diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/checkpoint b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/checkpoint
similarity index 100%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/checkpoint
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/checkpoint
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..6cfa66a
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+576b0369dc757e5a93e84daf790562778ff88a61
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/model-10000.index b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/model-10000.index
new file mode 100644
index 0000000..cda62e6
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/model-10000.index differ
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/model-10000.meta.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..c163970
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+0d42f4e33bc5cdc7e755e82cad1730fd83fc0f46
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/scaler.pkl b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/scaler.pkl
similarity index 72%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/scaler.pkl
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/scaler.pkl
index a0cd812..4d037c6 100644
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/scaler.pkl and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_0/scaler.pkl differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/checkpoint b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/checkpoint
similarity index 100%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/checkpoint
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/checkpoint
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..c30f16e
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+0e2e69f57aeafff535c792af56785afd96d08032
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/model-10000.index b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/model-10000.index
new file mode 100644
index 0000000..8f4c5aa
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/model-10000.index differ
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/model-10000.meta.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..dbaba08
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+e31a482d1ab17bdd74ad7882f4326a2c4577f08f
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/scaler.pkl b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/scaler.pkl
new file mode 100644
index 0000000..1870604
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_1/scaler.pkl differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/checkpoint b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/checkpoint
similarity index 100%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/checkpoint
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/checkpoint
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..68e5f7c
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+2139b01640abc7a07e7e1123bf3a958bc06da7cb
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/model-10000.index b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/model-10000.index
new file mode 100644
index 0000000..5de4d78
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/model-10000.index differ
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/model-10000.meta.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..c5698b0
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+ae4337abce8d0ef8c328363619aa3f55dba57b58
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/scaler.pkl b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/scaler.pkl
similarity index 72%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/scaler.pkl
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/scaler.pkl
index 10d06ea..b277208 100644
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/scaler.pkl and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_2/scaler.pkl differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/checkpoint b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/checkpoint
similarity index 100%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/checkpoint
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/checkpoint
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..9c4794b
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+db4cbf2e2e039690737a67c4a2ee4acaafd6e492
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/model-10000.index b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/model-10000.index
new file mode 100644
index 0000000..fdd2bde
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/model-10000.index differ
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/model-10000.meta.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..4f12661
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+7cc26d75e81a42d260880446cb9e520e171619fa
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/scaler.pkl b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/scaler.pkl
new file mode 100644
index 0000000..87ec3e7
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_3/scaler.pkl differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/checkpoint b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/checkpoint
similarity index 100%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/checkpoint
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/checkpoint
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..3334783
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+3c020e6a7bd10c862f3585e6ee99a2fd52e768ea
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/model-10000.index b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/model-10000.index
new file mode 100644
index 0000000..30c0155
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/model-10000.index differ
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/model-10000.meta.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..e2d203c
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+b19d676f8cd1a976938a25f75a8643d84757b7fe
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/scaler.pkl b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/scaler.pkl
new file mode 100644
index 0000000..e3af98e
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_4/scaler.pkl differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/checkpoint b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/checkpoint
similarity index 100%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/checkpoint
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/checkpoint
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..7487e12
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+568d3aef7b197cb9f0d82ec407eb0edc379786e9
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/model-10000.index b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/model-10000.index
new file mode 100644
index 0000000..8f8f74f
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/model-10000.index differ
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/model-10000.meta.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..3bee044
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+b384853af6c2e1d31d12821c4695f0be4305b7c2
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/scaler.pkl b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/scaler.pkl
similarity index 72%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/scaler.pkl
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/scaler.pkl
index 7b859ed..9d912ee 100644
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/scaler.pkl and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_5/scaler.pkl differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/checkpoint b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/checkpoint
similarity index 100%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/checkpoint
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/checkpoint
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..01d81cc
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+3354fef4f0ec0137353e1a19ee29f270d64e6f33
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/model-10000.index b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/model-10000.index
new file mode 100644
index 0000000..5e9a0f9
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/model-10000.index differ
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/model-10000.meta.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..4dc8031
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+e14dd45c6389c5c46723330a23e7778502c4583f
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/scaler.pkl b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/scaler.pkl
new file mode 100644
index 0000000..647c97f
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_6/scaler.pkl differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/checkpoint b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/checkpoint
similarity index 100%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/checkpoint
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/checkpoint
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..a01c76e
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+75f93836fedd98290a5d80e20fbedb90409a770c
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/model-10000.index b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/model-10000.index
new file mode 100644
index 0000000..382bf9f
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/model-10000.index differ
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/model-10000.meta.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..c28622a
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+98c8a5dcc9bb1dd07011e3fd8d90b1eae1f7948d
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/scaler.pkl b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/scaler.pkl
new file mode 100644
index 0000000..1aae2f8
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_7/scaler.pkl differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/checkpoint b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/checkpoint
similarity index 100%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/checkpoint
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/checkpoint
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..c744d9c
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+f29df980b7a758eb0a2aac04afd87522e80116eb
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/model-10000.index b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/model-10000.index
new file mode 100644
index 0000000..fc8ec99
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/model-10000.index differ
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/model-10000.meta.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..67e33b7
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+edeaef4f8d3c94388fa2d1c4723fa5b42f9e9a77
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/scaler.pkl b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/scaler.pkl
new file mode 100644
index 0000000..2ef8839
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_8/scaler.pkl differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/checkpoint b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/checkpoint
similarity index 100%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/checkpoint
rename to Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/checkpoint
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..359ad2f
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+c67473ff1a41e020345b0dd180137b66ba9a64c9
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/model-10000.index b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/model-10000.index
new file mode 100644
index 0000000..d5d62bb
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/model-10000.index differ
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/model-10000.meta.REMOVED.git-id b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..4f07a9e
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+f398ab12f45caba0e8fafc6d1708b598efa7b578
\ No newline at end of file
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/scaler.pkl b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/scaler.pkl
new file mode 100644
index 0000000..fa69086
Binary files /dev/null and b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/Round_9/scaler.pkl differ
diff --git a/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/config b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/config
new file mode 100644
index 0000000..e11caed
--- /dev/null
+++ b/Model/HICO/28b743bfcdcbeb370dcfc2116fe46c44fb76f40090635c042e071c455545fe45/config
@@ -0,0 +1,63 @@
+Created: 2021-04-07 16:46:39.595939
+Version: 1.2.0
+
+Dependencies
+------------
+align : None
+batch : 128
+benchmark : False
+epsilon : 0.001
+imputations : 5
+l2 : 0.001
+lr : 0.001
+model_lbl :
+n_hidden : 100
+n_iter : 10000
+n_layers : 5
+n_mix : 5
+no_bagging : False
+product : chl
+sat_bands : True
+seed : 42
+sensor : HICO
+x_scalers :
+ ('RobustScaler', [], {})
+y_scalers :
+ ('LogTransformer', [], {})
+ ('MinMaxScaler', [(-1, 1)], {})
+
+Configuration
+-------------
+animate : False
+avg_est : False
+darktheme : False
+data_loc : D:/Data/Insitu
+data_wavelengths : [501 507 512 518 524 530 535 541 547 553 558 564 570 575 581 587 593 598
+ 604 610 616 621 627 633 638 644 650 656 661 667 673 679 684 690 696 701
+ 707 713]
+data_xtrain_shape : (4594, 38)
+data_ytrain_shape : (4594, 1)
+dataset : all
+datasets_hash : e2c867501dd06d88056fc9ab9b44507e7d40c2a9726453080259dc035db3be5c
+filename : None
+model_loc : Model
+n_redraws : 50
+n_rounds : 10
+no_load : False
+no_save : False
+plot_loss : False
+save_data : False
+save_stats : False
+silent : False
+sim_loc : D:/Data/Simulated
+threshold : None
+use_all_ratio : False
+use_auc : False
+use_boosting : False
+use_excl_Rrs : False
+use_kbest : 0
+use_noise : False
+use_ratio : False
+use_sim : False
+use_tchlfix : False
+verbose : False
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index d873dd5..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-091739f2c0704d43d01a4e28de103d82fed70792
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/model-10000.index b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/model-10000.index
deleted file mode 100644
index e929238..0000000
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/model-10000.index and /dev/null differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/model-10000.meta.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 27828b8..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-16941e53be96178eccb93e228405410235c5f27a
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 73ff123..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-f5fe330c3e352ac193a223cd01b4207a2d257251
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/model-10000.index b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/model-10000.index
deleted file mode 100644
index 481382c..0000000
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/model-10000.index and /dev/null differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/model-10000.meta.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 28e8b44..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-1d2959fb3acaadede77e12719dd60a5e7f8d3958
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index f93a77e..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-d1c184c9bafdb5a347a3edc76a994a0d2425c98e
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/model-10000.index b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/model-10000.index
deleted file mode 100644
index bba14e8..0000000
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/model-10000.index and /dev/null differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/model-10000.meta.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 96ba93b..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-d0211537d4487d812a9b3d4b44ba70ad474bfab2
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 00017b3..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-293b9993a468e0d2e878deee126bf682c8273391
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/model-10000.index b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/model-10000.index
deleted file mode 100644
index 67f83fe..0000000
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/model-10000.index and /dev/null differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/model-10000.meta.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 967a044..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-17d0f72f5293d2417f668073455e958b100ea239
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 12226bb..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-00b936cda8c7d44e0001fc03b3591f4cffbbc643
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/model-10000.index b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/model-10000.index
deleted file mode 100644
index 3850dde..0000000
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/model-10000.index and /dev/null differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/model-10000.meta.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index e0fec26..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-1b6b75cd110ea37b8f83dfb0ff5576c8e313d500
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index b14d205..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-86d7a7471697aa8fc4a8bf42e54574c022cbd9e3
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/model-10000.index b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/model-10000.index
deleted file mode 100644
index ed71760..0000000
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/model-10000.index and /dev/null differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/model-10000.meta.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 3cb9912..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-b6f371862015c1329cdd8b5d6f0320f791ff50aa
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 9c95926..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-d305822f6dc3386f9f0e094bd82cb8aab6bcc766
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/model-10000.index b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/model-10000.index
deleted file mode 100644
index 9067311..0000000
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/model-10000.index and /dev/null differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/model-10000.meta.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index cc2d9da..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-b3502387c3330dbf18ebe3b8160593e0606770df
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 134c896..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-4077cc090161ecb3c8968b6acb8cd6eb4d0bf07a
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/model-10000.index b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/model-10000.index
deleted file mode 100644
index 194ba02..0000000
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/model-10000.index and /dev/null differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/model-10000.meta.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 015078e..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-87938d7687125ffc4d7e7a78b7e77af917ce3a80
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 0c4146a..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-c34ac7574aea8a5a90b921fd8bd281788ebeff8a
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/model-10000.index b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/model-10000.index
deleted file mode 100644
index 58e2431..0000000
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/model-10000.index and /dev/null differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/model-10000.meta.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 5077882..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-32e8e8793468923ca310ce443917842c00c2c768
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 0d0a273..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-5fc946eabc5201e2ed10afad1fcbbcc66e9f5bf0
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/model-10000.index b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/model-10000.index
deleted file mode 100644
index 378d251..0000000
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/model-10000.index and /dev/null differ
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/model-10000.meta.REMOVED.git-id b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index add0f0a..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-8b357978585473b4cd76b7d5219ff4e022d6fa6b
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/config b/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/config
deleted file mode 100644
index e32e9ac..0000000
--- a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/config
+++ /dev/null
@@ -1,50 +0,0 @@
-Created: 2021-01-19 14:59:54.293831
-Version: 1.1.0
---------------
-align: None
-batch: 128
-benchmark: False
-epsilon: 0.001
-imputations: 5
-l2: 0.001
-lr: 0.001
-model_lbl:
-n_hidden: 100
-n_iter: 10000
-n_layers: 5
-n_mix: 5
-no_bagging: False
-product: chl
-sat_bands: False
-seed: 42
-sensor: HICO
-use_boosting: False
-use_noise: False
-use_ratio: False
-use_tchlfix: False
-x_scalers: [('RobustScaler', [], {})]
-y_scalers: [('LogTransformer', [], {}), ('MinMaxScaler', [(-1, 1)], {})]
---------------
-animate: False
-avg_est: False
-darktheme: False
-data_loc: D:/Data/Test
-data_wavelengths: [409, 415, 421, 426, 432, 438, 444, 449, 455, 461, 467, 472, 478, 484, 490, 495, 501, 507, 512, 518, 524, 530, 535, 541, 547, 553, 558, 564, 570, 575, 581, 587, 593, 598, 604, 610, 616, 621, 627, 633, 638, 644, 650, 656, 661, 667, 673, 679, 684, 690, 696, 701, 707, 713, 719, 724, 730, 736, 742, 747, 753, 759, 764, 770, 776, 782, 787]
-data_xtrain_shape: (3500, 67)
-data_ytrain_shape: (3500, 1)
-dataset: all
-datasets_hash: e91a23a96ab1ef070aa712557e47d8ff70a6227ea73dffead94af321f8bbe345
-filename: None
-model_loc: Model
-n_redraws: 50
-n_rounds: 10
-no_load: False
-no_save: False
-plot_loss: False
-save_data: False
-save_stats: False
-silent: False
-sim_loc: D:/Data/Train
-threshold: None
-use_sim: False
-verbose: False
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/checkpoint b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/checkpoint
similarity index 100%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/checkpoint
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/checkpoint
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..684543d
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+34c913df63e3736f174bce15a02c23b36a5e4559
\ No newline at end of file
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/model-10000.index b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/model-10000.index
new file mode 100644
index 0000000..5368dd4
Binary files /dev/null and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/model-10000.index differ
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/model-10000.meta.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..e2fd84b
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+10c6d609b568b32aff89ce27e4043628119cabbe
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/scaler.pkl b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/scaler.pkl
similarity index 68%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/scaler.pkl
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/scaler.pkl
index 1a0f667..dc2b7c8 100644
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_0/scaler.pkl and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_0/scaler.pkl differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/checkpoint b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/checkpoint
similarity index 100%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/checkpoint
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/checkpoint
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..8234201
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+914099104cea2e754fed9adf9468abb9dcf3a73d
\ No newline at end of file
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/model-10000.index b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/model-10000.index
new file mode 100644
index 0000000..4426f71
Binary files /dev/null and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/model-10000.index differ
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/model-10000.meta.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..3aae944
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+5774048c069e25625073d7b4a95616494af9ef69
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/scaler.pkl b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/scaler.pkl
similarity index 67%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/scaler.pkl
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/scaler.pkl
index eac0d14..5e467e6 100644
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_1/scaler.pkl and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_1/scaler.pkl differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/checkpoint b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/checkpoint
similarity index 100%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/checkpoint
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/checkpoint
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..9be4575
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+e59c697d6983688aeff71a1e84c17c664043fa48
\ No newline at end of file
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/model-10000.index b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/model-10000.index
new file mode 100644
index 0000000..43fcfc4
Binary files /dev/null and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/model-10000.index differ
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/model-10000.meta.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..fa5233b
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+0fb16497ae1764ef9523383b475a45e586f52641
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/scaler.pkl b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/scaler.pkl
similarity index 68%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/scaler.pkl
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/scaler.pkl
index 5393b57..e616001 100644
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_2/scaler.pkl and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_2/scaler.pkl differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/checkpoint b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/checkpoint
similarity index 100%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/checkpoint
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/checkpoint
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..6c3381b
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+cdd454ce515d3eee6bada43f2634b11f9f104a14
\ No newline at end of file
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/model-10000.index b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/model-10000.index
new file mode 100644
index 0000000..8f298c7
Binary files /dev/null and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/model-10000.index differ
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/model-10000.meta.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..eac41b5
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+abd89d1a1ec65e47fb75632d6fa3e74810f00edf
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/scaler.pkl b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/scaler.pkl
similarity index 68%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/scaler.pkl
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/scaler.pkl
index df94e77..374f7a0 100644
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_3/scaler.pkl and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_3/scaler.pkl differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/checkpoint b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/checkpoint
similarity index 100%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/checkpoint
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/checkpoint
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..9fdeabf
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+c8975ebd1955589d759cdf68572a294cffc26d7a
\ No newline at end of file
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/model-10000.index b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/model-10000.index
new file mode 100644
index 0000000..16b7b25
Binary files /dev/null and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/model-10000.index differ
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/model-10000.meta.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..2c04dc1
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+d0f15006eb7fdc43be9983373f0b5a6b8338830b
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/scaler.pkl b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/scaler.pkl
similarity index 68%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/scaler.pkl
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/scaler.pkl
index 3389296..3a526da 100644
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_4/scaler.pkl and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_4/scaler.pkl differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/checkpoint b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/checkpoint
similarity index 100%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/checkpoint
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/checkpoint
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..7ace65b
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+f6113611a1e4dccabc8dbcf2f19e44e3570fbd90
\ No newline at end of file
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/model-10000.index b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/model-10000.index
new file mode 100644
index 0000000..59e0b9a
Binary files /dev/null and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/model-10000.index differ
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/model-10000.meta.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..037fbb8
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+a733b520da35b076a79b461d71a359b4a83dbde8
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/scaler.pkl b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/scaler.pkl
similarity index 67%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/scaler.pkl
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/scaler.pkl
index 9744d76..b0d9774 100644
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_5/scaler.pkl and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_5/scaler.pkl differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/checkpoint b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/checkpoint
similarity index 100%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/checkpoint
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/checkpoint
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..bb6b4c9
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+7b54e5efcfc3ddc594097a55f9a9b4938b1a1aca
\ No newline at end of file
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/model-10000.index b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/model-10000.index
new file mode 100644
index 0000000..65c10c2
Binary files /dev/null and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/model-10000.index differ
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/model-10000.meta.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..54e3e88
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+ef0c721fce58eaca39a1e3f75f754b1a4ab6f94c
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/scaler.pkl b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/scaler.pkl
similarity index 68%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/scaler.pkl
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/scaler.pkl
index 9ceb013..38a4984 100644
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_6/scaler.pkl and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_6/scaler.pkl differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/checkpoint b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/checkpoint
similarity index 100%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/checkpoint
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/checkpoint
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..55a1456
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+3251aedf9004cf0b05e83e6a14066b4cd0966e0a
\ No newline at end of file
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/model-10000.index b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/model-10000.index
new file mode 100644
index 0000000..fd86881
Binary files /dev/null and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/model-10000.index differ
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/model-10000.meta.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..f427175
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+ef55962b651bed36bb838799d4f7fb3295355fcc
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/scaler.pkl b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/scaler.pkl
similarity index 68%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/scaler.pkl
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/scaler.pkl
index 54a0b42..c5e9720 100644
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_7/scaler.pkl and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_7/scaler.pkl differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/checkpoint b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/checkpoint
similarity index 100%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/checkpoint
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/checkpoint
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..cfc2b5c
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+c338ba643664608a95c76dd6e0c940dd5985995e
\ No newline at end of file
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/model-10000.index b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/model-10000.index
new file mode 100644
index 0000000..ba1c1ba
Binary files /dev/null and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/model-10000.index differ
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/model-10000.meta.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..c0e29c2
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+acd1372bf80b18d69e7d7b310cbd575219e4c990
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/scaler.pkl b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/scaler.pkl
similarity index 67%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/scaler.pkl
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/scaler.pkl
index ebcb2a0..20ebc01 100644
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_8/scaler.pkl and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_8/scaler.pkl differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/checkpoint b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/checkpoint
similarity index 100%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/checkpoint
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/checkpoint
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..beda049
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+ba6ff5864ec856b0e7c7ae37954fa2080b3cfd77
\ No newline at end of file
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/model-10000.index b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/model-10000.index
new file mode 100644
index 0000000..1a54d2b
Binary files /dev/null and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/model-10000.index differ
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/model-10000.meta.REMOVED.git-id b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..f356613
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+605acb3484a63c7c36e24af37b31c1178ecf6860
\ No newline at end of file
diff --git a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/scaler.pkl b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/scaler.pkl
similarity index 68%
rename from Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/scaler.pkl
rename to Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/scaler.pkl
index b7cc0af..f655fbd 100644
Binary files a/Model/HICO/a9c810416e5f051290bee069f0aa75066950f5df6ceef624d1767bab1c45235b/Round_9/scaler.pkl and b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/Round_9/scaler.pkl differ
diff --git a/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/config b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/config
new file mode 100644
index 0000000..bf94eeb
--- /dev/null
+++ b/Model/HICO/d48eba5535279d26c0cf14b25644ac61e30c19b3a4d7b47c1ade2000eee4fc21/config
@@ -0,0 +1,64 @@
+Created: 2021-04-07 16:31:19.032602
+Version: 1.2.0
+
+Dependencies
+------------
+align : None
+batch : 128
+benchmark : False
+epsilon : 0.001
+imputations : 5
+l2 : 0.001
+lr : 0.001
+model_lbl :
+n_hidden : 100
+n_iter : 10000
+n_layers : 5
+n_mix : 5
+no_bagging : False
+product : chl
+sat_bands : False
+seed : 42
+sensor : HICO
+x_scalers :
+ ('RobustScaler', [], {})
+y_scalers :
+ ('LogTransformer', [], {})
+ ('MinMaxScaler', [(-1, 1)], {})
+
+Configuration
+-------------
+animate : False
+avg_est : False
+darktheme : False
+data_loc : D:/Data/Insitu
+data_wavelengths : [409 415 421 426 432 438 444 449 455 461 467 472 478 484 490 495 501 507
+ 512 518 524 530 535 541 547 553 558 564 570 575 581 587 593 598 604 610
+ 616 621 627 633 638 644 650 656 661 667 673 679 684 690 696 701 707 713
+ 719 724 730 736 742 747 753 759 764 770 776 782 787]
+data_xtrain_shape : (3626, 67)
+data_ytrain_shape : (3626, 1)
+dataset : all
+datasets_hash : 0007a1169ff599afcb745dc48535bd3ab2435359884068ffac47ee112a9789db
+filename : None
+model_loc : Model
+n_redraws : 50
+n_rounds : 10
+no_load : False
+no_save : False
+plot_loss : False
+save_data : False
+save_stats : False
+silent : False
+sim_loc : D:/Data/Simulated
+threshold : None
+use_all_ratio : False
+use_auc : False
+use_boosting : False
+use_excl_Rrs : False
+use_kbest : 0
+use_noise : False
+use_ratio : False
+use_sim : False
+use_tchlfix : False
+verbose : False
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/checkpoint b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/checkpoint
similarity index 100%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/checkpoint
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/checkpoint
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..ca0b196
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+7f51769ba6659d1671c0f27e36b98a83435cfc7b
\ No newline at end of file
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/model-10000.index b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/model-10000.index
new file mode 100644
index 0000000..d61e5af
Binary files /dev/null and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/model-10000.index differ
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/model-10000.meta.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..6a79817
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+212708ef02341a42e2dfd689e5006615f25004e6
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/scaler.pkl b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/scaler.pkl
similarity index 85%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/scaler.pkl
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/scaler.pkl
index d6df9b2..daa7139 100644
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/scaler.pkl and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_0/scaler.pkl differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/checkpoint b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/checkpoint
similarity index 100%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/checkpoint
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/checkpoint
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..3b2f0cb
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+b46ed663001cd359b0b20af7c75b05947c158423
\ No newline at end of file
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/model-10000.index b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/model-10000.index
new file mode 100644
index 0000000..00d1f3a
Binary files /dev/null and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/model-10000.index differ
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/model-10000.meta.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..b18b901
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+15c1e78e4c98acd8164587531b43e10f13a32ba3
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/scaler.pkl b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/scaler.pkl
similarity index 85%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/scaler.pkl
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/scaler.pkl
index 809131c..337f683 100644
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/scaler.pkl and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_1/scaler.pkl differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/checkpoint b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/checkpoint
similarity index 100%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/checkpoint
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/checkpoint
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..307d630
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+b463786624bc78cd465c2f24e57c4349f59dc1e8
\ No newline at end of file
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/model-10000.index b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/model-10000.index
new file mode 100644
index 0000000..7d7f300
Binary files /dev/null and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/model-10000.index differ
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/model-10000.meta.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..45db97b
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+4a6c2f26503cd90728f5c2eed6a63332a2ce694b
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/scaler.pkl b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/scaler.pkl
similarity index 85%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/scaler.pkl
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/scaler.pkl
index fbb8f43..3785e6e 100644
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/scaler.pkl and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_2/scaler.pkl differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/checkpoint b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/checkpoint
similarity index 100%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/checkpoint
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/checkpoint
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..a503552
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+515909bc7d1ee492964e490b659bbdd4e4f91111
\ No newline at end of file
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/model-10000.index b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/model-10000.index
new file mode 100644
index 0000000..c74d981
Binary files /dev/null and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/model-10000.index differ
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/model-10000.meta.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..f2ce637
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+7b44db50b87c2a90b91eda5336f91be599cd5df5
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/scaler.pkl b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/scaler.pkl
similarity index 83%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/scaler.pkl
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/scaler.pkl
index 51d25db..d37401f 100644
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/scaler.pkl and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_3/scaler.pkl differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/checkpoint b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/checkpoint
similarity index 100%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/checkpoint
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/checkpoint
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..62f86f3
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+b4d7a074c77913e48377679982d03b7a3e9e5a43
\ No newline at end of file
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/model-10000.index b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/model-10000.index
new file mode 100644
index 0000000..5db7eae
Binary files /dev/null and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/model-10000.index differ
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/model-10000.meta.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..a88e97b
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+887e49dd5e7a66e04cc1c7296cfa04a128d94124
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/scaler.pkl b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/scaler.pkl
similarity index 83%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/scaler.pkl
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/scaler.pkl
index 14f9d2e..3d09ef1 100644
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/scaler.pkl and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_4/scaler.pkl differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/checkpoint b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/checkpoint
similarity index 100%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/checkpoint
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/checkpoint
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..286f92f
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+a9bda24ae3a05a0bafe836fa940aed53fcdc0214
\ No newline at end of file
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/model-10000.index b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/model-10000.index
new file mode 100644
index 0000000..0d091f3
Binary files /dev/null and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/model-10000.index differ
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/model-10000.meta.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..9b5b79f
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+22441a6de92c568374faf6da411e10611b8de3a9
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/scaler.pkl b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/scaler.pkl
similarity index 85%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/scaler.pkl
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/scaler.pkl
index 909a9fb..eedac1f 100644
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/scaler.pkl and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_5/scaler.pkl differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/checkpoint b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/checkpoint
similarity index 100%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/checkpoint
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/checkpoint
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..41cfcd3
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+301736418c03b356f6d6ec79dde12dd70829ab57
\ No newline at end of file
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/model-10000.index b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/model-10000.index
new file mode 100644
index 0000000..b6065e2
Binary files /dev/null and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/model-10000.index differ
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/model-10000.meta.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..ad1d7bf
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+201046780d872fcc6b0a7d4d214f4076e070715e
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/scaler.pkl b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/scaler.pkl
similarity index 83%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/scaler.pkl
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/scaler.pkl
index fbed6e3..9e699fa 100644
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/scaler.pkl and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_6/scaler.pkl differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/checkpoint b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/checkpoint
similarity index 100%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/checkpoint
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/checkpoint
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..3b140ea
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+2b4aaecb76159168b36f2dd96697bc1e8dc5bf44
\ No newline at end of file
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/model-10000.index b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/model-10000.index
new file mode 100644
index 0000000..3d374f0
Binary files /dev/null and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/model-10000.index differ
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/model-10000.meta.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..830b75d
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+18c0b7a354233b26ee4391320ade349f4c45a71d
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/scaler.pkl b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/scaler.pkl
similarity index 85%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/scaler.pkl
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/scaler.pkl
index d25732f..82244e1 100644
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/scaler.pkl and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_7/scaler.pkl differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/checkpoint b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/checkpoint
similarity index 100%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/checkpoint
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/checkpoint
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..0d6f2bf
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+80f6fe1dc4f980555e3d6ded3a0bb51b77ae8b88
\ No newline at end of file
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/model-10000.index b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/model-10000.index
new file mode 100644
index 0000000..f2aa521
Binary files /dev/null and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/model-10000.index differ
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/model-10000.meta.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..fa05447
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+0e27a957adc52805652b848a246e779585923cfd
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/scaler.pkl b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/scaler.pkl
similarity index 83%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/scaler.pkl
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/scaler.pkl
index 8a9bb6b..cef79db 100644
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/scaler.pkl and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_8/scaler.pkl differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/checkpoint b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/checkpoint
similarity index 100%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/checkpoint
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/checkpoint
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..5789e97
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+a5ea275c78943ca749d8c5564a85c066ba21ebf2
\ No newline at end of file
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/model-10000.index b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/model-10000.index
new file mode 100644
index 0000000..fdd4ecd
Binary files /dev/null and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/model-10000.index differ
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/model-10000.meta.REMOVED.git-id b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..3cdac7b
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+b13dd05fe29263a07769ce570b5f26175b9f9931
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/scaler.pkl b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/scaler.pkl
similarity index 85%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/scaler.pkl
rename to Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/scaler.pkl
index 7a471dd..1658684 100644
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/scaler.pkl and b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/Round_9/scaler.pkl differ
diff --git a/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/config b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/config
new file mode 100644
index 0000000..5bf04e3
--- /dev/null
+++ b/Model/MSI/5792d5a90880a2aa26618d88e45db7681aa4b1fca841008136c388bcf732fc6a/config
@@ -0,0 +1,61 @@
+Created: 2021-04-07 16:01:04.415052
+Version: 1.2.0
+
+Dependencies
+------------
+align : None
+batch : 128
+benchmark : False
+epsilon : 0.001
+imputations : 5
+l2 : 0.001
+lr : 0.001
+model_lbl :
+n_hidden : 100
+n_iter : 10000
+n_layers : 5
+n_mix : 5
+no_bagging : False
+product : chl
+sat_bands : False
+seed : 42
+sensor : MSI
+x_scalers :
+ ('RobustScaler', [], {})
+y_scalers :
+ ('LogTransformer', [], {})
+ ('MinMaxScaler', [(-1, 1)], {})
+
+Configuration
+-------------
+animate : False
+avg_est : False
+darktheme : False
+data_loc : D:/Data/Insitu
+data_wavelengths : [443 490 560 665 705 740 783]
+data_xtrain_shape : (3681, 7)
+data_ytrain_shape : (3681, 1)
+dataset : all
+datasets_hash : 0007a1169ff599afcb745dc48535bd3ab2435359884068ffac47ee112a9789db
+filename : None
+model_loc : Model
+n_redraws : 50
+n_rounds : 10
+no_load : False
+no_save : False
+plot_loss : False
+save_data : False
+save_stats : False
+silent : False
+sim_loc : D:/Data/Simulated
+threshold : None
+use_all_ratio : False
+use_auc : False
+use_boosting : False
+use_excl_Rrs : False
+use_kbest : 0
+use_noise : False
+use_ratio : False
+use_sim : False
+use_tchlfix : False
+verbose : False
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/checkpoint b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/checkpoint
similarity index 100%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/checkpoint
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/checkpoint
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..e769379
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+0a2cb84abbaabd76d9d1dbd2cba8c06e13345a77
\ No newline at end of file
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/model-10000.index b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/model-10000.index
new file mode 100644
index 0000000..94252a6
Binary files /dev/null and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/model-10000.index differ
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..497e80f
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+547e914b6df92825186f782eb3c0521de15c7bcf
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/scaler.pkl b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/scaler.pkl
similarity index 84%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/scaler.pkl
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/scaler.pkl
index 8e136cb..7d574bd 100644
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/scaler.pkl and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_0/scaler.pkl differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/checkpoint b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/checkpoint
similarity index 100%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/checkpoint
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/checkpoint
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..85036c1
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+eb8db842c471ea6174737a17688729f117280c68
\ No newline at end of file
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/model-10000.index b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/model-10000.index
new file mode 100644
index 0000000..fcccc2c
Binary files /dev/null and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/model-10000.index differ
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..23ff7d6
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+6de928a5c94d25a8f26c08fe22fb655a687b8ec2
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/scaler.pkl b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/scaler.pkl
similarity index 82%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/scaler.pkl
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/scaler.pkl
index e544a49..098a532 100644
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/scaler.pkl and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_1/scaler.pkl differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/checkpoint b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/checkpoint
similarity index 100%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/checkpoint
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/checkpoint
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..cc8784c
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+be512184ff930a4f3ebf69b4f58ede4e9ea0148e
\ No newline at end of file
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/model-10000.index b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/model-10000.index
new file mode 100644
index 0000000..4304aec
Binary files /dev/null and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/model-10000.index differ
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..0991eda
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+fb903d7947b683289d546ba7a801bb0258915558
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/scaler.pkl b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/scaler.pkl
similarity index 82%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/scaler.pkl
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/scaler.pkl
index 8438a94..24f126c 100644
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/scaler.pkl and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_2/scaler.pkl differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/checkpoint b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/checkpoint
similarity index 100%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/checkpoint
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/checkpoint
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..78e843b
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+2098a06d308673387f7b38299e280a2fb18b4f5a
\ No newline at end of file
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/model-10000.index b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/model-10000.index
new file mode 100644
index 0000000..6d60d4f
Binary files /dev/null and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/model-10000.index differ
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..6019479
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+004ec425e2c37078008579b5b4511337e4b6b032
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/scaler.pkl b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/scaler.pkl
similarity index 82%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/scaler.pkl
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/scaler.pkl
index acd0760..ab5154c 100644
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/scaler.pkl and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_3/scaler.pkl differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/checkpoint b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/checkpoint
similarity index 100%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/checkpoint
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/checkpoint
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..07fdca8
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+16720e10bbf08720427f92a7c68a085f4549ddf7
\ No newline at end of file
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/model-10000.index b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/model-10000.index
new file mode 100644
index 0000000..89b0bd5
Binary files /dev/null and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/model-10000.index differ
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..3cdbe42
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+76e96d078dd086946b03d4bfc030987eba60d8cd
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/scaler.pkl b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/scaler.pkl
similarity index 82%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/scaler.pkl
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/scaler.pkl
index 2e9067e..74e61de 100644
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/scaler.pkl and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_4/scaler.pkl differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/checkpoint b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/checkpoint
similarity index 100%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/checkpoint
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/checkpoint
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..c5c94d2
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+c4bc8b6fcc14723e056073a406c556086cb52585
\ No newline at end of file
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/model-10000.index b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/model-10000.index
new file mode 100644
index 0000000..5353107
Binary files /dev/null and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/model-10000.index differ
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..9ccb503
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+63d49fd1758eea7d6dbaafcf3648822bb15f1f13
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/scaler.pkl b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/scaler.pkl
similarity index 84%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/scaler.pkl
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/scaler.pkl
index 96dcc0f..15a6f74 100644
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/scaler.pkl and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_5/scaler.pkl differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/checkpoint b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/checkpoint
similarity index 100%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/checkpoint
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/checkpoint
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..1674bb5
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+9cb8fc8164aeba9a8eab09328076cbf1c8660e5b
\ No newline at end of file
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/model-10000.index b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/model-10000.index
new file mode 100644
index 0000000..1b98bcd
Binary files /dev/null and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/model-10000.index differ
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..7916448
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+bc27905605aebb9b0705bf1c99b1fc7517f5bb07
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/scaler.pkl b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/scaler.pkl
similarity index 82%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/scaler.pkl
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/scaler.pkl
index 43f08d2..c4a370a 100644
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/scaler.pkl and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_6/scaler.pkl differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/checkpoint b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/checkpoint
similarity index 100%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/checkpoint
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/checkpoint
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..7ffc4b8
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+0e11060d56e7471ec4849f170fb6971a72ec005c
\ No newline at end of file
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/model-10000.index b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/model-10000.index
new file mode 100644
index 0000000..f59dbc8
Binary files /dev/null and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/model-10000.index differ
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..8951879
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+98273b100bbfd64fd9dd4997dfbcb66f686c61d8
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/scaler.pkl b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/scaler.pkl
similarity index 82%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/scaler.pkl
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/scaler.pkl
index 5b383dc..0620d22 100644
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/scaler.pkl and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_7/scaler.pkl differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/checkpoint b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/checkpoint
similarity index 100%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/checkpoint
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/checkpoint
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..752988a
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+c4389c4329339d6f6befeec82e1c310c2c5d7611
\ No newline at end of file
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/model-10000.index b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/model-10000.index
new file mode 100644
index 0000000..a54e69d
Binary files /dev/null and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/model-10000.index differ
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..2485f01
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+fdd85c3b480dd857077713ecaf3232c476b29e93
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/scaler.pkl b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/scaler.pkl
similarity index 82%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/scaler.pkl
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/scaler.pkl
index d5a04ca..9b9426b 100644
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/scaler.pkl and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_8/scaler.pkl differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/checkpoint b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/checkpoint
similarity index 100%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/checkpoint
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/checkpoint
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..e0897fc
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+d5cf09a8d9586b268f99e9437366a52d8aae6fe3
\ No newline at end of file
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/model-10000.index b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/model-10000.index
new file mode 100644
index 0000000..3d25c30
Binary files /dev/null and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/model-10000.index differ
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..9e479a9
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+32fb6f110f606a8205bdac90c209bb23e9386000
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/scaler.pkl b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/scaler.pkl
similarity index 82%
rename from Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/scaler.pkl
rename to Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/scaler.pkl
index 2fef225..8d624de 100644
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/scaler.pkl and b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/Round_9/scaler.pkl differ
diff --git a/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/config b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/config
new file mode 100644
index 0000000..b969dbd
--- /dev/null
+++ b/Model/OLCI-poly/c97fdbf6639b96ea0a004d2882bfdae057d91540258a8c15547726891a364fad/config
@@ -0,0 +1,61 @@
+Created: 2021-04-07 16:39:17.443557
+Version: 1.2.0
+
+Dependencies
+------------
+align : None
+batch : 128
+benchmark : False
+epsilon : 0.001
+imputations : 5
+l2 : 0.001
+lr : 0.001
+model_lbl :
+n_hidden : 100
+n_iter : 10000
+n_layers : 5
+n_mix : 5
+no_bagging : False
+product : chl
+sat_bands : False
+seed : 42
+sensor : OLCI-poly
+x_scalers :
+ ('RobustScaler', [], {})
+y_scalers :
+ ('LogTransformer', [], {})
+ ('MinMaxScaler', [(-1, 1)], {})
+
+Configuration
+-------------
+animate : False
+avg_est : False
+darktheme : False
+data_loc : D:/Data/Insitu
+data_wavelengths : [411 442 490 510 560 619 664 681 708 753 778]
+data_xtrain_shape : (3694, 11)
+data_ytrain_shape : (3694, 1)
+dataset : all
+datasets_hash : 0007a1169ff599afcb745dc48535bd3ab2435359884068ffac47ee112a9789db
+filename : None
+model_loc : Model
+n_redraws : 50
+n_rounds : 10
+no_load : False
+no_save : False
+plot_loss : False
+save_data : False
+save_stats : False
+silent : False
+sim_loc : D:/Data/Simulated
+threshold : None
+use_all_ratio : False
+use_auc : False
+use_boosting : False
+use_excl_Rrs : False
+use_kbest : 0
+use_noise : False
+use_ratio : False
+use_sim : False
+use_tchlfix : False
+verbose : False
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 36e8101..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-0a9c0669b21cd87da66dbaef8b50fc1b824a2c69
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/model-10000.index b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/model-10000.index
deleted file mode 100644
index f197bec..0000000
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/model-10000.index and /dev/null differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 04ef0e0..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_0/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-dcceeea7f8315dcff4a15492fe71f1bf734e5a8b
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 83838e6..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-669687fa1d1e29aa002352762ec7083156db4fcd
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/model-10000.index b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/model-10000.index
deleted file mode 100644
index 2f90d4d..0000000
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/model-10000.index and /dev/null differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index c0f46d1..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_1/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-ca23d4e989bb96e6082fb5adc45954386b104b3b
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index a495aa7..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-359b16d94cb456dd84bcab53faf304ff9cdbfac4
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/model-10000.index b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/model-10000.index
deleted file mode 100644
index cc8e6bc..0000000
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/model-10000.index and /dev/null differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 0f32edf..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_2/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-e404932a9f8ae51869bca131f6d6a01dd99de2aa
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index a82ce6a..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-b5327d2c2a8cfe73ad993fd52687f57592074ca0
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/model-10000.index b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/model-10000.index
deleted file mode 100644
index 700ae57..0000000
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/model-10000.index and /dev/null differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 1ea0b81..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_3/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-772f88a158ae37b3335c2138a22c45c97bf8a5e5
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index d5aedd7..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-a698c187e4c029f81844a7963b414f866e0c4b41
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/model-10000.index b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/model-10000.index
deleted file mode 100644
index 9a982ae..0000000
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/model-10000.index and /dev/null differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index d75ebbb..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_4/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-741ce7e89bb2f3b7494966111219947cb3449861
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 1296563..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-e5ca68f00637a1fbb4c9c416a700981af33b0f4d
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/model-10000.index b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/model-10000.index
deleted file mode 100644
index 8e8f11c..0000000
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/model-10000.index and /dev/null differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 0bf845a..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_5/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-fdd521fa9e7afef8ecbd296148f0b4e720639324
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 8cea052..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-a9ba8fa8f165b490fe4cc9780124d9d9d103804b
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/model-10000.index b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/model-10000.index
deleted file mode 100644
index 4c266e9..0000000
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/model-10000.index and /dev/null differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 5619f18..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_6/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-96457256ee73cdaf505f54b790797f3937e30144
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 80650a2..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-24868b1fa966d2440e91222a9dc21c25052ce127
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/model-10000.index b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/model-10000.index
deleted file mode 100644
index 9c17a0f..0000000
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/model-10000.index and /dev/null differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 82b8cd2..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_7/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-b2abd8b43f2a74815d06414e25a0756754b7607b
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 43989fa..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-da008fc0dbde61cee8fd4d0099d37b20872dec6e
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/model-10000.index b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/model-10000.index
deleted file mode 100644
index 869a6cd..0000000
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/model-10000.index and /dev/null differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 4a268ab..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_8/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-6cb822a1d5a805a65c907351fc219e01520f861d
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 726e97b..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-5175856f0f871259e66670746de6f724c17219b0
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/model-10000.index b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/model-10000.index
deleted file mode 100644
index c981f21..0000000
Binary files a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/model-10000.index and /dev/null differ
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/model-10000.meta.REMOVED.git-id b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 3046048..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/Round_9/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-b4a799ed297f55fa55d5fc1a4380b92a042322ad
\ No newline at end of file
diff --git a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/config b/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/config
deleted file mode 100644
index 4d7a123..0000000
--- a/Model/OLCI-poly/d50e041d703c5597710bde81ec1339c66ce71a3a518635d6d853d73f729f11d2/config
+++ /dev/null
@@ -1,46 +0,0 @@
-Created: 2020-10-28 12:02:31.186645
-Version: 1.1.0
---------------
-align: None
-batch: 128
-benchmark: False
-epsilon: 0.001
-imputations: 5
-l2: 0.001
-lr: 0.001
-model_lbl:
-n_hidden: 100
-n_iter: 10000
-n_layers: 5
-n_mix: 5
-no_bagging: False
-product: chl
-sat_bands: False
-seed: 42
-sensor: OLCI-poly
-use_boosting: False
-use_noise: False
-use_ratio: False
-use_tchlfix: False
-x_scalers: [('RobustScaler', [], {})]
-y_scalers: [('LogTransformer', [], {}), ('MinMaxScaler', [(-1, 1)], {})]
---------------
-animate: False
-avg_est: False
-darktheme: False
-data_loc: D:/Data/Test
-dataset: all
-filename: None
-model_loc: Model
-n_redraws: 50
-n_rounds: 10
-no_load: False
-no_save: False
-plot_loss: False
-save_data: False
-save_stats: False
-silent: False
-sim_loc: D:/Data/Train
-threshold: None
-use_sim: False
-verbose: False
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 1a5d6dc..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-3891b7a26e6f0aa76e60950177a3e5b49c74bcaf
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/model-10000.index b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/model-10000.index
deleted file mode 100644
index 9bfa0f4..0000000
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/model-10000.index and /dev/null differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/model-10000.meta.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index bd9e000..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-23194c5ae51a58f7d176d8a24752a54c021d5878
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index cbb0641..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-09063f3373f917666ffb05ef6e2ea392bff7ea42
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/model-10000.index b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/model-10000.index
deleted file mode 100644
index edc1751..0000000
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/model-10000.index and /dev/null differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/model-10000.meta.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 4105440..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-577885612d0646cc23080be2d8166b82ec3657db
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index a2a0baa..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-391993cdebf927da93bb71e193b5fc24ff7ba00b
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/model-10000.index b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/model-10000.index
deleted file mode 100644
index 77244a9..0000000
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/model-10000.index and /dev/null differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/model-10000.meta.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index d4f590c..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-4c773599a716ff36f63d5031dc543bf06bedccd8
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 40a16df..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-977da6b37804b69e4f47a96be7fb922314283fbc
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/model-10000.index b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/model-10000.index
deleted file mode 100644
index d2a79a0..0000000
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/model-10000.index and /dev/null differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/model-10000.meta.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index e8e9447..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-001f7e0f86427005b25f1f4820e9486a2bd956b4
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 1c58ce8..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-ec9798258cb7f23baa99a2fcf522fbb34cf75035
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/model-10000.index b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/model-10000.index
deleted file mode 100644
index 2e8d33b..0000000
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/model-10000.index and /dev/null differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/model-10000.meta.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index b307065..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-deffbbbe52fcfedfd5bf2af0d62c86dea5f7829a
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index f092568..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-0384e25bf8ab7fea21d30aed2e7204700691f7d5
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/model-10000.index b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/model-10000.index
deleted file mode 100644
index cf9a269..0000000
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/model-10000.index and /dev/null differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/model-10000.meta.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 5ddc9fd..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-5cf2ba18c25c0fd9ac06a653f06188a177604cd5
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 058f777..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-a6c369ec646a5fd89f6ebc9e3d43cbadd41b3578
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/model-10000.index b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/model-10000.index
deleted file mode 100644
index 0d96e6f..0000000
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/model-10000.index and /dev/null differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/model-10000.meta.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 30273eb..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-d6d35708312a38433ded0157f676a35694dc63b2
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 75c6e04..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-cb9c2c26fea6908734e4caa48798ab20238d5bb8
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/model-10000.index b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/model-10000.index
deleted file mode 100644
index f7d1ae2..0000000
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/model-10000.index and /dev/null differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/model-10000.meta.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 779b9ff..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-3b3ec50526ac7fbc225d42d30ea0734c7f3ff46f
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index df1a797..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-6a685534a401ab7ba9f6704cb48f82fcc0dae244
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/model-10000.index b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/model-10000.index
deleted file mode 100644
index 7954f78..0000000
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/model-10000.index and /dev/null differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/model-10000.meta.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 8d8fc78..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-4de72150344023e088782e6c08583f9e3f4bcce3
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index a6569ca..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-2a9d14f5ecbae92f2d6cb6d2acbac47451355d58
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/model-10000.index b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/model-10000.index
deleted file mode 100644
index 7d97855..0000000
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/model-10000.index and /dev/null differ
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/model-10000.meta.REMOVED.git-id b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 1a38de0..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-f9061f8da5fb40723c1f68f86f88aec28f8a4a33
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/config b/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/config
deleted file mode 100644
index c873f58..0000000
--- a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/config
+++ /dev/null
@@ -1,46 +0,0 @@
-Created: 2020-10-02 08:56:00.462062
-Version: 1.1.0
---------------
-align: None
-batch: 128
-benchmark: False
-epsilon: 0.001
-imputations: 5
-l2: 0.001
-lr: 0.001
-model_lbl:
-n_hidden: 100
-n_iter: 10000
-n_layers: 5
-n_mix: 5
-no_bagging: False
-product: chl
-sat_bands: False
-seed: 42
-sensor: OLCI
-use_boosting: False
-use_noise: False
-use_ratio: False
-use_tchlfix: False
-x_scalers: [('RobustScaler', [], {})]
-y_scalers: [('LogTransformer', [], {}), ('MinMaxScaler', [(-1, 1)], {})]
---------------
-animate: False
-avg_est: False
-darktheme: False
-data_loc: D:/Data/Test
-dataset: all
-filename: None
-model_loc: Model
-n_redraws: 50
-n_rounds: 10
-no_load: False
-no_save: False
-plot_loss: False
-save_data: False
-save_stats: False
-silent: False
-sim_loc: D:/Data/Train
-threshold: None
-use_sim: False
-verbose: False
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/checkpoint b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/checkpoint
similarity index 100%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/checkpoint
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/checkpoint
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..bba6ec4
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+15d989d36d562a4073c4013282989001fdc2c410
\ No newline at end of file
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/model-10000.index b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/model-10000.index
new file mode 100644
index 0000000..1062d05
Binary files /dev/null and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/model-10000.index differ
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/model-10000.meta.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..912cfb9
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+03011aa7770e7687f717401cce1813fa4bff7862
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/scaler.pkl b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/scaler.pkl
similarity index 80%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/scaler.pkl
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/scaler.pkl
index 59da454..239682c 100644
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_0/scaler.pkl and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_0/scaler.pkl differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/checkpoint b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/checkpoint
similarity index 100%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/checkpoint
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/checkpoint
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..b29faef
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+de456972f2585c11942e32c7c240b3d3220c5cf2
\ No newline at end of file
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/model-10000.index b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/model-10000.index
new file mode 100644
index 0000000..e4c3a5c
Binary files /dev/null and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/model-10000.index differ
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/model-10000.meta.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..f4a1299
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+5bec230f5f5f0d42a64d86a85fa67f15ce7798fb
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/scaler.pkl b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/scaler.pkl
similarity index 80%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/scaler.pkl
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/scaler.pkl
index 43d9c49..19861b1 100644
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_1/scaler.pkl and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_1/scaler.pkl differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/checkpoint b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/checkpoint
similarity index 100%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/checkpoint
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/checkpoint
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..bcef9d9
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+121f179f93ad0323fc384987e679d169711b87fd
\ No newline at end of file
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/model-10000.index b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/model-10000.index
new file mode 100644
index 0000000..3c1c072
Binary files /dev/null and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/model-10000.index differ
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/model-10000.meta.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..edb6e12
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+3367fff1b28f82aed467d477e765f7241c9ae49e
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/scaler.pkl b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/scaler.pkl
similarity index 82%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/scaler.pkl
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/scaler.pkl
index de840e8..d0b173e 100644
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_2/scaler.pkl and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_2/scaler.pkl differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/checkpoint b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/checkpoint
similarity index 100%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/checkpoint
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/checkpoint
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..cf13773
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+d85145b68996d3adaf592c013870c90eb8f335f9
\ No newline at end of file
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/model-10000.index b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/model-10000.index
new file mode 100644
index 0000000..08cee0a
Binary files /dev/null and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/model-10000.index differ
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/model-10000.meta.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..11f5526
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+3cbd7d4caa55ff33ce04f6aa15a67af291f807b2
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/scaler.pkl b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/scaler.pkl
similarity index 80%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/scaler.pkl
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/scaler.pkl
index 240283d..70ed6d9 100644
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_3/scaler.pkl and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_3/scaler.pkl differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/checkpoint b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/checkpoint
similarity index 100%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/checkpoint
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/checkpoint
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..db7a151
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+28199be21ffde39632aceb2b3ff9418cb4517e75
\ No newline at end of file
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/model-10000.index b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/model-10000.index
new file mode 100644
index 0000000..4f430c7
Binary files /dev/null and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/model-10000.index differ
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/model-10000.meta.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..e9b35c7
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+992834a93f6ecbd4363b10fde2df00448124c373
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/scaler.pkl b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/scaler.pkl
similarity index 80%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/scaler.pkl
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/scaler.pkl
index 00e6d80..82b2878 100644
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_4/scaler.pkl and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_4/scaler.pkl differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/checkpoint b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/checkpoint
similarity index 100%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/checkpoint
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/checkpoint
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..e4708a4
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+84d49df7d5bd398a25097c68de7709c8d9dced00
\ No newline at end of file
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/model-10000.index b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/model-10000.index
new file mode 100644
index 0000000..40e0471
Binary files /dev/null and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/model-10000.index differ
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/model-10000.meta.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..f520d72
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+25d99ca9b5b8455db710af87991773279ab2b283
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/scaler.pkl b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/scaler.pkl
similarity index 82%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/scaler.pkl
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/scaler.pkl
index e1d61c6..db7e3fe 100644
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_5/scaler.pkl and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_5/scaler.pkl differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/checkpoint b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/checkpoint
similarity index 100%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/checkpoint
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/checkpoint
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..f5864be
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+c53ee3a873a527f5a9b77ed6ae8318dd1dbcfafe
\ No newline at end of file
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/model-10000.index b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/model-10000.index
new file mode 100644
index 0000000..36676aa
Binary files /dev/null and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/model-10000.index differ
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/model-10000.meta.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..ff7f2bb
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+406dfc41682ae4e011cd48688d2cf944c410c7ed
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/scaler.pkl b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/scaler.pkl
similarity index 80%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/scaler.pkl
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/scaler.pkl
index bd4cdff..311545d 100644
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_6/scaler.pkl and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_6/scaler.pkl differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/checkpoint b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/checkpoint
similarity index 100%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/checkpoint
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/checkpoint
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..bfbea69
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+700ad50176c974f272b441a5337cd6c87ec53fc8
\ No newline at end of file
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/model-10000.index b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/model-10000.index
new file mode 100644
index 0000000..e5996e1
Binary files /dev/null and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/model-10000.index differ
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/model-10000.meta.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..b47bec6
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+736a4a962ca9529dce2edbe4fa7850e043423f96
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/scaler.pkl b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/scaler.pkl
similarity index 80%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/scaler.pkl
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/scaler.pkl
index 2a29078..866c709 100644
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_7/scaler.pkl and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_7/scaler.pkl differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/checkpoint b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/checkpoint
similarity index 100%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/checkpoint
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/checkpoint
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..9afc016
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+0f051bd693967c4781034aac2e0bcf2d04d956dd
\ No newline at end of file
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/model-10000.index b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/model-10000.index
new file mode 100644
index 0000000..6bfc85b
Binary files /dev/null and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/model-10000.index differ
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/model-10000.meta.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..ebdc104
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+a993c7ec0d1f1d7cdcb5597529c258b1cb00ef16
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/scaler.pkl b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/scaler.pkl
similarity index 80%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/scaler.pkl
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/scaler.pkl
index b6bd4bb..8e0be15 100644
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_8/scaler.pkl and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_8/scaler.pkl differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/checkpoint b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/checkpoint
similarity index 100%
rename from Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/checkpoint
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/checkpoint
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..382f5d4
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+301a510241e206f21a12e074fddbadfb677142f9
\ No newline at end of file
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/model-10000.index b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/model-10000.index
new file mode 100644
index 0000000..fc7748b
Binary files /dev/null and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/model-10000.index differ
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/model-10000.meta.REMOVED.git-id b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..e5d69e8
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+5f836a24003f612a1628a9f77de21808b3274894
\ No newline at end of file
diff --git a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/scaler.pkl b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/scaler.pkl
similarity index 80%
rename from Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/scaler.pkl
rename to Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/scaler.pkl
index ef016c6..afe4e56 100644
Binary files a/Model/OLCI/5df493c802157c9686328ab2bfeea4e517fea45ba4126e539034d2945d18fc6e/Round_9/scaler.pkl and b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/Round_9/scaler.pkl differ
diff --git a/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/config b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/config
new file mode 100644
index 0000000..db02eee
--- /dev/null
+++ b/Model/OLCI/b20a029c73d54690ed83e20451a0cfa29ba8866e5b1306bc240b841480efc0ec/config
@@ -0,0 +1,61 @@
+Created: 2021-04-07 16:18:21.564818
+Version: 1.2.0
+
+Dependencies
+------------
+align : None
+batch : 128
+benchmark : False
+epsilon : 0.001
+imputations : 5
+l2 : 0.001
+lr : 0.001
+model_lbl :
+n_hidden : 100
+n_iter : 10000
+n_layers : 5
+n_mix : 5
+no_bagging : False
+product : chl
+sat_bands : False
+seed : 42
+sensor : OLCI
+x_scalers :
+ ('RobustScaler', [], {})
+y_scalers :
+ ('LogTransformer', [], {})
+ ('MinMaxScaler', [(-1, 1)], {})
+
+Configuration
+-------------
+animate : False
+avg_est : False
+darktheme : False
+data_loc : D:/Data/Insitu
+data_wavelengths : [411 442 490 510 560 619 664 673 681 708 753 761 764 767 778]
+data_xtrain_shape : (3628, 15)
+data_ytrain_shape : (3628, 1)
+dataset : all
+datasets_hash : 0007a1169ff599afcb745dc48535bd3ab2435359884068ffac47ee112a9789db
+filename : None
+model_loc : Model
+n_redraws : 50
+n_rounds : 10
+no_load : False
+no_save : False
+plot_loss : False
+save_data : False
+save_stats : False
+silent : False
+sim_loc : D:/Data/Simulated
+threshold : None
+use_all_ratio : False
+use_auc : False
+use_boosting : False
+use_excl_Rrs : False
+use_kbest : 0
+use_noise : False
+use_ratio : False
+use_sim : False
+use_tchlfix : False
+verbose : False
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/checkpoint b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/checkpoint
similarity index 100%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/checkpoint
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/checkpoint
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..c86dcc7
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+a725092ad96b362a111bdee63a50dcaeb411cfe0
\ No newline at end of file
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/model-10000.index b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/model-10000.index
new file mode 100644
index 0000000..17d4c5d
Binary files /dev/null and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/model-10000.index differ
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/model-10000.meta.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..cab7924
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+95112394ba245836dd74044e691102c5d888231e
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/scaler.pkl b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/scaler.pkl
similarity index 84%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/scaler.pkl
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/scaler.pkl
index 780d1a6..d663d29 100644
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/scaler.pkl and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_0/scaler.pkl differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/checkpoint b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/checkpoint
similarity index 100%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/checkpoint
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/checkpoint
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..7b5535a
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+82ec099bc9a74a975780927fe84a48788d2ab51b
\ No newline at end of file
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/model-10000.index b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/model-10000.index
new file mode 100644
index 0000000..2f2726c
Binary files /dev/null and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/model-10000.index differ
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/model-10000.meta.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..7b71c42
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+7ddfc5555154f80527ed02bf9a33cd6ba2c3e51c
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/scaler.pkl b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/scaler.pkl
similarity index 87%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/scaler.pkl
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/scaler.pkl
index 973091f..5d0d10d 100644
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/scaler.pkl and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_1/scaler.pkl differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/checkpoint b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/checkpoint
similarity index 100%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/checkpoint
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/checkpoint
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..0108705
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+6f8b8b83349bc9bf80d898c14b5793f8cd57664d
\ No newline at end of file
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/model-10000.index b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/model-10000.index
new file mode 100644
index 0000000..a1bd663
Binary files /dev/null and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/model-10000.index differ
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/model-10000.meta.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..57df924
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+039e3084b4453b99d869444073603bdf6d605a3e
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/scaler.pkl b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/scaler.pkl
similarity index 87%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/scaler.pkl
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/scaler.pkl
index d862ee4..cef49cd 100644
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/scaler.pkl and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_2/scaler.pkl differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/checkpoint b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/checkpoint
similarity index 100%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/checkpoint
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/checkpoint
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..a02b724
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+2941b52e626ae2f3150a9e2738cdcd8e7ef63070
\ No newline at end of file
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/model-10000.index b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/model-10000.index
new file mode 100644
index 0000000..90fda42
Binary files /dev/null and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/model-10000.index differ
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/model-10000.meta.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..4b6d3c6
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+16061161f2eea4abb792167cbc9f6a777565a9e4
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/scaler.pkl b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/scaler.pkl
similarity index 84%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/scaler.pkl
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/scaler.pkl
index e502ecf..3378dbe 100644
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/scaler.pkl and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_3/scaler.pkl differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/checkpoint b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/checkpoint
similarity index 100%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/checkpoint
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/checkpoint
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..905a317
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+20d959f7bfe1d2f9631864586530715170ef26f0
\ No newline at end of file
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/model-10000.index b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/model-10000.index
new file mode 100644
index 0000000..776d7a1
Binary files /dev/null and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/model-10000.index differ
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/model-10000.meta.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..2482c2e
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+9c1bbfcda9563da0cb9ba271320620cd2e8b83b2
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/scaler.pkl b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/scaler.pkl
similarity index 87%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/scaler.pkl
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/scaler.pkl
index 6bc3cb3..9cd0561 100644
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/scaler.pkl and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_4/scaler.pkl differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/checkpoint b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/checkpoint
similarity index 100%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/checkpoint
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/checkpoint
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..6287ffc
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+bb75000af16d54a616b6a0f5191eef6ef0c0c3f9
\ No newline at end of file
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/model-10000.index b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/model-10000.index
new file mode 100644
index 0000000..c485f1e
Binary files /dev/null and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/model-10000.index differ
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/model-10000.meta.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..e1d3cf4
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+799c7d6b953dc11df375d4ecb846f90ed504d6a0
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/scaler.pkl b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/scaler.pkl
similarity index 87%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/scaler.pkl
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/scaler.pkl
index 240a244..528d24a 100644
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/scaler.pkl and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_5/scaler.pkl differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/checkpoint b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/checkpoint
similarity index 100%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/checkpoint
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/checkpoint
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..06c478f
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+2a82ffe0b90e470bd7a2f250d9f17b8f0cef1e70
\ No newline at end of file
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/model-10000.index b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/model-10000.index
new file mode 100644
index 0000000..1b00cd1
Binary files /dev/null and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/model-10000.index differ
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/model-10000.meta.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..a12dc51
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+61bb15758572553f8a4a7d565769c82b3d422002
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/scaler.pkl b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/scaler.pkl
similarity index 84%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/scaler.pkl
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/scaler.pkl
index 54cc33b..ef2dfe2 100644
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/scaler.pkl and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_6/scaler.pkl differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/checkpoint b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/checkpoint
similarity index 100%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/checkpoint
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/checkpoint
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..bbc7bf2
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+f6903fb88140ccf9039e09572b2aec3789984db0
\ No newline at end of file
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/model-10000.index b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/model-10000.index
new file mode 100644
index 0000000..2294616
Binary files /dev/null and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/model-10000.index differ
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/model-10000.meta.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..e38ff5f
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+b12c43072378a7f2a75b83da056662e84754a107
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/scaler.pkl b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/scaler.pkl
similarity index 84%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/scaler.pkl
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/scaler.pkl
index c411ee8..e3dc738 100644
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/scaler.pkl and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_7/scaler.pkl differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/checkpoint b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/checkpoint
similarity index 100%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/checkpoint
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/checkpoint
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..01fa753
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+b3b4e014fb16d1ddd0da50f4641b61ef5e518a89
\ No newline at end of file
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/model-10000.index b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/model-10000.index
new file mode 100644
index 0000000..07cfaf0
Binary files /dev/null and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/model-10000.index differ
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/model-10000.meta.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..4752fc1
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+491ce069c0ec6b073c09b199dba94500a95bde90
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/scaler.pkl b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/scaler.pkl
similarity index 87%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/scaler.pkl
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/scaler.pkl
index af86897..aa114d8 100644
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/scaler.pkl and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_8/scaler.pkl differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/checkpoint b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/checkpoint
similarity index 100%
rename from Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/checkpoint
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/checkpoint
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
new file mode 100644
index 0000000..e66b11c
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
@@ -0,0 +1 @@
+48209481ca7400ac720813ed4cf7614d3ea04c1b
\ No newline at end of file
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/model-10000.index b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/model-10000.index
new file mode 100644
index 0000000..6e87319
Binary files /dev/null and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/model-10000.index differ
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/model-10000.meta.REMOVED.git-id b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/model-10000.meta.REMOVED.git-id
new file mode 100644
index 0000000..fdee216
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/model-10000.meta.REMOVED.git-id
@@ -0,0 +1 @@
+f0270275a53bd5cc45fc4680fbdcfd8b43ad972f
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/scaler.pkl b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/scaler.pkl
similarity index 87%
rename from Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/scaler.pkl
rename to Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/scaler.pkl
index 42567b2..3e3e33f 100644
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/scaler.pkl and b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/Round_9/scaler.pkl differ
diff --git a/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/config b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/config
new file mode 100644
index 0000000..89fc0b5
--- /dev/null
+++ b/Model/OLI/24807ecbac0416087f04079dc8578804db918f933d915fefdbc993de01a46fd9/config
@@ -0,0 +1,61 @@
+Created: 2021-04-07 15:51:54.600265
+Version: 1.2.0
+
+Dependencies
+------------
+align : None
+batch : 128
+benchmark : False
+epsilon : 0.001
+imputations : 5
+l2 : 0.001
+lr : 0.001
+model_lbl :
+n_hidden : 100
+n_iter : 10000
+n_layers : 5
+n_mix : 5
+no_bagging : False
+product : chl
+sat_bands : False
+seed : 42
+sensor : OLI
+x_scalers :
+ ('RobustScaler', [], {})
+y_scalers :
+ ('LogTransformer', [], {})
+ ('MinMaxScaler', [(-1, 1)], {})
+
+Configuration
+-------------
+animate : False
+avg_est : False
+darktheme : False
+data_loc : D:/Data/Insitu
+data_wavelengths : [443 482 561 655]
+data_xtrain_shape : (4700, 4)
+data_ytrain_shape : (4700, 1)
+dataset : all
+datasets_hash : 6ca41090f34f3690e699df2a0b5213f42dd65f75c45d0348978bb4ef566d276b
+filename : None
+model_loc : Model
+n_redraws : 50
+n_rounds : 10
+no_load : False
+no_save : False
+plot_loss : False
+save_data : False
+save_stats : False
+silent : False
+sim_loc : D:/Data/Simulated
+threshold : None
+use_all_ratio : False
+use_auc : False
+use_boosting : False
+use_excl_Rrs : False
+use_kbest : 0
+use_noise : False
+use_ratio : False
+use_sim : False
+use_tchlfix : False
+verbose : False
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 91bd6a8..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-a9d396a5ca3f1a8baebf87860ffd95f446ded7a1
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/model-10000.index b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/model-10000.index
deleted file mode 100644
index 7419d64..0000000
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/model-10000.index and /dev/null differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/model-10000.meta.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index fa05df3..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_0/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-2905688c83d11fa52ee25e7fdc1323fb5375c634
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index c3b8f93..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-93510f824da6d5f561ac7377c1b373fe6aafc5b9
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/model-10000.index b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/model-10000.index
deleted file mode 100644
index 5c571b8..0000000
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/model-10000.index and /dev/null differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/model-10000.meta.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 5f82fd3..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_1/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-bdedfbc74161d8a1159834d8f935b4d30fdb5827
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 3f01163..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-7fcdc2691009dbc44cdeb0c43abb5123e5194fd3
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/model-10000.index b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/model-10000.index
deleted file mode 100644
index 6dc28e9..0000000
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/model-10000.index and /dev/null differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/model-10000.meta.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 9fb4196..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_2/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-4d6b3e132e23ccc85823300bbe46644889ddf23f
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 92d6783..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-2db9db090c60a4832379e3d179501910561ef9fb
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/model-10000.index b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/model-10000.index
deleted file mode 100644
index 930730b..0000000
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/model-10000.index and /dev/null differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/model-10000.meta.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index b488f53..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_3/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-abf4c3c1d1ba8a9c5d0446837d76385ba41cceb7
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 63e0e3e..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-42c459ac30adf7a3d8d63962f08beebf8ba992fb
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/model-10000.index b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/model-10000.index
deleted file mode 100644
index 1e193d7..0000000
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/model-10000.index and /dev/null differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/model-10000.meta.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index d463b8c..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_4/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-1c1cd20d36f681024beebf5b8384fd58f13bb20f
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index f14afd1..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-d903b92f07ebc7dfa3c792c4b70ec59a358197e8
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/model-10000.index b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/model-10000.index
deleted file mode 100644
index fa4b9cf..0000000
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/model-10000.index and /dev/null differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/model-10000.meta.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 8a917bd..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_5/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-01c62a0a0f9ec30b0d58b4e58cef9809f465184e
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 9451b24..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-b3f519310fe062efc98befff26fbe49a55433526
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/model-10000.index b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/model-10000.index
deleted file mode 100644
index 3aa32f5..0000000
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/model-10000.index and /dev/null differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/model-10000.meta.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index b60a0b6..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_6/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-1b01472e61f68b812c02cd7a026dcc193f2dfb13
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 2e531ec..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-28cfe51d69ad5d90933f0d2371df00d7ac43e732
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/model-10000.index b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/model-10000.index
deleted file mode 100644
index 086dd0f..0000000
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/model-10000.index and /dev/null differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/model-10000.meta.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index c76655f..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_7/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-5dcf1ba83ac2cd0072217d857eb5634c53c7ee17
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 82050df..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-ac40436de5ad00828fbb7cc8bae5ba7f4d5006e4
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/model-10000.index b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/model-10000.index
deleted file mode 100644
index 826e085..0000000
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/model-10000.index and /dev/null differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/model-10000.meta.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 4186431..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_8/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-dd66db5be4ce24b73ad5c02326f3e9524c7f113a
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 09473bd..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-59c4aae0fa104d5c455acff392561a54d67523d4
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/model-10000.index b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/model-10000.index
deleted file mode 100644
index c5145f9..0000000
Binary files a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/model-10000.index and /dev/null differ
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/model-10000.meta.REMOVED.git-id b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index f232ca0..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/Round_9/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-2b8a2da2caabdfee922b686e7ee8b8028ac59e98
\ No newline at end of file
diff --git a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/config b/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/config
deleted file mode 100644
index 81d4796..0000000
--- a/Model/OLI/63a1555b9365c1fc4b2516e5668b8210b48ed4e5eef335de25d7f9f1399ae039/config
+++ /dev/null
@@ -1,46 +0,0 @@
-Created: 2020-09-28 11:33:21.034209
-Version: 1.1.0
---------------
-align: None
-batch: 128
-benchmark: False
-epsilon: 0.001
-imputations: 5
-l2: 0.001
-lr: 0.001
-model_lbl:
-n_hidden: 100
-n_iter: 10000
-n_layers: 5
-n_mix: 5
-no_bagging: False
-product: chl
-sat_bands: False
-seed: 42
-sensor: OLI
-use_boosting: False
-use_noise: False
-use_ratio: False
-use_tchlfix: False
-x_scalers: [('RobustScaler', [], {})]
-y_scalers: [('LogTransformer', [], {}), ('MinMaxScaler', [(-1, 1)], {})]
---------------
-animate: False
-avg_est: False
-darktheme: False
-data_loc: D:/Data/Test
-dataset: all
-filename: None
-model_loc: Model
-n_redraws: 50
-n_rounds: 10
-no_load: False
-no_save: False
-plot_loss: False
-save_data: False
-save_stats: False
-silent: False
-sim_loc: D:/Data/Train
-threshold: None
-use_sim: False
-verbose: False
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 1047180..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-3e8d4af5c78e3a1318008ec74e8d91c5dbcb4f20
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/model-10000.index b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/model-10000.index
deleted file mode 100644
index f74d60a..0000000
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/model-10000.index and /dev/null differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/model-10000.meta.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 3db9a10..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_0/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-5ad1aec8caf98965d0e6328dfe98cf559898d2a8
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 5028f42..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-5e61a92fcbc91285253e0a8e0f64654416640c26
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/model-10000.index b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/model-10000.index
deleted file mode 100644
index 61a0edd..0000000
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/model-10000.index and /dev/null differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/model-10000.meta.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 73d6e8a..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_1/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-d032b3da275eaedd03b5c2bf8e193b4a92ce9cf7
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index aaa50e7..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-ce917e660d839d5fe6c8101c7d10a2998eb88d40
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/model-10000.index b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/model-10000.index
deleted file mode 100644
index e2bc9d1..0000000
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/model-10000.index and /dev/null differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/model-10000.meta.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 1124d82..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_2/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-11717a851040daa5f4423bb204b1e7a66b7fc9fc
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index a8259c3..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-a90072d661269825ec8972d71c645507cd3011ae
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/model-10000.index b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/model-10000.index
deleted file mode 100644
index 9d72971..0000000
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/model-10000.index and /dev/null differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/model-10000.meta.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 1052138..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_3/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-64cb0cfe071316b7b210d310d4dd4dec3cb87b3a
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 9a6fcf7..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-fa92ad34f0e80747599f7bf375f864acba97203d
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/model-10000.index b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/model-10000.index
deleted file mode 100644
index b575f61..0000000
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/model-10000.index and /dev/null differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/model-10000.meta.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index ca41f2b..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_4/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-08e6879298585e876fb5716efc2e1f118829c96d
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index ce77a21..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-5d0b85eb5eb6dbbb74c0c41e5f671c0988bddf25
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/model-10000.index b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/model-10000.index
deleted file mode 100644
index 2d8f878..0000000
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/model-10000.index and /dev/null differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/model-10000.meta.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index dc9335e..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_5/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-6b0e27387dc6169400955001e7bada74ffec99cc
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index e8528c3..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-c76ed93648b1dadee5bdbdfcbb5df8956f9c12f3
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/model-10000.index b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/model-10000.index
deleted file mode 100644
index 7cc36e6..0000000
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/model-10000.index and /dev/null differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/model-10000.meta.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 54ba2dc..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_6/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-9fb06cca6f8554d0126bc8685214ba36b39712b8
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index e10e392..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-56ee937b138bd35cfcfbff5dad5ab5aab58593d1
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/model-10000.index b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/model-10000.index
deleted file mode 100644
index a861179..0000000
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/model-10000.index and /dev/null differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/model-10000.meta.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 8674217..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_7/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-960b1613564586a380e2ed15b576aeb2d0a2d41d
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index c63e57a..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-e2c130c3c2c55e2cf8530de40d5569d6987d7a94
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/model-10000.index b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/model-10000.index
deleted file mode 100644
index 194f986..0000000
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/model-10000.index and /dev/null differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/model-10000.meta.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index ce91b06..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_8/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-b8f61a12b99bd14e728a4ceaba4a4f10055f04d7
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 598266a..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-ba863a8222607cb60a8bafa32c756a2a0e1f8d96
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/model-10000.index b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/model-10000.index
deleted file mode 100644
index 39d5f54..0000000
Binary files a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/model-10000.index and /dev/null differ
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/model-10000.meta.REMOVED.git-id b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 89e3a31..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/Round_9/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-13ae51b4061e614bd063055b358fd9288aa48c38
\ No newline at end of file
diff --git a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/config b/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/config
deleted file mode 100644
index a9a21ce..0000000
--- a/Model/S2A/4cd6306659055702c13dbf1f69bec44028cd21237e65f3c0423225aa0b44b1ea/config
+++ /dev/null
@@ -1,46 +0,0 @@
-Created: 2020-10-27 17:06:03.915563
-Version: 1.1.0
---------------
-align: None
-batch: 128
-benchmark: False
-epsilon: 0.001
-imputations: 5
-l2: 0.001
-lr: 0.001
-model_lbl:
-n_hidden: 100
-n_iter: 10000
-n_layers: 5
-n_mix: 5
-no_bagging: False
-product: chl
-sat_bands: False
-seed: 42
-sensor: S2A
-use_boosting: False
-use_noise: False
-use_ratio: False
-use_tchlfix: False
-x_scalers: [('RobustScaler', [], {})]
-y_scalers: [('LogTransformer', [], {}), ('MinMaxScaler', [(-1, 1)], {})]
---------------
-animate: False
-avg_est: False
-darktheme: False
-data_loc: D:/Data/Test
-dataset: all
-filename: None
-model_loc: Model
-n_redraws: 50
-n_rounds: 10
-no_load: True
-no_save: False
-plot_loss: False
-save_data: False
-save_stats: False
-silent: False
-sim_loc: D:/Data/Train
-threshold: None
-use_sim: False
-verbose: False
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 997e61c..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-73ad0a51a19f499bc560f8a6db6e3e0ff55c0269
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/model-10000.index b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/model-10000.index
deleted file mode 100644
index 0e99663..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/model-10000.index and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/model-10000.meta.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index ef0a3ac..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_0/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-377c9d396e4b68bf113b494dab4b134895269da3
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index e395884..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-255a1e0fca80f737b36731e6ea1c33457f2c68fb
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/model-10000.index b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/model-10000.index
deleted file mode 100644
index ce631e1..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/model-10000.index and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/model-10000.meta.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 0334c42..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-c6644eed9bb77f03ef3cab61f8ecc6df53e4cfc6
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/scaler.pkl b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/scaler.pkl
deleted file mode 100644
index 440cc44..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_1/scaler.pkl and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index d7f9c5b..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-fa994c5516bf9acf5be9a9b5809841edecf083d4
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/model-10000.index b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/model-10000.index
deleted file mode 100644
index a38e511..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/model-10000.index and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/model-10000.meta.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 893b0b1..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_2/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-a7d8d1244d166fd07ae01d5c2a12f802ea0d32b0
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 7fb0e22..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-f95be99ea0ee047801ce8f5ef2686370f74a104d
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/model-10000.index b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/model-10000.index
deleted file mode 100644
index c3eb2d2..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/model-10000.index and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/model-10000.meta.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 5da4739..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-ecb18fc44b4b771303cfd0e89fe5ad5174380cb0
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/scaler.pkl b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/scaler.pkl
deleted file mode 100644
index 78b5df1..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_3/scaler.pkl and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index c61bde4..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-364f8b95dd8a973af63f395ae58b7afb3b4d6c52
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/model-10000.index b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/model-10000.index
deleted file mode 100644
index db612be..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/model-10000.index and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/model-10000.meta.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 298a452..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-ac77f6e8b24bce9f61ea67fd0e27f428a1f8ab6f
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/scaler.pkl b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/scaler.pkl
deleted file mode 100644
index 9e276e3..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_4/scaler.pkl and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 5e848a0..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-2625b737478a2e626c37d9326c8961e1ae298e1c
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/model-10000.index b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/model-10000.index
deleted file mode 100644
index f202c24..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/model-10000.index and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/model-10000.meta.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index fef830d..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_5/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-c4072462ab4143c27eea842708fa97ca63bf8b7f
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 44ae1ff..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-2ceb92f2198152275f8600a377a3f86fd333c33a
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/model-10000.index b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/model-10000.index
deleted file mode 100644
index f60acf9..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/model-10000.index and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/model-10000.meta.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 90ddfb7..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-b5102f241285cff1bc10df4b17e2518cf303a63d
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/scaler.pkl b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/scaler.pkl
deleted file mode 100644
index b9e445e..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_6/scaler.pkl and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index b95609d..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-eaa793c59f34af7505afe71d11c022e6129069f3
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/model-10000.index b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/model-10000.index
deleted file mode 100644
index 25a9624..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/model-10000.index and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/model-10000.meta.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 6fd2805..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-ffce480f090a964dcf78a8a9134ca44c7ae9534b
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/scaler.pkl b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/scaler.pkl
deleted file mode 100644
index e7aa521..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_7/scaler.pkl and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index ab68b1b..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-72a2cafddc556723dbcff00fd84e413ee5082e95
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/model-10000.index b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/model-10000.index
deleted file mode 100644
index e131dd6..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/model-10000.index and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/model-10000.meta.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 2dc09e8..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-0952c29c420386a12afaf774b1d4bd688ff645a0
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/scaler.pkl b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/scaler.pkl
deleted file mode 100644
index a40de9d..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_8/scaler.pkl and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
deleted file mode 100644
index 90b4635..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/model-10000.data-00000-of-00001.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-f3a3e33362d74a5afc6fe9487f10046202792880
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/model-10000.index b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/model-10000.index
deleted file mode 100644
index ac72533..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/model-10000.index and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/model-10000.meta.REMOVED.git-id b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/model-10000.meta.REMOVED.git-id
deleted file mode 100644
index 7502f7d..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/model-10000.meta.REMOVED.git-id
+++ /dev/null
@@ -1 +0,0 @@
-cb3beacd1ad40d0224ff2076505cf841681b35a8
\ No newline at end of file
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/scaler.pkl b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/scaler.pkl
deleted file mode 100644
index da8b835..0000000
Binary files a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/Round_9/scaler.pkl and /dev/null differ
diff --git a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/config b/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/config
deleted file mode 100644
index 4a593f2..0000000
--- a/Model/S2B/f7f3032972de8dc8a7fee6bd260d8b9c1843d2e8a27a8783bd3d87f3fe6c0b27/config
+++ /dev/null
@@ -1,46 +0,0 @@
-Created: 2020-10-27 16:59:40.311166
-Version: 1.1.0
---------------
-align: None
-batch: 128
-benchmark: False
-epsilon: 0.001
-imputations: 5
-l2: 0.001
-lr: 0.001
-model_lbl:
-n_hidden: 100
-n_iter: 10000
-n_layers: 5
-n_mix: 5
-no_bagging: False
-product: chl
-sat_bands: False
-seed: 42
-sensor: S2B
-use_boosting: False
-use_noise: False
-use_ratio: False
-use_tchlfix: False
-x_scalers: [('RobustScaler', [], {})]
-y_scalers: [('LogTransformer', [], {}), ('MinMaxScaler', [(-1, 1)], {})]
---------------
-animate: False
-avg_est: False
-darktheme: False
-data_loc: D:/Data/Test
-dataset: all
-filename: None
-model_loc: Model
-n_redraws: 50
-n_rounds: 10
-no_load: True
-no_save: False
-plot_loss: False
-save_data: False
-save_stats: False
-silent: False
-sim_loc: D:/Data/Train
-threshold: None
-use_sim: False
-verbose: False
\ No newline at end of file
diff --git a/README.md b/README.md
index d93ae6c..1a686a8 100644
--- a/README.md
+++ b/README.md
@@ -5,6 +5,8 @@ This repository contains source code for the following papers:
- ["Seamless retrievals of chlorophyll-a from Sentinel-2 (MSI) and Sentinel-3 (OLCI) in inland and coastal waters: A machine-learning approach"](https://www.sciencedirect.com/science/article/pii/S0034425719306248). N. Pahlevan, et al. (2020). Remote Sensing of Environment. 111604. 10.1016/j.rse.2019.111604.
- ["Robust algorithm for estimating total suspended solids (TSS) in inland and nearshore coastal waters"](https://www.sciencedirect.com/science/article/abs/pii/S0034425720301383). S.V. Balasubramanian, et al. (2020). Remote Sensing of Environment. 111768. 10.1016/j.rse.2020.111768. [Code](https://github.com/BrandonSmithJ/MDN/tree/master/Benchmarks/tss/SOLID).
+- ["Hyperspectral retrievals of phytoplankton absorption and chlorophyll-a in inland and nearshore coastal waters"](https://www.sciencedirect.com/science/article/pii/S0034425720305733). N. Pahlevan, et al. (2021). Remote Sensing of Environment. 112200. 10.1016/j.rse.2020.112200.
+- ["A Chlorophyll-a Algorithm for Landsat-8 Based on Mixture Density Networks"](https://www.frontiersin.org/articles/10.3389/frsen.2020.623678/full). B. Smith, et al. (2021). Frontiers in Remote Sensing. 623678. 10.3389/frsen.2020.623678.
### Usage
@@ -21,7 +23,7 @@ Alternatively, you may use pip to install:
The code may then either be used as a library, such as with the following:
```
from MDN import image_estimates, get_tile_data, get_sensor_bands
-sensor = ""
+sensor = ""
# Tile should be the output of an atmospheric correction program e.g. SeaDAS
bands, Rrs = get_tile_data("path/to/my/tile.nc", sensor, allow_neg=False)
@@ -38,7 +40,7 @@ chlor_a = estimates[0]
Or, a .csv file may be given as input, with each row as a single sample. The .csv contents should be only the Rrs values to be estimated on (i.e. no header row or index column).
-`python3 -m MDN --sensor path/to/my/Rrs.csv`
+`python3 -m MDN --sensor path/to/my/Rrs.csv`
*Note:* The user-supplied input values should correspond to Rrs (units of 1/sr).
diff --git a/__version__.py b/__version__.py
index 6df8ed0..e916218 100644
--- a/__version__.py
+++ b/__version__.py
@@ -1 +1 @@
-__version__ = '1.1.0'
\ No newline at end of file
+__version__ = '1.2.0'
\ No newline at end of file
diff --git a/mdn.py b/mdn.py
index 2ea5561..ff0a375 100644
--- a/mdn.py
+++ b/mdn.py
@@ -146,7 +146,7 @@ def fit(self, X, y, output_slices={'': slice(None)}, **kwargs):
raise Exception('Model exists, but no_load is set and no training data was given.')
elif X is not None and y is not None:
- self.scalerx.fit( self._ensure_format(X) )
+ self.scalerx.fit( self._ensure_format(X), self._ensure_format(y) )
self.scalery.fit( self._ensure_format(y) )
# Gather all data (train, validation, test, ...) into singular object
@@ -174,6 +174,7 @@ def fit(self, X, y, output_slices={'': slice(None)}, **kwargs):
self.graph.finalize()
return self
+
@ignore_warnings
def predict(self, X, confidence_interval=None, threshold=None):
'''
diff --git a/parameters.py b/parameters.py
index b05f5b0..9a0f8d2 100644
--- a/parameters.py
+++ b/parameters.py
@@ -1,7 +1,5 @@
-from .meta import SENSOR_LABEL
import argparse
-
parser = argparse.ArgumentParser(epilog="""
Passing a filename will estimate the desired parameter from the Rrs
contained in that file. Otherwise, a model will be trained (if not
@@ -10,17 +8,17 @@
parser.add_argument("filename", nargs ="?", help="CSV file containing Rrs values to estimate from")
parser.add_argument("--model_loc", default="Model", help="Location of trained models")
-# parser.add_argument("--data_loc", default="/media/brandon/NASA/Data/Test", help="Location of in situ data")
-# parser.add_argument("--sim_loc", default="/media/brandon/NASA/Data/Train", help="Location of simulated data")
-parser.add_argument("--data_loc", default="D:/Data/Test", help="Location of in situ data")
-parser.add_argument("--sim_loc", default="D:/Data/Train", help="Location of simulated data")
+# parser.add_argument("--data_loc", default="/media/brandon/NASA/Data/Insitu", help="Location of in situ data")
+# parser.add_argument("--sim_loc", default="/media/brandon/NASA/Data/Simulated", help="Location of simulated data")
+parser.add_argument("--data_loc", default="D:/Data/Insitu", help="Location of in situ data")
+parser.add_argument("--sim_loc", default="D:/Data/Simulated", help="Location of simulated data")
parser.add_argument("--n_redraws", default=50, type=int, help="Number of plot redraws during training (i.e. updates plot every n_iter / n_redraws iterations); only used with --plot_loss.")
parser.add_argument("--n_rounds", default=10, type=int, help="Number of models to fit, with median output as the final estimate")
''' Flags '''
-parser.add_argument("--threshold", default=None, type=float, help="Output the maximum prior estimate when the prior is above this threshold, and the weighted average estimate otherwise. Set to None, thresholding is not used.")
-parser.add_argument("--avg_est", action ="store_true", help="Use the prior probability weighted mean as the estimate. Otherwise, use maximum prior.")
+parser.add_argument("--threshold", default=None, type=float, help="Output the maximum prior estimate when the prior is above this threshold, and the weighted average estimate otherwise. Set to None, thresholding is not used")
+parser.add_argument("--avg_est", action ="store_true", help="Use the prior probability weighted mean as the estimate; otherwise, use maximum prior")
parser.add_argument("--no_save", action ="store_true", help="Do not save the model after training")
parser.add_argument("--no_load", action ="store_true", help="Do load a saved model (and overwrite, if not no_save)")
parser.add_argument("--verbose", action ="store_true", help="Verbose output printing")
@@ -37,33 +35,41 @@
update.add_argument("--sat_bands", action ="store_true", help="Use bands specific to certain products when utilizing satellite retrieved spectra")
update.add_argument("--benchmark", action ="store_true", help="Train only on partial dataset, and use remaining to benchmark")
update.add_argument("--product", default="chl", help="Product to estimate")
-update.add_argument("--sensor", default="OLI", help="Sensor to estimate from", choices=SENSOR_LABEL)
-update.add_argument("--align", default=None, help="Comma-separated list of sensors to align data with. Passing \"all\" uses all sensors.", choices=['all']+list(SENSOR_LABEL))
+update.add_argument("--sensor", default="OLI", help="Sensor to estimate from (See meta.py for available options)")
+update.add_argument("--align", default=None, help="Comma-separated list of sensors to align data with; passing \"all\" uses all sensors (See meta.py for available options)")
update.add_argument("--model_lbl", default="", help="Label for a model")
update.add_argument("--seed", default=42, type=int, help="Random seed")
''' Flags which have a yet undecided default value '''
-# update.add_argument("--no_noise", action ="store_true", help="Do not add noise when training the model")
-update.add_argument("--use_noise", action ="store_true", help="Add noise when training the model")
+flags = parser.add_argument_group('Model Flags', 'Flags which require a new model to be trained if they are changed')
+
+# flags.add_argument("--no_noise", action ="store_true", help="Do not add noise when training the model")
+flags.add_argument("--use_noise", action ="store_true", help="Add noise when training the model")
+
+# flags.add_argument("--no_ratio", action ="store_true", help="Do not add band ratios as input features")
+flags.add_argument("--use_ratio", action ="store_true", help="Add band ratios as input features")
+
+flags.add_argument("--use_auc", action ="store_true", help="Normalize input features using AUC")
-# update.add_argument("--no_ratio", action ="store_true", help="Do not add band ratios as input features")
-update.add_argument("--use_ratio", action ="store_true", help="Add band ratios as input features")
+flags.add_argument("--use_tchlfix", action ="store_true", help="Correct chl for pheopigments")
+# flags.add_argument("--no_tchlfix", action ="store_true", help="Do not correct chl for pheopigments")
-update.add_argument("--use_tchlfix", action ="store_true", help="Correct chl for pheopigments")
-# update.add_argument("--no_tchlfix", action ="store_true", help="Do not correct chl for pheopigments")
+# flags.add_argument("--no_cache", action ="store_true", help="Do not use any cached data")
+# flags.add_argument("--use_cache", action ="store_true", help="Use cached data, if available")
-# parser.add_argument("--no_cache", action ="store_true", help="Do not use any cached data")
-# parser.add_argument("--use_cache", action ="store_true", help="Use cached data, if available")
+flags.add_argument("--use_boosting", action ="store_true", help="Use boosting when training in multiple trials (no longer implemented)")
+# flags.add_argument("--no_boosting",action ="store_true", help="Do not use boosting when training in multiple trials")
-update.add_argument("--use_boosting", action ="store_true", help="Use boosting when training in multiple trials")
-# update.add_argument("--no_boosting",action ="store_true", help="Do not use boosting when training in multiple trials")
+flags.add_argument("--no_bagging", action ="store_true", help="Do not use bagging when training in multiple trials")
+# flags.add_argument("--use_bagging", action ="store_true", help="Use bagging when training in multiple trials")
-update.add_argument("--no_bagging",action ="store_true", help="Do not use bagging when training in multiple trials")
-# update.add_argument("--use_bagging", action ="store_true", help="Use bagging when training in multiple trials")
+flags.add_argument("--use_sim", action ="store_true", help="Use simulated training data")
+flags.add_argument("--use_excl_Rrs", action ="store_true", help="Drop raw Rrs features from the input when using ratio features")
+flags.add_argument("--use_all_ratio", action ="store_true", help="Use exhaustive list of ratio features instead of only those found in literature (should be combined with --use_kbest)")
-parser.add_argument("--use_sim", action ="store_true", help="Use simulated training data")
+flags.add_argument("--use_kbest", type=int, nargs='?', const=5, default=0, help="Select top K features to use as input, based on mutual information")
diff --git a/product_estimation.py b/product_estimation.py
index 277e98f..4698c7e 100644
--- a/product_estimation.py
+++ b/product_estimation.py
@@ -11,7 +11,7 @@
from .plot_utils import plot_scatter
from .benchmarks import run_benchmarks
from .parameters import get_args
-from .transformers import TransformerPipeline, LogTransformer, RatioTransformer, BaggingColumnTransformer
+from .transformers import TransformerPipeline, generate_scalers
def get_estimates(args, x_train=None, y_train=None, x_test=None, y_test=None, output_slices=None, dataset_labels=None):
@@ -19,36 +19,10 @@ def get_estimates(args, x_train=None, y_train=None, x_test=None, y_test=None, ou
Estimate all target variables for the given x_test. If a model doesn't
already exist, creates a model with the given training data.
'''
- wavelengths = get_sensor_bands(args.sensor, args)
- store_scaler = lambda scaler, args=[], kwargs={}: (scaler, args, kwargs)
-
- # Note that additional x_scalers are added to the beginning of the pipeline (e.g. Robust( bagging( ratio(x) ) ))
- args.x_scalers = [
- store_scaler(preprocessing.RobustScaler),
- ]
- args.y_scalers = [
- store_scaler(LogTransformer),
- store_scaler(preprocessing.MinMaxScaler, [(-1, 1)]),
- ]
-
- # We only want bagging to be applied to the columns if there are a large number of feature (e.g. ancillary features included)
- many_features = any(x is not None and (x.shape[1]-len(wavelengths)) > 15 for x in [x_train, x_test])
-
- # Add bagging to the columns (use a random subset of columns, excluding the first columns from the process)
- if using_feature(args, 'bagging') and (using_feature(args, 'ratio') or many_features):
- n_extra = 0 if not using_feature(args, 'ratio') else RatioTransformer.n_features # Number of ratio features added
- args.x_scalers = [
- store_scaler(BaggingColumnTransformer, [len(wavelengths)], {'n_extra':n_extra}),
- ] + args.x_scalers
-
- # Add additional features to the inputs
- if using_feature(args, 'ratio'):
- args.x_scalers = [
- store_scaler(RatioTransformer, [list(wavelengths)]),
- ] + args.x_scalers
+ # Add x/y scalers to the args object
+ generate_scalers(args, x_train, x_test)
# Add a few additional variables to be stored in the generated config file
- setattr(args, 'data_wavelengths', list(wavelengths))
if x_train is not None: setattr(args, 'data_xtrain_shape', x_train.shape)
if y_train is not None: setattr(args, 'data_ytrain_shape', y_train.shape)
if x_test is not None: setattr(args, 'data_xtest_shape', x_test.shape)
@@ -112,7 +86,7 @@ def get_estimates(args, x_train=None, y_train=None, x_test=None, y_test=None, ou
# To speed up the process and limit memory consumption, apply the trained model to the given test data in chunks
for i in trange(0, len(x_test), chunk_size, disable=not args.verbose):
- est = model.predict(x_test[i:i+chunk_size], confidence_interval=None)
+ est = model.predict(x_test[i:i+chunk_size], confidence_interval=getattr(args, 'CI', None))
partial_est.append( np.array(est, ndmin=3) )
estimates.append( np.hstack(partial_est) )
@@ -120,7 +94,7 @@ def get_estimates(args, x_train=None, y_train=None, x_test=None, y_test=None, ou
if args.verbose and y_test is not None:
median = np.median(np.stack(estimates, axis=1)[0], axis=0)
- labels = get_labels(wavelengths, output_slices, n_out=y_test.shape[1])
+ labels = get_labels(args.data_wavelengths, output_slices, n_out=y_test.shape[1])
for lbl, y1, y2 in zip(labels, y_test.T, median.T):
print( performance(f'{lbl:>7s} Median', y1, y2) )
print(f'--- Done round {round_num} ---\n')
@@ -129,6 +103,8 @@ def get_estimates(args, x_train=None, y_train=None, x_test=None, y_test=None, ou
# estimates) if a confidence_interval within (0,1) is passed into model.predict
if x_test is not None:
estimates, *confidence_bounds = np.stack(estimates, axis=1)
+ if len(confidence_bounds):
+ return estimates, model.output_slices, confidence_bounds
return estimates, model.output_slices
@@ -193,29 +169,42 @@ def apply_model(x_test, use_cmdline=True, **kwargs):
return np.median(preds, 0), idxs
+def print_dataset_stats(**kwargs):
+ ''' Print datasets shape & min / max stats per feature '''
+ label = kwargs.pop('label', '')
+ for k, arr in kwargs.items():
+ print(f'\n{label} {k.title()}'.strip()+'\n\t'.join(['']+[f'{k}: {v}' for k, v in {
+ 'Shape' : arr.shape,
+ 'N Valid' : getattr(np.isfinite(arr).sum(0), 'min' if arr.shape[1] > 10 else 'tolist')(),
+ 'Min,Max' : list(zip(np.nanmin(arr, 0).round(2), np.nanmax(arr, 0).round(2))),
+ }.items()]))
+
+
def main():
args = get_args()
# If a file was given, estimate the product for the Rrs contained within
if args.filename:
filename = Path(args.filename)
- assert(filename.exists()), (
- f'Expecting path to in situ data as the passed argument, but "{filename}" does not exist.')
+ assert(filename.exists()), f'Expecting "{filename}" to be path to Rrs data, but it does not exist.'
+
+ bands = get_sensor_bands(args.sensor, args)
+ if filename.is_file(): x_test = np.loadtxt(args.filename, delimiter=',')
+ else: x_test, *_ = _load_datasets(['Rrs'], [filename], bands)
- x_test = np.loadtxt(args.filename, delimiter=',')
- print(f'Min Rrs: {x_test.min(0)}')
- print(f'Max Rrs: {x_test.max(0)}')
print(f'Generating estimates for {len(x_test)} data points ({x_test.shape})')
- preds, idxs = get_estimates(args, x_test=x_test)
- print(f'Min: {np.median(preds, 0).min(0)}')
- print(f'Max: {np.median(preds, 0).max(0)}')
+ print_dataset_stats(rrs=x_test, label='Input')
- labels = get_labels(get_sensor_bands(args.sensor, args), idxs, preds[0].shape[1])
- preds = np.append(np.array(labels)[None,:], np.median(preds, 0), 0)
+ estimates, slices = get_estimates(args, x_test=x_test)
+ estimates = np.median(estimates, 0)
+ print_dataset_stats(estimates=estimates, label='MDN')
- filename = filename.parent.joinpath(f'MDN_{filename.stem}.csv').as_posix()
+ labels = get_labels(bands, slices, estimates.shape[1])
+ estimates = np.append([labels], estimates, 0).astype(str)
+ filename = filename.parent.joinpath(f'MDN_{filename.stem}.csv').as_posix()
+
print(f'Saving estimates at location "{filename}"')
- np.savetxt(filename, preds.astype(str), delimiter=',', fmt='%s')
+ np.savetxt(filename, estimates, delimiter=',', fmt='%s')
# Save data used with the given args
elif args.save_data:
@@ -224,13 +213,14 @@ def main():
valid = np.any(np.isfinite(x_data), 1)
x_data = x_data[valid].astype(str)
y_data = y_data[valid].astype(str)
- locs = np.array(locs).T[valid].astype(str)
+ locs = np.array(locs)[valid].astype(str)
wvls = list(get_sensor_bands(args.sensor, args).astype(int).astype(str))
lbls = get_labels(get_sensor_bands(args.sensor, args), slices, y_data.shape[1])
data = np.append([wvls], x_data.astype(str), 0)
data_full = np.append(np.append(locs, x_data, 1), y_data, 1)
- data_full = np.append([['index', 'dataset']+wvls+lbls], data_full, 0)
+ data_full = np.append([['dataset', 'index']+wvls+lbls], data_full, 0)
np.savetxt(f'{args.sensor}_data_full.csv', data_full, delimiter=',', fmt='%s')
+ print(f'Saved data with shape {data_full.shape}')
# Train a model with partial data, and benchmark on remaining
elif args.benchmark:
diff --git a/transformers.py b/transformers.py
index 701101e..2e13296 100644
--- a/transformers.py
+++ b/transformers.py
@@ -1,5 +1,11 @@
+from sklearn.feature_selection import SelectKBest, mutual_info_regression
from sklearn.base import TransformerMixin
from sklearn import preprocessing
+from itertools import combinations
+
+from .meta import get_sensor_bands
+from .utils import using_feature
+
import pickle as pkl
import numpy as np
import warnings
@@ -13,41 +19,39 @@ class CustomTransformer(TransformerMixin):
def fit(self, X, *args, **kwargs):
self._input_shape = X.shape[1]
- return self._fit(X.copy(), *args, **kwargs)
+ self._fit(X.copy(), *args, **kwargs)
+ return self
def transform(self, X, *args, **kwargs):
- if self._input_shape is not None:
- assert(X.shape[1] == self._input_shape), f'Number of data features changed: {self._input_shape} vs {X.shape[1]}'
+ self._validate_shape(X, self._input_shape)
X = self._transform(X.copy(), *args, **kwargs)
-
- if self._output_shape is not None:
- assert(X.shape[1] == self._output_shape), f'Number of data features changed: {self._output_shape} vs {X.shape[1]}'
+ self._validate_shape(X, self._output_shape)
self._output_shape = X.shape[1]
return X
def inverse_transform(self, X, *args, **kwargs):
- if self._output_shape is not None:
- assert(X.shape[1] == self._output_shape), f'Number of data features changed: {self._output_shape} vs {X.shape[1]}'
+ self._validate_shape(X, self._output_shape)
X = self._inverse_transform(X.copy(), *args, **kwargs)
-
- if self._input_shape is not None:
- assert(X.shape[1] == self._input_shape), f'Number of data features changed: {self._input_shape} vs {X.shape[1]}'
+ self._validate_shape(X, self._input_shape)
self._input_shape = X.shape[1]
return X
- def _fit(self, X, *args, **kwargs): return self
- def _transform(self, X, *args, **kwargs): raise NotImplemented
+ @staticmethod
+ def config_info(*args, **kwargs): return '' # Return any additional info to construct model config
+ def _fit(self, X, *args, **kwargs): pass
+ def _transform(self, X, *args, **kwargs): raise NotImplemented
def _inverse_transform(self, X, *args, **kwargs): raise NotImplemented
-
+ def _validate_shape(self, X, shape): assert(shape is None or X.shape[1] == shape), \
+ f'Number of data features changed: expected {shape}, found {X.shape[1]}'
class IdentityTransformer(CustomTransformer):
- def _transform(self, X, *args, **kwargs): return X
+ def _transform(self, X, *args, **kwargs): return X
def _inverse_transform(self, X, *args, **kwargs): return X
class LogTransformer(CustomTransformer):
- def _transform(self, X, *args, **kwargs): return np.log(X)
+ def _transform(self, X, *args, **kwargs): return np.log(X)
def _inverse_transform(self, X, *args, **kwargs): return np.exp(X)
@@ -56,18 +60,28 @@ class NegLogTransformer(CustomTransformer):
Log-like transformation which allows negative values (Whittaker et al. 2005)
http://fmwww.bc.edu/repec/bocode/t/transint.html
'''
- def _transform(self, X, *args, **kwargs): return np.sign(X) * np.log(np.abs(X) + 1)
+ def _transform(self, X, *args, **kwargs): return np.sign(X) * np.log(np.abs(X) + 1)
def _inverse_transform(self, X, *args, **kwargs): return np.sign(X) * (np.exp(np.abs(X)) - 1)
class ColumnTransformer(CustomTransformer):
''' Reduce columns to specified selections (feature selection) '''
- def __init__(self, columns, *args, **kwargs): self._c = columns
- def _transform(self, X, *args, **kwargs): return X[:, self._c]
+ def __init__(self, columns, *args, **kwargs): self._c = columns
+ def _transform(self, X, *args, **kwargs): return X[:, self._c]
+
+
+class AUCTransformer(CustomTransformer):
+ ''' Area under the curve normalization '''
+ def __init__(self, wavelengths, *args, **kwargs): self.wavelengths = wavelengths
+ def _transform(self, X, *args, **kwargs): return X/np.trapz(X, self.wavelengths, axis=1)[:, None]
class BaggingColumnTransformer(CustomTransformer):
- ''' Randomly select a percentage of columns to drop '''
+ '''
+ Randomly select a percentage of columns to drop, always keeping the
+ band features (first n_bands columns). Optionally, the last n_extra
+ columns will also be always kept as additional features.
+ '''
percent = 0.75
def __init__(self, n_bands, *args, n_extra=0, **kwargs):
@@ -75,32 +89,14 @@ def __init__(self, n_bands, *args, n_extra=0, **kwargs):
self.n_extra = n_extra
def _fit(self, X, *args, **kwargs):
- # if X.shape[1] > 60:
- # self.percent = 0.05
- # n_bands_tmp = self.n_bands
- # self.n_bands = 27
-
shp = X.shape[1] - self.n_bands
ncol = int(shp*self.percent)
cols = np.arange(shp-self.n_extra) + self.n_bands
np.random.shuffle(cols)
-
- # if X.shape[1] > 60:
- # shp2 = self.n_bands - n_bands_tmp
- # ncol2 = int(shp2*0.75)
- # cols2 = np.arange(shp2) + n_bands_tmp
- # np.random.shuffle(cols2)
- # self.cols = np.append(np.arange(n_bands_tmp), cols2)
- # self.cols = np.append(self.cols, cols[:ncol])
- # ncol += ncol2
- # else:
-
- if self.n_extra:
- self.cols = np.append(np.arange(self.n_bands), list(cols[:ncol]) + list(X.shape[1]-(np.arange(self.n_extra)+1)), 0)
- else:
- self.cols = np.append(np.arange(self.n_bands), list(cols[:ncol]), 0)
+ new_cols = list(cols[:ncol])
+ if self.n_extra: new_cols += list(X.shape[1]-(np.arange(self.n_extra)+1))
+ self.cols = np.append(np.arange(self.n_bands), new_cols, 0)
# print(f'Reducing bands from {shp} ({X.shape[1]} total) to {ncol} ({len(self.cols)} total) ({self.cols})')
- return self
def _transform(self, X, *args, **kwargs):
return X[:, self.cols.astype(int)]
@@ -122,7 +118,7 @@ def __init__(self, exclude_slice, transformer, transformer_args=[], transformer_
self.excl = exclude_slice
self.transformer = transformer(*transformer_args, **transformer_kwargs)
- def _fit(self, X):
+ def _fit(self, X, *args, **kwargs):
cols = np.arange(X.shape[1])
cols = [c for c in cols if c not in cols[self.excl]]
self.transformer.fit(X[:, cols])
@@ -145,126 +141,109 @@ def _inverse_transform(self, X, *args, **kwargs):
class RatioTransformer(CustomTransformer):
''' Add ratio features '''
- n_features = 3 # Should be changed to match the number of features which are created in _transform
-
- def __init__(self, wavelengths, *args, label='', **kwargs):
+ def __init__(self, wavelengths, *args, excl_Rrs=False, all_ratio=False, **kwargs):
+ assert(not all_ratio or len(wavelengths) < 16), 'Too many features would be created with > 15 bands (i.e. > 1000 features)'
self.wavelengths = list(wavelengths)
- self.label = label
+ self.all_ratio = all_ratio
+ self.excl_Rrs = excl_Rrs
+ self.labels = []
+
+ @staticmethod
+ def config_info(*args, **kwargs):
+ transformer = RatioTransformer(*args, **kwargs)
+ return f'{transformer.get_n_features()} features: {transformer.labels}'
- def _fit(self, X):
+ def get_n_features(self):
+ random_data = np.ones((2, len(self.wavelengths)))
+ return self._transform(random_data).shape[-1]
+
+ def _fit(self, X, *args, **kwargs):
self.shape = X.shape[1]
- return self
def _transform(self, X, *args, **kwargs):
- '''
- Simple feature engineering method. Add band
- ratios as features. Does not add reciprocal
- ratios or any other duplicate features;
- adds a band sum ratio (based on three-band
- Chl retrieval method).
-
- Usage:
- # one sample with three features, shaped [samples, features]
- x = [[a, b, c]]
- y = ratio(x)
- # y -> [[a, b, c, b/a, b/(a+c), c/a, c/(a+b), c/b, a/(b+c)]
- '''
-
- def LH(L1, L2, L3, R1, R2, R3):
- c = (L3 - L2) / (L3 - L1)
- return R2 - c*R1 - (1-c)*R3
+ ''' Ratios based on literature '''
+ from .Benchmarks.utils import get_required, has_band, closest_wavelength
+ self.labels = []
x = np.atleast_2d(X)
- x_new = [v for v in x.T]
- label = []
-
- R443 = x[:, self.wavelengths.index(443)]
- R490 = x[:, self.wavelengths.index(490)]
- R560 = x[:, self.wavelengths.index(560)]
- R665 = x[:, self.wavelengths.index(665)]
- R705 = x[:, self.wavelengths.index(705)]
- R740 = x[:, self.wavelengths.index(740)]
- R783 = x[:, self.wavelengths.index(783)]
- R865 = x[:, self.wavelengths.index(865)]
- # R1613 = x[:, self.wavelengths.index(1613)]
+ x_new = []
+ Rrs = get_required(x, self.wavelengths, tol=11)
+
+ def BR2(L1, L2):
+ self.labels.append(f'{L1}/{L2}')
+ return [Rrs(L1) / Rrs(L2)]
+
+ def BR3(L1, L2, L3):
+ self.labels.append(f'{L2}/{L1}-{L2}/{L3}')
+ return [Rrs(L2)/Rrs(L1) - Rrs(L2)/Rrs(L3)]
+
+ def LH(L1, L2, L3):
+ self.labels.append(f'{L1}-{L2}-{L3}')
+ c = (L3 - L2) / (L3 - L1)
+ return [Rrs(L2) - c*Rrs(L1) - (1-c)*Rrs(L3)]
+
+ def PCA(n_components=1):
+ from sklearn.decomposition import PCA as PCA_sklearn
+ values = PCA_sklearn(n_components).fit_transform( Rrs(None) )
+ self.labels += [f'PCA{i}' for i in range(values.shape[-1])]
+ return [values[:, i] for i in range(values.shape[-1])]
+
+ features = (
+ [(BR2, wvl) for wvl in combinations(self.wavelengths, 2)] +
+ [(BR3, wvl) for wvl in combinations(self.wavelengths, 3)] +
+ [(LH, wvl) for wvl in combinations(self.wavelengths, 3)]
+ ) if self.all_ratio else [
+ (BR2, (745, 783)),
+ (BR2, (665, 705)),
+ (BR2, (560, 705)),
+ (BR2, (560, 665)),
+ (BR2, (490, 560)),
+ (BR2, (443, 490)),
+ (BR2, (665, 620)),
+ (BR2, (620, 560)),
+
+ (LH, (490, 560, 665)),
+ (LH, (665, 705, 745)),
+ (LH, (705, 745, 783)),
+ (LH, (560, 620, 665)),
+ ]
+
+ for function, wvls in features:
+ if all(has_band(wvl, self.wavelengths, tol=11) for wvl in wvls):
+ x_new += function(*closest_wavelength(wvls, self.wavelengths, tol=11))
- self.labels = []
- # x_new.append(R865 / R560); self.labels.append('865|560') # 2band
- x_new.append(R705 / R665); self.labels.append('705|665') # 2band
- x_new.append(R705 / R560); self.labels.append('705|560') # 2band
- # x_new.append(R665 / R560); self.labels.append('665|560') # 2band
- x_new.append(R560 / R490); self.labels.append('560|490') # 2band
- # x_new.append(LH(783, 865, 1613, R783, R865, R1613)); self.labels.append('783-865-1613')
# x_new.append((R705 - R665) / (R705 + R665)); self.labels.append('NDCI') # NDCI
# x_new.append((R560 - R1613) / (R560 + R1613)); self.labels.append('MNDWI') # NDWI
# x_new.append((1/R665 - 1/R705) / (1/R783 - 1/R705)); self.labels.append('YangBI') # Yang band index
- # print('here:',len(x_new))
- assert(self.n_features == len(self.labels)), f'Need to change n_features from {self.n_features} to {len(self.labels)}: {self.labels}'
- return np.hstack([v[:,None] for v in x_new])
-
-
- def transform2(self, X):
- x = np.atleast_2d(X)
- x_new = [v for v in x.T]
- label = []
- # Band ratios
- # if len(self.wavelengths) < 6:
- for i, L1 in enumerate(self.wavelengths):
- for j, L2 in enumerate(self.wavelengths):
- if L1 < L2:# and abs(i-j) <= 2:
- R1 = x[:, i]
- R2 = x[:, j]
- # if len(self.wavelengths) < 6 or (L1 > 500 and L2 > 500):
- x_new.append(R2 / R1)
- label.append(f'{self.label}{L2}/{L1}')
- # print(f'{L2}/{L1}', np.min(x_new[-1]), np.max(x_new[-1]))
-
- for k, L3 in enumerate(self.wavelengths):
- R3 = x[:, k]
-
- # if L2 < L3:
- # x_new.append(R3 * (1/R1 - 1/R2))
- # label.append(f'{self.label}{L3}*(1/{L1}-1/{L2})')
-
- if L3 not in [L1, L2]:
-
- if L1 < L3:
- x_new.append(R2 * (1/R1 - 1/R3))
- label.append(f'{self.label}{L2}*(1/{L1}-1/{L3})')
-
- # x_new.append(R2 / (R1 + R3))
- # label.append(f'{self.label}{L2}/({L1}+{L3})')
- else:
- x_new.append(R3 * (1/R1 - 1/R2))
- label.append(f'{self.label}{L3}*(1/{L1}-1/{L2})')
-
- # x_new.append(R3 / (R1 + R2))
- # label.append(f'{self.label}{L3}/({L1}+{L2})')
-
-
- # Line height variations, examining height of center between two shoulder bands
- for i, L1 in enumerate(self.wavelengths):
- for j, L2 in enumerate(self.wavelengths):
- for k, L3 in enumerate(self.wavelengths):
- if (L3 > L2) and (L2 > L1):# and abs(i-j) <= 1 and abs(j-k) <= 1 and L2 < 900:
- # if len(self.wavelengths) < 6:# or not (L1 == 655 and L2 == 865 and L3 == 1609): #L1 > 600:# and L2 600 and L3 > 600):
- # if L2 < 600:# and L2 < 730:
- c = (L3 - L2) / (L3 - L1)
- R1 = x[:, i]
- R2 = x[:, j]
- R3 = x[:, k]
- x_new.append(R2 - c*R1 - (1-c)*R3)
- label.append(f'{self.label}({L2}-a{L1}-b{L3})')
- # print(f'{len(self.wavelengths)} ({L3}-{L2})/({L3}-{L1})', np.min(x_new[-1]), np.max(x_new[-1]))
-
- self.labels = label
- return np.hstack([v[:,None] for v in x_new])
+ for xv in x_new: assert(np.all(np.isfinite(xv))), X[~np.isfinite(xv)]
+ assert(len(x_new) == len(self.labels)), f'Mismatch between features and labels: {len(x_new)} vs {len(self.labels)}'
+ if self.excl_Rrs:
+ return np.hstack([v.flatten()[:, None] for v in x_new])
+ return np.append(x, np.hstack([v.flatten()[:, None] for v in x_new]), -1)
def _inverse_transform(self, X, *args, **kwargs):
return np.array(X)[:, :self.shape]
+class KBestTransformer(CustomTransformer):
+ ''' Select the top K features, based on mutual information with the target variable.
+ When multiple target variables exist, each target variable receives an even share
+ of the features (i.e. 3 targets, K=6 -> K=2 for each target) '''
+ def __init__(self, n_features, *args, **kwargs):
+ self.n_features = n_features
+
+ def _fit(self, X, y, *args, **kwargs):
+ self.k_transformer = []
+ for i in range(y.shape[-1]):
+ valid = np.isfinite(y[..., i])
+ self.k_transformer.append( SelectKBest(mutual_info_regression, k=self.n_features // y.shape[-1]) )
+ self.k_transformer[-1].fit(X[valid], y[valid, i])
+ return self
+
+ def _transform(self, X, *args, **kwargs):
+ return X[..., sorted(np.unique([np.argsort(t.scores_)[-t.k:] for t in self.k_transformer]))]
+
class TanhTransformer(CustomTransformer):
''' tanh-estimator (Hampel et al. 1986; Latha & Thangasamy, 2011) '''
@@ -299,19 +278,11 @@ def _inverse_transform(self, X, *args, **kwargs):
return ((np.tan(X * 2 - 1) / self.scale) * self.sig_gh) + self.mu_gh
-
class TransformerPipeline(CustomTransformer):
''' Apply multiple transformers seamlessly '''
- def __init__(self, scalers=None):
- if scalers is None or len(scalers) == 0:
- self.scalers = [
- LogTransformer(),
- preprocessing.RobustScaler(),
- preprocessing.MinMaxScaler((-1, 1)),
- ]
- else:
- self.scalers = scalers
+ def __init__(self, scalers=[]):
+ self.scalers = scalers
def _fit(self, X, *args, **kwargs):
for scaler in self.scalers:
@@ -335,7 +306,6 @@ def fit_transform(self, X, *args, **kwargs):
return X
-
class CustomUnpickler(pkl.Unpickler):
''' Ensure the classes are found, without requiring an import '''
_warned = False
@@ -357,3 +327,50 @@ def load(self, *args, **kwargs):
warnings.warn(w[0].message, w[0].category)
CustomUnpickler._warned = True
return pickled_object
+
+
+def generate_scalers(args, x_train=None, x_test=None, column_bagging=False):
+ ''' Add scalers to the args object based on the contained parameter settings '''
+ wavelengths = get_sensor_bands(args.sensor, args)
+ store_scaler = lambda scaler, args=[], kwargs={}: (scaler, args, kwargs)
+ setattr(args, 'data_wavelengths', wavelengths)
+
+ # Note that the scaler list is applied in order, e.g. MinMaxScaler( LogTransformer(y) )
+ args.x_scalers = [
+ store_scaler(preprocessing.RobustScaler),
+ ]
+ args.y_scalers = [
+ store_scaler(LogTransformer),
+ store_scaler(preprocessing.MinMaxScaler, [(-1, 1)]),
+ ]
+
+ # We only want bagging to be applied to the columns if there are a large number of extra features (e.g. ancillary features included)
+ many_features = column_bagging and any(x is not None and (x.shape[1]-len(wavelengths)) > 15 for x in [x_train, x_test])
+
+ # Add bagging to the columns (use a random subset of columns, excluding the first columns from the process)
+ if column_bagging and using_feature(args, 'bagging') and (using_feature(args, 'ratio') or many_features):
+ n_extra = 0 if not using_feature(args, 'ratio') else RatioTransformer(wavelengths).get_n_features() # Number of ratio features added
+ args.x_scalers = [
+ store_scaler(BaggingColumnTransformer, [len(wavelengths)], {'n_extra':n_extra}),
+ ] + args.x_scalers
+
+ # Feature selection via mutual information
+ if using_feature(args, 'kbest'):
+ args.x_scalers = [
+ store_scaler(KBestTransformer, [args.use_kbest]),
+ ] + args.x_scalers
+
+ # Add additional features to the inputs
+ if using_feature(args, 'ratio'):
+ kwargs = {}
+ if using_feature(args, 'excl_Rrs'): kwargs.update({'excl_Rrs' : True})
+ if using_feature(args, 'all_ratio'): kwargs.update({'all_ratio' : True})
+ args.x_scalers = [
+ store_scaler(RatioTransformer, [list(wavelengths)], kwargs),
+ ] + args.x_scalers
+
+ # Normalize input features using AUC
+ if using_feature(args, 'auc'):
+ args.x_scalers = [
+ store_scaler(AUCTransformer, [list(wavelengths)]),
+ ] + args.x_scalers
diff --git a/utils.py b/utils.py
index 45bf39c..9343c8c 100644
--- a/utils.py
+++ b/utils.py
@@ -1,6 +1,5 @@
-from .transformers import CustomUnpickler, RatioTransformer, ColumnTransformer
from .meta import get_sensor_bands, SENSOR_BANDS, ANCILLARY, PERIODIC
-from .parameters import update, hypers
+from .parameters import update, hypers, flags
from .__version__ import __version__
from collections import defaultdict as dd
@@ -25,13 +24,16 @@ def helper(*args, **kwargs):
def find_wavelength(k, waves, validate=True, tol=5):
''' Index of closest wavelength '''
- i = np.abs(np.array(waves) - k).argmin()
- assert(not validate or (abs(k-waves[i]) <= tol)), f'Needed {k}nm, but closest was {waves[i]}nm in {waves}'
- return i
+ waves = np.array(waves)
+ w = np.atleast_1d(k)
+ i = np.abs(waves - w[:, None]).argmin(1)
+ assert(not validate or (np.abs(w-waves[i]).max() <= tol)), f'Needed {k}, but closest was {waves[i]} in {waves} ({np.abs(w-waves[i]).max()} > {tol})'
+ return i.reshape(np.array(k).shape)
def closest_wavelength(k, waves, validate=True, tol=5):
''' Value of closest wavelength '''
+ waves = np.array(waves)
return waves[find_wavelength(k, waves, validate, tol)]
@@ -91,6 +93,7 @@ def store_pkl(filename, output):
def read_pkl(filename):
''' Helper to read pickle file '''
+ from .transformers import CustomUnpickler
with Path(filename).open('rb') as f:
return CustomUnpickler(f).load()
@@ -120,6 +123,7 @@ def using_feature(args, flag):
becomes
signal = using_feature(args, 'ratio') # if true, we add ratios
'''
+ flag = flag.replace('use_', '').replace('no_', '')
assert(hasattr(args,f'use_{flag}') or hasattr(args, f'no_{flag}')), f'"{flag}" flag not found'
return getattr(args, f'use_{flag}', False) or not getattr(args, f'no_{flag}', True)
@@ -240,6 +244,12 @@ def get_tile_data(filenames, sensor, allow_neg=True, rhos=False, anc=False):
return bands, np.dstack([data[f] for f in features])
+
+
+
+
+
+
def generate_config(args, create=True, verbose=True):
'''
Create a config file for the current settings, and store in
@@ -256,20 +266,32 @@ def generate_config(args, create=True, verbose=True):
if args.verbose: print(f'Using manually set model hash: {args.model_hash}')
return root.joinpath(args.model_hash)
+ # Hash is always dependent upon these values
dependents = [getattr(act, 'dest', '') for group in [hypers, update] for act in group._group_actions]
dependents+= ['x_scalers', 'y_scalers']
- config = [f'Version: {__version__}']
+ # Hash is only partially dependent upon these values, assuming operation changes when using a feature
+ # - 'use_' flags being set cause dependency
+ # - 'no_' flags being set remove dependency
+ # This allows additional flags to be added without breaking prior model compatibility
+ partials = [getattr(act, 'dest', '') for group in [flags] for act in group._group_actions]
+
+ config = [f'Version: {__version__}', '', 'Dependencies']
config+= [''.join(['-']*len(config[-1]))]
- others = [''.join(['-']*len(config[-1]))]
+ others = ['', 'Configuration']
+ others+= [''.join(['-']*len(others[-1]))]
for k,v in sorted(args.__dict__.items(), key=lambda z: z[0]):
- if k in ['x_scalers', 'y_scalers']:
- v = [(s[0].__name__,)+s[1:] for s in v] # stringify scaler and its arguments
+ if k in ['x_scalers', 'y_scalers']:
+ cinfo = lambda s, sarg, skw: getattr(s, 'config_info', lambda *a, **k: '')(*sarg, **skw)
+ cfmt = lambda *cargs: f' # {cinfo(*cargs)}' if cinfo(*cargs) else ''
+ v = '\n\t' + '\n\t'.join([f'{(s[0].__name__,) + s[1:]}{cfmt(*s)}' for s in v]) # stringify scaler and its arguments
+
+ if k in partials and using_feature(args, k):
+ config.append(f'{k:<18}: {v}')
+ elif k in dependents: config.append(f'{k:<18}: {v}')
+ else: others.append(f'{k:<18}: {v}')
- if k in dependents: config.append(f'{k}: {v}')
- else: others.append(f'{k}: {v}')
-
config = '\n'.join(config) # Model is dependent on some arguments, so they change the hash
others = '\n'.join(others) # Other arguments are stored for replicability
ver_re = r'(Version\: \d+\.\d+)(?:\.\d+\n[-]+\n)' # Match major/minor version within subgroup, patch/dashes within pattern
@@ -314,65 +336,76 @@ def _load_datasets(keys, locs, wavelengths, allow_missing=False):
[bbp443, bbp483, bbp561, bbp655, chl],
{'bbp':slice(0,4), 'chl':slice(4,5)}
'''
- def loadtxt(name, loc, _wavelengths):
+ def loadtxt(name, loc, required_wvl):
''' Error handling wrapper over np.loadtxt, with the addition of wavelength selection'''
dloc = Path(loc).joinpath(f'{name}.csv')
-
+
# TSS / TSM are synonymous
if 'tss' in name and not dloc.exists():
dloc = Path(loc).joinpath(f'{name.replace("tss","tsm")}.csv')
- # CDOM is just an alias for a_cdom(443)
+ # CDOM is just an alias for a_cdom(443) or a_g(443)
if 'cdom' in name and not dloc.exists():
dloc = Path(loc).joinpath('ag.csv')
+ required_wvl = [443]
try:
+ required_wvl = np.array(required_wvl).flatten()
assert(dloc.exists()), (f'Key {name} does not exist at {loc} ({dloc})')
+
data = np.loadtxt(dloc, delimiter=',', dtype=float if name not in ['../Dataset', '../meta'] else str, comments=None)
- if len(data.shape) == 1:
- data = data[:, None]
+ if len(data.shape) == 1: data = data[:, None]
if data.shape[1] > 1 and data.dtype.type is not np.str_:
# If we want to get all data, regardless of if bands are available...
if allow_missing:
- new_data = [[np.nan]*len(data)] * len(_wavelengths)
- wvls = np.loadtxt(Path(loc).joinpath(f'{name}_wvl.csv'), delimiter=',')[:,None]
- idxs = np.abs(wvls - np.atleast_2d(_wavelengths)).argmin(0)
- valid = np.abs(wvls - np.atleast_2d(_wavelengths)).min(0) < 2
+ new_data = [[np.nan]*len(data)] * len(required_wvl)
+ wvls = np.loadtxt(Path(loc).joinpath(f'{dloc.stem}_wvl.csv'), delimiter=',')[:,None]
+ idxs = np.abs(wvls - np.atleast_2d(required_wvl)).argmin(0)
+ valid = np.abs(wvls - np.atleast_2d(required_wvl)).min(0) < 2
for j, (i, v) in enumerate(zip(idxs, valid)):
- # print(j, i, v)
if v: new_data[j] = data[:, i]
data = np.array(new_data).T
else:
- data = data[:, get_valid(name, loc, _wavelengths)]
+ data = data[:, get_valid(dloc.stem, loc, required_wvl)]
if 'cdom' in name and dloc.stem == 'ag':
- data = data[:, find_wavelength(443, np.loadtxt(Path(loc).joinpath(f'{dloc.stem}_wvl.csv'), delimiter=','))].flatten()[:, None]
+ data = data[:, find_wavelength(443, required_wvl)].flatten()[:, None]
return data
except Exception as e:
- # assert(0),e
- if dloc.exists():
- print(f'Error fetching {name} from {loc}: {e}')
if name not in ['Rrs']:# ['../chl', '../tss', '../cdom']:
+ if dloc.exists():
+ print(f'\n\tError fetching {name} from {loc}:\n{e}')
return np.array([]).reshape((0,0))
- assert(0), e
+ raise e
- def get_valid(name, loc, _wavelengths, margin=2):
- ''' Dataset at must have all bands in <_wavelengths> within nm '''
+ def get_valid(name, loc, required_wvl, margin=2):
+ ''' Dataset at must have all bands in within nm '''
if 'HYPER' in str(loc): margin=1
- wvls = np.loadtxt(Path(loc).joinpath(f'{name}_wvl.csv'), delimiter=',')[:,None]
- assert(np.all([np.abs(wvls-w).min() <= margin for w in _wavelengths])), (
- f'{loc} is missing wavelengths: \n{_wavelengths} needed,\n{wvls.flatten()} found')
-
- if len(wvls) != len(_wavelengths):
- valid = np.abs(wvls - np.atleast_2d(_wavelengths)).min(1) < margin
- assert(valid.sum() == len(_wavelengths)), [wvls[valid].flatten(), _wavelengths]
- return valid
- return np.array([True] * len(_wavelengths))
-
+ # First, validate all required wavelengths are within the margin of an available wavelength
+ wvls = np.loadtxt(Path(loc).joinpath(f'{name}_wvl.csv'), delimiter=',')[:,None]
+ check = np.array([np.abs(wvls-w).min() <= margin for w in required_wvl])
+ assert(check.all()), '\n\t\t'.join([
+ f'{name} is missing {(~check).sum()} wavelengths:',
+ f'Needed {required_wvl}', f'Found {wvls.flatten()}',
+ f'Missing {required_wvl[~check]}', ''])
+
+ # First, validate available wavelengths are within the margin of the required wavelengths
+ valid = np.array([True] * len(required_wvl))
+ if len(wvls) != len(required_wvl):
+ valid = np.abs(wvls - np.atleast_2d(required_wvl)).min(1) < margin
+ assert(valid.sum() == len(required_wvl)), [wvls[valid].flatten(), required_wvl]
+
+ # Then, ensure the order of the available wavelengths are the same as the required
+ if not all([w1 == w2 for w1,w2 in zip(wvls[valid], required_wvl)]):
+ valid = [np.abs(wvls.flatten() - w).argmin() for w in required_wvl]
+ assert(len(np.unique(valid)) == len(valid) == len(required_wvl)), [valid, wvls[valid].flatten(), required_wvl]
+ return valid
+
+ locs = [Path(loc).resolve() for loc in np.atleast_1d(locs)]
print('\n-------------------------')
print(f'Loading data for sensor {locs[0].parts[-1]}')
if allow_missing:
@@ -381,13 +414,13 @@ def get_valid(name, loc, _wavelengths, margin=2):
x_data = []
y_data = []
l_data = []
- for loc in np.atleast_1d(locs):
+ for loc in locs:
try:
loc_data = [loadtxt(key, loc, wavelengths) for key in keys]
print(f'\tN={len(loc_data[0]):>5} | {loc.parts[-1]} / {loc.parts[-2]} ({[np.isfinite(ld).all(1).sum() for ld in loc_data[1:]]})')
assert(all([len(l) in [len(loc_data[0]), 0] for l in loc_data])), dict(zip(keys, map(np.shape, loc_data)))
- if all([l.shape[1] == 0 for l in loc_data[1:]]):
+ if all([l.shape[1] == 0 for l in loc_data[(1 if len(loc_data) > 1 else 0):]]):
print(f'Skipping dataset {loc}: missing all features')
continue
@@ -398,9 +431,10 @@ def get_valid(name, loc, _wavelengths, margin=2):
except Exception as e:
# assert(0), e
# Allow invalid datasets if there are multiple to be fetched
- print(f'Error {loc}: {e}')
+ print(f'\nError fetching {loc}:\n\t{e}')
if len(np.atleast_1d(locs)) == 1:
raise e
+
assert(len(x_data) > 0 or len(locs) == 0), 'No datasets are valid with the given wavelengths'
assert(all([x.shape[1] == x_data[0].shape[1] for x in x_data])), f'Differing number of {keys[0]} wavelengths: {[x.shape for x in x_data]}'
@@ -430,9 +464,11 @@ def get_valid(name, loc, _wavelengths, margin=2):
# Combine everything together
l_data = np.vstack(l_data)
x_data = np.vstack(x_data)
- y_data = np.vstack([np.hstack(y) for y in y_data])
- assert(slices[-1] == y_data.shape[1]), [slices, y_data.shape]
- assert(y_data.shape[0] == x_data.shape[0]), [x_data.shape, y_data.shape]
+
+ if len(keys) > 0:
+ y_data = np.vstack([np.hstack(y) for y in y_data])
+ assert(slices[-1] == y_data.shape[1]), [slices, y_data.shape]
+ assert(y_data.shape[0] == x_data.shape[0]), [x_data.shape, y_data.shape]
slices = {k.replace('../','') : slice(slices[i], s) for i,(k,s) in enumerate(zip(keys, slices[1:]))}
print(f'\tTotal prior to filtering: {len(x_data)}')
@@ -502,6 +538,7 @@ def _filter_invalid(x_data, y_data, slices, allow_nan_inp=False, allow_nan_out=F
both_data = [x_data, y_data]
set_length = [len(fullset) for fullset in both_data]
set_shape = [[len(subset) for subset in fullset] for fullset in both_data]
+
assert(np.all([length == len(x_data) for length in set_length])), \
f'Mismatching number of subsets: {set_length}'
assert(np.all([[shape == len(fullset[0]) for shape in shapes]
@@ -535,7 +572,7 @@ def _filter_invalid(x_data, y_data, slices, allow_nan_inp=False, allow_nan_out=F
def get_data(args):
''' Main function for gathering datasets '''
np.random.seed(args.seed)
- sensor = args.sensor.split('-')[0]
+ sensor = args.sensor.split('-')[0]+(('-'+args.sensor.split('-')[-1]) if '-' in args.sensor and args.sensor.split('-')[-1][0] == 'S' else '')
products = args.product.split(',')
bands = get_sensor_bands(args.sensor, args)
@@ -572,7 +609,7 @@ def get_data(args):
datasets = [d for d in datasets if d not in ['PACE']]
if product == '../chl':
- datasets = [d for d in datasets if d not in ['Arctic']] # Bunkei contained within sundar's set
+ datasets = [d for d in datasets if d not in ['Arctic']]
data_folder += datasets
data_keys += [product]
@@ -607,7 +644,7 @@ def get_data(args):
y_data = [y_data] + y_align
# if -nan IS in the sensor label: do not filter samples; allow all, regardless of nan composition
- if '-nan' not in args.sensor:
+ if '-nan' not in args.sensor:
(x_data, *_), (y_data, *_), (sources, *_) = _filter_invalid(x_data, y_data, slices, other=[sources], allow_nan_out=len(data_keys) > 2)
print('\nFinal counts:')