diff --git a/.gitignore b/.gitignore
index 0ec9c7e..23aa9e7 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,4 @@
+__*
 /nii
 .*
+Thumbs.db
diff --git a/data.csv b/data.csv
index 86c9707..d7408d5 100644
--- a/data.csv
+++ b/data.csv
@@ -1,8 +1,14 @@
 patient_id,image_id,sex,age,size,weight,admission_offset,icu_admission_offset,icu_release_offset,death_offset,modality,projection,crp_offset,crp_val,d-dimer_offset,d-dimer_val,factor_xii_offset,factor_xii_val,ldh_offset,ldh_val,lymphocytes_offset,lymphocytes_val,neutrophils_offset,neutrophils_val,pco2_offset,pco2_val,po2_offset,po2_val
+024e7871,fff13f3a,f,,,,0,,,,CR,pa,0.0,3.0,0.0,0.3,,,,,0.0,1.8,0.0,3.1,0.0,30.0,0.0,30.0
 042f06a9,b343e657,m,,,,0,0.0,4.0,,CR,ap,0.0,5.0,,,0.0,145.0,,,,,,,0.0,45.0,0.0,55.0
 042f06a9,c9280a30,m,,,,-2,-2.0,2.0,,CR,ap,0.0,38.0,,,-2.0,145.0,,,,,,,-1.0,40.0,-1.0,80.0
 042f06a9,53c9be49,m,,,,-5,-5.0,-1.0,,CR,ap,0.0,29.0,,,-5.0,145.0,,,,,,,-1.0,35.0,-1.0,105.0
 04a33bab,6b5af975,m,,,,0,0.0,0.0,,CR,ap,0.0,6.0,1.0,0.6,,,0.0,295.0,0.0,2.7,0.0,6.2,0.0,30.0,0.0,165.0
+0664ee2b,c4a0e11a,f,,,,0,0.0,13.0,,CR,ap,,,,,,,,,,,,,,,,
+0664ee2b,33ad0dcb,f,,,,-1,-1.0,12.0,,CR,ap,,,,,,,,,,,,,,,,
+0664ee2b,26e8db49,f,,,,-3,-3.0,10.0,,CR,ap,,,,,,,,,,,,,,,,
+0664ee2b,d2af569b,f,,,,-6,-6.0,7.0,,CR,ap,,,,,,,,,,,,,,,,
+0664ee2b,2ecd360d,f,,,,-10,-10.0,3.0,,CR,ap,,,,,,,,,,,,,,,,
 09ec853d,a4318ac9,m,,,,10,10.0,20.0,,CR,ap,10.0,46.0,,,,,,,,,,,10.0,30.0,10.0,305.0
 09ec853d,bd3ceeb6,m,,,,-2,-2.0,8.0,,CR,ap,-1.0,67.0,,,,,,,,,,,-1.0,35.0,-1.0,100.0
 09ec853d,9f3f2d91,m,,,,-3,-3.0,7.0,,CR,ap,0.0,185.0,,,,,,,,,,,-1.0,35.0,-1.0,130.0
@@ -46,6 +52,15 @@ patient_id,image_id,sex,age,size,weight,admission_offset,icu_admission_offset,ic
 3e461592,bace1e45,f,,,,-8,3.0,4.0,,CR,ap,0.0,58.0,,,,,,,,,,,2.0,50.0,2.0,45.0
 3e461592,9d36404d,f,,,,-11,0.0,1.0,,CR,ap,0.0,26.0,,,,,,,,,,,0.0,50.0,0.0,90.0
 3e461592,3dedeb92,f,,,,-12,-1.0,0.0,,CR,ap,0.0,81.0,,,,,,,,,,,0.0,35.0,0.0,45.0
+43b865bf,26b79d0d,f,,,,0,0.0,13.0,,CR,ap,,,,,,,,,,,,,,,,
+43b865bf,2086b9e1,f,,,,-2,-2.0,11.0,,CR,ap,,,,,,,,,,,,,,,,
+43b865bf,3309d07c,f,,,,-4,-4.0,9.0,,CR,ap,,,,,,,,,,,,,,,,
+43b865bf,341e2287,f,,,,-8,-8.0,5.0,,CR,ap,,,,,,,,,,,,,,,,
+43b865bf,0ac7580d,f,,,,-10,-10.0,3.0,,CR,ap,,,,,,,,,,,,,,,,
+43b865bf,86ee6e6c,f,,,,-13,-13.0,0.0,,CR,ap,,,,,,,,,,,,,,,,
+43b865bf,b03ef875,f,,,,-15,-15.0,-2.0,,CR,ap,,,,,,,,,,,,,,,,
+43b865bf,f875007a,f,,,,-15,-15.0,-2.0,,CR,ap,,,,,,,,,,,,,,,,
+43b865bf,cb60786c,f,,,,-17,-17.0,-4.0,,CR,ap,,,,,,,,,,,,,,,,
 48bbd9e5,93fd0adb,m,,,,0,0.0,39.0,,CR,ap,0.0,142.0,0.0,1.8,7.0,45.0,0.0,520.0,1.0,1.1,1.0,3.4,0.0,75.0,0.0,80.0
 48bbd9e5,1bc3008e,m,,,,-2,-2.0,37.0,,CR,ap,0.0,116.0,0.0,1.4,5.0,45.0,0.0,545.0,-1.0,1.1,-1.0,3.4,-1.0,50.0,-1.0,75.0
 48bbd9e5,483f2ad8,m,,,,-4,-4.0,35.0,,CR,ap,0.0,88.0,0.0,6.0,3.0,45.0,0.0,585.0,-3.0,1.1,-3.0,3.4,-1.0,55.0,-1.0,60.0
@@ -64,11 +79,16 @@ patient_id,image_id,sex,age,size,weight,admission_offset,icu_admission_offset,ic
 48bbd9e5,0cd9fcb6,m,,,,-46,-46.0,-7.0,,CR,ap,0.0,19.0,0.0,3.7,,,0.0,225.0,-3.0,1.6,-3.0,6.9,0.0,45.0,0.0,175.0
 48bbd9e5,ce09cfab,m,,,,-50,-50.0,-11.0,,CR,ap,0.0,41.0,0.0,5.6,,,0.0,240.0,0.0,1.6,0.0,5.4,0.0,45.0,0.0,35.0
 48bbd9e5,b0500187,m,,,,-57,-57.0,-18.0,,CR,ap,-6.0,43.0,-6.0,4.7,,,-6.0,245.0,-7.0,1.6,-7.0,5.4,-5.0,45.0,-5.0,35.0
-4b523a1c,40f355ec,m,,,,0,0.0,1.0,,CR,ap,0.0,178.0,0.0,14.7,,,0.0,885.0,,,,,0.0,40.0,0.0,175.0
-4b523a1c,e6eaadf0,m,,,,-3,-3.0,-2.0,,CR,ap,0.0,168.0,0.0,12.7,,,0.0,985.0,,,,,-1.0,55.0,-1.0,75.0
-4b523a1c,34d999a9,m,,,,-5,-5.0,-4.0,,CR,ap,-2.0,168.0,-2.0,13.0,,,-2.0,990.0,,,,,-1.0,50.0,-1.0,95.0
-4b523a1c,fbb18dc0,m,,,,-7,-7.0,-6.0,,CR,ap,-4.0,168.0,-4.0,13.0,,,-4.0,990.0,,,,,-3.0,50.0,-3.0,95.0
+4b523a1c,40f355ec,m,,,,0,0.0,17.0,,CR,ap,0.0,178.0,0.0,14.7,,,0.0,885.0,,,,,0.0,40.0,0.0,175.0
+4b523a1c,e6eaadf0,m,,,,-3,-3.0,14.0,,CR,ap,0.0,168.0,0.0,12.7,,,0.0,985.0,,,,,-1.0,55.0,-1.0,75.0
+4b523a1c,34d999a9,m,,,,-5,-5.0,12.0,,CR,ap,-2.0,168.0,-2.0,13.0,,,-2.0,990.0,,,,,-1.0,50.0,-1.0,95.0
+4b523a1c,fbb18dc0,m,,,,-7,-7.0,10.0,,CR,ap,-4.0,168.0,-4.0,13.0,,,-4.0,990.0,,,,,-3.0,50.0,-3.0,95.0
+4b523a1c,1d40779e,m,,,,-12,-12.0,5.0,,CR,ap,-9.0,168.0,-9.0,13.0,,,-9.0,990.0,,,,,-8.0,50.0,-8.0,95.0
+4b523a1c,0cea09eb,m,,,,-14,-14.0,3.0,,CR,ap,-11.0,168.0,-11.0,13.0,,,-11.0,990.0,,,,,-10.0,50.0,-10.0,95.0
 50397f62,bd10d5e2,f,,,,0,,,,CR,pa,0.0,93.0,2.0,0.6,,,0.0,595.0,0.0,0.8,0.0,2.5,0.0,40.0,0.0,25.0
+52eb2633,27a70642,m,,,,0,,,,CR,ap,,,,,,,,,,,,,,,,
+52eb2633,e53ea41a,m,,,,-4,,,,CR,ap,,,,,,,,,,,,,,,,
+52eb2633,ce68550a,m,,,,-8,,,,CR,ap,,,,,,,,,,,,,,,,
 530a29b3,cf35d0c4,m,,,,0,0.0,14.0,,CR,ap,0.0,194.0,0.0,8.8,2.0,35.0,0.0,655.0,5.0,0.8,5.0,9.1,0.0,45.0,0.0,160.0
 530a29b3,a7abee59,m,,,,-7,-7.0,7.0,,CR,ap,0.0,199.0,0.0,inf,0.0,45.0,0.0,660.0,0.0,0.5,0.0,5.5,0.0,40.0,0.0,105.0
 530a29b3,3d388a98,m,,,,-8,-8.0,6.0,,CR,ap,0.0,173.0,0.0,inf,0.0,40.0,0.0,580.0,0.0,0.2,0.0,1.9,0.0,30.0,0.0,100.0
@@ -76,6 +96,12 @@ patient_id,image_id,sex,age,size,weight,admission_offset,icu_admission_offset,ic
 530a29b3,17ad0a56,m,,,,-19,-19.0,-5.0,,CR,ap,0.0,14.0,0.0,4.9,-3.0,60.0,0.0,285.0,0.0,1.1,0.0,2.4,0.0,30.0,0.0,65.0
 57f37ffa,a2eba651,m,,,,-4,,,,DX,pa,0.0,30.0,,,,,-4.0,305.0,,,,,0.0,30.0,0.0,65.0
 5aa14f40,f8335316,m,,,,0,,,,CR,pa,0.0,83.0,1.0,1.2,,,1.0,525.0,0.0,1.1,0.0,2.2,0.0,35.0,0.0,30.0
+5c10b6aa,2fdd55b8,m,,,,0,0.0,3.0,,CR,ap,,,,,,,,,,,,,,,,
+5c10b6aa,f722466f,m,,,,-2,-2.0,1.0,,CR,ap,,,,,,,,,,,,,,,,
+663cea67,3964b961,m,,,,0,0.0,6.0,,CR,ap,,,,,,,,,,,,,,,,
+663cea67,7b68340a,m,,,,-3,-3.0,3.0,,CR,ap,,,,,,,,,,,,,,,,
+663cea67,90c1e3ef,m,,,,-5,-5.0,1.0,,CR,ap,,,,,,,,,,,,,,,,
+663cea67,0957ce54,m,,,,-14,-14.0,-8.0,,DX,pa,,,,,,,,,,,,,,,,
 67b047c9,4fed5061,m,,,,-1,-1.0,11.0,,CR,ap,0.0,56.0,0.0,0.7,,,0.0,530.0,0.0,0.6,0.0,4.1,0.0,40.0,0.0,25.0
 6a66932a,3b46de94,m,,,,0,,,,CR,pa,1.0,0.0,1.0,-inf,,,,,0.0,2.9,0.0,8.0,0.0,55.0,0.0,20.0
 6ac9bfff,d9d6ca9a,m,,,,-3,,,,DX,pa,0.0,43.0,0.0,3.8,4.0,80.0,,,2.0,1.6,2.0,9.5,-1.0,35.0,-1.0,55.0
@@ -142,12 +168,12 @@ patient_id,image_id,sex,age,size,weight,admission_offset,icu_admission_offset,ic
 85901531,db96a050,f,,,,-24,-23.0,-19.0,,CR,ap,-1.0,52.0,,,,,,,,,,,-11.0,40.0,-11.0,35.0
 88b33741,2c35005f,f,,,,23,,,,DX,pa,,,,,,,,,,,,,,,,
 88b33741,d009d61f,f,,,,-1,,,,CR,pa,0.0,242.0,,,,,0.0,155.0,0.0,0.5,0.0,0.0,0.0,40.0,0.0,20.0
-8cb68566,19a01707,f,,,,0,0.0,7.0,,CR,ap,0.0,171.0,0.0,3.3,3.0,65.0,0.0,435.0,8.0,1.3,8.0,10.5,0.0,35.0,0.0,100.0
-8cb68566,bf551b8b,f,,,,-3,-3.0,4.0,,CR,ap,0.0,45.0,0.0,2.7,0.0,65.0,0.0,320.0,5.0,1.3,5.0,10.5,0.0,35.0,0.0,85.0
-8cb68566,1e534853,f,,,,-5,-5.0,2.0,,CR,ap,0.0,122.0,0.0,1.3,-2.0,65.0,0.0,410.0,3.0,1.3,3.0,10.5,0.0,45.0,0.0,105.0
-8cb68566,aa9655de,f,,,,-8,-8.0,-1.0,,CR,ap,0.0,54.0,0.0,1.8,-5.0,65.0,0.0,360.0,0.0,1.3,0.0,10.5,0.0,35.0,0.0,105.0
-8cb68566,073a8f93,f,,,,-11,-11.0,-4.0,,CR,ap,-2.0,44.0,-2.0,1.9,-8.0,65.0,-2.0,375.0,-3.0,1.3,-3.0,10.5,-1.0,30.0,-1.0,85.0
-8cb68566,7a9ec606,f,,,,-16,-16.0,-9.0,,CR,ap,-7.0,44.0,-7.0,1.9,-13.0,65.0,-7.0,375.0,-8.0,1.3,-8.0,10.5,-6.0,30.0,-6.0,85.0
+8cb68566,19a01707,f,,,,0,0.0,15.0,,CR,ap,0.0,171.0,0.0,3.3,3.0,65.0,0.0,435.0,8.0,1.3,8.0,10.5,0.0,35.0,0.0,100.0
+8cb68566,bf551b8b,f,,,,-3,-3.0,12.0,,CR,ap,0.0,45.0,0.0,2.7,0.0,65.0,0.0,320.0,5.0,1.3,5.0,10.5,0.0,35.0,0.0,85.0
+8cb68566,1e534853,f,,,,-5,-5.0,10.0,,CR,ap,0.0,122.0,0.0,1.3,-2.0,65.0,0.0,410.0,3.0,1.3,3.0,10.5,0.0,45.0,0.0,105.0
+8cb68566,aa9655de,f,,,,-8,-8.0,7.0,,CR,ap,0.0,54.0,0.0,1.8,-5.0,65.0,0.0,360.0,0.0,1.3,0.0,10.5,0.0,35.0,0.0,105.0
+8cb68566,073a8f93,f,,,,-11,-11.0,4.0,,CR,ap,-2.0,44.0,-2.0,1.9,-8.0,65.0,-2.0,375.0,-3.0,1.3,-3.0,10.5,-1.0,30.0,-1.0,85.0
+8cb68566,7a9ec606,f,,,,-16,-16.0,-1.0,,CR,ap,-7.0,44.0,-7.0,1.9,-13.0,65.0,-7.0,375.0,-8.0,1.3,-8.0,10.5,-6.0,30.0,-6.0,85.0
 8d6990f2,7afaaccc,f,,,,0,,,,DX,pa,0.0,23.0,0.0,inf,,,0.0,385.0,2.0,0.3,2.0,1.5,0.0,40.0,0.0,40.0
 8d6990f2,ec083e35,f,,,,-16,,,,DX,pa,-12.0,9.0,,,,,,,-14.0,0.3,-14.0,1.5,,,,
 8d6990f2,c601f50d,f,,,,-27,,,,DX,pa,,,,,,,,,,,,,,,,
@@ -156,13 +182,42 @@ patient_id,image_id,sex,age,size,weight,admission_offset,icu_admission_offset,ic
 969dd2e0,8da14fff,m,,,,-16,,,,DX,pa,,,,,,,,,,,,,,,,
 9e37879b,1f8a4a54,f,,,,0,0.0,1.0,,CR,ap,0.0,2.0,,,0.0,50.0,,,,,,,0.0,30.0,0.0,30.0
 9e37879b,21982772,f,,,,0,0.0,1.0,,CR,ap,0.0,2.0,,,0.0,50.0,,,,,,,0.0,30.0,0.0,30.0
+9fc85fab,cfcdf8d9,m,,,,0,0.0,14.0,14.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,24de8686,m,,,,-1,-1.0,13.0,13.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,a228e110,m,,,,-1,-1.0,13.0,13.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,d2c83bde,m,,,,-1,-1.0,13.0,13.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,78af4c1d,m,,,,-2,-2.0,12.0,12.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,85540916,m,,,,-2,-2.0,12.0,12.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,a8685b98,m,,,,-2,-2.0,12.0,12.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,09258248,m,,,,-3,-3.0,11.0,11.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,1e33b16c,m,,,,-3,-3.0,11.0,11.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,430f21e7,m,,,,-4,-4.0,10.0,10.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,587e7c1a,m,,,,-5,-5.0,9.0,9.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,98c24e39,m,,,,-5,-5.0,9.0,9.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,7940dea2,m,,,,-6,-6.0,8.0,8.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,f0a93ef2,m,,,,-6,-6.0,8.0,8.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,183af0d0,m,,,,-7,-7.0,7.0,7.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,4b907d01,m,,,,-7,-7.0,7.0,7.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,40f67745,m,,,,-9,-9.0,5.0,5.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,242a639e,m,,,,-10,-10.0,4.0,4.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,e104f46d,m,,,,-10,-10.0,4.0,4.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,15d945b8,m,,,,-12,-12.0,2.0,2.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,ba040c5e,m,,,,-13,-13.0,1.0,1.0,CR,ap,,,,,,,,,,,,,,,,
+9fc85fab,b37c225f,m,,,,-14,-14.0,0.0,0.0,CR,ap,,,,,,,,,,,,,,,,
 9fcd89ef,19073f37,f,,,,-1,,,,CR,ap,0.0,133.0,,,,,,,,,,,-1.0,40.0,-1.0,55.0
 a3e9f0ce,8fc103ca,m,,,,0,,,,CR,pa,0.0,0.0,0.0,-inf,,,,,0.0,1.1,0.0,4.5,0.0,40.0,0.0,40.0
+a408d6f0,23823ebc,m,,,,-3,,,,CR,pa,,,,,,,,,,,,,,,,
+a408d6f0,e87352fc,m,,,,-6,,,,DX,pa,,,,,,,,,,,,,,,,
+a47d90bc,27f5a41d,m,,,,-1,,,,CR,pa,,,,,,,,,,,,,,,,
 a695ef27,86d19bba,m,,,,0,,,,CR,ap,0.0,1.0,,,,,,,,,,,0.0,35.0,0.0,20.0
+b0f73b8c,006f3a8a,m,,,,-13,,,,DX,pa,,,,,,,,,,,,,,,,
 b184707c,f6d980a0,m,,,,-5,,,,DX,pa,-5.0,60.0,,,,,-5.0,150.0,-5.0,0.6,-5.0,6.2,,,,
 b25e0dbb,b9673e89,f,,,,0,,,,DX,pa,0.0,24.0,,,,,,,,,,,,,,
 b2c8e2ab,1479fa94,f,,,,0,,,9.0,CR,pa,0.0,61.0,,,,,0.0,465.0,,,,,0.0,35.0,0.0,50.0
+b604b0cb,1d6c4b7c,m,,,,0,,,,CR,pa,,,,,,,,,,,,,,,,
+b8076605,18017511,m,,,,0,,,,CR,pa,,,,,,,,,,,,,,,,
 b8da7bc7,1d435a4b,m,,,,-1,,,,CR,ap,-1.0,73.0,,,,,,,-1.0,1.9,-1.0,2.7,-1.0,35.0,-1.0,45.0
+b922510c,689836b5,m,,,,0,,,,CR,ap,,,,,,,,,,,,,,,,
 bd2a3dba,81089cb4,m,,,,0,,,,CR,ap,1.0,6.0,,,,,,,,,,,0.0,40.0,0.0,30.0
 c62c878a,0a7faa2a,m,,,,0,2.0,13.0,,CR,pa,0.0,46.0,1.0,4.2,2.0,75.0,0.0,260.0,2.0,0.6,2.0,10.5,0.0,40.0,0.0,25.0
 c62c878a,b39f5cf9,m,,,,-2,0.0,11.0,,CR,ap,0.0,188.0,-1.0,4.2,0.0,75.0,0.0,275.0,0.0,0.6,0.0,10.5,0.0,35.0,0.0,40.0
@@ -174,6 +229,11 @@ d039b079,436a6348,m,,,,-5,,,,CR,ap,0.0,41.0,,,,,0.0,380.0,-2.0,0.6,-2.0,8.6,-4.0
 d039b079,48c4542c,m,,,,-10,,,,DX,pa,-1.0,20.0,,,,,-1.0,280.0,-7.0,0.6,-7.0,8.6,-9.0,45.0,-9.0,35.0
 d3fb252e,88859dc1,f,,,,0,,,,CR,pa,,,,,,,,,,,,,0.0,30.0,0.0,75.0
 db889dfd,fd389adb,f,,,,-3,-3.0,0.0,0.0,CR,ap,0.0,102.0,0.0,1.7,,,0.0,345.0,-3.0,1.0,-3.0,11.6,0.0,45.0,0.0,75.0
+dca8fa42,1ae7877e,f,,,,0,,,,CR,ap,,,,,,,,,,,,,,,,
+e5c29e19,5f001e0b,m,,,,0,0.0,9.0,,CR,ap,,,,,,,,,,,,,,,,
+e5c29e19,e9877113,m,,,,-3,-3.0,6.0,,CR,ap,,,,,,,,,,,,,,,,
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