diff --git a/pipelines/params/calibration_factors.yaml b/pipelines/params/calibration_factors.yaml
index b535dd7..978cab3 100644
--- a/pipelines/params/calibration_factors.yaml
+++ b/pipelines/params/calibration_factors.yaml
@@ -1,103 +1,103 @@
-# Define common factors
-
-# Get values from data/<station>/<year>/config_acsm_<year>.r, values used in Tofware analysis.
-IE: &IE 145.9
-ABRefWave: &ABRefWave 254000
-RIE_SO4: &RIE_SO4 0.63
-RIE_NH4: &RIE_NH4 3.495
-RIE_Org: &RIE_Org 1.4
-
-# Get values from data/<station>/<year>/cal.csv
-IE_correct: &IE_correct 145.9
-AB_ref_correct: &AB_ref_correct 254000
-RIE_SO4_correct: &RIE_SO4_correct 0.63
-RIE_NH4_correct: &RIE_NH4_correct 3.495
-RIE_Org_correct: &RIE_Org_correct 1.4
-flow_ref_correct: &flow_ref_correct 1.36
-
-# Define mappings for associated variables
-variables:
-  # all_dat[, NO3_correct := (NO3_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
-  NO3_11000:
-    num: [*IE, *AB_ref_correct]
-    den: [*IE_correct, *ABRefWave]
-
-  # all_dat[, SO4_correct := (SO4_11000 * IE * RIE_SO4 * AB_ref_correct) / (IE_correct * RIE_SO4_correct * ABRefWave)]
-  SO4_11000:
-    num: [*IE, *RIE_SO4, *AB_ref_correct]
-    den: [*IE_correct, *RIE_SO4_correct, *ABRefWave]
-
-  # all_dat[, NH4_correct := (NH4_11000 * IE * RIE_NH4 * AB_ref_correct) / (IE_correct * RIE_NH4_correct * ABRefWave)]
-  NH4_11000:
-    num: [*IE, *RIE_NH4, *AB_ref_correct]
-    den: [*IE_correct, *RIE_NH4_correct, *ABRefWave]
-
-  # all_dat[, Org_correct := (Org_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
-  Org_11000:
-    num: [*IE, *AB_ref_correct]
-    den: [*IE_correct, *ABRefWave]  
-  
-  # all_dat[, Chl_correct := (Chl_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
-  Chl_11000:
-    num: [*IE, *AB_ref_correct]
-    den: [*IE_correct, *ABRefWave]
-
-  # all_dat[, Org_44_11000_correct := (Org_44_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
-  Org_44_11000:
-    num: [*IE, *AB_ref_correct]
-    den: [*IE_correct, *ABRefWave]
-
-  # all_dat[, Org_43_11000_correct := (Org_43_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
-  Org_43_11000:
-    num: [*IE, *AB_ref_correct]
-    den: [*IE_correct, *ABRefWave]
-
-  # all_dat[, Org_60_11000_correct := (Org_60_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
-
-  Org_60_11000:
-    num: [*IE, *AB_ref_correct]
-    den: [*IE_correct, *ABRefWave]
-
-  # all_dat[, NO3_30_11000_correct := (NO3_30_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
-
-  NO3_30_11000:
-    num: [*IE, *AB_ref_correct]
-    den: [*IE_correct, *ABRefWave]
-
-  # all_dat[, SO4_98_11000_correct := (SO4_98_11000 * IE * RIE_SO4 * AB_ref_correct) / (IE_correct * RIE_SO4_correct * ABRefWave)]
-
-  SO4_98_11000:
-    num: [*IE, *RIE_SO4, *AB_ref_correct]
-    den: [*IE_correct, *RIE_SO4_correct, *ABRefWave]
-
-  # all_dat[, SO4_81_11000_correct := (SO4_81_11000 * IE * RIE_SO4 * AB_ref_correct) / (IE_correct * RIE_SO4_correct * ABRefWave)]
-
-  SO4_81_11000:
-    num: [*IE, *RIE_SO4, *AB_ref_correct]
-    den: [*IE_correct, *RIE_SO4_correct, *ABRefWave]
-
-  # all_dat[, SO4_82_11000_correct := (SO4_82_11000 * IE * RIE_SO4 * AB_ref_correct) / (IE_correct * RIE_SO4_correct * ABRefWave)]
-
-  SO4_82_11000:
-    num: [*IE, *RIE_SO4, *AB_ref_correct]
-    den: [*IE_correct, *RIE_SO4_correct, *ABRefWave]
-
-  # all_dat[, SO4_62_11000_correct := (SO4_62_11000 * IE * RIE_SO4 * AB_ref_correct) / (IE_correct * RIE_SO4_correct * ABRefWave)]
-
-  SO4_62_11000:
-    num: [*IE, *RIE_SO4, *AB_ref_correct]
-    den: [*IE_correct, *RIE_SO4_correct, *ABRefWave]
-
-  # all_dat[, SO4_48_11000_correct := (SO4_48_11000 * IE * RIE_SO4 * AB_ref_correct) / (IE_correct * RIE_SO4_correct * ABRefWave)]
-
-  SO4_48_11000:
-    num: [*IE, *RIE_SO4, *AB_ref_correct]
-    den: [*IE_correct, *RIE_SO4_correct, *ABRefWave]
-
-
-
-
-
-
-
-
+# Define common factors
+
+# Get values from data/<station>/<year>/config_acsm_<year>.r, values used in Tofware analysis.
+IE: &IE 145.9
+ABRefWave: &ABRefWave 254000
+RIE_SO4: &RIE_SO4 0.63
+RIE_NH4: &RIE_NH4 3.495
+RIE_Org: &RIE_Org 1.4
+
+# Get values from data/<station>/<year>/cal.csv
+IE_correct: &IE_correct 145.9
+AB_ref_correct: &AB_ref_correct 254000
+RIE_SO4_correct: &RIE_SO4_correct 0.63
+RIE_NH4_correct: &RIE_NH4_correct 3.495
+RIE_Org_correct: &RIE_Org_correct 1.4
+flow_ref_correct: &flow_ref_correct 1.36
+
+# Define mappings for associated variables
+variables:
+  # all_dat[, NO3_correct := (NO3_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
+  NO3_11000:
+    num: [*IE, *AB_ref_correct]
+    den: [*IE_correct, *ABRefWave]
+
+  # all_dat[, SO4_correct := (SO4_11000 * IE * RIE_SO4 * AB_ref_correct) / (IE_correct * RIE_SO4_correct * ABRefWave)]
+  SO4_11000:
+    num: [*IE, *RIE_SO4, *AB_ref_correct]
+    den: [*IE_correct, *RIE_SO4_correct, *ABRefWave]
+
+  # all_dat[, NH4_correct := (NH4_11000 * IE * RIE_NH4 * AB_ref_correct) / (IE_correct * RIE_NH4_correct * ABRefWave)]
+  NH4_11000:
+    num: [*IE, *RIE_NH4, *AB_ref_correct]
+    den: [*IE_correct, *RIE_NH4_correct, *ABRefWave]
+
+  # all_dat[, Org_correct := (Org_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
+  Org_11000:
+    num: [*IE, *AB_ref_correct]
+    den: [*IE_correct, *ABRefWave]  
+  
+  # all_dat[, Chl_correct := (Chl_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
+  Chl_11000:
+    num: [*IE, *AB_ref_correct]
+    den: [*IE_correct, *ABRefWave]
+
+  # all_dat[, Org_44_11000_correct := (Org_44_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
+  Org_44_11000:
+    num: [*IE, *AB_ref_correct]
+    den: [*IE_correct, *ABRefWave]
+
+  # all_dat[, Org_43_11000_correct := (Org_43_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
+  Org_43_11000:
+    num: [*IE, *AB_ref_correct]
+    den: [*IE_correct, *ABRefWave]
+
+  # all_dat[, Org_60_11000_correct := (Org_60_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
+
+  Org_60_11000:
+    num: [*IE, *AB_ref_correct]
+    den: [*IE_correct, *ABRefWave]
+
+  # all_dat[, NO3_30_11000_correct := (NO3_30_11000 * IE * AB_ref_correct) / (IE_correct * ABRefWave)]
+
+  NO3_30_11000:
+    num: [*IE, *AB_ref_correct]
+    den: [*IE_correct, *ABRefWave]
+
+  # all_dat[, SO4_98_11000_correct := (SO4_98_11000 * IE * RIE_SO4 * AB_ref_correct) / (IE_correct * RIE_SO4_correct * ABRefWave)]
+
+  SO4_98_11000:
+    num: [*IE, *RIE_SO4, *AB_ref_correct]
+    den: [*IE_correct, *RIE_SO4_correct, *ABRefWave]
+
+  # all_dat[, SO4_81_11000_correct := (SO4_81_11000 * IE * RIE_SO4 * AB_ref_correct) / (IE_correct * RIE_SO4_correct * ABRefWave)]
+
+  SO4_81_11000:
+    num: [*IE, *RIE_SO4, *AB_ref_correct]
+    den: [*IE_correct, *RIE_SO4_correct, *ABRefWave]
+
+  # all_dat[, SO4_82_11000_correct := (SO4_82_11000 * IE * RIE_SO4 * AB_ref_correct) / (IE_correct * RIE_SO4_correct * ABRefWave)]
+
+  SO4_82_11000:
+    num: [*IE, *RIE_SO4, *AB_ref_correct]
+    den: [*IE_correct, *RIE_SO4_correct, *ABRefWave]
+
+  # all_dat[, SO4_62_11000_correct := (SO4_62_11000 * IE * RIE_SO4 * AB_ref_correct) / (IE_correct * RIE_SO4_correct * ABRefWave)]
+
+  SO4_62_11000:
+    num: [*IE, *RIE_SO4, *AB_ref_correct]
+    den: [*IE_correct, *RIE_SO4_correct, *ABRefWave]
+
+  # all_dat[, SO4_48_11000_correct := (SO4_48_11000 * IE * RIE_SO4 * AB_ref_correct) / (IE_correct * RIE_SO4_correct * ABRefWave)]
+
+  SO4_48_11000:
+    num: [*IE, *RIE_SO4, *AB_ref_correct]
+    den: [*IE_correct, *RIE_SO4_correct, *ABRefWave]
+
+
+
+
+
+
+
+