteristics field to a binary indicator of
|
| 58 |
+
Pheochromocytoma_and_Paraganglioma (1) vs. not (0), or None if unknown.
|
| 59 |
+
"""
|
| 60 |
+
value = raw_value.split(':', 1)[1].strip().lower()
|
| 61 |
+
if "unknown" in value:
|
| 62 |
+
return None
|
| 63 |
+
# Mark 1 if "pheochromocytoma" appears; otherwise 0.
|
| 64 |
+
if "pheochromocytoma" in value:
|
| 65 |
+
return 1
|
| 66 |
+
return 0
|
| 67 |
+
|
| 68 |
+
def convert_age(raw_value: str):
|
| 69 |
+
"""
|
| 70 |
+
Convert 'age: <value>' to a numeric age. If '<10', treat as 9.
|
| 71 |
+
If parsing fails or unknown, return None.
|
| 72 |
+
"""
|
| 73 |
+
value = raw_value.split(':', 1)[1].strip().lower()
|
| 74 |
+
if "unknown" in value:
|
| 75 |
+
return None
|
| 76 |
+
if "<10" in value:
|
| 77 |
+
# Assign 9 if age is reported as '<10'
|
| 78 |
+
return 9
|
| 79 |
+
try:
|
| 80 |
+
return float(value)
|
| 81 |
+
except ValueError:
|
| 82 |
+
return None
|
| 83 |
+
|
| 84 |
+
def convert_gender(raw_value: str):
|
| 85 |
+
"""
|
| 86 |
+
Convert 'Sex: F' to 0, 'Sex: M' to 1, or None if unknown.
|
| 87 |
+
"""
|
| 88 |
+
value = raw_value.split(':', 1)[1].strip().lower()
|
| 89 |
+
if "unknown" in value:
|
| 90 |
+
return None
|
| 91 |
+
if value.startswith('m'):
|
| 92 |
+
return 1
|
| 93 |
+
elif value.startswith('f'):
|
| 94 |
+
return 0
|
| 95 |
+
return None
|
| 96 |
+
|
| 97 |
+
# Step 3: Conduct initial filtering and save metadata.
|
| 98 |
+
is_trait_available = (trait_row is not None)
|
| 99 |
+
validate_and_save_cohort_info(
|
| 100 |
+
is_final=False,
|
| 101 |
+
cohort=cohort,
|
| 102 |
+
info_path=json_path,
|
| 103 |
+
is_gene_available=is_gene_available,
|
| 104 |
+
is_trait_available=is_trait_available
|
| 105 |
+
)
|
| 106 |
+
|
| 107 |
+
# Step 4: If trait data is available, select clinical features, preview, and save them.
|
| 108 |
+
if trait_row is not None:
|
| 109 |
+
selected_clinical_df = geo_select_clinical_features(
|
| 110 |
+
clinical_data, # assumed available dataframe of sample characteristics
|
| 111 |
+
trait=trait,
|
| 112 |
+
trait_row=trait_row,
|
| 113 |
+
convert_trait=convert_trait,
|
| 114 |
+
age_row=age_row,
|
| 115 |
+
convert_age=convert_age,
|
| 116 |
+
gender_row=gender_row,
|
| 117 |
+
convert_gender=convert_gender
|
| 118 |
+
)
|
| 119 |
+
print("Preview of selected clinical features:")
|
| 120 |
+
print(preview_df(selected_clinical_df))
|
| 121 |
+
selected_clinical_df.to_csv(out_clinical_data_file, index=False)
|
| 122 |
+
# STEP3
|
| 123 |
+
import gzip
|
| 124 |
+
import pandas as pd
|
| 125 |
+
|
| 126 |
+
try:
|
| 127 |
+
# 1. Attempt to extract gene expression data using the library function
|
| 128 |
+
gene_data = get_genetic_data(matrix_file)
|
| 129 |
+
except KeyError:
|
| 130 |
+
# Fallback: the expected "ID_REF" column may be absent, so manually parse the file
|
| 131 |
+
# and rename the first column to "ID".
|
| 132 |
+
marker = "!series_matrix_table_begin"
|
| 133 |
+
skip_rows = None
|
| 134 |
+
|
| 135 |
+
# Determine how many rows to skip before the matrix data begins
|
| 136 |
+
with gzip.open(matrix_file, 'rt') as f:
|
| 137 |
+
for i, line in enumerate(f):
|
| 138 |
+
if marker in line:
|
| 139 |
+
skip_rows = i + 1
|
| 140 |
+
break
|
| 141 |
+
else:
|
| 142 |
+
raise ValueError(f"Marker '{marker}' not found in the file.")
|
| 143 |
+
|
| 144 |
+
# Read the data from the determined position
|
| 145 |
+
gene_data = pd.read_csv(
|
| 146 |
+
matrix_file,
|
| 147 |
+
compression='gzip',
|
| 148 |
+
skiprows=skip_rows,
|
| 149 |
+
comment='!',
|
| 150 |
+
delimiter='\t',
|
| 151 |
+
on_bad_lines='skip'
|
| 152 |
+
)
|
| 153 |
+
|
| 154 |
+
# If a different column name is used instead of 'ID_REF', rename appropriately
|
| 155 |
+
if 'ID_REF' in gene_data.columns:
|
| 156 |
+
gene_data.rename(columns={'ID_REF': 'ID'}, inplace=True)
|
| 157 |
+
else:
|
| 158 |
+
first_col = gene_data.columns[0]
|
| 159 |
+
gene_data.rename(columns={first_col: 'ID'}, inplace=True)
|
| 160 |
+
|
| 161 |
+
gene_data['ID'] = gene_data['ID'].astype(str)
|
| 162 |
+
gene_data.set_index('ID', inplace=True)
|
| 163 |
+
|
| 164 |
+
# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation.
|
| 165 |
+
print(gene_data.index[:20])
|
| 166 |
+
# These appear to be Affymetrix probe IDs rather than human gene symbols.
|
| 167 |
+
# Therefore, they need to be mapped to gene symbols.
|
| 168 |
+
|
| 169 |
+
print("requires_gene_mapping = True")
|
| 170 |
+
# STEP5
|
| 171 |
+
# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file.
|
| 172 |
+
gene_annotation = get_gene_annotation(soft_file)
|
| 173 |
+
|
| 174 |
+
# 2. Use the 'preview_df' function from the library to preview the data and print out the results.
|
| 175 |
+
print("Gene annotation preview:")
|
| 176 |
+
print(preview_df(gene_annotation))
|
| 177 |
+
# STEP: Gene Identifier Mapping
|
| 178 |
+
|
| 179 |
+
# 1) Identify the column in the gene_annotation dataframe that matches the probe IDs in gene_data
|
| 180 |
+
# --> This is the 'ID' column, as it has values like '1007_s_at', '1053_at', etc.
|
| 181 |
+
# And identify the column holding actual gene symbols --> 'Gene Symbol'.
|
| 182 |
+
|
| 183 |
+
# 2) Get the gene mapping dataframe
|
| 184 |
+
mapping_df = get_gene_mapping(gene_annotation, prob_col='ID', gene_col='Gene Symbol')
|
| 185 |
+
|
| 186 |
+
# 3) Convert probe-level measurements to gene expression data
|
| 187 |
+
gene_data = apply_gene_mapping(gene_data, mapping_df)
|
| 188 |
+
|
| 189 |
+
# For inspection, let's print the first few rows of the resulting gene expression dataframe
|
| 190 |
+
print(gene_data.head(10))
|
| 191 |
+
import os
|
| 192 |
+
import pandas as pd
|
| 193 |
+
|
| 194 |
+
# STEP 7: Data Normalization and Linking
|
| 195 |
+
|
| 196 |
+
# First, check if the clinical CSV file exists. If it does not, we cannot proceed with trait-based linking.
|
| 197 |
+
if not os.path.exists(out_clinical_data_file):
|
| 198 |
+
# No trait data file => dataset is not usable for trait analysis
|
| 199 |
+
df_null = pd.DataFrame()
|
| 200 |
+
is_biased = True # Arbitrary boolean to satisfy function requirement
|
| 201 |
+
validate_and_save_cohort_info(
|
| 202 |
+
is_final=True,
|
| 203 |
+
cohort=cohort,
|
| 204 |
+
info_path=json_path,
|
| 205 |
+
is_gene_available=True,
|
| 206 |
+
is_trait_available=False,
|
| 207 |
+
is_biased=is_biased,
|
| 208 |
+
df=df_null,
|
| 209 |
+
note="No trait data file found; dataset not usable for trait analysis."
|
| 210 |
+
)
|
| 211 |
+
|
| 212 |
+
else:
|
| 213 |
+
# 1. Normalize the mapped gene expression data using known gene symbol synonyms, then save.
|
| 214 |
+
normalized_gene_data = normalize_gene_symbols_in_index(gene_data)
|
| 215 |
+
normalized_gene_data.to_csv(out_gene_data_file)
|
| 216 |
+
|
| 217 |
+
# 2. Load the previously extracted clinical CSV.
|
| 218 |
+
selected_clinical_df = pd.read_csv(out_clinical_data_file)
|
| 219 |
+
# If we had a single-row trait, rename row 0 to the trait name (example usage).
|
| 220 |
+
selected_clinical_df = selected_clinical_df.rename(index={0: trait})
|
| 221 |
+
|
| 222 |
+
# Combine these as our final clinical data; in this dataset, we only have trait info (if any).
|
| 223 |
+
combined_clinical_df = selected_clinical_df
|
| 224 |
+
|
| 225 |
+
# Link the clinical and genetic data by matching sample IDs in columns.
|
| 226 |
+
linked_data = geo_link_clinical_genetic_data(combined_clinical_df, normalized_gene_data)
|
| 227 |
+
|
| 228 |
+
# 3. Handle missing values in the linked data (drop incomplete rows/columns, then impute).
|
| 229 |
+
processed_data = handle_missing_values(linked_data, trait)
|
| 230 |
+
|
| 231 |
+
# 4. Check trait bias and remove any biased demographic features (if any).
|
| 232 |
+
trait_biased, processed_data = judge_and_remove_biased_features(processed_data, trait)
|
| 233 |
+
|
| 234 |
+
# 5. Final validation and metadata saving.
|
| 235 |
+
is_usable = validate_and_save_cohort_info(
|
| 236 |
+
is_final=True,
|
| 237 |
+
cohort=cohort,
|
| 238 |
+
info_path=json_path,
|
| 239 |
+
is_gene_available=True,
|
| 240 |
+
is_trait_available=True,
|
| 241 |
+
is_biased=trait_biased,
|
| 242 |
+
df=processed_data,
|
| 243 |
+
note="Completed trait-based preprocessing."
|
| 244 |
+
)
|
| 245 |
+
|
| 246 |
+
# 6. If final dataset is usable, save. Otherwise, skip.
|
| 247 |
+
if is_usable:
|
| 248 |
+
processed_data.to_csv(out_data_file)
|
p1/preprocess/Pheochromocytoma_and_Paraganglioma/code/GSE39716.py
ADDED
|
@@ -0,0 +1,251 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Path Configuration
|
| 2 |
+
from tools.preprocess import *
|
| 3 |
+
|
| 4 |
+
# Processing context
|
| 5 |
+
trait = "Pheochromocytoma_and_Paraganglioma"
|
| 6 |
+
cohort = "GSE39716"
|
| 7 |
+
|
| 8 |
+
# Input paths
|
| 9 |
+
in_trait_dir = "../DATA/GEO/Pheochromocytoma_and_Paraganglioma"
|
| 10 |
+
in_cohort_dir = "../DATA/GEO/Pheochromocytoma_and_Paraganglioma/GSE39716"
|
| 11 |
+
|
| 12 |
+
# Output paths
|
| 13 |
+
out_data_file = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/GSE39716.csv"
|
| 14 |
+
out_gene_data_file = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/gene_data/GSE39716.csv"
|
| 15 |
+
out_clinical_data_file = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/clinical_data/GSE39716.csv"
|
| 16 |
+
json_path = "./output/preprocess/1/Pheochromocytoma_and_Paraganglioma/cohort_info.json"
|
| 17 |
+
|
| 18 |
+
# STEP1
|
| 19 |
+
from tools.preprocess import *
|
| 20 |
+
# 1. Identify the paths to the SOFT file and the matrix file
|
| 21 |
+
soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir)
|
| 22 |
+
|
| 23 |
+
# 2. Read the matrix file to obtain background information and sample characteristics data
|
| 24 |
+
background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design']
|
| 25 |
+
clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1']
|
| 26 |
+
background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes)
|
| 27 |
+
|
| 28 |
+
# 3. Obtain the sample characteristics dictionary from the clinical dataframe
|
| 29 |
+
sample_characteristics_dict = get_unique_values_by_row(clinical_data)
|
| 30 |
+
|
| 31 |
+
# 4. Explicitly print out all the background information and the sample characteristics dictionary
|
| 32 |
+
print("Background Information:")
|
| 33 |
+
print(background_info)
|
| 34 |
+
print("Sample Characteristics Dictionary:")
|
| 35 |
+
print(sample_characteristics_dict)
|
| 36 |
+
# 1. Gene Expression Data Availability
|
| 37 |
+
is_gene_available = True # From background info, microarray data from HuGene1.0-ST Gene Chips is provided.
|
| 38 |
+
|
| 39 |
+
# 2. Variable Availability and Data Type Conversion
|
| 40 |
+
|
| 41 |
+
# 2.1 Data Availability
|
| 42 |
+
# Inspecting the sample characteristics dictionary, we identify:
|
| 43 |
+
# age data at key=0
|
| 44 |
+
# gender data at key=1
|
| 45 |
+
# trait data at key=2 (tissue type: Normal vs. paraganglioma/pheochromocytoma)
|
| 46 |
+
trait_row = 2
|
| 47 |
+
age_row = 0
|
| 48 |
+
gender_row = 1
|
| 49 |
+
|
| 50 |
+
# 2.2 Data Type Conversion
|
| 51 |
+
|
| 52 |
+
def convert_trait(x: str):
|
| 53 |
+
"""
|
| 54 |
+
Convert 'tissue type' to a binary variable:
|
| 55 |
+
Normal -> 0
|
| 56 |
+
Tumor -> 1
|
| 57 |
+
Unknown -> None
|
| 58 |
+
"""
|
| 59 |
+
val = x.split(':')[-1].strip().lower() # get text after colon
|
| 60 |
+
if 'normal' in val:
|
| 61 |
+
return 0
|
| 62 |
+
elif 'tumor' in val:
|
| 63 |
+
return 1
|
| 64 |
+
else:
|
| 65 |
+
return None
|
| 66 |
+
|
| 67 |
+
def convert_age(x: str):
|
| 68 |
+
"""
|
| 69 |
+
Convert age(yrs) values to float.
|
| 70 |
+
'--' or malformed -> None
|
| 71 |
+
"""
|
| 72 |
+
val = x.split(':')[-1].strip()
|
| 73 |
+
if val == '--':
|
| 74 |
+
return None
|
| 75 |
+
try:
|
| 76 |
+
return float(val)
|
| 77 |
+
except:
|
| 78 |
+
return None
|
| 79 |
+
|
| 80 |
+
def convert_gender(x: str):
|
| 81 |
+
"""
|
| 82 |
+
Convert gender to a binary variable:
|
| 83 |
+
female -> 0
|
| 84 |
+
male -> 1
|
| 85 |
+
else -> None
|
| 86 |
+
"""
|
| 87 |
+
val = x.split(':')[-1].strip().lower()
|
| 88 |
+
if val == 'male':
|
| 89 |
+
return 1
|
| 90 |
+
elif val == 'female':
|
| 91 |
+
return 0
|
| 92 |
+
else:
|
| 93 |
+
return None
|
| 94 |
+
|
| 95 |
+
# 3. Save Metadata (initial filtering)
|
| 96 |
+
is_trait_available = (trait_row is not None)
|
| 97 |
+
_ = validate_and_save_cohort_info(
|
| 98 |
+
is_final=False,
|
| 99 |
+
cohort=cohort,
|
| 100 |
+
info_path=json_path,
|
| 101 |
+
is_gene_available=is_gene_available,
|
| 102 |
+
is_trait_available=is_trait_available
|
| 103 |
+
)
|
| 104 |
+
|
| 105 |
+
# 4. Clinical Feature Extraction (only if trait_row is not None)
|
| 106 |
+
if trait_row is not None:
|
| 107 |
+
# 'clinical_data' assumed to be loaded from a previous step
|
| 108 |
+
selected_clinical_df = geo_select_clinical_features(
|
| 109 |
+
clinical_df=clinical_data,
|
| 110 |
+
trait=trait, # name of the trait
|
| 111 |
+
trait_row=trait_row,
|
| 112 |
+
convert_trait=convert_trait,
|
| 113 |
+
age_row=age_row,
|
| 114 |
+
convert_age=convert_age,
|
| 115 |
+
gender_row=gender_row,
|
| 116 |
+
convert_gender=convert_gender
|
| 117 |
+
)
|
| 118 |
+
|
| 119 |
+
# Preview the resulting DataFrame
|
| 120 |
+
previewed_clinical = preview_df(selected_clinical_df, n=5)
|
| 121 |
+
print("Clinical Data Preview:", previewed_clinical)
|
| 122 |
+
|
| 123 |
+
# Save clinical data
|
| 124 |
+
selected_clinical_df.to_csv(out_clinical_data_file, index=False)
|
| 125 |
+
# STEP3
|
| 126 |
+
import gzip
|
| 127 |
+
import pandas as pd
|
| 128 |
+
|
| 129 |
+
try:
|
| 130 |
+
# 1. Attempt to extract gene expression data using the library function
|
| 131 |
+
gene_data = get_genetic_data(matrix_file)
|
| 132 |
+
except KeyError:
|
| 133 |
+
# Fallback: the expected "ID_REF" column may be absent, so manually parse the file
|
| 134 |
+
# and rename the first column to "ID".
|
| 135 |
+
marker = "!series_matrix_table_begin"
|
| 136 |
+
skip_rows = None
|
| 137 |
+
|
| 138 |
+
# Determine how many rows to skip before the matrix data begins
|
| 139 |
+
with gzip.open(matrix_file, 'rt') as f:
|
| 140 |
+
for i, line in enumerate(f):
|
| 141 |
+
if marker in line:
|
| 142 |
+
skip_rows = i + 1
|
| 143 |
+
break
|
| 144 |
+
else:
|
| 145 |
+
raise ValueError(f"Marker '{marker}' not found in the file.")
|
| 146 |
+
|
| 147 |
+
# Read the data from the determined position
|
| 148 |
+
gene_data = pd.read_csv(
|
| 149 |
+
matrix_file,
|
| 150 |
+
compression='gzip',
|
| 151 |
+
skiprows=skip_rows,
|
| 152 |
+
comment='!',
|
| 153 |
+
delimiter='\t',
|
| 154 |
+
on_bad_lines='skip'
|
| 155 |
+
)
|
| 156 |
+
|
| 157 |
+
# If a different column name is used instead of 'ID_REF', rename appropriately
|
| 158 |
+
if 'ID_REF' in gene_data.columns:
|
| 159 |
+
gene_data.rename(columns={'ID_REF': 'ID'}, inplace=True)
|
| 160 |
+
else:
|
| 161 |
+
first_col = gene_data.columns[0]
|
| 162 |
+
gene_data.rename(columns={first_col: 'ID'}, inplace=True)
|
| 163 |
+
|
| 164 |
+
gene_data['ID'] = gene_data['ID'].astype(str)
|
| 165 |
+
gene_data.set_index('ID', inplace=True)
|
| 166 |
+
|
| 167 |
+
# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation.
|
| 168 |
+
print(gene_data.index[:20])
|
| 169 |
+
# These identifiers appear to be probe IDs rather than human gene symbols.
|
| 170 |
+
# They will require mapping to gene symbols.
|
| 171 |
+
print("requires_gene_mapping = True")
|
| 172 |
+
# STEP5
|
| 173 |
+
# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file.
|
| 174 |
+
gene_annotation = get_gene_annotation(soft_file)
|
| 175 |
+
|
| 176 |
+
# 2. Use the 'preview_df' function from the library to preview the data and print out the results.
|
| 177 |
+
print("Gene annotation preview:")
|
| 178 |
+
print(preview_df(gene_annotation))
|
| 179 |
+
# STEP: Gene Identifier Mapping
|
| 180 |
+
|
| 181 |
+
# 1. Identify the annotation columns matching our probe IDs and the gene symbols:
|
| 182 |
+
# - The 'ID' column in 'gene_annotation' aligns with the probe IDs in 'gene_data'
|
| 183 |
+
# - The 'gene_assignment' column contains the gene symbol information
|
| 184 |
+
|
| 185 |
+
# 2. Get the mapping dataframe
|
| 186 |
+
mapping_df = get_gene_mapping(
|
| 187 |
+
annotation=gene_annotation,
|
| 188 |
+
prob_col='ID', # matches the probe IDs in gene_data
|
| 189 |
+
gene_col='gene_assignment' # contains gene symbols
|
| 190 |
+
)
|
| 191 |
+
|
| 192 |
+
# 3. Convert probe-level measurements into gene-level expression
|
| 193 |
+
gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df)
|
| 194 |
+
import os
|
| 195 |
+
import pandas as pd
|
| 196 |
+
|
| 197 |
+
# STEP 7: Data Normalization and Linking
|
| 198 |
+
|
| 199 |
+
# First, check if the clinical CSV file exists. If it does not, we cannot proceed with trait-based linking.
|
| 200 |
+
if not os.path.exists(out_clinical_data_file):
|
| 201 |
+
# No trait data file => dataset is not usable for trait analysis
|
| 202 |
+
df_null = pd.DataFrame()
|
| 203 |
+
is_biased = True # Arbitrary boolean to satisfy function requirement
|
| 204 |
+
validate_and_save_cohort_info(
|
| 205 |
+
is_final=True,
|
| 206 |
+
cohort=cohort,
|
| 207 |
+
info_path=json_path,
|
| 208 |
+
is_gene_available=True,
|
| 209 |
+
is_trait_available=False,
|
| 210 |
+
is_biased=is_biased,
|
| 211 |
+
df=df_null,
|
| 212 |
+
note="No trait data file found; dataset not usable for trait analysis."
|
| 213 |
+
)
|
| 214 |
+
|
| 215 |
+
else:
|
| 216 |
+
# 1. Normalize the mapped gene expression data using known gene symbol synonyms, then save.
|
| 217 |
+
normalized_gene_data = normalize_gene_symbols_in_index(gene_data)
|
| 218 |
+
normalized_gene_data.to_csv(out_gene_data_file)
|
| 219 |
+
|
| 220 |
+
# 2. Load the previously extracted clinical CSV.
|
| 221 |
+
selected_clinical_df = pd.read_csv(out_clinical_data_file)
|
| 222 |
+
# If we had a single-row trait, rename row 0 to the trait name (example usage).
|
| 223 |
+
selected_clinical_df = selected_clinical_df.rename(index={0: trait})
|
| 224 |
+
|
| 225 |
+
# Combine these as our final clinical data; in this dataset, we only have trait info (if any).
|
| 226 |
+
combined_clinical_df = selected_clinical_df
|
| 227 |
+
|
| 228 |
+
# Link the clinical and genetic data by matching sample IDs in columns.
|
| 229 |
+
linked_data = geo_link_clinical_genetic_data(combined_clinical_df, normalized_gene_data)
|
| 230 |
+
|
| 231 |
+
# 3. Handle missing values in the linked data (drop incomplete rows/columns, then impute).
|
| 232 |
+
processed_data = handle_missing_values(linked_data, trait)
|
| 233 |
+
|
| 234 |
+
# 4. Check trait bias and remove any biased demographic features (if any).
|
| 235 |
+
trait_biased, processed_data = judge_and_remove_biased_features(processed_data, trait)
|
| 236 |
+
|
| 237 |
+
# 5. Final validation and metadata saving.
|
| 238 |
+
is_usable = validate_and_save_cohort_info(
|
| 239 |
+
is_final=True,
|
| 240 |
+
cohort=cohort,
|
| 241 |
+
info_path=json_path,
|
| 242 |
+
is_gene_available=True,
|
| 243 |
+
is_trait_available=True,
|
| 244 |
+
is_biased=trait_biased,
|
| 245 |
+
df=processed_data,
|
| 246 |
+
note="Completed trait-based preprocessing."
|
| 247 |
+
)
|
| 248 |
+
|
| 249 |
+
# 6. If final dataset is usable, save. Otherwise, skip.
|
| 250 |
+
if is_usable:
|
| 251 |
+
processed_data.to_csv(out_data_file)
|
p1/preprocess/Pheochromocytoma_and_Paraganglioma/cohort_info.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"GSE67066": {"is_usable": false, "is_gene_available": true, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": null}, "GSE64957": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": false, "has_gender": false, "sample_size": 55, "note": "Completed trait-based preprocessing."}, "GSE39716": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": false, "has_gender": false, "sample_size": 53, "note": "Completed trait-based preprocessing."}, "GSE33371": {"is_usable": false, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": true, "has_age": false, "has_gender": false, "sample_size": 62, "note": "Completed trait-based preprocessing."}, "GSE19987": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": false, "has_gender": false, "sample_size": 75, "note": "Completed trait-based preprocessing."}, "GSE19422": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": false, "has_gender": false, "sample_size": 90, "note": "Completed trait-based preprocessing."}, "TCGA": {"is_usable": false, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": true, "has_age": true, "has_gender": true, "sample_size": 187, "note": "Final data processing for Kidney_Chromophobe"}}
|
p1/preprocess/Polycystic_Kidney_Disease/clinical_data/GSE74451.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
GSM1920920,GSM1920921,GSM1920922,GSM1920923,GSM1920924,GSM1920925,GSM1920926,GSM1920927,GSM1920928,GSM1920929,GSM1920930,GSM1920931,GSM1920932,GSM1920933,GSM1920934,GSM1920935,GSM1920936,GSM1920937,GSM1920938,GSM1920939,GSM1920940,GSM1920941,GSM1920942,GSM1920943,GSM1920944,GSM1920945,GSM1920946,GSM1920947,GSM1920948,GSM1920949,GSM1920950
|
| 2 |
+
0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
|
| 3 |
+
1.0,0.0,1.0,1.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0
|
p1/preprocess/Polycystic_Kidney_Disease/cohort_info.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"GSE74453": {"is_usable": false, "is_gene_available": false, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": "No trait data file found; dataset not usable for trait analysis."}, "GSE74451": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": false, "has_gender": false, "sample_size": 31, "note": "Completed trait-based preprocessing."}, "TCGA": {"is_usable": false, "is_gene_available": false, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": null}}
|
p1/preprocess/completed_tasks.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
[["Stomach_Cancer", "GSE183136"], ["LDL_Cholesterol_Levels", "GSE28893"], ["Creutzfeldt-Jakob_Disease", "GSE87629"], ["Thymoma", "GSE29695"], ["Substance_Use_Disorder", "TCGA"], ["Sj\u00f6grens_Syndrome", "GSE140161"], ["Atrial_Fibrillation", "GSE235307"], ["Cardiovascular_Disease", "GSE283522"], ["Irritable_bowel_syndrome_(IBS)", "GSE66824"], ["Type_1_Diabetes", "GSE131528"], ["Glucocorticoid_Sensitivity", "GSE58715"], ["Prostate_Cancer", "GSE248619"], ["Vitamin_D_Levels", "GSE76324"], ["Mesothelioma", "GSE117668"], ["Intellectual_Disability", "GSE273850"], ["Psoriatic_Arthritis", "GSE57386"], ["Intellectual_Disability", "GSE89594"], ["Kidney_Chromophobe", "GSE19982"], ["Hepatitis", "GSE168049"], ["Sickle_Cell_Anemia", "GSE84634"], ["Autism_spectrum_disorder_(ASD)", "GSE148450"], ["Autism_spectrum_disorder_(ASD)", "TCGA"], ["Eczema", "GSE150797"], ["Parkinsons_Disease", "GSE202667"], ["Retinoblastoma", "GSE229598"], ["Acute_Myeloid_Leukemia", "GSE121431"], ["Type_1_Diabetes", "TCGA"], ["Parkinsons_Disease", "TCGA"], ["Hypothyroidism", "GSE224330"], ["Kidney_Chromophobe", "GSE40912"], ["Cervical_Cancer", "GSE146114"], ["Retinoblastoma", "GSE26805"], ["Chronic_Fatigue_Syndrome", "GSE251792"], ["Cystic_Fibrosis", "GSE67698"], ["Crohns_Disease", "GSE186582"], ["Allergies", "GSE203196"], ["Endometrioid_Cancer", "GSE66667"], ["Breast_Cancer", "GSE249377"], ["Acute_Myeloid_Leukemia", "GSE235070"], ["Atrial_Fibrillation", "GSE41177"], ["Crohns_Disease", "GSE123086"], ["Depression", "GSE138297"], ["Colon_and_Rectal_Cancer", "GSE46517"], ["Coronary_artery_disease", "GSE109048"], ["Depression", "GSE201332"], ["COVID-19", "GSE212865"], ["Polycystic_Ovary_Syndrome", "GSE87435"], ["Glioblastoma", "GSE129978"], ["Acute_Myeloid_Leukemia", "GSE222124"], ["Hepatitis", "TCGA"], ["Liver_cirrhosis", "GSE66843"], ["Breast_Cancer", "GSE153316"], ["Anxiety_disorder", "GSE94119"], ["Osteoarthritis", "GSE142049"], ["Cystic_Fibrosis", "GSE60690"], ["Lower_Grade_Glioma", "GSE74567"], ["Ovarian_Cancer", "GSE132342"], ["Coronary_artery_disease", "GSE64554"], ["Type_1_Diabetes", "GSE71799"], ["Pheochromocytoma_and_Paraganglioma", "GSE33371"], ["Multiple_sclerosis", "GSE135511"], ["Kidney_Clear_Cell_Carcinoma", "GSE150404"], ["Alzheimers_Disease", "GSE137202"], ["Cystic_Fibrosis", "GSE139038"], ["Hepatitis", "GSE114783"], ["Chronic_kidney_disease", "GSE60861"], ["Underweight", "GSE131835"], ["Esophageal_Cancer", "GSE156915"], ["Uterine_Corpus_Endometrial_Carcinoma", "GSE32507"], ["Bladder_Cancer", "GSE244266"], ["Glioblastoma", "GSE39144"], ["Liver_Cancer", "GSE209875"], ["Hypertension", "GSE181339"], ["Autism_spectrum_disorder_(ASD)", "GSE89594"], ["Atrial_Fibrillation", "TCGA"], ["Celiac_Disease", "GSE72625"], ["Schizophrenia", "GSE119288"], ["Alopecia", "GSE148346"], ["Amyotrophic_Lateral_Sclerosis", "GSE26927"], ["Heart_rate", "GSE72462"], ["Osteoporosis", "GSE62589"], ["Prostate_Cancer", "GSE235003"], ["Post-Traumatic_Stress_Disorder", "GSE114852"], ["Breast_Cancer", "GSE248830"], ["Autism_spectrum_disorder_(ASD)", "GSE65106"], ["Eczema", "TCGA"], ["Melanoma", "GSE148949"], ["Lupus_(Systemic_Lupus_Erythematosus)", "GSE131528"], ["Ocular_Melanomas", "TCGA"], ["Autism_spectrum_disorder_(ASD)", "GSE87847"], ["Cardiovascular_Disease", "GSE235307"], ["Lactose_Intolerance", "GSE136395"], ["Obesity", "GSE123086"], ["Liver_cirrhosis", "GSE139602"], ["Irritable_bowel_syndrome_(IBS)", "GSE36701"], ["LDL_Cholesterol_Levels", "GSE181339"], ["Lupus_(Systemic_Lupus_Erythematosus)", "GSE154851"], ["Pancreatic_Cancer", "GSE222788"], ["Psoriasis", "GSE123086"], ["Arrhythmia", "GSE115574"], ["Cardiovascular_Disease", "GSE273225"], ["Coronary_artery_disease", "GSE64566"], ["Epilepsy", "GSE29796"], ["Atrial_Fibrillation", "GSE143924"], ["Autism_spectrum_disorder_(ASD)", "GSE113842"], ["Lupus_(Systemic_Lupus_Erythematosus)", "TCGA"], ["Hypertension", "GSE71994"], ["Peptic_ulcer_disease", "TCGA"], ["Coronary_artery_disease", "GSE250283"], ["Intellectual_Disability", "GSE158385"], ["Large_B-cell_Lymphoma", "GSE159472"], ["Congestive_heart_failure", "TCGA"], ["Prostate_Cancer", "TCGA"], ["Rheumatoid_Arthritis", "GSE97475"], ["Red_Hair", "TCGA"], ["Longevity", "GSE48264"], ["Glioblastoma", "GSE279426"], ["Pancreatic_Cancer", "GSE183795"], ["Melanoma", "GSE144296"], ["Prostate_Cancer", "GSE201805"], ["Bipolar_disorder", "GSE120342"], ["Mesothelioma", "GSE131027"], ["Crohns_Disease", "GSE66407"], ["Lower_Grade_Glioma", "TCGA"], ["Essential_Thrombocythemia", "GSE174060"], ["Alopecia", "TCGA"], ["Kidney_Chromophobe", "GSE42977"], ["Liver_cirrhosis", "GSE85550"], ["Longevity", "GSE16717"], ["Amyotrophic_Lateral_Sclerosis", "GSE52937"], ["Cystic_Fibrosis", "GSE100521"], ["Duchenne_Muscular_Dystrophy", "TCGA"], ["Glucocorticoid_Sensitivity", "GSE15820"], ["Lupus_(Systemic_Lupus_Erythematosus)", "GSE165004"], ["Allergies", "GSE270312"], ["Chronic_obstructive_pulmonary_disease_(COPD)", "GSE64593"], ["Sj\u00f6grens_Syndrome", "GSE135809"], ["Esophageal_Cancer", "GSE218109"], ["Kidney_Papillary_Cell_Carcinoma", "GSE19949"], ["Height", "GSE131835"], ["Melanoma", "GSE189631"], ["Hypertension", "GSE117261"], ["Pheochromocytoma_and_Paraganglioma", "GSE39716"], ["Head_and_Neck_Cancer", "GSE184944"], ["Parkinsons_Disease", "GSE57475"], ["Coronary_artery_disease", "GSE120774"], ["Polycystic_Ovary_Syndrome", "GSE43322"], ["Endometrioid_Cancer", "TCGA"], ["Atrial_Fibrillation", "GSE115574"], ["Testicular_Cancer", "TCGA"], ["Depression", "GSE99725"], ["Rectal_Cancer", "GSE133057"], ["Post-Traumatic_Stress_Disorder", "GSE63878"], ["Esophageal_Cancer", "TCGA"], ["Rectal_Cancer", "GSE119409"], ["Cystic_Fibrosis", "GSE76347"], ["Large_B-cell_Lymphoma", "GSE114022"], ["Huntingtons_Disease", "TCGA"], ["Cardiovascular_Disease", "TCGA"], ["Hypertension", "TCGA"], ["Celiac_Disease", "GSE138297"], ["Pheochromocytoma_and_Paraganglioma", "GSE19987"], ["Essential_Thrombocythemia", "GSE61629"], ["Psoriasis", "GSE226244"], ["Prostate_Cancer", "GSE259218"], ["Esophageal_Cancer", "GSE75241"], ["Stomach_Cancer", "GSE98708"], ["Generalized_Anxiety_Disorder", "TCGA"], ["Parkinsons_Disease", "GSE72267"], ["Retinoblastoma", "GSE208143"], ["Stomach_Cancer", "GSE208099"], ["Hypothyroidism", "TCGA"], ["Thyroid_Cancer", "GSE138198"], ["Longevity", "GSE44147"], ["Cardiovascular_Disease", "GSE262419"], ["Osteoporosis", "GSE56815"], ["Large_B-cell_Lymphoma", "GSE173263"], ["Polycystic_Ovary_Syndrome", "TCGA"], ["Hutchinson-Gilford_Progeria_Syndrome", "GSE84351"], ["Ovarian_Cancer", "GSE126132"], ["Heart_rate", "TCGA"], ["Amyotrophic_Lateral_Sclerosis", "GSE212134"], ["Intellectual_Disability", "GSE200864"], ["Chronic_kidney_disease", "GSE127136"], ["Lower_Grade_Glioma", "GSE35158"], ["Lung_Cancer", "TCGA"], ["Liver_Cancer", "GSE45032"], ["Osteoporosis", "GSE84500"], ["Substance_Use_Disorder", "GSE159676"], ["Endometrioid_Cancer", "GSE73637"], ["Stroke", "GSE48424"], ["Depression", "TCGA"], ["Alzheimers_Disease", "GSE167559"], ["LDL_Cholesterol_Levels", "TCGA"], ["Kidney_Chromophobe", "GSE40914"], ["Osteoarthritis", "GSE107105"], ["Asthma", "GSE270312"], ["Retinoblastoma", "GSE59983"], ["Lupus_(Systemic_Lupus_Erythematosus)", "GSE184989"], ["Cardiovascular_Disease", "GSE182600"], ["Pheochromocytoma_and_Paraganglioma", "GSE64957"], ["Stroke", "GSE68526"], ["Glioblastoma", "TCGA"], ["Irritable_bowel_syndrome_(IBS)", "GSE138297"], ["Type_2_Diabetes", "GSE180395"], ["Mitochondrial_Disorders", "GSE42986"], ["X-Linked_Lymphoproliferative_Syndrome", "TCGA"], ["Mitochondrial_Disorders", "GSE22651"], ["Pancreatic_Cancer", "TCGA"], ["Hypertension", "GSE256539"], ["Cardiovascular_Disease", "GSE256539"], ["Sickle_Cell_Anemia", "GSE117613"], ["Glucocorticoid_Sensitivity", "GSE50012"], ["Cervical_Cancer", "GSE163114"], ["Kidney_Papillary_Cell_Carcinoma", "GSE95425"], ["Stomach_Cancer", "GSE147163"], ["Polycystic_Kidney_Disease", "GSE74451"], ["Bipolar_disorder", "GSE46416"], ["Prostate_Cancer", "GSE209954"], ["Bladder_Cancer", "GSE138118"], ["Underweight", "GSE130563"], ["Bile_Duct_Cancer", "GSE107754"], ["Mitochondrial_Disorders", "TCGA"], ["Atherosclerosis", "GSE109048"], ["Migraine", "TCGA"], ["Osteoarthritis", "GSE75181"], ["Cervical_Cancer", "GSE131027"], ["Age-Related_Macular_Degeneration", "GSE62224"], ["Ovarian_Cancer", "GSE126308"], ["Glucocorticoid_Sensitivity", "GSE48801"], ["Hepatitis", "GSE159676"], ["Endometriosis", "GSE138297"], ["Kidney_Clear_Cell_Carcinoma", "GSE131027"], ["Huntingtons_Disease", "GSE71220"], ["Schizophrenia", "GSE120342"], ["Arrhythmia", "GSE53622"], ["Chronic_kidney_disease", "GSE69438"], ["Prostate_Cancer", "GSE200879"], ["Intellectual_Disability", "GSE98697"], ["Multiple_sclerosis", "GSE131281"], ["Melanoma", "GSE215868"], ["Psoriasis", "GSE182740"], ["Fibromyalgia", "TCGA"], ["Eczema", "GSE57225"], ["Depression", "GSE208668"], ["Celiac_Disease", "GSE113469"], ["Adrenocortical_Cancer", "GSE108088"], ["Psoriasis", "GSE252029"], ["Obstructive_sleep_apnea", "TCGA"], ["Post-Traumatic_Stress_Disorder", "GSE77164"], ["Chronic_obstructive_pulmonary_disease_(COPD)", "GSE84046"], ["Bone_Density", "GSE56814"], ["Arrhythmia", "GSE235307"], ["Sj\u00f6grens_Syndrome", "GSE66795"], ["Hepatitis", "GSE66843"], ["Mesothelioma", "GSE163722"], ["Chronic_kidney_disease", "GSE180394"], ["Metabolic_Rate", "GSE23025"], ["Celiac_Disease", "GSE20332"], ["Von_Hippel_Lindau", "TCGA"], ["Multiple_sclerosis", "GSE141804"], ["Rheumatoid_Arthritis", "GSE121894"], ["Pancreatic_Cancer", "GSE124069"], ["Obesity", "GSE159809"], ["Telomere_Length", "GSE80435"], ["Obesity", "GSE281144"], ["Pheochromocytoma_and_Paraganglioma", "GSE19422"], ["Rheumatoid_Arthritis", "GSE224842"], ["Metabolic_Rate", "GSE40589"], ["Alzheimers_Disease", "GSE185909"], ["Lung_Cancer", "GSE248830"], ["Post-Traumatic_Stress_Disorder", "GSE67663"], ["Endometriosis", "GSE145702"], ["Thyroid_Cancer", "GSE76039"], ["Kidney_Clear_Cell_Carcinoma", "GSE102807"], ["Kidney_Papillary_Cell_Carcinoma", "GSE85258"], ["Lung_Cancer", "GSE222124"], ["Essential_Thrombocythemia", "GSE103176"], ["Liver_Cancer", "GSE228782"], ["Uterine_Carcinosarcoma", "GSE36133"], ["Kidney_Papillary_Cell_Carcinoma", "GSE40912"], ["Stomach_Cancer", "TCGA"], ["Colon_and_Rectal_Cancer", "TCGA"], ["Psoriasis", "GSE162998"], ["Underweight", "GSE84954"], ["Kidney_stones", "GSE73680"], ["Testicular_Cancer", "GSE62523"], ["Metabolic_Rate", "TCGA"], ["Metabolic_Rate", "GSE106800"], ["Crohns_Disease", "GSE123088"], ["lower_grade_glioma_and_glioblastoma", "GSE24072"], ["Arrhythmia", "GSE41177"], ["Bladder_Cancer", "GSE245953"], ["Large_B-cell_Lymphoma", "GSE145848"], ["Lung_Cancer", "GSE249568"], ["Pheochromocytoma_and_Paraganglioma", "TCGA"], ["Head_and_Neck_Cancer", "GSE104006"], ["Retinoblastoma", "GSE110811"], ["Peptic_ulcer_disease", "GSE60427"], ["Osteoarthritis", "GSE98460"], ["Adrenocortical_Cancer", "GSE76019"], ["Cardiovascular_Disease", "GSE228783"], ["X-Linked_Lymphoproliferative_Syndrome", "GSE222124"], ["Glioblastoma", "GSE134470"], ["Duchenne_Muscular_Dystrophy", "GSE48828"], ["Essential_Thrombocythemia", "GSE159514"], ["Celiac_Disease", "GSE164883"], ["Sj\u00f6grens_Syndrome", "GSE40611"], ["Stroke", "GSE47727"], ["Kidney_Clear_Cell_Carcinoma", "GSE95425"], ["Celiac_Disease", "TCGA"], ["Multiple_sclerosis", "GSE131282"], ["Thymoma", "TCGA"], ["Bipolar_disorder", "GSE92538"], ["Thymoma", "GSE131027"], ["Cardiovascular_Disease", "GSE276839"], ["Stomach_Cancer", "GSE146361"], ["Celiac_Disease", "GSE87629"], ["Heart_rate", "GSE18583"], ["Osteoporosis", "GSE152073"], ["Psoriatic_Arthritis", "GSE142049"], ["Hypertrophic_Cardiomyopathy", "TCGA"], ["Atherosclerosis", "GSE133601"], ["Psoriatic_Arthritis", "GSE57405"], ["Arrhythmia", "TCGA"], ["Anxiety_disorder", "GSE78104"], ["Telomere_Length", "GSE16058"], ["Lupus_(Systemic_Lupus_Erythematosus)", "GSE200306"], ["Stomach_Cancer", "GSE172197"], ["Asthma", "GSE188424"], ["Glucocorticoid_Sensitivity", "GSE66705"], ["Height", "GSE102130"], ["Essential_Thrombocythemia", "TCGA"], ["Coronary_artery_disease", "GSE86216"], ["Ovarian_Cancer", "GSE103737"], ["Hutchinson-Gilford_Progeria_Syndrome", "TCGA"], ["Lung_Cancer", "GSE280643"], ["Rectal_Cancer", "GSE145037"], ["Adrenocortical_Cancer", "GSE90713"], ["Large_B-cell_Lymphoma", "GSE243973"], ["Von_Willebrand_Disease", "TCGA"], ["Hepatitis", "GSE85550"], ["Crohns_Disease", "GSE83448"], ["LDL_Cholesterol_Levels", "GSE34945"], ["COVID-19", "GSE243348"], ["Sj\u00f6grens_Syndrome", "GSE51092"], ["Prostate_Cancer", "GSE192817"], ["Werner_Syndrome", "TCGA"], ["Metabolic_Rate", "GSE89231"], ["Sarcoma", "GSE133228"], ["Ovarian_Cancer", "GSE146964"], ["Chronic_obstructive_pulmonary_disease_(COPD)", "GSE162635"], ["Obesity", "GSE123088"], ["Chronic_obstructive_pulmonary_disease_(COPD)", "TCGA"], ["Liver_Cancer", "GSE148346"], ["Cervical_Cancer", "GSE63678"], ["Liver_cirrhosis", "GSE285291"], ["Pancreatic_Cancer", "GSE236951"], ["Creutzfeldt-Jakob_Disease", "GSE62699"], ["Age-Related_Macular_Degeneration", "GSE29801"], ["Cystic_Fibrosis", "TCGA"], ["Psoriasis", "GSE123088"], ["Cervical_Cancer", "GSE138079"], ["Irritable_bowel_syndrome_(IBS)", "TCGA"], ["Endometriosis", "GSE75427"], ["Epilepsy", "GSE273630"], ["Colon_and_Rectal_Cancer", "GSE46862"], ["Vitamin_D_Levels", "GSE123993"], ["Arrhythmia", "GSE182600"], ["Bipolar_disorder", "GSE93114"], ["Pancreatic_Cancer", "GSE125158"], ["Parkinsons_Disease", "GSE101534"], ["Alzheimers_Disease", "GSE139384"], ["Kidney_Chromophobe", "GSE26574"], ["Substance_Use_Disorder", "GSE273630"], ["Post-Traumatic_Stress_Disorder", "GSE81761"], ["Arrhythmia", "GSE143924"], ["Vitamin_D_Levels", "TCGA"], ["Lupus_(Systemic_Lupus_Erythematosus)", "GSE112943"], ["Stomach_Cancer", "GSE161533"], ["Metabolic_Rate", "GSE101492"], ["Gastroesophageal_reflux_disease_(GERD)", "GSE68698"], ["Obstructive_sleep_apnea", "GSE49800"], ["Epilepsy", "GSE65106"], ["Von_Willebrand_Disease", "GSE27597"], ["Type_1_Diabetes", "GSE193273"], ["Amyotrophic_Lateral_Sclerosis", "GSE95810"], ["Bipolar_disorder", "TCGA"], ["Sarcoma", "GSE162789"], ["High-Density_Lipoprotein_Deficiency", "TCGA"], ["Thyroid_Cancer", "GSE151181"], ["Cervical_Cancer", "GSE137034"], ["Type_2_Diabetes", "GSE182120"], ["Chronic_kidney_disease", "GSE180393"], ["Lupus_(Systemic_Lupus_Erythematosus)", "GSE180394"], ["Alzheimers_Disease", "GSE109887"], ["Head_and_Neck_Cancer", "GSE148320"], ["Endometriosis", "TCGA"], ["Esophageal_Cancer", "GSE104958"], ["Crohns_Disease", "GSE193677"], ["Lactose_Intolerance", "GSE138297"], ["Intellectual_Disability", "GSE285666"], ["Cystic_Fibrosis", "GSE71799"], ["Amyotrophic_Lateral_Sclerosis", "GSE118336"], ["Gastroesophageal_reflux_disease_(GERD)", "GSE43580"], ["Breast_Cancer", "GSE236725"], ["Ocular_Melanomas", "GSE60464"], ["Hypertension", "GSE151158"], ["Large_B-cell_Lymphoma", "GSE182362"], ["Intellectual_Disability", "GSE63870"], ["Cystic_Fibrosis", "GSE129168"], ["Kidney_Papillary_Cell_Carcinoma", "GSE68950"], ["Autism_spectrum_disorder_(ASD)", "GSE42133"], ["Liver_Cancer", "TCGA"], ["Atherosclerosis", "GSE123086"], ["Longevity", "TCGA"], ["Osteoarthritis", "GSE56409"], ["Stroke", "GSE273225"], ["Thyroid_Cancer", "GSE58689"], ["Osteoporosis", "GSE35925"], ["Celiac_Disease", "GSE106260"], ["Hypothyroidism", "GSE151158"], ["Glucocorticoid_Sensitivity", "GSE32962"], ["Endometriosis", "GSE165004"], ["Bladder_Cancer", "GSE185264"], ["Hypertension", "GSE149256"], ["Multiple_sclerosis", "GSE146383"], ["Autoinflammatory_Disorders", "GSE43553"], ["Bone_Density", "TCGA"], ["Polycystic_Ovary_Syndrome", "GSE151158"], ["Retinoblastoma", "TCGA"], ["Allergies", "GSE205151"], ["Eczema", "GSE120899"], ["Essential_Thrombocythemia", "GSE65161"], ["Telomere_Length", "GSE52237"], ["Chronic_obstructive_pulmonary_disease_(COPD)", "GSE175616"], ["Irritable_bowel_syndrome_(IBS)", "GSE20881"], ["Retinoblastoma", "GSE29686"], ["Mesothelioma", "TCGA"], ["Sickle_Cell_Anemia", "GSE84632"], ["Alzheimers_Disease", "GSE132903"], ["Sarcoma", "GSE215265"], ["Rectal_Cancer", "GSE150082"], ["Acute_Myeloid_Leukemia", "GSE222616"], ["X-Linked_Lymphoproliferative_Syndrome", "GSE156309"], ["Asthma", "GSE123086"], ["Alzheimers_Disease", "GSE214417"], ["Hypertension", "GSE128381"], ["Bipolar_disorder", "GSE46449"], ["Glucocorticoid_Sensitivity", "GSE57795"], ["Kidney_Papillary_Cell_Carcinoma", "TCGA"], ["Autism_spectrum_disorder_(ASD)", "GSE285666"], ["Bladder_Cancer", "GSE201395"], ["Ankylosing_Spondylitis", "TCGA"], ["Liver_cirrhosis", "GSE185529"], ["Glioblastoma", "GSE249289"], ["Ankylosing_Spondylitis", "GSE73754"], ["Epilepsy", "GSE64123"], ["Congestive_heart_failure", "GSE182600"], ["Crohns_Disease", "GSE207022"], ["Essential_Thrombocythemia", "GSE103237"], ["Acute_Myeloid_Leukemia", "GSE98578"], ["Sarcoma", "GSE197147"], ["Thyroid_Cancer", "GSE104006"], ["Polycystic_Kidney_Disease", "GSE74453"], ["Intellectual_Disability", "GSE100680"], ["Acute_Myeloid_Leukemia", "GSE99612"], ["Stroke", "TCGA"], ["Sj\u00f6grens_Syndrome", "GSE94510"], ["Liver_Cancer", "GSE212047"], ["Epilepsy", "GSE63808"], ["Bile_Duct_Cancer", "GSE131027"], ["Pancreatic_Cancer", "GSE120127"], ["Liver_cirrhosis", "GSE150734"], ["Height", "GSE97475"], ["Asthma", "GSE205151"], ["Kidney_Chromophobe", "GSE68606"], ["Type_2_Diabetes", "GSE227080"], ["Cystic_Fibrosis", "GSE53543"], ["Melanoma", "GSE146264"], ["Rectal_Cancer", "TCGA"], ["Age-Related_Macular_Degeneration", "GSE67899"], ["Type_1_Diabetes", "GSE123086"], ["X-Linked_Lymphoproliferative_Syndrome", "GSE180394"], ["COVID-19", "GSE213313"], ["Lung_Cancer", "GSE249262"], ["Allergies", "GSE169149"], ["Pheochromocytoma_and_Paraganglioma", "GSE67066"], ["Anxiety_disorder", "GSE119995"], ["Gastroesophageal_reflux_disease_(GERD)", "GSE77563"], ["Schizophrenia", "TCGA"], ["Type_1_Diabetes", "GSE232310"], ["Vitamin_D_Levels", "GSE118723"], ["Hepatitis", "GSE152738"], ["Breast_Cancer", "GSE208101"], ["Aniridia", "GSE204791"], ["Breast_Cancer", "GSE225328"], ["Substance_Use_Disorder", "GSE103580"], ["Allergies", "GSE84046"], ["Endometrioid_Cancer", "GSE40785"], ["Underweight", "GSE57802"], ["Eczema", "GSE61225"], ["Sarcoma", "GSE162785"], ["Age-Related_Macular_Degeneration", "GSE38662"], ["Lupus_(Systemic_Lupus_Erythematosus)", "GSE180393"], ["COVID-19", "GSE216705"], ["Type_2_Diabetes", "GSE182121"], ["Epilepsy", "GSE74571"], ["Liver_Cancer", "GSE218438"], ["Chronic_kidney_disease", "GSE104954"], ["Thyroid_Cancer", "GSE82208"], ["Esophageal_Cancer", "GSE100843"], ["Obesity", "GSE158237"], ["Liver_cirrhosis", "GSE163211"], ["Thyroid_Cancer", "TCGA"], ["Sj\u00f6grens_Syndrome", "GSE84844"], ["Obesity", "GSE84046"], ["Obesity", "GSE181339"], ["Telomere_Length", "TCGA"], ["Coronary_artery_disease", "GSE54975"], ["Type_1_Diabetes", "GSE182870"], ["Vitamin_D_Levels", "GSE34450"], ["Height", "GSE101710"], ["Psoriasis", "GSE158448"], ["Head_and_Neck_Cancer", "GSE151181"], ["Sickle_Cell_Anemia", "GSE53441"], ["Atherosclerosis", "GSE83500"], ["Multiple_sclerosis", "GSE131279"], ["High-Density_Lipoprotein_Deficiency", "GSE34945"], ["Metabolic_Rate", "GSE26440"], ["Chronic_obstructive_pulmonary_disease_(COPD)", "GSE212331"], ["Gaucher_Disease", "GSE124283"], ["Glucocorticoid_Sensitivity", "GSE42002"], ["Irritable_bowel_syndrome_(IBS)", "GSE63379"], ["Rectal_Cancer", "GSE123390"], ["Canavan_Disease", "TCGA"], ["Coronary_artery_disease", "GSE234398"], ["Craniosynostosis", "TCGA"], ["Allergies", "GSE182740"], ["Congestive_heart_failure", "GSE93101"], ["Sarcoma", "GSE159848"], ["Adrenocortical_Cancer", "GSE143383"], ["Brugada_Syndrome", "GSE136992"], ["Osteoporosis", "GSE56814"], ["Cervical_Cancer", "TCGA"], ["Head_and_Neck_Cancer", "GSE201777"], ["Stroke", "GSE37587"], ["Obstructive_sleep_apnea", "GSE75097"], ["Age-Related_Macular_Degeneration", "GSE45485"], ["COVID-19", "GSE275334"], ["Chronic_obstructive_pulmonary_disease_(COPD)", "GSE64599"], ["Height", "GSE152073"], ["Kidney_Clear_Cell_Carcinoma", "TCGA"], ["Melanoma", "GSE202806"], ["Endometriosis", "GSE111974"], ["Asthma", "GSE182797"], ["Lactose_Intolerance", "TCGA"], ["HIV_Resistance", "GSE46599"], ["Type_1_Diabetes", "GSE75062"], ["Uterine_Carcinosarcoma", "GSE36138"], ["Amyotrophic_Lateral_Sclerosis", "GSE61322"], ["Bladder_Cancer", "GSE162253"], ["Glioblastoma", "GSE159000"], ["Eczema", "GSE123086"], ["Hypertension", "GSE161533"], ["Endometrioid_Cancer", "GSE120490"], ["Sickle_Cell_Anemia", "GSE46471"], ["Psoriatic_Arthritis", "GSE57383"], ["Mesothelioma", "GSE163720"], ["Alcohol_Flush_Reaction", "GSE133228"], ["Kidney_Chromophobe", "GSE40911"], ["Liver_Cancer", "GSE228783"], ["Melanoma", "TCGA"], ["Crohns_Disease", "TCGA"], ["Bladder_Cancer", "TCGA"], ["Head_and_Neck_Cancer", "GSE156915"], ["Anxiety_disorder", "TCGA"], ["Depression", "GSE273630"], ["Irritable_bowel_syndrome_(IBS)", "GSE25220"], ["Canavan_Disease", "GSE41445"], ["Adrenocortical_Cancer", "GSE49278"], ["Rheumatoid_Arthritis", "TCGA"], ["Chronic_obstructive_pulmonary_disease_(COPD)", "GSE32030"], ["Hemochromatosis", "GSE50579"], ["Stomach_Cancer", "GSE130823"], ["Hemochromatosis", "TCGA"], ["Type_2_Diabetes", "TCGA"], ["Thymoma", "GSE42977"], ["Obesity", "GSE99725"], ["Amyotrophic_Lateral_Sclerosis", "GSE139384"], ["Obsessive-Compulsive_Disorder", "GSE78104"], ["Sickle_Cell_Anemia", "TCGA"], ["Pancreatic_Cancer", "GSE130563"], ["Amyotrophic_Lateral_Sclerosis", "GSE212131"], ["Hepatitis", "GSE97475"], ["Mesothelioma", "GSE163721"], ["Adrenocortical_Cancer", "TCGA"], ["Rectal_Cancer", "GSE139255"], ["Essential_Thrombocythemia", "GSE12295"], ["Esophageal_Cancer", "GSE107754"], ["COVID-19", "GSE212866"], ["Alopecia", "GSE81071"], ["Endometriosis", "GSE37837"], ["Alzheimers_Disease", "GSE122063"], ["Stroke", "GSE38571"], ["Arrhythmia", "GSE55231"], ["Uterine_Carcinosarcoma", "GSE68950"], ["Obesity", "GSE158850"], ["Sarcoma", "GSE118336"], ["HIV_Resistance", "GSE33580"], ["Lung_Cancer", "GSE244645"], ["Cardiovascular_Disease", "GSE285666"], ["lower_grade_glioma_and_glioblastoma", "TCGA"], ["Mitochondrial_Disorders", "GSE30933"], ["Ovarian_Cancer", "TCGA"], ["Ovarian_Cancer", "GSE135820"], ["Amyotrophic_Lateral_Sclerosis", "GSE68607"], ["X-Linked_Lymphoproliferative_Syndrome", "GSE180393"], ["Type_2_Diabetes", "GSE250283"], ["Sarcoma", "GSE159847"], ["Allergies", "GSE184382"], ["Colon_and_Rectal_Cancer", "GSE56699"], ["Red_Hair", "GSE207744"], ["Post-Traumatic_Stress_Disorder", "GSE199841"], ["Obesity", "TCGA"], ["Kidney_Clear_Cell_Carcinoma", "GSE94321"], ["Allergies", "GSE192454"], ["Kidney_stones", "TCGA"], ["Psoriasis", "TCGA"], ["Bladder_Cancer", "GSE145261"], ["Osteoarthritis", "TCGA"], ["Liver_Cancer", "GSE66843"], ["Multiple_sclerosis", "GSE193442"], ["Endometriosis", "GSE73622"], ["Melanoma", "GSE261347"], ["Ovarian_Cancer", "GSE126133"], ["Substance_Use_Disorder", "GSE125681"], ["Atherosclerosis", "GSE90074"], ["Glioblastoma", "GSE226976"], ["Head_and_Neck_Cancer", "GSE244580"], ["Adrenocortical_Cancer", "GSE67766"], ["Obstructive_sleep_apnea", "GSE133601"], ["Substance_Use_Disorder", "GSE116833"], ["Sarcoma", "GSE233860"], ["Multiple_Endocrine_Neoplasia_Type_2", "GSE19987"], ["Alzheimers_Disease", "TCGA"], ["Craniosynostosis", "GSE27976"], ["Head_and_Neck_Cancer", "GSE218109"], ["Gaucher_Disease", "TCGA"], ["X-Linked_Lymphoproliferative_Syndrome", "GSE239832"], ["Chronic_kidney_disease", "GSE142153"], ["Height", "GSE117525"], ["Lupus_(Systemic_Lupus_Erythematosus)", "GSE193442"], ["Uterine_Carcinosarcoma", "TCGA"], ["Acute_Myeloid_Leukemia", "GSE121291"], ["Adrenocortical_Cancer", "GSE19776"], ["Migraine", "GSE67311"], ["Rheumatoid_Arthritis", "GSE176440"], ["Metabolic_Rate", "GSE151683"], ["Kidney_Clear_Cell_Carcinoma", "GSE119958"], ["Stomach_Cancer", "GSE128459"], ["Heart_rate", "GSE117070"], ["X-Linked_Lymphoproliferative_Syndrome", "GSE211445"], ["Kidney_Clear_Cell_Carcinoma", "GSE117230"], ["Head_and_Neck_Cancer", "GSE151179"], ["Obsessive-Compulsive_Disorder", "GSE60190"], ["Head_and_Neck_Cancer", "TCGA"], ["Autism_spectrum_disorder_(ASD)", "GSE57802"], ["Ocular_Melanomas", "GSE78033"], ["Hutchinson-Gilford_Progeria_Syndrome", "GSE84360"], ["Fibromyalgia", "GSE67311"], ["Osteoarthritis", "GSE141934"], ["Allergies", "GSE203409"], ["lower_grade_glioma_and_glioblastoma", "GSE35158"], ["Osteoporosis", "GSE51495"], ["Chronic_Fatigue_Syndrome", "TCGA"], ["Atherosclerosis", "GSE123088"], ["Asthma", "GSE184382"], ["Retinoblastoma", "GSE29683"], ["Kidney_Clear_Cell_Carcinoma", "GSE106757"], ["Cardiovascular_Disease", "GSE190042"], ["Generalized_Anxiety_Disorder", "GSE61672"], ["Autism_spectrum_disorder_(ASD)", "GSE111175"], ["Hepatitis", "GSE124719"], ["Hepatitis", "GSE125860"], ["Hypertrophic_Cardiomyopathy", "GSE36961"], ["Liver_cirrhosis", "GSE182060"], ["Bipolar_disorder", "GSE62191"], ["Bipolar_disorder", "GSE53987"], ["Prostate_Cancer", "GSE125341"], ["Intellectual_Disability", "GSE59630"], ["Angelman_Syndrome", "TCGA"], ["Glioblastoma", "GSE178236"], ["Hypertension", "GSE77627"], ["Huntingtons_Disease", "GSE26927"], ["Duchenne_Muscular_Dystrophy", "GSE109178"], ["Hypothyroidism", "GSE32445"], ["Metabolic_Rate", "GSE40873"], ["Retinoblastoma", "GSE68950"], ["X-Linked_Lymphoproliferative_Syndrome", "GSE248835"], ["Chronic_kidney_disease", "GSE104948"], ["Chronic_kidney_disease", "GSE66494"], ["Endometrioid_Cancer", "GSE65986"], ["Asthma", "GSE182798"], ["Chronic_obstructive_pulmonary_disease_(COPD)", "GSE210272"], ["Mesothelioma", "GSE68950"], ["Eczema", "GSE182740"], ["Heart_rate", "GSE34788"], ["Atherosclerosis", "GSE87005"], ["Bladder_Cancer", "GSE203149"], ["Asthma", "GSE123088"], ["Heart_rate", "GSE236927"], ["Osteoporosis", "TCGA"], ["Kidney_Papillary_Cell_Carcinoma", "GSE42977"], ["Pancreatic_Cancer", "GSE223409"], ["Von_Hippel_Lindau", "GSE33093"], ["Height", "GSE101709"], ["Metabolic_Rate", "GSE61225"], ["Parkinsons_Disease", "GSE103099"], ["Anxiety_disorder", "GSE60190"], ["Bipolar_disorder", "GSE120340"], ["Acute_Myeloid_Leukemia", "GSE161532"], ["X-Linked_Lymphoproliferative_Syndrome", "GSE190042"], ["Glioblastoma", "GSE148949"], ["Breast_Cancer", "TCGA"], ["Rectal_Cancer", "GSE40492"], ["Psoriasis", "GSE254707"], ["Parkinsons_Disease", "GSE49126"], ["Osteoporosis", "GSE80614"], ["Rheumatoid_Arthritis", "GSE224330"], ["HIV_Resistance", "TCGA"], ["Autoinflammatory_Disorders", "TCGA"], ["Large_B-cell_Lymphoma", "TCGA"], ["Hypothyroidism", "GSE75678"], ["Schizophrenia", "GSE193818"], ["Bladder_Cancer", "GSE222073"], ["Type_1_Diabetes", "GSE162622"], ["Insomnia", "TCGA"], ["Sickle_Cell_Anemia", "GSE41575"], ["Schizophrenia", "GSE119289"], ["Liver_Cancer", "GSE164760"], ["Alopecia", "GSE66664"], ["Autoinflammatory_Disorders", "GSE80060"], ["Aniridia", "TCGA"], ["Type_1_Diabetes", "GSE123088"], ["Kidney_Papillary_Cell_Carcinoma", "GSE48352"], ["Coronary_artery_disease", "TCGA"], ["Sj\u00f6grens_Syndrome", "TCGA"], ["Rheumatoid_Arthritis", "GSE42842"], ["Kidney_Clear_Cell_Carcinoma", "GSE127136"], ["Prostate_Cancer", "GSE178631"], ["Arrhythmia", "GSE136992"], ["Polycystic_Kidney_Disease", "TCGA"], ["Epilepsy", "GSE199759"], ["Kidney_Papillary_Cell_Carcinoma", "GSE68606"], ["Large_B-cell_Lymphoma", "GSE197977"], ["Sarcoma", "TCGA"], ["Arrhythmia", "GSE93101"], ["Endometrioid_Cancer", "GSE73551"], ["Stroke", "GSE186798"], ["Rheumatoid_Arthritis", "GSE236924"], ["Vitamin_D_Levels", "GSE35925"], ["Anxiety_disorder", "GSE61672"], ["Breast_Cancer", "GSE207847"], ["HIV_Resistance", "GSE117748"], ["Substance_Use_Disorder", "GSE94399"], ["Crohns_Disease", "GSE186963"], ["Anorexia_Nervosa", "TCGA"], ["Amyotrophic_Lateral_Sclerosis", "GSE68608"], ["Allergies", "GSE230164"], ["Rheumatoid_Arthritis", "GSE143153"], ["Duchenne_Muscular_Dystrophy", "GSE79263"], ["Multiple_sclerosis", "TCGA"], ["Hemochromatosis", "GSE159676"], ["Bladder_Cancer", "GSE253531"], ["Sj\u00f6grens_Syndrome", "GSE93683"], ["Ovarian_Cancer", "GSE146553"], ["Cervical_Cancer", "GSE114243"], ["Parkinsons_Disease", "GSE30335"], ["Rheumatoid_Arthritis", "GSE186963"], ["Coronary_artery_disease", "GSE156357"], ["Mesothelioma", "GSE112154"], ["Substance_Use_Disorder", "GSE161986"], ["Esophageal_Cancer", "GSE66258"], ["Endometrioid_Cancer", "GSE94523"], ["Kidney_Papillary_Cell_Carcinoma", "GSE40914"], ["Parkinsons_Disease", "GSE71220"], ["Chronic_Fatigue_Syndrome", "GSE67311"], ["Gastroesophageal_reflux_disease_(GERD)", "GSE28302"], ["Type_1_Diabetes", "GSE156035"], ["Multiple_Endocrine_Neoplasia_Type_2", "TCGA"], ["COVID-19", "GSE211378"], ["Osteoporosis", "GSE20881"], ["Chronic_kidney_disease", "GSE45980"], ["Bile_Duct_Cancer", "TCGA"], ["Sarcoma", "GSE142162"], ["Mesothelioma", "GSE248514"], ["Insomnia", "GSE208668"], ["Retinoblastoma", "GSE25307"], ["Breast_Cancer", "GSE270721"], ["Heart_rate", "GSE12385"], ["Uterine_Corpus_Endometrial_Carcinoma", "TCGA"], ["Bipolar_disorder", "GSE67311"], ["Chronic_Fatigue_Syndrome", "GSE39684"], ["Lung_Cancer", "GSE21359"], ["Brugada_Syndrome", "TCGA"], ["Retinoblastoma", "GSE63529"], ["Celiac_Disease", "GSE112102"], ["Kidney_Clear_Cell_Carcinoma", "GSE245862"], ["Post-Traumatic_Stress_Disorder", "GSE64814"], ["Metabolic_Rate", "GSE41168"], ["Crohns_Disease", "GSE259353"], ["Rheumatoid_Arthritis", "GSE140161"], ["Osteoarthritis", "GSE236924"], ["Lower_Grade_Glioma", "GSE24072"], ["Epilepsy", "GSE143272"], ["Osteoarthritis", "GSE93698"], ["Psoriasis", "GSE183134"], ["Endometriosis", "GSE120103"], ["X-Linked_Lymphoproliferative_Syndrome", "GSE243973"], ["Hepatitis", "GSE45032"], ["Breast_Cancer", "GSE283522"], ["Psoriatic_Arthritis", "GSE57376"], ["Eczema", "GSE123088"], ["Stroke", "GSE125771"], ["Glucocorticoid_Sensitivity", "GSE33649"], ["Endometrioid_Cancer", "GSE94524"], ["Obsessive-Compulsive_Disorder", "TCGA"], ["Duchenne_Muscular_Dystrophy", "GSE13608"], ["Substance_Use_Disorder", "GSE161999"], ["Mitochondrial_Disorders", "GSE65399"], ["Asthma", "GSE230164"], ["Osteoarthritis", "GSE93720"], ["Multiple_sclerosis", "GSE141381"], ["Rectal_Cancer", "GSE94104"], ["Obstructive_sleep_apnea", "GSE135917"], ["Liver_cirrhosis", "TCGA"], ["Thyroid_Cancer", "GSE151179"], ["Kidney_Papillary_Cell_Carcinoma", "GSE40911"], ["Cystic_Fibrosis", "GSE107846"], ["Mesothelioma", "GSE64738"], ["Type_2_Diabetes", "GSE271700"], ["Eczema", "GSE32924"], ["Bone_Density", "GSE198934"], ["Parkinsons_Disease", "GSE202665"], ["Substance_Use_Disorder", "GSE138297"], ["X-Linked_Lymphoproliferative_Syndrome", "GSE180395"], ["Vitamin_D_Levels", "GSE129604"], ["Melanoma", "GSE244984"], ["Height", "GSE181339"], ["Hypertension", "GSE74144"], ["Huntingtons_Disease", "GSE34201"], ["Post-Traumatic_Stress_Disorder", "GSE52875"], ["Age-Related_Macular_Degeneration", "TCGA"], ["COVID-19", "GSE227080"], ["Esophageal_Cancer", "GSE131027"], ["Hypothyroidism", "GSE75685"], ["Huntingtons_Disease", "GSE135589"], ["Peptic_ulcer_disease", "GSE43580"], ["Schizophrenia", "GSE120340"], ["Liver_Cancer", "GSE174570"], ["Thyroid_Cancer", "GSE80022"], ["Liver_Cancer", "GSE178201"], ["Underweight", "TCGA"], ["Arrhythmia", "GSE47727"], ["Chronic_obstructive_pulmonary_disease_(COPD)", "GSE208662"], ["Intellectual_Disability", "GSE192767"], ["Osteoarthritis", "GSE55457"], ["Schizophrenia", "GSE165813"], ["Schizophrenia", "GSE145554"], ["Celiac_Disease", "GSE193442"], ["Type_2_Diabetes", "GSE180394"], ["Amyotrophic_Lateral_Sclerosis", "TCGA"], ["Rectal_Cancer", "GSE109057"], ["Adrenocortical_Cancer", "GSE68950"], ["Depression", "GSE110298"], ["Ankylosing_Spondylitis", "GSE25101"], ["Kidney_Chromophobe", "TCGA"], ["Essential_Thrombocythemia", "GSE57793"], ["Mesothelioma", "GSE107754"], ["Stroke", "GSE161533"], ["Lupus_(Systemic_Lupus_Erythematosus)", "GSE148810"], ["Osteoporosis", "GSE224330"], ["Obesity", "GSE271700"], ["Kidney_Chromophobe", "GSE19949"], ["Schizophrenia", "GSE273630"], ["COVID-19", "GSE273225"], ["Essential_Thrombocythemia", "GSE55976"], ["Werner_Syndrome", "GSE48761"], ["Allergies", "GSE185658"], ["Cervical_Cancer", "GSE138080"], ["Height", "GSE71994"], ["Melanoma", "GSE148319"], ["Bone_Density", "GSE56815"], ["Large_B-cell_Lymphoma", "GSE142494"], ["Alzheimers_Disease", "GSE243243"], ["Liver_cirrhosis", "GSE212047"], ["Adrenocortical_Cancer", "GSE68606"], ["Post-Traumatic_Stress_Disorder", "GSE44456"], ["Huntingtons_Disease", "GSE154141"], ["COVID-19", "GSE185658"], ["Pancreatic_Cancer", "GSE131027"], ["Ovarian_Cancer", "GSE201525"], ["Alopecia", "GSE18876"], ["Acute_Myeloid_Leukemia", "GSE249638"], ["Depression", "GSE128387"], ["Huntingtons_Disease", "GSE95843"], ["Atrial_Fibrillation", "GSE47727"], ["Lung_Cancer", "GSE244647"], ["Lung_Cancer", "GSE244117"], ["Psoriatic_Arthritis", "TCGA"], ["Large_B-cell_Lymphoma", "GSE248835"], ["Alopecia", "GSE80342"], ["Multiple_sclerosis", "GSE203241"], ["Glioblastoma", "GSE175700"], ["Cystic_Fibrosis", "GSE142610"], ["Multiple_sclerosis", "GSE189788"], ["Uterine_Carcinosarcoma", "GSE32507"], ["Glucocorticoid_Sensitivity", "GSE65645"], ["Werner_Syndrome", "GSE62877"], ["Post-Traumatic_Stress_Disorder", "TCGA"], ["Alzheimers_Disease", "GSE117589"], ["Endometriosis", "GSE51981"], ["Type_2_Diabetes", "GSE98887"], ["Acute_Myeloid_Leukemia", "GSE222169"], ["Type_2_Diabetes", "GSE281144"], ["Allergies", "TCGA"], ["Esophageal_Cancer", "GSE77790"], ["Lower_Grade_Glioma", "GSE107850"], ["Aniridia", "GSE137997"], ["Ovarian_Cancer", "GSE130402"], ["Rectal_Cancer", "GSE170999"], ["Anorexia_Nervosa", "GSE60190"], ["Eczema", "GSE63741"], ["Bipolar_disorder", "GSE45484"], ["Liver_cirrhosis", "GSE182065"], ["Stroke", "GSE58294"], ["Lung_Cancer", "GSE244123"], ["Adrenocortical_Cancer", "GSE75415"], ["Atherosclerosis", "GSE154851"], ["Depression", "GSE135524"], ["Kidney_stones", "GSE123993"], ["LDL_Cholesterol_Levels", "GSE111567"], ["Huntingtons_Disease", "GSE34721"], ["Cervical_Cancer", "GSE75132"], ["Glucocorticoid_Sensitivity", "TCGA"], ["COVID-19", "TCGA"], ["Height", "TCGA"], ["Asthma", "GSE185658"], ["Height", "GSE106800"], ["Aniridia", "GSE137996"], ["Depression", "GSE149980"], ["Retinoblastoma", "GSE58780"], ["Atherosclerosis", "TCGA"], ["Parkinsons_Disease", "GSE80599"], ["Acute_Myeloid_Leukemia", "TCGA"], ["Intellectual_Disability", "TCGA"], ["Head_and_Neck_Cancer", "GSE212250"], ["Substance_Use_Disorder", "GSE148375"], ["Prostate_Cancer", "GSE206793"], ["Schizophrenia", "GSE285666"], ["Psoriatic_Arthritis", "GSE61281"], ["Kidney_Chromophobe", "GSE95425"], ["Testicular_Cancer", "GSE42647"], ["Psoriatic_Arthritis", "GSE141934"], ["Thyroid_Cancer", "GSE107754"], ["Atherosclerosis", "GSE57691"], ["Autism_spectrum_disorder_(ASD)", "GSE123302"], ["Sj\u00f6grens_Syndrome", "GSE143153"], ["Vitamin_D_Levels", "GSE86406"], ["Melanoma", "GSE157738"], ["Anxiety_disorder", "GSE60491"], ["Pancreatic_Cancer", "GSE157494"], ["Depression", "GSE81761"], ["Angelman_Syndrome", "GSE43900"], ["Crohns_Disease", "GSE169568"], ["Alcohol_Flush_Reaction", "TCGA"], ["Endometriosis", "GSE145701"], ["Psoriasis", "GSE178228"], ["Heart_rate", "GSE35661"], ["Epilepsy", "GSE42986"], ["Age-Related_Macular_Degeneration", "GSE43176"], ["Stomach_Cancer", "GSE118916"], ["Vitamin_D_Levels", "GSE33544"], ["Endometrioid_Cancer", "GSE73614"], ["Schizophrenia", "GSE161986"], ["Atherosclerosis", "GSE125771"], ["Chronic_obstructive_pulmonary_disease_(COPD)", "GSE21359"], ["Bone_Density", "GSE56816"], ["Endometrioid_Cancer", "GSE68600"], ["Esophageal_Cancer", "GSE55857"], ["Large_B-cell_Lymphoma", "GSE156309"], ["Thyroid_Cancer", "GSE104005"], ["Anxiety_disorder", "GSE68526"], ["Epilepsy", "GSE123993"], ["Asthma", "TCGA"], ["Gastroesophageal_reflux_disease_(GERD)", "TCGA"], ["Breast_Cancer", "GSE234017"], ["Melanoma", "GSE200904"], ["Coronary_artery_disease", "GSE59867"], ["Underweight", "GSE50982"], ["Cervical_Cancer", "GSE107754"], ["Chronic_kidney_disease", "TCGA"], ["Creutzfeldt-Jakob_Disease", "TCGA"], ["Sickle_Cell_Anemia", "GSE84633"], ["Type_2_Diabetes", "GSE180393"], ["Epilepsy", "TCGA"]]
|