diff --git a/Prototype_V3.4.xlsm b/Prototype_V3.4.xlsm
index 1cac056..dc5b220 100644
Binary files a/Prototype_V3.4.xlsm and b/Prototype_V3.4.xlsm differ
diff --git a/SVSModel/Data/CropCoefficientTableFull.csv b/SVSModel/Data/CropCoefficientTableFull.csv
index 7581162..599a458 100644
--- a/SVSModel/Data/CropCoefficientTableFull.csv
+++ b/SVSModel/Data/CropCoefficientTableFull.csv
@@ -62,6 +62,7 @@ Pumpkin Vegetable General,55,Vegetable,Fruit,Pumpkin,General,Cucurbitaceae,Cucur
 Zucchini Vegetable General,56,Vegetable,Fruit,Zucchini,General,Cucurbitaceae,Cucurbita,pepo,,Cucurbita pepo ,pepo ,Seed,Oct,EarlyReproductive,Jan,40,t/ha,Saleable product ,1,Total,0,0,0.4,0,95,0.1,0.8,0.85,1,1,3.8,3.2
 Carrot Vegetable Juicing,57,Vegetable,Root,Carrot,Juicing,Apiaceae ,Daucus,carota,,Daucus carota ,carota ,Seed,Oct,EarlyReproductive,Jun,130,t/ha,Saleable product ,1,Total,0,0,0.86,0.07,88,0.1,1.2,0.9,0.7,0.9,1,1.4
 Carrot Vegetable Processing,57,Vegetable,Root,Carrot,Processing,Apiaceae ,Daucus,carota,,Daucus carota ,carota ,Seed,Oct,EarlyReproductive,Jun,100,t/ha,Saleable product ,1,Total,0,0,0.8,0.07,88,0.1,1.2,0.9,0.7,0.9,1.3,1.6
+Carrot Vegetable Fresh,,Vegetable,Root,Carrot,Fresh,Apiaceae ,Daucus,carota,,Daucus carota ,carota ,Seed,Oct,EarlyReproductive,Jun,100,t/ha,Saleable product ,1,Total,0,0,0.8,0.07,88,0.1,1.2,0.9,0.7,0.9,1.3,1.6
 Kumara Vegetable General,58,Vegetable,Root,Kumara,General,Convolvulaceae,Ipomoea,batatas,,Ipomoea batatas ,batatas ,Seed,Oct,Maturity,May,50,t/ha,Saleable product ,1,Total,0,0,0.89,0,77.4,0.1,0.9,1,1,1,2,1.8
 Lettuce Vegetable Ice berg,59,Vegetable,Green,Lettuce,Ice berg,Asteraceae ,Lactuca,sativa,,Lactuca sativa ,sativa ,Seedling,Sep,Vegetative,Dec,0.4,kg/head,Saleable product ,70000,Total,0,0,0.37,0,96,0.1,1,0.95,1,0.9,3.5,3.5
 Lettuce Vegetable Leafy-salad,60,Vegetable,Green,Lettuce,Leafy-salad,Asteraceae ,Lactuca,sativa,,Lactuca sativa ,sativa ,Seedling,Sep,Vegetative,Dec,0.3,kg/head,Saleable product ,80000,Total,0,0,0.9,0,95,0.1,1,0.9,1,0.9,3.8,1.5
@@ -70,7 +71,6 @@ Parsnip Vegetable General,61,Vegetable,Root,Parsnip,General,Apiaceae ,Pastinaca,
 Bean Vegetable General,62,Vegetable,Pulse,Bean,General,Fabaceae ,Phaseolus,vulgaris,,Phaseolus vulgaris ,vulgaris ,Seed,Nov,EarlyReproductive,Mar,18,t/ha,Saleable product ,1,Total,0,0,0.44,0.07,89,0.1,1,0.9,1,1.5,2.5,2.8
 Pea Vegetable General,63,Vegetable,Pulse,Pea,General,Fabaceae ,Pisum,sativum,,Pisum sativum ,sativum ,Seed,Aug,EarlyReproductive,Jan,10,t/ha,Saleable product ,1,Total,0,0,0.34,0.08,77,0.1,0.7,1,1,1.5,2.1,4
 Tomato Vegetable General,64,Vegetable,Fruit,Tomato,General,Solanaceae,Solanum ,lycopersicum,,Solanum  lycopersicum ,lycopersicum ,Seedling,Oct,LateReproductive,Apr,100,t/ha,Saleable product ,1,Total,0,0,0.5,0,95,0.1,0.6,1,1.2,0.9,2,2
-Potato Vegetable General,65,Vegetable,Root,Potato,General,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,LateReproductive,May,64,t/ha,Saleable product ,1,Total,0,0,0.88,0.06,77.7,0.1,0.6,1,1.2,0.9,1.8,1.5
 Spinach Vegetable General,66,Vegetable,Green,Spinach,General,Amaranthaceae ,Spinacia,loeracea,,Spinacia loeracea ,loeracea ,Seed,May,Vegetative,Sep,0.1,kg/head,Saleable product ,200000,Total,0,0,0.95,0,92,0.1,1.5,0.8,1,0.8,4,4.5
 Broad bean Vegetable General,67,Vegetable,Pulse,Broad bean,General,Fabaceae ,Vicia,faba,,Vicia faba ,faba ,Seed,May,EarlyReproductive,Nov,11,t/ha,Saleable product ,1,Total,0,0,0.3,0.05,76,0.1,1,0.9,1,1.5,1.7,4.4
 Sweetcorn Vegetable General,68,Vegetable,Fruit,Sweetcorn,General,Poaceae ,Zea,mays,,Zea mays ,mays ,Seed,Oct,MidReproductive,Feb,22,t/ha,Saleable product ,1,Total,0,0,0.48,0.02,78,0.1,1.5,0.75,1,0.9,0.9,1.4
@@ -81,38 +81,38 @@ Lupin Green manure General,72,Green manure,Green manure,Lupin,General,Fabaceae ,
 Phacelia Green manure General,73,Green manure,Green manure,Phacelia,General,Boraginaceae ,Phacelia,tanacetifolia,,Phacelia tanacetifolia ,tanacetifolia ,Seed,Apr,Vegetative,Sep,5,t/ha,Standing DM,1,Dry,0,0,1,0,0,0.1,1,1,1,0.9,3,3
 Rye corn Green manure General,74,Green manure,Green manure,Rye corn,General,Poaceae ,Secale,cereale,,Secale cereale ,cereale ,Seed,Apr,EarlyReproductive,Sep,8,t/ha,Standing DM,1,Dry,0,0,1,0,0,0.1,1.5,1,1,0.9,3,3
 Mustard Green manure General,75,Green manure,Green manure,Mustard,General,Brassicaceae,Sinapis,alba,,Sinapis alba ,alba ,Seed,Apr,EarlyReproductive,Sep,7,t/ha,Standing DM,1,Dry,0,0,1,0,0,0.1,1.2,1,1.1,0.8,3,3
-TestResidue05,24,Grain,Cereal,Wheat,Feed,Poaceae ,Triticum,astevium,,Triticum astevium ,astevium ,Seed,Apr,Maturity,Feb,12,t/ha,Saleable grain ,1,Total,0,0,0.5,0,15,0.1,1.5,1,1,0.5,0.5,0.5
-TestResidue10,24,Grain,Cereal,Wheat,Feed,Poaceae ,Triticum,astevium,,Triticum astevium ,astevium ,Seed,Apr,Maturity,Feb,12,t/ha,Saleable grain ,1,Total,0,0,0.5,0,15,0.1,1.5,1,1,1,1,1
-TestResidue15,24,Grain,Cereal,Wheat,Feed,Poaceae ,Triticum,astevium,,Triticum astevium ,astevium ,Seed,Apr,Maturity,Feb,12,t/ha,Saleable grain ,1,Total,0,0,0.5,0,15,0.1,1.5,1,1,1.5,1.5,1.5
-TestResidue30,24,Grain,Cereal,Wheat,Feed,Poaceae ,Triticum,astevium,,Triticum astevium ,astevium ,Seed,Apr,Maturity,Feb,12,t/ha,Saleable grain ,1,Total,0,0,0.5,0,15,0.1,1.5,1,1,3,3,3
-TestResidue45,24,Grain,Cereal,Wheat,Feed,Poaceae ,Triticum,astevium,,Triticum astevium ,astevium ,Seed,Apr,Maturity,Feb,12,t/ha,Saleable grain ,1,Total,0,0,0.5,0,15,0.1,1.5,1,1,4.5,4.5,4.5
+TestResidue05,24,,,,,,,,,,,Seed,Apr,Maturity,Feb,12,t/ha,Saleable grain ,1,Total,0,0,0.5,0,15,0.1,1.5,1,1,0.5,0.5,0.5
+TestResidue10,24,,,,,,,,,,,Seed,Apr,Maturity,Feb,12,t/ha,Saleable grain ,1,Total,0,0,0.5,0,15,0.1,1.5,1,1,1,1,1
+TestResidue15,24,,,,,,,,,,,Seed,Apr,Maturity,Feb,12,t/ha,Saleable grain ,1,Total,0,0,0.5,0,15,0.1,1.5,1,1,1.5,1.5,1.5
+TestResidue30,24,,,,,,,,,,,Seed,Apr,Maturity,Feb,12,t/ha,Saleable grain ,1,Total,0,0,0.5,0,15,0.1,1.5,1,1,3,3,3
+TestResidue45,24,,,,,,,,,,,Seed,Apr,Maturity,Feb,12,t/ha,Saleable grain ,1,Total,0,0,0.5,0,15,0.1,1.5,1,1,4.5,4.5,4.5
 Parsley Vegetable General,76,Vegetable,Green,Parsley,General,Apiaceae,Petroselinum,crispum,,Petroselinum crispum,crispum,Seed,May,Vegetative,Sep,0.1,kg/head,Saleable product ,100000,Total,0,0,0.7,0,92,0.1,1.5,0.8,1,0.8,4,4.5
 Pumpkin Seed General,77,Seed,Fruit,Pumpkin,General,Cucurbitaceae,Cucurbita,pepo,,Cucurbita pepo ,pepo ,Seed,Oct,LateReproductive,Mar,40,t/ha,Saleable product ,1,Total,0,0,0.8,0,88,0.1,0.8,1,1,1,1.4,2
 Tall fescue Seed Turf,78,Seed,Forage,Tall fescue,Turf,Tall fescue Seed Turf,Poaceae,Festuca,arundinacea,x,Festuca arundinacea,Seed,May,LateReproductive,Jan,1.8,t/ha,Saleable seed,1,Total,15,5,0.15,0.04,15,0.1,0.6,1,0.7,0.9,0.9,2
-Potato Agria Early harvest,,Potato,Agria,Potato,Early harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable seed,1,Total,0,0,0.85,0,0.76,0.1,0.7,1,1.2,0.9,1.15,1.5
-Potato Agria Maturity harvest,,Potato,Agria,Potato,Maturity harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.8,1,1.2,0.9,1.15,1.5
-Potato Agria GroundStore,,Potato,Agria,Potato,GroundStore,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.8,1,1.2,0.9,1.15,1.5
-Potato Innovator Early harvest,,Potato,Innovator,Potato,Early harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable seed,1,Total,0,0,0.85,0,0.76,0.1,0.5,1,1.2,0.9,1.15,1.5
-Potato Innovator Maturity harvest,,Potato,Innovator,Potato,Maturity harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.6,1,1.2,0.9,1.15,1.5
-Potato Innovator GroundStore,,Potato,Innovator,Potato,GroundStore,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.6,1,1.2,0.9,1.15,1.5
-Potato Moonlight Early harvest,,Potato,Moonlight,Potato,Early harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable seed,1,Total,0,0,0.85,0,0.76,0.1,0.7,1,1.2,0.9,1.15,1.5
-Potato Moonlight Maturity harvest,,Potato,Moonlight,Potato,Maturity harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.8,1,1.2,0.9,1.15,1.5
-Potato Moonlight GroundStore,,Potato,Moonlight,Potato,GroundStore,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.8,1,1.2,0.9,1.15,1.5
-Potato Nadine Early harvest,,Potato,Nadine,Potato,Early harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable seed,1,Total,0,0,0.85,0,0.76,0.1,0.6,1,1.2,0.9,1.15,1.5
-Potato Nadine Maturity harvest,,Potato,Nadine,Potato,Maturity harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.7,1,1.2,0.9,1.15,1.5
-Potato Nadine GroundStore,,Potato,Nadine,Potato,GroundStore,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.7,1,1.2,0.9,1.15,1.5
-Potato RussetBurbank Early harvest,,Potato,RussetBurbank,Potato,Early harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable seed,1,Total,0,0,0.85,0,0.76,0.1,0.7,1,1.2,0.9,1.15,1.5
-Potato RussetBurbank Maturity harvest,,Potato,RussetBurbank,Potato,Maturity harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.8,1,1.2,0.9,1.15,1.5
-Potato RussetBurbank GroundStore,,Potato,RussetBurbank,Potato,GroundStore,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.8,1,1.2,0.9,1.15,1.5
-Potato Short (Group1) Early harvest,,Potato,Short (Group1),Potato,Early harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable seed,1,Total,0,0,0.85,0,0.76,0.1,0.5,1,1.2,0.9,1.15,1.5
-Potato Short (Group1) Maturity harvest,,Potato,Short (Group1),Potato,Maturity harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.6,1,1.2,0.9,1.15,1.5
-Potato Short (Group1) GroundStore,,Potato,Short (Group1),Potato,GroundStore,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.6,1,1.2,0.9,1.15,1.5
-Potato Medium (Group2) Early harvest,,Potato,Medium (Group2),Potato,Early harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable seed,1,Total,0,0,0.85,0,0.76,0.1,0.6,1,1.2,0.9,1.15,1.5
-Potato Medium (Group2) Maturity harvest,,Potato,Medium (Group2),Potato,Maturity harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.7,1,1.2,0.9,1.15,1.5
-Potato Medium (Group2) GroundStore,,Potato,Medium (Group2),Potato,GroundStore,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.7,1,1.2,0.9,1.15,1.5
-Potato Long (Group3) Early harvest,,Potato,Long (Group3),Potato,Early harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable seed,1,Total,0,0,0.85,0,0.76,0.1,0.7,1,1.2,0.9,1.15,1.5
-Potato Long (Group3) Maturity harvest,,Potato,Long (Group3),Potato,Maturity harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.8,1,1.2,0.9,1.15,1.5
-Potato Long (Group3) GroundStore,,Potato,Long (Group3),Potato,GroundStore,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.8,1,1.2,0.9,1.15,1.5
-Potato Very Long (Group4) Early harvest,,Potato,Very Long (Group4),Potato,Early harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable seed,1,Total,0,0,0.85,0,0.76,0.1,0.8,1,1.2,0.9,1.15,1.5
-Potato Very Long (Group4) Maturity harvest,,Potato,Very Long (Group4),Potato,Maturity harvest,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.9,1,1.2,0.9,1.15,1.5
-Potato Very Long (Group4) GroundStore,,Potato,Very Long (Group4),Potato,GroundStore,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable seed,1,Total,0,0,0.92,0,0.79,0.1,0.9,1,1.2,0.9,1.15,1.5
+Early harvest Potato Agria,,Potato,Potato,Early harvest,Agria,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable product ,1,Total,0,0,0.85,0,76,0.1,0.7,1,1.2,0.9,1.15,1.5
+Maturity harvest Potato Agria,,Potato,Potato,Maturity harvest,Agria,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.8,1,1.2,0.9,1.15,1.5
+GroundStore Potato Agria,,Potato,Potato,GroundStore,Agria,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.8,1,1.2,0.9,1.15,1.5
+Early harvest Potato Innovator,,Potato,Potato,Early harvest,Innovator,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable product ,1,Total,0,0,0.85,0,76,0.1,0.5,1,1.2,0.9,1.15,1.5
+Maturity harvest Potato Innovator,,Potato,Potato,Maturity harvest,Innovator,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.6,1,1.2,0.9,1.15,1.5
+GroundStore Potato Innovator,,Potato,Potato,GroundStore,Innovator,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.6,1,1.2,0.9,1.15,1.5
+Early harvest Potato Moonlight,,Potato,Potato,Early harvest,Moonlight,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable product ,1,Total,0,0,0.85,0,76,0.1,0.7,1,1.2,0.9,1.15,1.5
+Maturity harvest Potato Moonlight,,Potato,Potato,Maturity harvest,Moonlight,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.8,1,1.2,0.9,1.15,1.5
+GroundStore Potato Moonlight,,Potato,Potato,GroundStore,Moonlight,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.8,1,1.2,0.9,1.15,1.5
+Early harvest Potato Nadine,,Potato,Potato,Early harvest,Nadine,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable product ,1,Total,0,0,0.85,0,76,0.1,0.6,1,1.2,0.9,1.15,1.5
+Maturity harvest Potato Nadine,,Potato,Potato,Maturity harvest,Nadine,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.7,1,1.2,0.9,1.15,1.5
+GroundStore Potato Nadine,,Potato,Potato,GroundStore,Nadine,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.7,1,1.2,0.9,1.15,1.5
+Early harvest Potato RussetBurbank,,Potato,Potato,Early harvest,RussetBurbank,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable product ,1,Total,0,0,0.85,0,76,0.1,0.7,1,1.2,0.9,1.15,1.5
+Maturity harvest Potato RussetBurbank,,Potato,Potato,Maturity harvest,RussetBurbank,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.8,1,1.2,0.9,1.15,1.5
+GroundStore Potato RussetBurbank,,Potato,Potato,GroundStore,RussetBurbank,Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.8,1,1.2,0.9,1.15,1.5
+Early harvest Potato Short (Group1),,Potato,Potato,Early harvest,Short (Group1),Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable product ,1,Total,0,0,0.85,0,76,0.1,0.5,1,1.2,0.9,1.15,1.5
+Maturity harvest Potato Short (Group1),,Potato,Potato,Maturity harvest,Short (Group1),Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.6,1,1.2,0.9,1.15,1.5
+GroundStore Potato Short (Group1),,Potato,Potato,GroundStore,Short (Group1),Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.6,1,1.2,0.9,1.15,1.5
+Early harvest Potato Medium (Group2),,Potato,Potato,Early harvest,Medium (Group2),Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable product ,1,Total,0,0,0.85,0,76,0.1,0.6,1,1.2,0.9,1.15,1.5
+Maturity harvest Potato Medium (Group2),,Potato,Potato,Maturity harvest,Medium (Group2),Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.7,1,1.2,0.9,1.15,1.5
+GroundStore Potato Medium (Group2),,Potato,Potato,GroundStore,Medium (Group2),Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.7,1,1.2,0.9,1.15,1.5
+Early harvest Potato Long (Group3),,Potato,Potato,Early harvest,Long (Group3),Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable product ,1,Total,0,0,0.85,0,76,0.1,0.7,1,1.2,0.9,1.15,1.5
+Maturity harvest Potato Long (Group3),,Potato,Potato,Maturity harvest,Long (Group3),Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.8,1,1.2,0.9,1.15,1.5
+GroundStore Potato Long (Group3),,Potato,Potato,GroundStore,Long (Group3),Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.8,1,1.2,0.9,1.15,1.5
+Early harvest Potato Very Long (Group4),,Potato,Potato,Early harvest,Very Long (Group4),Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Aug,MidReproductive,Jan,60,t/ha,Saleable product ,1,Total,0,0,0.85,0,76,0.1,0.8,1,1.2,0.9,1.15,1.5
+Maturity harvest Potato Very Long (Group4),,Potato,Potato,Maturity harvest,Very Long (Group4),Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Maturity,Apr,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.9,1,1.2,0.9,1.15,1.5
+GroundStore Potato Very Long (Group4),,Potato,Potato,GroundStore,Very Long (Group4),Solanaceae,Solanum ,tuberosum,,Solanum  tuberosum ,tuberosum ,Seed,Oct,Late,June,80,t/ha,Saleable product ,1,Total,0,0,0.92,0,79,0.1,0.9,1,1.2,0.9,1.15,1.5
diff --git a/TestComponents/Test.cs b/TestComponents/Test.cs
index 7961c51..4129b50 100644
--- a/TestComponents/Test.cs
+++ b/TestComponents/Test.cs
@@ -46,7 +46,7 @@ public static void RunAllTests()
             }
 
 
-            List<string> sets = new List<string> { "WS2", "Residues", "Location", "Moisture", "Losses" };
+            List<string> sets = new List<string> {"WS1", "WS2", "Residues", "Location", "Moisture", "Losses" };
 
             //Delete graphs from previous test run
             string graphFolder = Path.Join(Directory.GetCurrentDirectory(), "TestGraphs", "Outputs");
@@ -258,6 +258,8 @@ private static int getTestRow(string test, DataFrame allTests)
         {
             Dictionary<System.DateTime, double> fert = new Dictionary<System.DateTime, double>();
             string site = Regex.Replace(test, "[^0-9]", "");
+            if (site.Length > 1)
+                site = test;
 
             foreach (DataFrameRow row in allFert.Rows)
             {
diff --git a/TestComponents/TestComponents.csproj b/TestComponents/TestComponents.csproj
index a8f7cb8..c6cf085 100644
--- a/TestComponents/TestComponents.csproj
+++ b/TestComponents/TestComponents.csproj
@@ -17,6 +17,8 @@
     <None Remove="TestSets\Moisture\FieldConfigs.csv" />
     <None Remove="TestSets\Residues\FieldConfigs.csv" />
     <None Remove="TestSets\SensibilityResidueCompConfig.csv" />
+    <None Remove="TestSets\WS1\FertiliserData.csv" />
+    <None Remove="TestSets\WS1\FieldConfigs.csv" />
     <None Remove="TestSets\WS2\CropData.csv" />
     <None Remove="TestSets\WS2\FertiliserData.csv" />
     <None Remove="TestSets\WS2\FieldConfigs.csv" />
@@ -30,6 +32,8 @@
     <EmbeddedResource Include="TestSets\Losses\FieldConfigs.csv" />
     <EmbeddedResource Include="TestSets\Moisture\FieldConfigs.csv" />
     <EmbeddedResource Include="TestSets\Residues\FieldConfigs.csv" />
+    <EmbeddedResource Include="TestSets\WS1\FertiliserData.csv" />
+    <EmbeddedResource Include="TestSets\WS1\FieldConfigs.csv" />
     <EmbeddedResource Include="TestSets\WS2\CropData.csv" />
     <EmbeddedResource Include="TestSets\WS2\FertiliserData.csv" />
     <EmbeddedResource Include="TestSets\WS2\FieldConfigs.csv" />
diff --git a/TestComponents/TestSets/Location/Outputs/ashburton_Aut.csv b/TestComponents/TestSets/Location/Outputs/ashburton_Aut.csv
index 244f81f..bd412ec 100644
--- a/TestComponents/TestSets/Location/Outputs/ashburton_Aut.csv
+++ b/TestComponents/TestSets/Location/Outputs/ashburton_Aut.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.091056084000030069,0,1.230948836151919,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,44.635634371891641,0,-6.6457435963038414,1.281377968195482,0,0,0,0,0.90227272727272723,0,0,0
-27/01/2023 12:00:00 am,40.127161805514206,0,-5.6695470064312801,1.1610744400538422,0,0,0,0,0.88015495867768589,0,0,0
-28/01/2023 12:00:00 am,36.317953238806837,0,-4.8607319923392467,1.0515234256318762,0,0,0,0,0.83105348422238912,0,0,0
-29/01/2023 12:00:00 am,32.774201187981554,0,-4.589809562309739,1.0460575114844559,0,0,0,0,0.78155900951665402,0,0,0
-30/01/2023 12:00:00 am,29.593717021182467,0,-4.1841254084185344,1.0036412416194478,0,0,0,0,0.73318707254741244,0,0,0
-31/01/2023 12:00:00 am,25.905085809769734,0,-4.9433275628600413,1.254696351447308,0,0,0,0,0.88158199129382064,0,13.200000000000005,0
-1/02/2023 12:00:00 am,22.449864857554662,0,-4.7367117445650422,1.2814907923499701,0,0,0,0,0.86599167672271748,0,0,0
-2/02/2023 12:00:00 am,19.577928753391731,0,-4.0324477585847163,1.1605116544217864,0,0,0,0,0.82325889827453647,0,0,0
-3/02/2023 12:00:00 am,17.164242967913985,0,-3.4703829219684721,1.0566971364907265,0,0,0,0,0.78342076460953158,0,0,0
-4/02/2023 12:00:00 am,14.940656264188116,0,-3.2764970685844972,1.0529103648586271,0,0,0,0,0.79126886862621215,0,0,0
-5/02/2023 12:00:00 am,13.101192804252772,0,-2.7796142701178752,0.94015081018253199,0,0,0,0,0.7549666172982995,0,0,0
-6/02/2023 12:00:00 am,11.546474869370133,0,-2.4075973051731054,0.85287937029046579,0,0,0,0,0.71692328710658959,0,0,0
-7/02/2023 12:00:00 am,9.7991962904773082,0,-2.7822553148943854,1.0349767360015607,0,0,0,0,0.88938248182740232,0,13.200000000000005,0
-8/02/2023 12:00:00 am,8.2241216588374932,0,-2.5923711005768908,1.0172964689370756,0,0,0,0,0.8349548883694734,0,0,0
-9/02/2023 12:00:00 am,6.6966892608584478,0,-2.6091896834314738,1.0817572854524287,0,0,0,0,0.84082849277412264,0,0,0
-10/02/2023 12:00:00 am,5.4071934047481696,0,-2.2946471422595351,1.0051512861492571,0,0,0,0,0.82196888631723475,0,0,0
-11/02/2023 12:00:00 am,4.232098809555036,0,-2.1844967597674554,1.0094021645743219,0,0,0,0,0.79474326355798741,0,0,0
-12/02/2023 12:00:00 am,3.1197137500137453,0,-2.1740027432390292,1.0616176836977387,0,0,0,0,0.81185614120700933,0,0,0
-13/02/2023 12:00:00 am,2.2270132281831403,0,-1.842302719608341,0.94960219777773591,0,0,0,0,0.80173584345151794,0,0,0
-14/02/2023 12:00:00 am,1.4658377106947527,0,-1.6615417572349003,0.90036623974651264,0,0,0,0,0.82210885686515867,0,0,0
-15/02/2023 12:00:00 am,0.78015446017100043,0,-1.5916027331941365,0.90591948267038425,0,0,0,0,0.80511184519241508,0,0,0
-16/02/2023 12:00:00 am,0.17631592129004503,0,-1.5021880619041923,0.8983495230232369,0,0,0,0,0.77543907787888933,0,0,0
-17/02/2023 12:00:00 am,-0.35203055379724157,0,-1.4215161339820952,0.8931696588948087,0,0,0,0,0.73298822467410807,0,0,0
-18/02/2023 12:00:00 am,-0.95088846203651101,0,-1.791852476381635,1.1929945681423655,0,0,0,0,0.89902081003624956,0,13.200000000000005,0
-19/02/2023 12:00:00 am,-1.4298224805388327,0,-1.6610519763186744,1.182117957816353,0,0,0,0,0.87786358280694454,0,0,0
-20/02/2023 12:00:00 am,-1.8219478918465153,0,-1.6523293661847305,1.2602039548770476,0,0,0,0,0.92587185051561438,0,0,0
-21/02/2023 12:00:00 am,-2.1045489079447242,0,-1.5755334795675395,1.2929324634693311,0,0,0,0,0.91653738707449306,0,0,0
-22/02/2023 12:00:00 am,-2.268326114627135,0,-1.4033011325259537,1.2395239258435429,0,0,0,0,0.96214932402565245,0,0,0
-23/02/2023 12:00:00 am,-2.3307834578913118,0,-1.1623548613837187,1.0998975181195421,0,0,0,0,0.96495094873346077,0,0,0
-24/02/2023 12:00:00 am,-2.3171805538745445,0,-1.1388640822916329,1.1524669863084003,0,0,0,0,0.93728755215122994,0,0,0
-25/02/2023 12:00:00 am,-2.2282590428343543,0,-1.0520702836216458,1.1409917946618362,0,0,0,0,0.9046861476334318,0,0,0
-26/02/2023 12:00:00 am,-2.0861590239792855,0,-0.89226589756093233,1.0343659164160011,0,0,0,0,0.86034673071347711,0,0,0
-27/02/2023 12:00:00 am,-1.8952162921713511,0,-0.81256762317937614,1.0035103549873106,0,0,0,0,0.82317577762802463,0,0,0
-28/02/2023 12:00:00 am,-1.6605148540233663,0,-0.74601364043324736,0.98071507858123219,0,0,0,0,0.8165975581066659,0,0,0
-1/03/2023 12:00:00 am,-1.3829527131594777,0,-0.69520970559648276,0.9727718464603714,0,0,0,0,0.81033828256210028,0,0,0
-2/03/2023 12:00:00 am,-1.0824820058592781,0,-0.61615716486294048,0.91662787216314012,0,0,0,0,0.77963852515350407,0,0,0
-3/03/2023 12:00:00 am,-0.72900079922029293,0,-0.60688698608795733,0.96036819272694252,0,0,0,0,0.7820819366983941,0,0,0
-4/03/2023 12:00:00 am,-0.37672071283954467,0,-0.51630857038790623,0.86858865676865449,0,0,0,0,0.7510352914745374,0,0,0
-5/03/2023 12:00:00 am,-0.020543637031450901,0,-0.45593778656278516,0.81211486237087893,0,0,0,0,0.75023065701357361,0,0,0
-6/03/2023 12:00:00 am,0.39366571768393976,0,-0.46626321074245425,0.88047256545784491,0,0,0,0,0.7539312453750161,0,0,0
-7/03/2023 12:00:00 am,0.85513740440676367,0,-0.45622820733932201,0.91769989406214592,0,0,0,0,0.72884450323107575,0,0,0
-8/03/2023 12:00:00 am,1.3115180782300884,0,-0.39915182044569519,0.85553249426901989,0,0,0,0,0.72783641975087532,0,0,0
-9/03/2023 12:00:00 am,1.7415362229566733,0,-0.33748210925108424,0.76750025397766919,0,0,0,0,0.71953426860992908,0,0,0
-10/03/2023 12:00:00 am,2.3018203591408275,0,-0.39331864369165714,0.9536027798758111,0,0,0,0,0.8943412000455836,0,13.200000000000005,0
-11/03/2023 12:00:00 am,2.9145437558306,0,-0.38033380098453051,0.99305719767430323,0,0,0,0,0.8873256909526025,0,0,0
-12/03/2023 12:00:00 am,3.5341791372120808,0,-0.34079933546630059,0.96043471684778114,0,0,0,0,0.88339263552402303,0,0,0
-13/03/2023 12:00:00 am,4.154966494070452,0,-0.30431722897645841,0.92510458583482968,0,0,0,0,0.89190049023902218,0,0,0
-14/03/2023 12:00:00 am,4.8079711226964221,0,-0.28597911838262746,0.93898374700859732,0,0,0,0,0.89555289516900005,0,0,0
-15/03/2023 12:00:00 am,5.5063201768445982,0,-0.27259046036873258,0.97093951451690863,0,0,0,0,0.88076177433530456,0,0,0
-16/03/2023 12:00:00 am,6.2682877049965731,0,-0.26366478700292362,1.0256323151548983,0,0,0,0,0.89385643977513485,0,0,0
-17/03/2023 12:00:00 am,7.0205586153785262,0,-0.23038610900687218,0.98265701938882577,0,0,0,0,0.90934563856982775,0,0,0
-18/03/2023 12:00:00 am,7.752783948148867,0,-0.19930934709316261,0.93153467986350302,0,0,0,0,0.89667642966080485,0,0,0
-19/03/2023 12:00:00 am,8.4931206466817279,0,-0.17943887130446967,0.91977556983733122,0,0,0,0,0.87333258112974033,0,0,0
-20/03/2023 12:00:00 am,9.2446666752181059,0,-0.16195052698984114,0.91349655552621867,0,0,0,0,0.84366594523503879,0,0,0
-21/03/2023 12:00:00 am,10.004456719641919,0,-0.14521266728404214,0.90500271170785496,0,0,0,0,0.81707809268103748,0,0,0
-22/03/2023 12:00:00 am,10.785579646717549,0,-0.13185345430679263,0.91297638138242365,0,0,0,0,0.84648294702700122,0,0,0
-23/03/2023 12:00:00 am,11.504953981199742,0,-0.10728595281575792,0.82666028729795105,0,0,0,0,0.82304490493363602,0,0,0
-24/03/2023 12:00:00 am,12.216499872011573,0,-0.093969694661268477,0.80551558547309943,0,0,0,0,0.80841902960271583,0,0,0
-25/03/2023 12:00:00 am,12.958900008406887,0,-0.086250079544385017,0.82865021593969956,0,0,0,0,0.79327715432868184,0,0,0
-26/03/2023 12:00:00 am,13.708840111781605,0,-0.075902046832155179,0.82584215020687257,0,0,0,0,0.78548113228389449,0,0,0
-27/03/2023 12:00:00 am,14.498902549444768,0,-0.068760131877553476,0.85882256954071723,0,0,0,0,0.78966745303071673,0,0,0
-28/03/2023 12:00:00 am,15.324241665050307,0,-0.060558452095349935,0.88589756770088879,0,0,0,0,0.79304217429332924,0,0,0
-29/03/2023 12:00:00 am,16.10959543780147,0,-0.047788795207623025,0.83314256795878516,0,0,0,0,0.81249544173898591,0,0,0
-30/03/2023 12:00:00 am,16.86708505621543,0,-0.037704488444845197,0.79519410685880343,0,0,0,0,0.80651073138325902,0,0,0
-31/03/2023 12:00:00 am,17.66824507788845,0,-0.031577000849750902,0.83273702252277182,0,0,0,0,0.79054599599076136,0,0,0
-1/04/2023 12:00:00 am,18.489701248583739,0,-0.024162413429593244,0.845618584124881,0,0,0,0,0.7727222840214143,0,0,0
-2/04/2023 12:00:00 am,19.28890767937834,0,-0.016103122271374559,0.81530955306597597,0,0,0,0,0.78151032909948837,0,0,0
-3/04/2023 12:00:00 am,20.0410831073245,0,-0.0089469169180631525,0.7611223448642237,0,0,0,0,0.77431533477692738,0,0,0
-4/04/2023 12:00:00 am,20.808533891993182,0,-0.0033353594641880591,0.77078614413287028,0,0,0,0,0.77202858826197385,0,0,0
-5/04/2023 12:00:00 am,21.608496135531546,0,0.0023467704693302949,0.79761547306903346,0,0,0,0,0.80817923710252004,0,0,0
-6/04/2023 12:00:00 am,22.434380512266593,0,0.0082486031882780253,0.81763577354677053,0,0,0,0,0.87443414016440957,0,0,0
-7/04/2023 12:00:00 am,23.257504505340545,0,0.013720405239254774,0.80940358783469868,0,0,0,0,0.88119199694780448,0,0,0
-8/04/2023 12:00:00 am,24.046938468047173,0,0.017981899107269328,0.77145206359936003,0,0,0,0,0.88900616673264032,0,0,0
-9/04/2023 12:00:00 am,24.780888510758935,0,0.020693016460711533,0.71325702625104881,0,0,0,0,0.88354842279144719,0,0,0
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-11/04/2023 12:00:00 am,223.73871546364478,1.5743080891549379,0.029208687861796534,0.74220527138913095,199.02531834746515,15.114112620552763,6.8700511911603472,0,0.8724042146940677,0,0,0.013199073311164959
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diff --git a/TestComponents/TestSets/Location/Outputs/ashburton_Spr.csv b/TestComponents/TestSets/Location/Outputs/ashburton_Spr.csv
index e2ee5dd..97f6b95 100644
--- a/TestComponents/TestSets/Location/Outputs/ashburton_Spr.csv
+++ b/TestComponents/TestSets/Location/Outputs/ashburton_Spr.csv
@@ -1,212 +1,212 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 4/08/2023 12:00:00 am,0,0.070542209361988739,0,0.51065153458752266,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-5/08/2023 12:00:00 am,47.991358762963905,0,-2.4768007163565162,0.46815947932041835,0,0,0,0,0.91196969696969699,0,0,0
-6/08/2023 12:00:00 am,46.024094856071258,0,-2.4390808478871895,0.47181694099453986,0,0,0,0,0.91480050505050503,0,0,0
-7/08/2023 12:00:00 am,44.013680204921769,0,-2.5071028690656689,0.49668821791617901,0,0,0,0,0.93942473982246699,0,0,0
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diff --git a/TestComponents/TestSets/Location/Outputs/blenheim_Aut.csv b/TestComponents/TestSets/Location/Outputs/blenheim_Aut.csv
index b4edfc9..d938d45 100644
--- a/TestComponents/TestSets/Location/Outputs/blenheim_Aut.csv
+++ b/TestComponents/TestSets/Location/Outputs/blenheim_Aut.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.085683480963496095,0,1.2941438464574464,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,44.681758928401479,0,-6.5881618644099458,1.2699207928114236,0,0,0,0,0.89757575757575747,0,0,0
-27/01/2023 12:00:00 am,40.182844774099735,0,-5.6565806472076314,1.1576664929058929,0,0,0,0,0.83775206611570241,0,0,0
-28/01/2023 12:00:00 am,36.24759069335542,0,-5.0217422401559695,1.0864881594116549,0,0,0,0,0.78716478837966442,0,0,0
-29/01/2023 12:00:00 am,32.619824041126655,0,-4.7009446258563372,1.0731779736275704,0,0,0,0,0.76216972011626394,0,0,0
-30/01/2023 12:00:00 am,29.260446887050779,0,-4.4249214919614452,1.0655443378855685,0,0,0,0,0.70335254647021173,0,0,0
-31/01/2023 12:00:00 am,25.310149744925802,0,-5.3086067337961573,1.3583095916711803,0,0,0,0,0.8506489251734517,0,13.200000000000005,0
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diff --git a/TestComponents/TestSets/Location/Outputs/blenheim_Spr.csv b/TestComponents/TestSets/Location/Outputs/blenheim_Spr.csv
index 37d2cd3..237ff85 100644
--- a/TestComponents/TestSets/Location/Outputs/blenheim_Spr.csv
+++ b/TestComponents/TestSets/Location/Outputs/blenheim_Spr.csv
@@ -1,212 +1,212 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 4/08/2023 12:00:00 am,0,0.063489134830732041,0,0.53808052142525398,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-5/08/2023 12:00:00 am,47.715914251163532,0,-2.8174941939185718,0.53340844508209984,0,0,0,0,0.91166666666666663,0,0,0
-6/08/2023 12:00:00 am,45.427699893340446,0,-2.8405505356338354,0.55233617781075361,0,0,0,0,0.9413030303030302,0,0,0
-7/08/2023 12:00:00 am,43.106314504967386,0,-2.9015580659008586,0.58017267752779766,0,0,0,0,0.95343085399449035,0,0,0
-8/08/2023 12:00:00 am,40.81185326602138,0,-2.8891662707624537,0.5947050318164453,0,0,0,0,0.97147973370064278,0,0,0
-9/08/2023 12:00:00 am,38.739521972024896,0,-2.6291660942723016,0.55683480027581411,0,0,0,0,0.99786416238138975,0,0,0
-10/08/2023 12:00:00 am,36.860928855152217,0,-2.4008681552847868,0.52227503841211387,0,0,0,0,0.98942138342539276,0,0,0
-11/08/2023 12:00:00 am,35.008993332656686,0,-2.384398003164506,0.53246248066897617,0,0,0,0,0.99129641678216529,0,0,0
-12/08/2023 12:00:00 am,32.90677264192697,0,-2.4833297292754537,0.56998080215899838,0,0,0,0.18887176361326197,1,0.99687816580609478,0,0
-13/08/2023 12:00:00 am,30.96096251015393,0,-2.5409410728479642,0.60047874369031229,0,0,0,0.0053478026153904274,1,0.030000000000001137,0,0
-14/08/2023 12:00:00 am,28.96863811154924,0,-2.5326036413990565,0.61700224191404229,0,0,0,0.076722999119677837,1,0.45999999999999375,0,0
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-20/08/2023 12:00:00 am,18.113295166364075,0,-2.0195739594690423,0.58853695317414156,0,0,0,0.30243714050504777,1,2.8999999999999915,0,0
-21/08/2023 12:00:00 am,16.599649242801338,0,-1.961041159898592,0.58884436867147993,0,0,0,0.14144913233562739,1,1.4799999999999898,0,0
-22/08/2023 12:00:00 am,15.279935401317948,0,-1.9110829403733547,0.59136909888996525,0,0,0,0,0.9893939393939396,0,0,0
-23/08/2023 12:00:00 am,14.037627668677375,0,-1.823863800210404,0.5815560675698308,0,0,0,0,0.97433195592286514,0,0,0
-24/08/2023 12:00:00 am,12.838861228825483,0,-1.7853383953925785,0.58657195554068509,0,0,0,0,0.96756886008848819,0,0,0
-25/08/2023 12:00:00 am,11.608981263852742,0,-1.8606056233491586,0.63072565837641881,0,0,0,0,0.97638537257119162,0,0,0
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-27/08/2023 12:00:00 am,9.087798353226928,0,-1.8172506360183789,0.65908835326231408,0,0,0,0.041858949990620856,1,0.79999999999999716,0,0
-28/08/2023 12:00:00 am,8.0181437829043958,0,-1.7036295906296175,0.63905317803625783,0,0,0,0.0050781577291727584,1,0.10999999999999943,0,0
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-31/08/2023 12:00:00 am,5.1470889746223323,0,-1.5403961357339995,0.63885871686994211,0,0,0,0,0.97839880833124615,0,0,0
-1/09/2023 12:00:00 am,4.2846072394675021,0,-1.5105449776780091,0.64806324252317926,0,13.09645663818646,5.9529348355392999,0,0.95250028836861889,0,0,0.0083957771577901665
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-8/09/2023 12:00:00 am,200.09250733981895,1.5376756199894004,-1.0379304554080875,0.56343134412126628,0,22.113047466553734,10.051385212069878,0,0.82909113173944027,0,0,0.043440344299397943
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diff --git a/TestComponents/TestSets/Location/Outputs/hastings_Aut.csv b/TestComponents/TestSets/Location/Outputs/hastings_Aut.csv
index 6c2fd65..5858633 100644
--- a/TestComponents/TestSets/Location/Outputs/hastings_Aut.csv
+++ b/TestComponents/TestSets/Location/Outputs/hastings_Aut.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.087852233952091296,0,1.3412700374453073,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,44.955302572884094,0,-6.2468365520760738,1.2021391249601663,0,0,0,0,0.85877272727272724,0,0,0
-27/01/2023 12:00:00 am,40.563980634841954,0,-5.5153924598922917,1.1240705218501477,0,0,0,0,0.82264946969696962,0,0,0
-28/01/2023 12:00:00 am,36.78552016971615,0,-4.813313871867944,1.034853406742144,0,0,0,0,0.77392505339761253,0,0,0
-29/01/2023 12:00:00 am,33.215502481905368,0,-4.6148001894474504,1.0447825016366696,0,0,0,0,0.71744457972009346,0,0,0
-30/01/2023 12:00:00 am,29.077729133911838,0,-5.4448911993961779,1.3071178514026482,0,0,0,0,0.86419278479618333,0,13.200000000000005,0
-31/01/2023 12:00:00 am,25.242190481986704,0,-5.1581816404187038,1.3226429884935684,0,0,0,0,0.8450685486828835,0,0,0
-1/02/2023 12:00:00 am,21.925429657315568,0,-4.5659200380672758,1.2491592133961409,0,0,0,0,0.81098417366204401,0,0,0
-2/02/2023 12:00:00 am,19.173627278780955,0,-3.8788193535437046,1.1270169750090924,0,0,0,0,0.78291086643049901,0,0,0
-3/02/2023 12:00:00 am,16.795501242439965,0,-3.4323531294407701,1.0542270930997801,0,0,0,0,0.72987734295351259,0,0,0
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+23/09/2023 12:00:00 am,172.77681611753781,7.8793269109533526,0.29254310776948955,0.64770347051868993,0,86.401315132822972,79.041203102989897,0,0.82838431458754447,0,0,0.99929029982484108
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+27/09/2023 12:00:00 am,143.91543232931923,8.0198313191896915,0.22049873639551265,0.68893329249626323,0,119.02439376064271,108.88527873658798,0,0.80051182610023808,0,0,0.99993160692238747
+28/09/2023 12:00:00 am,137.53834695832239,7.2158286042431143,0.19456677921566268,0.64417645403060431,0,126.24022236488582,115.48642564491406,0,0.78657278954496435,0,0,0.9999616106007706
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diff --git a/TestComponents/TestSets/Location/Outputs/hastings_Spr.csv b/TestComponents/TestSets/Location/Outputs/hastings_Spr.csv
index 0588bbd..7c2359d 100644
--- a/TestComponents/TestSets/Location/Outputs/hastings_Spr.csv
+++ b/TestComponents/TestSets/Location/Outputs/hastings_Spr.csv
@@ -1,212 +1,212 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 4/08/2023 12:00:00 am,0,0.067828160365650092,0,0.61704787773059555,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-5/08/2023 12:00:00 am,47.604303053444717,0,-2.9556185131321064,0.55992156657682801,0,0,0,0,0.89957575757575758,0,0,0
-6/08/2023 12:00:00 am,45.132885946194918,0,-3.069781949911476,0.59836484266167655,0,0,0,0,0.94323826446280989,0,0,0
-7/08/2023 12:00:00 am,42.484957693633397,0,-3.3144490902560042,0.66652083769448545,0,0,0,0,0.9862101499999999,0,0,0
-8/08/2023 12:00:00 am,40.074116411917615,0,-3.0426603487894539,0.63181906707367186,0,0,0,0,0.97192060768939392,0,0,0
-9/08/2023 12:00:00 am,37.887061663780628,0,-2.7827393749149731,0.59568462677798528,0,0,0,0,0.95620103895637631,0,0,0
-10/08/2023 12:00:00 am,35.831802118620182,0,-2.6363277521737007,0.58106820701325623,0,0,0,0,0.9647611902355373,0,0,0
-11/08/2023 12:00:00 am,33.77322124728046,0,-2.6631164414805788,0.60453557014085268,0,0,0,0,0.96255110892904239,0,0,0
-12/08/2023 12:00:00 am,31.707762428277487,0,-2.6967848994935366,0.63132608049056305,0,0,0,0,0.93642055546906933,0,0,0
-13/08/2023 12:00:00 am,29.788548915733642,0,-2.530217788373136,0.61100427582929273,0,0,0,0,0.92165425572438586,0,0,0
-14/08/2023 12:00:00 am,27.956604767262732,0,-2.4392184123187199,0.60727426384781147,0,0,0,0,0.92323518172776398,0,0,0
-15/08/2023 12:00:00 am,26.149399736648267,0,-2.4315822716159801,0.62437724100151437,0,0,0,0,0.95186686954035282,0,0,0
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-22/08/2023 12:00:00 am,15.624459556088095,0,-1.8248676315086882,0.58353079176748002,0,0,0,0,0.94718643263164459,0,0,0
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diff --git a/TestComponents/TestSets/Location/Outputs/invercargill_Aut.csv b/TestComponents/TestSets/Location/Outputs/invercargill_Aut.csv
index 411c5c6..d97d971 100644
--- a/TestComponents/TestSets/Location/Outputs/invercargill_Aut.csv
+++ b/TestComponents/TestSets/Location/Outputs/invercargill_Aut.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.082788771037954234,0,0.9386780077762884,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,45.925190292510791,0,-5.0388699824139351,0.96406027492472357,0,0,0,0,0.90560606060606053,0,0,0
-27/01/2023 12:00:00 am,42.196081785242399,0,-4.6642625425659023,0.93515403529750496,0,0,0,0,0.87437419651056014,0,0,0
-28/01/2023 12:00:00 am,38.81231412998968,0,-4.2821168499498921,0.89834919469717522,0,0,0,0,0.84769904485627623,0,0,0
-29/01/2023 12:00:00 am,35.598555362608778,0,-4.1169020137098293,0.90314324632892273,0,0,0,0,0.82062409550783733,0,0,0
-30/01/2023 12:00:00 am,32.436100218545803,0,-4.1053884205615923,0.9429332764986148,0,0,0,0,0.81443664758465883,0,0,0
-31/01/2023 12:00:00 am,29.318143790381871,0,-4.1081655824513206,0.99020915428738998,0,0,0,0,0.83025023962132305,0,0,0
-1/02/2023 12:00:00 am,26.508475168590891,0,-3.7615386542152329,0.95187003242425305,0,0,0,0,0.82991802921830937,0,0,0
-2/02/2023 12:00:00 am,24.027330486466557,0,-3.3760962053176904,0.89495152319335658,0,0,0,0,0.82067933092050738,0,0,0
-3/02/2023 12:00:00 am,21.697092410827647,0,-3.2244809067686901,0.89424283112977998,0,0,0,0,0.82006857750945095,0,0,0
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diff --git a/TestComponents/TestSets/Location/Outputs/invercargill_Spr.csv b/TestComponents/TestSets/Location/Outputs/invercargill_Spr.csv
index 45484ef..acabc27 100644
--- a/TestComponents/TestSets/Location/Outputs/invercargill_Spr.csv
+++ b/TestComponents/TestSets/Location/Outputs/invercargill_Spr.csv
@@ -1,212 +1,212 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
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diff --git a/TestComponents/TestSets/Location/Outputs/kerikeri_Aut.csv b/TestComponents/TestSets/Location/Outputs/kerikeri_Aut.csv
index e73cf48..2524359 100644
--- a/TestComponents/TestSets/Location/Outputs/kerikeri_Aut.csv
+++ b/TestComponents/TestSets/Location/Outputs/kerikeri_Aut.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.084828613502040184,0,1.4885457503731097,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,43.989223659211973,0,-7.4535776858738494,1.4428013450858292,0,0,0,0,0.8727272727272728,0,0,0
-27/01/2023 12:00:00 am,38.565981395821908,0,-6.8454266592279964,1.4221843958379337,0,0,0,0,0.85764462809917363,0,0,0
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diff --git a/TestComponents/TestSets/Location/Outputs/kerikeri_Spr.csv b/TestComponents/TestSets/Location/Outputs/kerikeri_Spr.csv
index 9f15f29..ad0bfbf 100644
--- a/TestComponents/TestSets/Location/Outputs/kerikeri_Spr.csv
+++ b/TestComponents/TestSets/Location/Outputs/kerikeri_Spr.csv
@@ -1,212 +1,212 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 4/08/2023 12:00:00 am,0,0.065284639351546048,0,0.79672167706253183,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-5/08/2023 12:00:00 am,46.42680260712595,0,-4.4154772700838203,0.84227987720977193,0,0,0,0,0.94848484848484838,0,0,0
-6/08/2023 12:00:00 am,42.334191760982677,0,-4.2453822446288401,0.84418710210508985,0,0,0,0.6914157036195222,1,2.8366666666666589,0,0
-7/08/2023 12:00:00 am,38.61442410157931,0,-4.0756122002256312,0.84496057944227443,0,0,0,0.48911603862000519,1,2.2000000000000028,0,0
-8/08/2023 12:00:00 am,34.401342688462677,0,-3.9577537287263365,0.85583568444704883,0,0,0,1.1111633688373446,1,5.6099999999999994,0,0
-9/08/2023 12:00:00 am,30.472866692010747,0,-3.7861977034254082,0.85427678982250543,0,0,0,0.99655508284902894,1,5.6799999999999926,0,0
-10/08/2023 12:00:00 am,27.101045472051542,0,-3.5319705762007452,0.83110554262536318,0,0,0,0.67095618638382104,1,4.2999999999999972,0,0
-11/08/2023 12:00:00 am,23.737059720000694,0,-3.3032481804737728,0.80983707627495138,0,0,0,0.8705746478520261,1,6.3700000000000045,0,0
-12/08/2023 12:00:00 am,20.724879469514839,0,-3.2798216310991357,0.83801518468035263,0,0,0,0.57037380406707217,1,4.7800000000000011,0,0
-13/08/2023 12:00:00 am,18.216697290323886,0,-3.2069610131294866,0.85505601584431201,0,0,0,0.15627718190577949,1,1.4900000000000091,0,0
-14/08/2023 12:00:00 am,15.780505513940566,0,-3.0522988393996613,0.84961072490898326,0,0,0,0.23350366189264246,1,2.5700000000000074,0,0
-15/08/2023 12:00:00 am,13.562806456817297,0,-2.9158329484823966,0.84728366297061197,0,0,0,0.14914977161148452,1,1.9099999999999966,0,0
-16/08/2023 12:00:00 am,11.48606544960929,0,-2.7356956437629876,0.82957491787008608,0,0,0,0.17062028131510518,1,2.5799999999999983,0,0
-17/08/2023 12:00:00 am,9.5784097558391093,0,-2.5216551307628876,0.79709219074977533,0,0,0,0.1830927537570696,1,3.3199999999999932,0,0
-18/08/2023 12:00:00 am,7.5791222904526308,0,-2.4968979719037208,0.8227089187031722,0,0,0,0.32509841218593044,1,7.4500000000000028,0,0
-19/08/2023 12:00:00 am,5.6445499086373623,0,-2.4633665923651904,0.84728366297061197,0,0,0,0.31848945242068988,1,9.7999999999999972,0,0
-20/08/2023 12:00:00 am,4.0459700049504788,0,-2.2764363352165589,0.81739335463980056,0,0,0,0.13953692311012528,1,5.9899999999999949,0,0
-21/08/2023 12:00:00 am,2.6072212143066094,0,-2.2097520069860721,0.82804605624309291,0,0,0,0.05704283990089002,1,3.7999999999999972,0,0
-22/08/2023 12:00:00 am,1.2836935448086564,0,-2.1645290140598803,0.84728366297061197,0,0,0,0.006282318408684746,1,0.84999999999999432,0,0
-23/08/2023 12:00:00 am,0.078052442955674012,0,-2.0392784076634456,0.8341720833059868,0,0,0,0.00053477749552357796,1,1.1900000000000119,0,0
-24/08/2023 12:00:00 am,-1.0335935787769337,0,-1.9412209396026938,0.82957491787008608,0,0,0,0,1,3.1299999999999955,0,0
-25/08/2023 12:00:00 am,-2.0894962293438373,0,-1.9086223158759239,0.85271966530902032,0,0,0,0,1,2.7099999999999937,0,0
-26/08/2023 12:00:00 am,-3.0960168339301162,0,-1.8915156397307697,0.88499503514449096,0,0,0,0,1,4.769999999999996,0,0
-27/08/2023 12:00:00 am,-4.0286560292456022,0,-1.831235656898059,0.89859646158257322,0,0,0,0,1,3.9200000000000017,0,0
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diff --git a/TestComponents/TestSets/Location/Outputs/levin_Aut.csv b/TestComponents/TestSets/Location/Outputs/levin_Aut.csv
index 4c3e182..993a550 100644
--- a/TestComponents/TestSets/Location/Outputs/levin_Aut.csv
+++ b/TestComponents/TestSets/Location/Outputs/levin_Aut.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.084493919410164153,0,1.2709491096088288,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,44.448660907387598,0,-6.8792436209382943,1.3279045283258937,0,0,0,0,0.87136363636363634,0,0,0
-27/01/2023 12:00:00 am,39.349718907481339,0,-6.4224992828610317,1.3235572829547742,0,0,0,0,0.89186687327823688,0,0,0
-28/01/2023 12:00:00 am,34.941260383815411,0,-5.6490146898198752,1.2405561661539453,0,0,0,0,0.85575445746723422,0,0,0
-29/01/2023 12:00:00 am,30.953111185792075,0,-5.2026970912573347,1.2145478932339984,0,0,0,0,0.80115173065733702,0,0,0
-30/01/2023 12:00:00 am,27.370523572007809,0,-4.7631565796478199,1.1805689658635543,0,0,0,0,0.77274597789630761,0,0,0
-31/01/2023 12:00:00 am,24.322930730242582,0,-4.1315713361138648,1.0839784943486377,0,0,0,0,0.72738674586910157,0,0,0
-1/02/2023 12:00:00 am,21.344830196490786,0,-4.1221123216510662,1.1440117878992695,0,0,0,0,0.76830384085087733,0,0,0
-2/02/2023 12:00:00 am,18.493622562776206,0,-4.0410681205933656,1.189860486878787,0,0,0,0,0.80740711443167346,0,0,0
-3/02/2023 12:00:00 am,15.98437862359356,0,-3.6495791951920111,1.1403352560093643,0,0,0,0,0.75914001898440375,0,0,0
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diff --git a/TestComponents/TestSets/Location/Outputs/levin_Spr.csv b/TestComponents/TestSets/Location/Outputs/levin_Spr.csv
index ba0ca0d..e8363e0 100644
--- a/TestComponents/TestSets/Location/Outputs/levin_Spr.csv
+++ b/TestComponents/TestSets/Location/Outputs/levin_Spr.csv
@@ -1,212 +1,212 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 4/08/2023 12:00:00 am,0,0.067792639860755344,0,0.65733308491881814,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-5/08/2023 12:00:00 am,47.21325651359377,0,-3.4398972282441016,0.65315374183787123,0,0,0,0,0.92687878787878775,0,0,0
-6/08/2023 12:00:00 am,44.392583993211247,0,-3.5094035595490083,0.68873103916648448,0,0,0,0,0.98029264921946735,0,0,0
-7/08/2023 12:00:00 am,41.66035386403648,0,-3.4284680700244028,0.69623794084963209,0,0,0,0,0.99728777173247629,0,0,0
-8/08/2023 12:00:00 am,38.656075308424107,0,-3.1453545019831388,0.66054409543947745,0,0,0,0.51946814906871153,1,2.3340035077203964,0,0
-9/08/2023 12:00:00 am,36.074131157491983,0,-2.744510363556083,0.59458126212216933,0,0,0,0.43201504949820962,1,2.0800000000000125,0,0
-10/08/2023 12:00:00 am,34.108782157459608,0,-2.5064684384559079,0.55879398917784295,0,0,0,0.017674550754317855,1,0.0899999999999892,0,0
-11/08/2023 12:00:00 am,31.417165584308179,0,-2.6883041609155498,0.61712900628817258,0,0,0,0.62044141852405121,1,3.4300000000000068,0,0
-12/08/2023 12:00:00 am,28.724163636900542,0,-2.7162923101189023,0.64347116850798247,0,0,0,0.62018080579671642,1,3.75,0,0
-13/08/2023 12:00:00 am,26.38609845124558,0,-2.7095750320609504,0.66319617110339468,0,0,0,0.29168632469740596,1,1.9200000000000017,0,0
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-23/08/2023 12:00:00 am,8.2363166011900759,0,-1.9507819963423572,0.6685207463732914,0,0,0,0.0018968486717895264,1,0.040000000000006253,0,0
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-25/08/2023 12:00:00 am,5.8175926541432865,0,-1.843579475891282,0.67790438093833894,0,0,0,0,0.99796790633608812,0,0,0
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-8/09/2023 12:00:00 am,192.67954474164208,1.6908152506785008,-1.0724147087954776,0.67200678743012721,0,22.360516496816839,10.163871134916743,0,0.88684722571639163,0,0,0.044959275845938437
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+3/02/2024 12:00:00 am,258.61740125761668,3.2743739509689362,0.079490216560714089,1.1174870505400489,0,49.386031301190179,45.179073079236943,0,0.74376708209652931,0,0,0.98857761380474418
+4/02/2024 12:00:00 am,256.46530570508361,3.3412601821632748,0.075741995949428542,1.1134226336807631,0,52.727291483353454,48.235707394030754,0,0.76342985641994598,0,0,0.99139059517802097
+5/02/2024 12:00:00 am,254.19383132587171,3.381983397185806,0.071950922724369093,1.0385580952495088,0,56.10927488053926,51.329595909234058,0,0.73670039305965851,0,0,0.99346931440104325
+6/02/2024 12:00:00 am,252.08343697949581,3.3788334568714333,0.067764306948816966,1.2006748035467136,0,59.488108337410694,54.420602812371996,0,0.88344022620670382,0,13.200000000000005,0.99500264933978388
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+11/02/2024 12:00:00 am,239.70902392464615,3.8384676970430007,0.063332568435455983,1.1180154084607754,0,77.805664043233776,71.177774143254609,0,0.81202689468384581,0,0,0.99870497727696317
+12/02/2024 12:00:00 am,236.88751432083222,4.0168747720409499,0.064889613131370538,1.1304755550956662,0,81.822538815274726,74.852470693973544,0,0.78582459100693391,0,0,0.99902349160417447
+13/02/2024 12:00:00 am,233.91188001019771,4.1434626360764923,0.065628266178194394,1.1022000592637839,0,85.966001451351218,78.642971698087962,0,0.74280209776833073,0,0,0.99926849401569939
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+15/02/2024 12:00:00 am,228.12360921978123,4.0488747310068902,0.061181620120635216,1.2527441672340955,0,94.175544847881838,86.153183620099313,0,0.86978720279205735,0,13.200000000000005,0.99958639138551275
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diff --git a/TestComponents/TestSets/Losses/Outputs/Lauder_Base.csv b/TestComponents/TestSets/Losses/Outputs/Lauder_Base.csv
index 17bc2a3..dfb93c6 100644
--- a/TestComponents/TestSets/Losses/Outputs/Lauder_Base.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Lauder_Base.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.33761090358319734,0,0.45693518594755755,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.609150340728348,0,-2.814089621397192,0.42323996212553922,0,0,0,0,0.85060606060606059,0,0,0
-27/01/2023 12:00:00 am,45.711438126358239,0,-2.2940821337056048,0.3963699193354977,0,0,0,0,0.79571166207529853,0,0,0
-28/01/2023 12:00:00 am,44.194490546515965,0,-1.8923121543065271,0.37536457446425431,0,0,0,0,0.73680060939978309,0,0,0
-29/01/2023 12:00:00 am,42.605613675675414,0,-2.0733637857389962,0.48448691489844786,0,0,0,0,0.8872902592794969,0,13.200000000000005,0
-30/01/2023 12:00:00 am,41.391769086522814,0,-1.6997890582865161,0.4859444691339122,0,0,0,0,0.84529984412632586,0,0,0
-31/01/2023 12:00:00 am,40.558249814046036,0,-1.2939554605492898,0.46043618807251169,0,0,0,0,0.81060152331012081,0,0,0
-1/02/2023 12:00:00 am,40.04669750125921,0,-0.92576389374364965,0.41421158095682098,0,0,0,0,0.79454353604409711,0,0,0
-2/02/2023 12:00:00 am,39.75388775483777,0,-0.68082272972178259,0.38801298330033906,0,0,0,0,0.76975578515630871,0,0,0
-3/02/2023 12:00:00 am,39.625232714696239,0,-0.52179361344799879,0.39313857330646512,0,0,0,0,0.74292432134238418,0,0,0
-4/02/2023 12:00:00 am,39.652760405781819,0,-0.37201593020825996,0.39954362129384413,0,0,0,0,0.77056012827505938,0,0,0
-5/02/2023 12:00:00 am,39.798590948174422,0,-0.20736719890923538,0.35319774130184406,0,0,0,0,0.72311114944335053,0,0,0
-6/02/2023 12:00:00 am,40.129505813686222,0,-0.1136438569176228,0.44455872242942074,0,0,0,0,0.89211788054612706,0,13.200000000000005,0
-7/02/2023 12:00:00 am,40.58845875452144,0,0.031064353499528963,0.42788858733568569,0,0,0,0,0.84495191026481198,0,0,0
-8/02/2023 12:00:00 am,41.153362118275275,0,0.14887944418247123,0.4160239195713677,0,0,0,0,0.78541774750192506,0,0,0
-9/02/2023 12:00:00 am,41.786669517582474,0,0.23859128228555271,0.39471611702164483,0,0,0,0,0.75656350714194531,0,0,0
-10/02/2023 12:00:00 am,42.438075167052155,0,0.29182403671098989,0.35958161275868961,0,0,0,0,0.73062547109221843,0,0,0
-11/02/2023 12:00:00 am,43.154048981113519,0,0.35623408550768865,0.35973972855367753,0,0,0,0,0.70585650029213109,0,0,0
-12/02/2023 12:00:00 am,44.122290013761614,0,0.52205489350255974,0.44618613914553523,0,0,0,0,0.88563532906141984,0,13.200000000000005,0
-13/02/2023 12:00:00 am,45.074777959910577,0,0.54536791904264348,0.40712002710631873,0,0,0,0,0.85217726974378194,0,0,0
-14/02/2023 12:00:00 am,46.039918286864022,0,0.57588198699519566,0.38925833995824977,0,0,0,0,0.83689379885021931,0,0,0
-15/02/2023 12:00:00 am,47.026135058747357,0,0.60675342827707546,0.37946334360626022,0,0,0,0,0.8065716083155845,0,0,0
-16/02/2023 12:00:00 am,48.049588458789778,0,0.64483487902328029,0.37861852101914173,0,0,0,0,0.76676943264749509,0,0,0
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diff --git a/TestComponents/TestSets/Losses/Outputs/Lauder_LowYield.csv b/TestComponents/TestSets/Losses/Outputs/Lauder_LowYield.csv
index ebd9324..1ae13b8 100644
--- a/TestComponents/TestSets/Losses/Outputs/Lauder_LowYield.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Lauder_LowYield.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.33761090358319734,0,0.45693518594755755,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.609150340728348,0,-2.814089621397192,0.42323996212553922,0,0,0,0,0.85060606060606059,0,0,0
-27/01/2023 12:00:00 am,45.711438126358239,0,-2.2940821337056048,0.3963699193354977,0,0,0,0,0.79571166207529853,0,0,0
-28/01/2023 12:00:00 am,44.194490546515965,0,-1.8923121543065271,0.37536457446425431,0,0,0,0,0.73680060939978309,0,0,0
-29/01/2023 12:00:00 am,42.605613675675414,0,-2.0733637857389962,0.48448691489844786,0,0,0,0,0.8872902592794969,0,13.200000000000005,0
-30/01/2023 12:00:00 am,41.391769086522814,0,-1.6997890582865161,0.4859444691339122,0,0,0,0,0.84529984412632586,0,0,0
-31/01/2023 12:00:00 am,40.558249814046036,0,-1.2939554605492898,0.46043618807251169,0,0,0,0,0.81060152331012081,0,0,0
-1/02/2023 12:00:00 am,40.04669750125921,0,-0.92576389374364965,0.41421158095682098,0,0,0,0,0.79454353604409711,0,0,0
-2/02/2023 12:00:00 am,39.75388775483777,0,-0.68082272972178259,0.38801298330033906,0,0,0,0,0.76975578515630871,0,0,0
-3/02/2023 12:00:00 am,39.625232714696239,0,-0.52179361344799879,0.39313857330646512,0,0,0,0,0.74292432134238418,0,0,0
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-14/02/2023 12:00:00 am,46.039918286864022,0,0.57588198699519566,0.38925833995824977,0,0,0,0,0.83689379885021931,0,0,0
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diff --git a/TestComponents/TestSets/Losses/Outputs/Lauder_Rocks.csv b/TestComponents/TestSets/Losses/Outputs/Lauder_Rocks.csv
index f5152f0..31ce98e 100644
--- a/TestComponents/TestSets/Losses/Outputs/Lauder_Rocks.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Lauder_Rocks.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.33761090358319734,0,0.22846759297377878,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.547548927903748,0,-2.6509566781369553,0.19850560604070211,0,0,0,0,0.80121212121212115,0,0,0
-27/01/2023 12:00:00 am,45.155157055663523,0,-2.6187442783703432,0.22635240613011645,0,0,0,0,0.89890725436179986,0,6.6000000000000023,0
-28/01/2023 12:00:00 am,43.412495694115066,0,-1.9374782441457006,0.194816882597246,0,0,0,0,0.76513673929376413,0,0,0
-29/01/2023 12:00:00 am,41.669317354218812,0,-1.977635643692369,0.23445730379611551,0,0,0,0,0.86173681897866727,0,6.6000000000000023,0
-30/01/2023 12:00:00 am,40.334393184217085,0,-1.5586981119288517,0.22377394192712771,0,0,0,0,0.78193746072155201,0,0,0
-31/01/2023 12:00:00 am,39.367071945109963,0,-1.1724607710587875,0.20513953195166712,0,0,0,0,0.72271720187839372,0,0,0
-1/02/2023 12:00:00 am,38.691467777848267,0,-0.8592196552962168,0.18361548803452005,0,0,0,0,0.70311808524722852,0,0,0
-2/02/2023 12:00:00 am,38.098795204936721,0,-0.81240836132602645,0.2197357884144796,0,0,0,0,0.86573264357790114,0,6.6000000000000023,0
-3/02/2023 12:00:00 am,37.730847544572597,0,-0.5794326157015206,0.21148495533739958,0,0,0,0,0.79869112356401184,0,0,0
-4/02/2023 12:00:00 am,37.538683979324283,0,-0.41248854622890363,0.22032498098058445,0,0,0,0,0.84585120256076163,0,0,0
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+18/09/2024 12:00:00 am,-177.97202675361822,0.98972029403336137,0.071225843913197195,0.10058255418893942,0,132.53851658945541,121.24819850961292,0,0.85580594609985527,0,6.6000000000000023,0.99997766277636113
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diff --git a/TestComponents/TestSets/Losses/Outputs/Lauder_VeryDry.csv b/TestComponents/TestSets/Losses/Outputs/Lauder_VeryDry.csv
index 29ee8ca..bbdf8d9 100644
--- a/TestComponents/TestSets/Losses/Outputs/Lauder_VeryDry.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Lauder_VeryDry.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.33761090358319734,0,0.45693518594755755,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.609150340728348,0,-2.814089621397192,0.42323996212553922,0,0,0,0,0.85060606060606059,0,0,0
-27/01/2023 12:00:00 am,45.711438126358239,0,-2.2940821337056048,0.3963699193354977,0,0,0,0,0.79571166207529853,0,0,0
-28/01/2023 12:00:00 am,44.194490546515965,0,-1.8923121543065271,0.37536457446425431,0,0,0,0,0.73680060939978309,0,0,0
-29/01/2023 12:00:00 am,42.605613675675414,0,-2.0733637857389962,0.48448691489844786,0,0,0,0,0.8872902592794969,0,13.200000000000005,0
-30/01/2023 12:00:00 am,41.391769086522814,0,-1.6997890582865161,0.4859444691339122,0,0,0,0,0.84529984412632586,0,0,0
-31/01/2023 12:00:00 am,40.558249814046036,0,-1.2939554605492898,0.46043618807251169,0,0,0,0,0.81060152331012081,0,0,0
-1/02/2023 12:00:00 am,40.04669750125921,0,-0.92576389374364965,0.41421158095682098,0,0,0,0,0.79454353604409711,0,0,0
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-3/02/2023 12:00:00 am,39.625232714696239,0,-0.52179361344799879,0.39313857330646512,0,0,0,0,0.74292432134238418,0,0,0
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+13/09/2024 12:00:00 am,-151.74503047560873,1.0995868972112817,0.075105371889094386,0.18212427063131562,0,127.04917502537491,116.22646752321333,0,0.75365307920766056,0,0,0.99996411061193802
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diff --git a/TestComponents/TestSets/Losses/Outputs/Lauder_VeryWet.csv b/TestComponents/TestSets/Losses/Outputs/Lauder_VeryWet.csv
index 0fc9281..75ba3b2 100644
--- a/TestComponents/TestSets/Losses/Outputs/Lauder_VeryWet.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Lauder_VeryWet.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.33761090358319734,0,0.45693518594755755,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.609150340728348,0,-2.814089621397192,0.42323996212553922,0,0,0,0,0.85060606060606059,0,0,0
-27/01/2023 12:00:00 am,45.711438126358239,0,-2.2940821337056048,0.3963699193354977,0,0,0,0,0.79571166207529853,0,0,0
-28/01/2023 12:00:00 am,44.194490546515965,0,-1.8923121543065271,0.37536457446425431,0,0,0,0,0.73680060939978309,0,0,0
-29/01/2023 12:00:00 am,42.605613675675414,0,-2.0733637857389962,0.48448691489844786,0,0,0,0,0.8872902592794969,0,13.200000000000005,0
-30/01/2023 12:00:00 am,41.391769086522814,0,-1.6997890582865161,0.4859444691339122,0,0,0,0,0.84529984412632586,0,0,0
-31/01/2023 12:00:00 am,40.558249814046036,0,-1.2939554605492898,0.46043618807251169,0,0,0,0,0.81060152331012081,0,0,0
-1/02/2023 12:00:00 am,40.04669750125921,0,-0.92576389374364965,0.41421158095682098,0,0,0,0,0.79454353604409711,0,0,0
-2/02/2023 12:00:00 am,39.75388775483777,0,-0.68082272972178259,0.38801298330033906,0,0,0,0,0.76975578515630871,0,0,0
-3/02/2023 12:00:00 am,39.625232714696239,0,-0.52179361344799879,0.39313857330646512,0,0,0,0,0.74292432134238418,0,0,0
-4/02/2023 12:00:00 am,39.652760405781819,0,-0.37201593020825996,0.39954362129384413,0,0,0,0,0.77056012827505938,0,0,0
-5/02/2023 12:00:00 am,39.798590948174422,0,-0.20736719890923538,0.35319774130184406,0,0,0,0,0.72311114944335053,0,0,0
-6/02/2023 12:00:00 am,40.129505813686222,0,-0.1136438569176228,0.44455872242942074,0,0,0,0,0.89211788054612706,0,13.200000000000005,0
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diff --git a/TestComponents/TestSets/Losses/Outputs/Levin_Base.csv b/TestComponents/TestSets/Losses/Outputs/Levin_Base.csv
index 018d570..1353efc 100644
--- a/TestComponents/TestSets/Losses/Outputs/Levin_Base.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Levin_Base.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.31670448114573446,0,0.5083796438435314,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.060930256070257,0,-3.4702315552601002,0.53116181133035745,0,0,0,0,0.87136363636363634,0,0,0
-27/01/2023 12:00:00 am,44.707644687406678,0,-2.8827084818454942,0.5294229131819097,0,0,0,0,0.89186687327823688,0,0,0
-28/01/2023 12:00:00 am,42.97055248177805,0,-2.2333146720901995,0.49622246646157808,0,0,0,0,0.85575445746723422,0,0,0
-29/01/2023 12:00:00 am,41.664685861768646,0,-1.7916857773030017,0.48581915729359937,0,0,0,0,0.80115173065733702,0,0,0
-30/01/2023 12:00:00 am,40.732668461686082,0,-1.4042449864279831,0.47222758634542178,0,0,0,0,0.77274597789630761,0,0,0
-31/01/2023 12:00:00 am,40.141500104503031,0,-1.0247597549225045,0.43359139773945504,0,0,0,0,0.72738674586910157,0,0,0
-1/02/2023 12:00:00 am,39.765954208738719,0,-0.83315061092402054,0.4576047151597078,0,0,0,0,0.76830384085087733,0,0,0
-2/02/2023 12:00:00 am,39.619490017424965,0,-0.62240838606526872,0.47594419475151473,0,0,0,0,0.80740711443167346,0,0,0
-3/02/2023 12:00:00 am,39.689087017515305,0,-0.38653710231340277,0.45613410240374574,0,0,0,0,0.75914001898440375,0,0,0
-4/02/2023 12:00:00 am,39.94740963214003,0,-0.20372298836162805,0.46204560298635,0,0,0,0,0.79149484524750591,0,0,0
-5/02/2023 12:00:00 am,40.348663250912168,0,-0.036580783215255153,0.43783440198739637,0,0,0,0,0.77664991398253558,0,0,0
-6/02/2023 12:00:00 am,40.829995515105615,0,0.084942488090344881,0.39638977610310144,0,0,0,0,0.73573619906865817,0,0,0
-7/02/2023 12:00:00 am,41.398238995270397,0,0.18084101883944648,0.3874024613253339,0,0,0,0,0.73824140433553098,0,0,0
-8/02/2023 12:00:00 am,42.0764491262061,0,0.27829072603728022,0.39991940489842648,0,0,0,0,0.73664568711621259,0,0,0
-9/02/2023 12:00:00 am,42.806047117004574,0,0.34588645338746993,0.38371153741100406,0,0,0,0,0.7007721856996133,0,0,0
-10/02/2023 12:00:00 am,43.617812905606897,0,0.422190613900435,0.38957517470189118,0,0,0,0,0.70359335184977079,0,0,0
-11/02/2023 12:00:00 am,44.539055986943296,0,0.51220393701279399,0.40903914432360794,0,0,0,0,0.74390270230443545,0,0,0
-12/02/2023 12:00:00 am,45.552621236821317,0,0.5926058874707536,0.42095936240726489,0,0,0,0,0.73138790625694061,0,0,0
-13/02/2023 12:00:00 am,46.615867319778815,0,0.64567348260757385,0.41757260034993088,0,0,0,0,0.70174750911170836,0,0,0
-14/02/2023 12:00:00 am,48.024021997301176,0,0.88292866087322075,0.5252260166491447,0,0,0,0,0.87750814834739721,0,13.200000000000005,0
-15/02/2023 12:00:00 am,49.400092870096181,0,0.88544396036212802,0.49062691243288242,0,0,0,0,0.85333002891956933,0,0,0
-16/02/2023 12:00:00 am,50.724178533543352,0,0.86770853900546463,0.45637712444171186,0,0,0,0,0.81422517267399463,0,0,0
-17/02/2023 12:00:00 am,52.118819372882825,0,0.92659643573739103,0.46804440360208227,0,0,0,0,0.81455956121815032,0,0,0
-18/02/2023 12:00:00 am,53.577877159110514,0,0.97997250524956314,0.47908528097812858,0,0,0,0,0.81417478468633109,0,0,0
-19/02/2023 12:00:00 am,55.134959237696251,0,1.0547368610658889,0.5023452175198464,0,0,0,0,0.82803153516494643,0,0,0
-20/02/2023 12:00:00 am,56.684566536893655,0,1.0563365274917604,0.49327077170564632,0,0,0,0,0.7988630767275442,0,0,0
-21/02/2023 12:00:00 am,58.170770424543981,0,1.0174790406064336,0.4687248470438915,0,0,0,0,0.77374568419783174,0,0,0
-22/02/2023 12:00:00 am,59.778208569464248,0,1.1035655942460423,0.50387255067422632,0,0,0,0,0.831508384294114,0,0,0
-23/02/2023 12:00:00 am,61.188795813776757,0,0.96985427592905005,0.44073296838345799,0,0,0,0,0.79499563645684146,0,0,0
-24/02/2023 12:00:00 am,62.484266261567946,0,0.89105716157913051,0.40441328621205308,0,0,0,0,0.77623602400000935,0,0,0
-25/02/2023 12:00:00 am,63.784857626662344,0,0.89425909279120042,0.40633227230319607,0,0,0,0,0.74754814149334214,0,0,0
-26/02/2023 12:00:00 am,64.985549584643678,0,0.82478000374369032,0.37591195423763046,0,0,0,0,0.72075043254196391,0,0,0
-27/02/2023 12:00:00 am,66.456814128499047,0,1.0089700279331719,0.46229451592219212,0,0,0,0,0.88692677206083637,0,13.200000000000005,0
-28/02/2023 12:00:00 am,67.914577466049437,0,0.99722606252521295,0.46053727502517555,0,0,0,0,0.84296269544530467,0,0,0
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diff --git a/TestComponents/TestSets/Losses/Outputs/Levin_LowYield.csv b/TestComponents/TestSets/Losses/Outputs/Levin_LowYield.csv
index 3158f76..377657c 100644
--- a/TestComponents/TestSets/Losses/Outputs/Levin_LowYield.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Levin_LowYield.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.31670448114573446,0,0.5083796438435314,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.060930256070257,0,-3.4702315552601002,0.53116181133035745,0,0,0,0,0.87136363636363634,0,0,0
-27/01/2023 12:00:00 am,44.707644687406678,0,-2.8827084818454942,0.5294229131819097,0,0,0,0,0.89186687327823688,0,0,0
-28/01/2023 12:00:00 am,42.97055248177805,0,-2.2333146720901995,0.49622246646157808,0,0,0,0,0.85575445746723422,0,0,0
-29/01/2023 12:00:00 am,41.664685861768646,0,-1.7916857773030017,0.48581915729359937,0,0,0,0,0.80115173065733702,0,0,0
-30/01/2023 12:00:00 am,40.732668461686082,0,-1.4042449864279831,0.47222758634542178,0,0,0,0,0.77274597789630761,0,0,0
-31/01/2023 12:00:00 am,40.141500104503031,0,-1.0247597549225045,0.43359139773945504,0,0,0,0,0.72738674586910157,0,0,0
-1/02/2023 12:00:00 am,39.765954208738719,0,-0.83315061092402054,0.4576047151597078,0,0,0,0,0.76830384085087733,0,0,0
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diff --git a/TestComponents/TestSets/Losses/Outputs/Levin_Rocks.csv b/TestComponents/TestSets/Losses/Outputs/Levin_Rocks.csv
index fe91c51..35b07f4 100644
--- a/TestComponents/TestSets/Losses/Outputs/Levin_Rocks.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Levin_Rocks.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.31670448114573446,0,0.2541898219217657,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,46.900644066447008,0,-3.355343701439411,0.25598776788641864,0,0,0,0,0.84272727272727266,0,0,0
-27/01/2023 12:00:00 am,44.27877022827753,0,-2.8848125222917336,0.2629386841222548,0,0,0,0,0.88658870523415978,0,0,0
-28/01/2023 12:00:00 am,42.366457352427773,0,-2.1476861804312435,0.23537330458148414,0,0,0,0,0.81496526488020704,0,0,0
-29/01/2023 12:00:00 am,40.939177317285477,0,-1.6431186846117036,0.21583864946941306,0,0,0,0,0.71129725316313663,0,0,0
-30/01/2023 12:00:00 am,39.566051387313266,0,-1.639524674445596,0.26639874447338169,0,0,0,0,0.86578562890171185,0,6.6000000000000023,0
-31/01/2023 12:00:00 am,38.699816127849331,0,-1.0937698020256512,0.22753454256171443,0,0,0,0,0.76407156972847923,0,0,0
-1/02/2023 12:00:00 am,38.035847374816086,0,-0.91586824384115317,0.25189949080790969,0,0,0,0,0.84219281085293018,0,0,0
-2/02/2023 12:00:00 am,37.62935788358142,0,-0.67894479899999993,0.27245530776533577,0,0,0,0,0.9128537268355249,0,0,0
-3/02/2023 12:00:00 am,37.509730858870626,0,-0.36079551560166934,0.2411684908908682,0,0,0,0,0.80181263835572847,0,0,0
-4/02/2023 12:00:00 am,37.599142486261819,0,-0.16368900905681727,0.25310063644801217,0,0,0,0,0.86198347591243729,0,0,0
-5/02/2023 12:00:00 am,37.854374898634823,0,0.022321372475024859,0.23291103989797635,0,0,0,0,0.82419810095158474,0,0,0
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diff --git a/TestComponents/TestSets/Losses/Outputs/Levin_VeryDry.csv b/TestComponents/TestSets/Losses/Outputs/Levin_VeryDry.csv
index 16b636a..2812edb 100644
--- a/TestComponents/TestSets/Losses/Outputs/Levin_VeryDry.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Levin_VeryDry.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.31670448114573446,0,0.5083796438435314,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.060930256070257,0,-3.4702315552601002,0.53116181133035745,0,0,0,0,0.87136363636363634,0,0,0
-27/01/2023 12:00:00 am,44.707644687406678,0,-2.8827084818454942,0.5294229131819097,0,0,0,0,0.89186687327823688,0,0,0
-28/01/2023 12:00:00 am,42.97055248177805,0,-2.2333146720901995,0.49622246646157808,0,0,0,0,0.85575445746723422,0,0,0
-29/01/2023 12:00:00 am,41.664685861768646,0,-1.7916857773030017,0.48581915729359937,0,0,0,0,0.80115173065733702,0,0,0
-30/01/2023 12:00:00 am,40.732668461686082,0,-1.4042449864279831,0.47222758634542178,0,0,0,0,0.77274597789630761,0,0,0
-31/01/2023 12:00:00 am,40.141500104503031,0,-1.0247597549225045,0.43359139773945504,0,0,0,0,0.72738674586910157,0,0,0
-1/02/2023 12:00:00 am,39.765954208738719,0,-0.83315061092402054,0.4576047151597078,0,0,0,0,0.76830384085087733,0,0,0
-2/02/2023 12:00:00 am,39.619490017424965,0,-0.62240838606526872,0.47594419475151473,0,0,0,0,0.80740711443167346,0,0,0
-3/02/2023 12:00:00 am,39.689087017515305,0,-0.38653710231340277,0.45613410240374574,0,0,0,0,0.75914001898440375,0,0,0
-4/02/2023 12:00:00 am,39.94740963214003,0,-0.20372298836162805,0.46204560298635,0,0,0,0,0.79149484524750591,0,0,0
-5/02/2023 12:00:00 am,40.348663250912168,0,-0.036580783215255153,0.43783440198739637,0,0,0,0,0.77664991398253558,0,0,0
-6/02/2023 12:00:00 am,40.829995515105615,0,0.084942488090344881,0.39638977610310144,0,0,0,0,0.73573619906865817,0,0,0
-7/02/2023 12:00:00 am,41.398238995270397,0,0.18084101883944648,0.3874024613253339,0,0,0,0,0.73824140433553098,0,0,0
-8/02/2023 12:00:00 am,42.0764491262061,0,0.27829072603728022,0.39991940489842648,0,0,0,0,0.73664568711621259,0,0,0
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-14/02/2023 12:00:00 am,48.024021997301176,0,0.88292866087322075,0.5252260166491447,0,0,0,0,0.87750814834739721,0,13.200000000000005,0
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diff --git a/TestComponents/TestSets/Losses/Outputs/Levin_VeryWet.csv b/TestComponents/TestSets/Losses/Outputs/Levin_VeryWet.csv
index fd17c86..8099570 100644
--- a/TestComponents/TestSets/Losses/Outputs/Levin_VeryWet.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Levin_VeryWet.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.31670448114573446,0,0.5083796438435314,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.060930256070257,0,-3.4702315552601002,0.53116181133035745,0,0,0,0,0.87136363636363634,0,0,0
-27/01/2023 12:00:00 am,44.707644687406678,0,-2.8827084818454942,0.5294229131819097,0,0,0,0,0.89186687327823688,0,0,0
-28/01/2023 12:00:00 am,42.97055248177805,0,-2.2333146720901995,0.49622246646157808,0,0,0,0,0.85575445746723422,0,0,0
-29/01/2023 12:00:00 am,41.664685861768646,0,-1.7916857773030017,0.48581915729359937,0,0,0,0,0.80115173065733702,0,0,0
-30/01/2023 12:00:00 am,40.732668461686082,0,-1.4042449864279831,0.47222758634542178,0,0,0,0,0.77274597789630761,0,0,0
-31/01/2023 12:00:00 am,40.141500104503031,0,-1.0247597549225045,0.43359139773945504,0,0,0,0,0.72738674586910157,0,0,0
-1/02/2023 12:00:00 am,39.765954208738719,0,-0.83315061092402054,0.4576047151597078,0,0,0,0,0.76830384085087733,0,0,0
-2/02/2023 12:00:00 am,39.619490017424965,0,-0.62240838606526872,0.47594419475151473,0,0,0,0,0.80740711443167346,0,0,0
-3/02/2023 12:00:00 am,39.689087017515305,0,-0.38653710231340277,0.45613410240374574,0,0,0,0,0.75914001898440375,0,0,0
-4/02/2023 12:00:00 am,39.94740963214003,0,-0.20372298836162805,0.46204560298635,0,0,0,0,0.79149484524750591,0,0,0
-5/02/2023 12:00:00 am,40.348663250912168,0,-0.036580783215255153,0.43783440198739637,0,0,0,0,0.77664991398253558,0,0,0
-6/02/2023 12:00:00 am,40.829995515105615,0,0.084942488090344881,0.39638977610310144,0,0,0,0,0.73573619906865817,0,0,0
-7/02/2023 12:00:00 am,41.398238995270397,0,0.18084101883944648,0.3874024613253339,0,0,0,0,0.73824140433553098,0,0,0
-8/02/2023 12:00:00 am,42.0764491262061,0,0.27829072603728022,0.39991940489842648,0,0,0,0,0.73664568711621259,0,0,0
-9/02/2023 12:00:00 am,42.806047117004574,0,0.34588645338746993,0.38371153741100406,0,0,0,0,0.7007721856996133,0,0,0
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-11/02/2023 12:00:00 am,44.539055986943296,0,0.51220393701279399,0.40903914432360794,0,0,0,0,0.74390270230443545,0,0,0
-12/02/2023 12:00:00 am,45.552621236821317,0,0.5926058874707536,0.42095936240726489,0,0,0,0,0.73138790625694061,0,0,0
-13/02/2023 12:00:00 am,46.615867319778815,0,0.64567348260757385,0.41757260034993088,0,0,0,0,0.70174750911170836,0,0,0
-14/02/2023 12:00:00 am,48.024021997301176,0,0.88292866087322075,0.5252260166491447,0,0,0,0,0.87750814834739721,0,13.200000000000005,0
-15/02/2023 12:00:00 am,49.400092870096181,0,0.88544396036212802,0.49062691243288242,0,0,0,0,0.85333002891956933,0,0,0
-16/02/2023 12:00:00 am,50.724178533543352,0,0.86770853900546463,0.45637712444171186,0,0,0,0,0.81422517267399463,0,0,0
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-18/02/2023 12:00:00 am,53.577877159110514,0,0.97997250524956314,0.47908528097812858,0,0,0,0,0.81417478468633109,0,0,0
-19/02/2023 12:00:00 am,55.134959237696251,0,1.0547368610658889,0.5023452175198464,0,0,0,0,0.82803153516494643,0,0,0
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-22/02/2023 12:00:00 am,59.778208569464248,0,1.1035655942460423,0.50387255067422632,0,0,0,0,0.831508384294114,0,0,0
-23/02/2023 12:00:00 am,61.188795813776757,0,0.96985427592905005,0.44073296838345799,0,0,0,0,0.79499563645684146,0,0,0
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-6/03/2023 12:00:00 am,75.797936194101709,0,0.83273139100434612,0.41534625682225734,0,0,0,0,0.82011598500590788,0,0,0
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diff --git a/TestComponents/TestSets/Losses/Outputs/Lincoln_Base.csv b/TestComponents/TestSets/Losses/Outputs/Lincoln_Base.csv
index 49110a5..5278bc6 100644
--- a/TestComponents/TestSets/Losses/Outputs/Lincoln_Base.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Lincoln_Base.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.31897525916991754,0,0.46491948112639481,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.590162283903346,0,-2.8367375016707452,0.42689978557409181,0,0,0,0,0.8492878787878787,0,0,0
-27/01/2023 12:00:00 am,45.64204509563789,0,-2.356673894351843,0.40855670608638706,0,0,0,0,0.82143187327823697,0,0,0
-28/01/2023 12:00:00 am,44.022779460804507,0,-2.025755860143911,0.40649022531052897,0,0,0,0,0.77480824651473412,0,0,0
-29/01/2023 12:00:00 am,42.748608915415396,0,-1.6626365075328886,0.38846596214377394,0,0,0,0,0.71467183921357336,0,0,0
-30/01/2023 12:00:00 am,41.482515587744203,0,-1.7591428489697165,0.4930495212985247,0,0,0,0,0.8665239490949076,0,13.200000000000005,0
-31/01/2023 12:00:00 am,40.620991046202917,0,-1.3227688822570496,0.46124434071576814,0,0,0,0,0.80790986070999349,0,0,0
-1/02/2023 12:00:00 am,40.096301362074144,0,-0.93088708183437596,0.40619739770560542,0,0,0,0,0.74381807398037747,0,0,0
-2/02/2023 12:00:00 am,39.800222879039595,0,-0.65334884972536145,0.35727036669081585,0,0,0,0,0.70719276516577068,0,0,0
-3/02/2023 12:00:00 am,39.630761000453056,0,-0.60408918405185119,0.43462730546531347,0,0,0,0,0.86881266335118679,0,13.200000000000005,0
-4/02/2023 12:00:00 am,39.659948005456762,0,-0.43550950389129994,0.46469650889501229,0,0,0,0,0.8258228017982433,0,0,0
-5/02/2023 12:00:00 am,39.837709970051463,0,-0.21472458590996979,0.39248655050467146,0,0,0,0,0.80587941750008429,0,0,0
-6/02/2023 12:00:00 am,40.130618204831244,0,-0.086824176368839545,0.37973241114861778,0,0,0,0,0.752740600669775,0,0,0
-7/02/2023 12:00:00 am,40.51773685152844,0,0.019261760729552435,0.36785688596763955,0,0,0,0,0.72925039737975617,0,0,0
-8/02/2023 12:00:00 am,41.135307645916527,0,0.15488475041227545,0.46268604397580404,0,0,0,0,0.88575286715481105,0,13.200000000000005,0
-9/02/2023 12:00:00 am,41.844490712437377,0,0.268797960414906,0.44038510610594611,0,0,0,0,0.8411570987065734,0,0,0
-10/02/2023 12:00:00 am,42.605114455502417,0,0.34778817003874529,0.41283557302629381,0,0,0,0,0.79677069256572508,0,0,0
-11/02/2023 12:00:00 am,43.446730034148302,0,0.42958142706749847,0.41203415157838597,0,0,0,0,0.75871667747831917,0,0,0
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+28/09/2024 12:00:00 am,-149.21913659872433,0.79761862156246366,0.059466190300952348,0.22140113551390775,0,142.41139994050957,130.28005846409576,0,0.77515730174456909,0,0,0.9999913898492061
+29/09/2024 12:00:00 am,-149.79853659251557,0.87657710635227204,0.063931593143337295,0.23324551941769184,0,143.28797704686184,131.08196418731436,0,0.72864224137753986,0,0,0.99999215381590989
+30/09/2024 12:00:00 am,-150.31367689309613,0.86431623510168265,0.063482606938293884,0.28569332758282973,0,144.15229328196352,131.87265348387035,0,0.88167264608821616,0,13.200000000000005,0.99999285235910218
+1/10/2024 12:00:00 am,-150.84118121831366,0.87128650639175476,0.064173192743723462,0.27960898843050591,0,145.02357978835528,132.66971928786577,0,0.84303632227707315,0,0,0.99999350482483917
diff --git a/TestComponents/TestSets/Losses/Outputs/Lincoln_LowYield.csv b/TestComponents/TestSets/Losses/Outputs/Lincoln_LowYield.csv
index 9b62282..a35ccc4 100644
--- a/TestComponents/TestSets/Losses/Outputs/Lincoln_LowYield.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Lincoln_LowYield.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.31897525916991754,0,0.46491948112639481,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.590162283903346,0,-2.8367375016707452,0.42689978557409181,0,0,0,0,0.8492878787878787,0,0,0
-27/01/2023 12:00:00 am,45.64204509563789,0,-2.356673894351843,0.40855670608638706,0,0,0,0,0.82143187327823697,0,0,0
-28/01/2023 12:00:00 am,44.022779460804507,0,-2.025755860143911,0.40649022531052897,0,0,0,0,0.77480824651473412,0,0,0
-29/01/2023 12:00:00 am,42.748608915415396,0,-1.6626365075328886,0.38846596214377394,0,0,0,0,0.71467183921357336,0,0,0
-30/01/2023 12:00:00 am,41.482515587744203,0,-1.7591428489697165,0.4930495212985247,0,0,0,0,0.8665239490949076,0,13.200000000000005,0
-31/01/2023 12:00:00 am,40.620991046202917,0,-1.3227688822570496,0.46124434071576814,0,0,0,0,0.80790986070999349,0,0,0
-1/02/2023 12:00:00 am,40.096301362074144,0,-0.93088708183437596,0.40619739770560542,0,0,0,0,0.74381807398037747,0,0,0
-2/02/2023 12:00:00 am,39.800222879039595,0,-0.65334884972536145,0.35727036669081585,0,0,0,0,0.70719276516577068,0,0,0
-3/02/2023 12:00:00 am,39.630761000453056,0,-0.60408918405185119,0.43462730546531347,0,0,0,0,0.86881266335118679,0,13.200000000000005,0
-4/02/2023 12:00:00 am,39.659948005456762,0,-0.43550950389129994,0.46469650889501229,0,0,0,0,0.8258228017982433,0,0,0
-5/02/2023 12:00:00 am,39.837709970051463,0,-0.21472458590996979,0.39248655050467146,0,0,0,0,0.80587941750008429,0,0,0
-6/02/2023 12:00:00 am,40.130618204831244,0,-0.086824176368839545,0.37973241114861778,0,0,0,0,0.752740600669775,0,0,0
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-8/02/2023 12:00:00 am,41.135307645916527,0,0.15488475041227545,0.46268604397580404,0,0,0,0,0.88575286715481105,0,13.200000000000005,0
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-10/02/2023 12:00:00 am,42.605114455502417,0,0.34778817003874529,0.41283557302629381,0,0,0,0,0.79677069256572508,0,0,0
-11/02/2023 12:00:00 am,43.446730034148302,0,0.42958142706749847,0.41203415157838597,0,0,0,0,0.75871667747831917,0,0,0
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-14/02/2023 12:00:00 am,46.096821043645697,0,0.51743495049349164,0.34635843381696679,0,0,0,0,0.72227480219703832,0,0,0
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-5/03/2023 12:00:00 am,69.162050565045163,0,0.8237624261426344,0.38397571022777532,0,0,0,0,0.80818892928391639,0,0,0
-6/03/2023 12:00:00 am,70.318626234713875,0,0.78650411572557921,0.37007155394313945,0,0,0,0,0.76580391668575909,0,0,0
-7/03/2023 12:00:00 am,71.335880676755565,0,0.68960698753506477,0.32764745450662314,0,0,0,0,0.7340012312932197,0,0,0
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diff --git a/TestComponents/TestSets/Losses/Outputs/Lincoln_Rocks.csv b/TestComponents/TestSets/Losses/Outputs/Lincoln_Rocks.csv
index a2880be..eaeb60a 100644
--- a/TestComponents/TestSets/Losses/Outputs/Lincoln_Rocks.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Lincoln_Rocks.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.31897525916991754,0,0.2324597405631974,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
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diff --git a/TestComponents/TestSets/Losses/Outputs/Lincoln_VeryDry.csv b/TestComponents/TestSets/Losses/Outputs/Lincoln_VeryDry.csv
index f5ac87b..898f68e 100644
--- a/TestComponents/TestSets/Losses/Outputs/Lincoln_VeryDry.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Lincoln_VeryDry.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.31897525916991754,0,0.46491948112639481,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.590162283903346,0,-2.8367375016707452,0.42689978557409181,0,0,0,0,0.8492878787878787,0,0,0
-27/01/2023 12:00:00 am,45.64204509563789,0,-2.356673894351843,0.40855670608638706,0,0,0,0,0.82143187327823697,0,0,0
-28/01/2023 12:00:00 am,44.022779460804507,0,-2.025755860143911,0.40649022531052897,0,0,0,0,0.77480824651473412,0,0,0
-29/01/2023 12:00:00 am,42.748608915415396,0,-1.6626365075328886,0.38846596214377394,0,0,0,0,0.71467183921357336,0,0,0
-30/01/2023 12:00:00 am,41.482515587744203,0,-1.7591428489697165,0.4930495212985247,0,0,0,0,0.8665239490949076,0,13.200000000000005,0
-31/01/2023 12:00:00 am,40.620991046202917,0,-1.3227688822570496,0.46124434071576814,0,0,0,0,0.80790986070999349,0,0,0
-1/02/2023 12:00:00 am,40.096301362074144,0,-0.93088708183437596,0.40619739770560542,0,0,0,0,0.74381807398037747,0,0,0
-2/02/2023 12:00:00 am,39.800222879039595,0,-0.65334884972536145,0.35727036669081585,0,0,0,0,0.70719276516577068,0,0,0
-3/02/2023 12:00:00 am,39.630761000453056,0,-0.60408918405185119,0.43462730546531347,0,0,0,0,0.86881266335118679,0,13.200000000000005,0
-4/02/2023 12:00:00 am,39.659948005456762,0,-0.43550950389129994,0.46469650889501229,0,0,0,0,0.8258228017982433,0,0,0
-5/02/2023 12:00:00 am,39.837709970051463,0,-0.21472458590996979,0.39248655050467146,0,0,0,0,0.80587941750008429,0,0,0
-6/02/2023 12:00:00 am,40.130618204831244,0,-0.086824176368839545,0.37973241114861778,0,0,0,0,0.752740600669775,0,0,0
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-11/02/2023 12:00:00 am,43.446730034148302,0,0.42958142706749847,0.41203415157838597,0,0,0,0,0.75871667747831917,0,0,0
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-13/02/2023 12:00:00 am,45.233027659335235,0,0.49595475155493851,0.36144935221129837,0,0,0,0,0.72373073872941651,0,0,0
-14/02/2023 12:00:00 am,46.096821043645697,0,0.51743495049349164,0.34635843381696679,0,0,0,0,0.72227480219703832,0,0,0
-15/02/2023 12:00:00 am,46.955674739330803,0,0.52833401620062581,0.33051967948448507,0,0,0,0,0.71263356042718784,0,0,0
-16/02/2023 12:00:00 am,48.130585004052008,0,0.74029303744749875,0.4346172272737015,0,0,0,0,0.88752274792714658,0,13.200000000000005,0
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-19/02/2023 12:00:00 am,51.899652266337149,0,0.79769327095680786,0.40419872082034641,0,0,0,0,0.77345757092246348,0,0,0
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-22/02/2023 12:00:00 am,55.601355659547728,0,0.95244451967906585,0.45013910224036291,0,0,0,0,0.89318633145022153,0,13.200000000000005,0
-23/02/2023 12:00:00 am,56.940808744907969,0,0.91417038350734892,0.42528270185288991,0,0,0,0,0.86739301999612495,0,0,0
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-1/03/2023 12:00:00 am,64.336654526205891,0,0.94362915051058671,0.42921654686175575,0,0,0,0,0.86399659652196781,0,13.200000000000005,0
-2/03/2023 12:00:00 am,65.620786710988156,0,0.88151674337581731,0.40261544140645766,0,0,0,0,0.83231318344711747,0,0,0
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diff --git a/TestComponents/TestSets/Losses/Outputs/Lincoln_VeryWet.csv b/TestComponents/TestSets/Losses/Outputs/Lincoln_VeryWet.csv
index 5e6f889..b3e1572 100644
--- a/TestComponents/TestSets/Losses/Outputs/Lincoln_VeryWet.csv
+++ b/TestComponents/TestSets/Losses/Outputs/Lincoln_VeryWet.csv
@@ -1,617 +1,617 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.31897525916991754,0,0.46491948112639481,0,465.95686364692682,245.14894691871896,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.590162283903346,0,-2.8367375016707452,0.42689978557409181,0,0,0,0,0.8492878787878787,0,0,0
-27/01/2023 12:00:00 am,45.64204509563789,0,-2.356673894351843,0.40855670608638706,0,0,0,0,0.82143187327823697,0,0,0
-28/01/2023 12:00:00 am,44.022779460804507,0,-2.025755860143911,0.40649022531052897,0,0,0,0,0.77480824651473412,0,0,0
-29/01/2023 12:00:00 am,42.748608915415396,0,-1.6626365075328886,0.38846596214377394,0,0,0,0,0.71467183921357336,0,0,0
-30/01/2023 12:00:00 am,41.482515587744203,0,-1.7591428489697165,0.4930495212985247,0,0,0,0,0.8665239490949076,0,13.200000000000005,0
-31/01/2023 12:00:00 am,40.620991046202917,0,-1.3227688822570496,0.46124434071576814,0,0,0,0,0.80790986070999349,0,0,0
-1/02/2023 12:00:00 am,40.096301362074144,0,-0.93088708183437596,0.40619739770560542,0,0,0,0,0.74381807398037747,0,0,0
-2/02/2023 12:00:00 am,39.800222879039595,0,-0.65334884972536145,0.35727036669081585,0,0,0,0,0.70719276516577068,0,0,0
-3/02/2023 12:00:00 am,39.630761000453056,0,-0.60408918405185119,0.43462730546531347,0,0,0,0,0.86881266335118679,0,13.200000000000005,0
-4/02/2023 12:00:00 am,39.659948005456762,0,-0.43550950389129994,0.46469650889501229,0,0,0,0,0.8258228017982433,0,0,0
-5/02/2023 12:00:00 am,39.837709970051463,0,-0.21472458590996979,0.39248655050467146,0,0,0,0,0.80587941750008429,0,0,0
-6/02/2023 12:00:00 am,40.130618204831244,0,-0.086824176368839545,0.37973241114861778,0,0,0,0,0.752740600669775,0,0,0
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-10/02/2023 12:00:00 am,42.605114455502417,0,0.34778817003874529,0.41283557302629381,0,0,0,0,0.79677069256572508,0,0,0
-11/02/2023 12:00:00 am,43.446730034148302,0,0.42958142706749847,0.41203415157838597,0,0,0,0,0.75871667747831917,0,0,0
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+23/09/2024 12:00:00 am,-146.91527457499987,0.84595659871322937,0.061529091224457488,0.24265324249348799,0,138.2965323818683,126.51571666044988,0,0.85712660730294776,0,0,0.99998694465189253
+24/09/2024 12:00:00 am,-147.41960641389863,0.79404957441317947,0.059006239997358989,0.23071149551706585,0,139.09058195628148,127.24212497482047,0,0.85500546262765798,0,0,0.99998792384801927
+25/09/2024 12:00:00 am,-147.96467961039343,0.84920602713725657,0.061828660472343699,0.24230417017011063,0,139.93978798341874,128.01899122927566,0,0.83167220438008571,0,0,0.99998890316404399
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+27/09/2024 12:00:00 am,-149.05350512307456,0.82042099058523377,0.06054750498606154,0.22777608010149247,0,141.6137813189471,129.55038513251827,0,0.78712691512431499,0,0,0.99999064313227293
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diff --git a/TestComponents/TestSets/Moisture/Outputs/Dry_Full.csv b/TestComponents/TestSets/Moisture/Outputs/Dry_Full.csv
index 491e512..00d37d2 100644
--- a/TestComponents/TestSets/Moisture/Outputs/Dry_Full.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/Dry_Full.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.30523866322742771,0,124.31311847296742,56.505962942257916,0,0.59999999999999998,0,0,0
-16/08/2022 12:00:00 am,48.330431203550795,0,-2.0577608111288201,0.38819201467961617,0,0,0,0,0.80893939393939407,0,13.200000000000005,0
-17/08/2022 12:00:00 am,46.471189831933906,0,-2.3025965945164497,0.44335522289955981,0,0,0,0,0.83603604224058781,0,0,0
-18/08/2022 12:00:00 am,44.507053909311807,0,-2.4459483422179753,0.48181241959587756,0,0,0,0,0.87670216281270008,0,0,0
-19/08/2022 12:00:00 am,42.646926434294244,0,-2.3300060869384485,0.46987861192088454,0,0,0,0,0.88788333561004495,0,0,0
-20/08/2022 12:00:00 am,40.813837917819342,0,-2.3099485240943505,0.47686000761944969,0,0,0,0,0.89492182041713508,0,0,0
-21/08/2022 12:00:00 am,39.036896492164161,0,-2.2531867003774089,0.47624527472222811,0,0,0,0,0.88910506004591439,0,0,0
-22/08/2022 12:00:00 am,37.28365387894921,0,-2.2375884977720819,0.48434588455712807,0,0,0,0,0.90006072562083717,0,0,0
-23/08/2022 12:00:00 am,35.578603080164342,0,-2.1908409368326662,0.48579013804779519,0,0,0,0,0.88263519507736476,0,0,0
-24/08/2022 12:00:00 am,33.838996575719129,0,-2.2513564842246332,0.51174997977941827,0,0,0,0,0.88328025941675004,0,0,0
-25/08/2022 12:00:00 am,32.04740864542044,0,-2.336980224615175,0.54539229431648406,0,0,0,0,0.88623601109667238,0,0,0
-26/08/2022 12:00:00 am,30.166769011369382,0,-2.4748860248593587,0.59424639080830188,0,0,0,0,0.91427610175356633,0,0,0
-27/08/2022 12:00:00 am,28.388563234256576,0,-2.3624299315018149,0.58422415438900788,0,0,0,0,0.91652740247128828,0,0,0
-28/08/2022 12:00:00 am,26.782170376927478,0,-2.1545653923085766,0.54817253497947882,0,0,0,0,0.89627825332046918,0,0,0
-29/08/2022 12:00:00 am,25.239099606471996,0,-2.0895274644922175,0.54645669403673536,0,0,0,0,0.88727756839148819,0,0,0
-30/08/2022 12:00:00 am,23.696326685846195,0,-2.1103957760271363,0.56762285540133584,0,0,0,0,0.91027471088015366,0,0,0
-31/08/2022 12:00:00 am,22.243941702204182,0,-2.0080071436838836,0.55562216004187104,0,0,0,0,0.90807149775408946,0,0,0
-1/09/2022 12:00:00 am,20.851085523133374,0,-1.9469204351569971,0.55406425608618926,0,0,0,0,0.90011186372783536,0,0,0
-2/09/2022 12:00:00 am,19.440896965753335,0,-1.9943894887304339,0.58420093135039497,0,0,0,0,0.90177547956556103,0,0,0
-3/09/2022 12:00:00 am,18.093364000872818,0,-1.9298538230717668,0.58232085819124946,0,0,0,0,0.9003607309114009,0,0,0
-4/09/2022 12:00:00 am,16.843557128590827,0,-1.8131260396961153,0.56331916741412502,0,0,0,0,0.90974483218957491,0,0,0
-5/09/2022 12:00:00 am,15.609012502501399,0,-1.8152686422791646,0.58072401618973546,0,0,0,0,0.93876578297314517,0,0,0
-6/09/2022 12:00:00 am,14.450187329164189,0,-1.7282598503434983,0.5694346770062888,0,0,0,0,0.92240550404357458,0,0,0
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-22/09/2022 12:00:00 am,2.4378055335720425,0,-0.97735280119594847,0.50352053209369008,0,0,0,0,0.75396264363015031,0,0,0
-23/09/2022 12:00:00 am,1.9854547078209053,0,-0.96135365592321875,0.50900283017208159,0,0,0,0,0.74033369901329638,0,0,0
-24/09/2022 12:00:00 am,1.5289534194459535,0,-1.0029050901256795,0.54640380175072767,0,0,0,0,0.7372003523825098,0,0,0
-25/09/2022 12:00:00 am,1.1061831131400117,0,-0.96340130927733014,0.54063100297138822,0,0,0,0,0.74683064473455496,0,0,0
-26/09/2022 12:00:00 am,0.72452336243497939,0,-0.90374650183480298,0.52208675112977065,0,0,0,0,0.74103680310784381,0,0,0
-27/09/2022 12:00:00 am,0.36098748455583485,0,-0.89683809349007504,0.5333022156109305,0,0,0,0,0.74166576784331617,0,0,0
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+7/09/2023 12:00:00 am,51.079001502034586,1.6884776494946152,0.0056868171911332865,0.59093663284237674,0,106.6616612277783,97.575667863930519,0,0.95712130584276689,0,0,0.99982846592764363
+8/09/2023 12:00:00 am,49.97846823844931,1.6851543712893857,0.005635411247865818,0.57898569645624198,0,108.34681559906768,99.117272048036,0,0.93712151307283797,0,0,0.99984810766232723
+9/09/2023 12:00:00 am,48.906901931910539,1.6342307443934914,0.0054956073007446093,0.55716883055398014,0,109.98104634346117,100.61229054383298,0,0.92242476180995259,0,0,0.99986513062718929
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+11/09/2023 12:00:00 am,46.820578701639711,1.6166610334945091,0.005391262248053863,0.54376357225979399,0,113.14927816542344,103.51063595133181,0,0.89878896378518358,0,0,0.99989320775092261
+12/09/2023 12:00:00 am,45.68886819088253,1.6890590838908679,0.005502427596184134,0.55184614553750566,0,114.83833724931431,105.0558122243727,0,0.87288016155721249,0,0,0.99990587511686702
+13/09/2023 12:00:00 am,44.497747157459962,1.7716815787491811,0.0056437352421596643,0.57491681008445628,0,116.61001882806349,106.67657277974696,0,0.86227443392428282,0,0,0.99991767713080471
+14/09/2023 12:00:00 am,43.299312391971441,1.7868605154504706,0.0056549463458850369,0.58277080361606526,0,118.39687934351396,108.31121925128869,0,0.85712320341846038,0,0,0.99992820728379095
+15/09/2023 12:00:00 am,42.098839713812659,1.7715325772081769,0.005607412111757526,0.56545248693763472,0,120.16841192072214,109.93184349784582,0,0.82985080120037746,0,0,0.9999374355883488
+16/09/2023 12:00:00 am,40.832466010018869,1.853092679699273,0.0057731889793899427,0.58094578692609367,0,122.02150460042141,111.62708013445958,0,0.80545719627910872,0,0,0.99994594157063688
+17/09/2023 12:00:00 am,39.538924331323251,1.8669693969411441,0.0058025454447516722,0.56762517280077662,0,123.88847399736255,113.33501139758721,0,0.76909394403520248,0,0,0.99995345882443243
+18/09/2023 12:00:00 am,38.381952625779675,1.6952919336997354,0.0054275625388982007,0.53289266561726178,0,125.58376593106229,114.8858895739718,0,0.78030640554636643,0,0,0.99995947172699429
+19/09/2023 12:00:00 am,37.351666715258162,1.5294910901453989,0.0050798795557795984,0.4941253000681079,0,127.11325702120769,116.28509068236407,0,0.78394299495227848,0,0,0.99996430245872592
+20/09/2023 12:00:00 am,36.332130264009614,1.5149054324566862,0.0050477002491220446,0.49032128095901423,0,128.62816245366437,117.67094861501889,0,0.77303411999765281,0,0,0.99996858634446217
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+23/09/2023 12:00:00 am,33.188085254072078,1.5594961159820002,0.0051627340958901868,0.4840061479524268,0,133.23651177294889,121.88673484414213,0,0.70227714532552732,0,0,0.9999790205709429
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diff --git a/TestComponents/TestSets/Moisture/Outputs/Dry_None.csv b/TestComponents/TestSets/Moisture/Outputs/Dry_None.csv
index 33af0d7..2833d65 100644
--- a/TestComponents/TestSets/Moisture/Outputs/Dry_None.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/Dry_None.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.30523866322742771,0,124.31311847296742,56.505962942257916,0,0.59999999999999998,0,0,0
-16/08/2022 12:00:00 am,48.715065616485205,0,-1.5828814928262205,0.29794710931142543,0,0,0,0,0.608939393939394,0,0,0
-17/08/2022 12:00:00 am,47.266712329070906,0,-1.7907838201613295,0.34243053274702817,0,0,0,0,0.63997543617998165,0,0,0
-18/08/2022 12:00:00 am,45.717693632414061,0,-1.9233438691245683,0.37432517246772212,0,0,0,0,0.68361217199543656,0,0,0
-19/08/2022 12:00:00 am,44.233222509151148,0,-1.8514486186315571,0.3669774953686461,0,0,0,0,0.69830407189854971,0,0,0
-20/08/2022 12:00:00 am,42.753439739683614,0,-1.8540626506111506,0.37427988114361566,0,0,0,0,0.70878945240948532,0,0,0
-21/08/2022 12:00:00 am,41.303507292324653,0,-1.8252932857663353,0.375360838407373,0,0,0,0,0.70635691691113101,0,0,0
-22/08/2022 12:00:00 am,39.856240068504313,0,-1.8309224686192742,0.38365524479893687,0,0,0,0,0.72063527599759525,0,0,0
-23/08/2022 12:00:00 am,38.433493717161689,0,-1.8091373740364958,0.38639102269387282,0,0,0,0,0.70701573984007049,0,0,0
-24/08/2022 12:00:00 am,36.965179467126191,0,-1.8772373867012853,0.40892313666578839,0,0,0,0,0.71111997526746307,0,0,0
-25/08/2022 12:00:00 am,35.433850627543293,0,-1.9694635670933742,0.43813472751047555,0,0,0,0,0.717988460678051,0,0,0
-26/08/2022 12:00:00 am,33.803269581318958,0,-2.1110746587756353,0.4804936125512988,0,0,0,0,0.74985235929900429,0,0,0
-27/08/2022 12:00:00 am,32.241166771184709,0,-2.0368787913273785,0.47477598119312864,0,0,0,0,0.75584056325433002,0,0,0
-28/08/2022 12:00:00 am,30.813111841976177,0,-1.875363772409635,0.44730884320110315,0,0,0,0,0.7394868526299827,0,0,0
-29/08/2022 12:00:00 am,29.424562486571027,0,-1.8365079109279527,0.44795855552280317,0,0,0,0,0.73428717135410437,0,0,0
-30/08/2022 12:00:00 am,28.017942200918686,0,-1.87444042107904,0.46782013542669743,0,0,0,0,0.76052956468901733,0,0,0
-31/08/2022 12:00:00 am,26.677447857055935,0,-1.8004271968519348,0.45993285298918352,0,0,0,0,0.76172965034002438,0,0,0
-1/09/2022 12:00:00 am,25.375096609498765,0,-1.7633687378520264,0.46101749029485783,0,0,0,0,0.75798288767872068,0,0,0
-2/09/2022 12:00:00 am,24.038957809704367,0,-1.8247517776901745,0.4886129778957779,0,0,0,0,0.76352274831778588,0,0,0
-3/09/2022 12:00:00 am,22.744806283409751,0,-1.7837134317158529,0.48956190542123845,0,0,0,0,0.7660880025328799,0,0,0
-4/09/2022 12:00:00 am,21.528183533132378,0,-1.6926861062011938,0.47606335592381926,0,0,0,0,0.77913408731228617,0,0,0
-5/09/2022 12:00:00 am,20.310012233163679,0,-1.7114944671574506,0.49332316718875069,0,0,0,0,0.81112346411579483,0,0,0
-6/09/2022 12:00:00 am,19.152337489336524,0,-1.6432487022857671,0.48557395845861073,0,0,0,0,0.79824433933687922,0,0,0
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-9/09/2022 12:00:00 am,16.064781879111298,0,-1.4195784482186014,0.45061782665747896,0,0,0,0,0.75784203754062696,0,0,0
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-24/09/2022 12:00:00 am,4.7220447399519445,0,-1.0901307414890766,0.49901828953259414,0,0,0,0,0.66880528974894826,0,0,0
-25/09/2022 12:00:00 am,4.1637352571178177,0,-1.0534764004063675,0.49516691757224102,0,0,0,0,0.68050815975655587,0,0,0
-26/09/2022 12:00:00 am,3.6490948222547908,0,-0.99432610059082549,0.47968566572779858,0,0,0,0,0.67712604485631733,0,0,0
-27/09/2022 12:00:00 am,3.1479184341393704,0,-0.992687404185574,0.49151101607015391,0,0,0,0,0.68007903716457252,0,0,0
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+30/08/2023 12:00:00 am,72.828679772475454,1.7787091968027084,0.024374265338366286,0.60459812076485331,0,92.624200659169105,84.733990973388032,0,0.98681879346819257,0,0,0.99953929316063517
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+1/09/2023 12:00:00 am,70.576976822408668,1.7508415542949507,0.023707347967629744,0.59780469361417476,0,96.114714206581112,87.927164477872353,0,0.97197061216333414,0,0,0.99963864494016741
+2/09/2023 12:00:00 am,69.382519595567643,1.8477342144483657,0.0242854159842949,0.62899157162304642,0,97.962448421029478,89.617499111089913,0,0.97091024888888688,0,0,0.99968239908751688
+3/09/2023 12:00:00 am,68.196499571375469,1.8381282702360124,0.024014621345273213,0.628093624698561,0,99.800576691265491,91.299046084231762,0,0.96666805845703396,0,0,0.99972080060551816
+4/09/2023 12:00:00 am,67.079307501378977,1.7406728858408655,0.023064347021716003,0.60041646882265209,0,101.54124957710636,92.891439427945457,0,0.9733349496513336,0,0,0.99975300929111621
+5/09/2023 12:00:00 am,65.97118003884755,1.7199832409213371,0.022746662625849012,0.59674963897415034,0,103.26123281802769,94.464905577973482,0.007640523210087455,1,0.0201154237497434,0,0.99978131770224687
+6/09/2023 12:00:00 am,64.879078335558148,1.7119507602559878,0.022541009809486923,0.59730804715709496,0,104.97318357828368,96.031023495689141,0,0.98196969696969705,0,0,0.99980640728055126
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+13/09/2023 12:00:00 am,57.319465167109634,1.7716815787491811,0.022355980576961088,0.57491681008445628,0,116.61001882806349,106.67657277974696,0,0.86227443392428282,0,0,0.99991767713080471
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+15/09/2023 12:00:00 am,54.954034626645857,1.7715325772081769,0.022295675008734861,0.56545248693763472,0,120.16841192072214,109.93184349784582,0,0.82985080120037746,0,0,0.9999374355883488
+16/09/2023 12:00:00 am,53.704882980358626,1.853092679699273,0.022995246485947973,0.58094578692609367,0,122.02150460042141,111.62708013445958,0,0.80545719627910872,0,0,0.99994594157063688
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diff --git a/TestComponents/TestSets/Moisture/Outputs/Dry_Some.csv b/TestComponents/TestSets/Moisture/Outputs/Dry_Some.csv
index 8f7f87a..00dcd0c 100644
--- a/TestComponents/TestSets/Moisture/Outputs/Dry_Some.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/Dry_Some.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.30523866322742771,0,124.31311847296742,56.505962942257916,0,0.59999999999999998,0,0,0
-16/08/2022 12:00:00 am,48.715065616485205,0,-1.5828814928262205,0.29794710931142543,0,0,0,0,0.608939393939394,0,0,0
-17/08/2022 12:00:00 am,47.266712329070906,0,-1.7907838201613295,0.34243053274702817,0,0,0,0,0.63997543617998165,0,0,0
-18/08/2022 12:00:00 am,45.717693632414061,0,-1.9233438691245683,0.37432517246772212,0,0,0,0,0.68361217199543656,0,0,0
-19/08/2022 12:00:00 am,44.233222509151148,0,-1.8514486186315571,0.3669774953686461,0,0,0,0,0.69830407189854971,0,0,0
-20/08/2022 12:00:00 am,42.753439739683614,0,-1.8540626506111506,0.37427988114361566,0,0,0,0,0.70878945240948532,0,0,0
-21/08/2022 12:00:00 am,41.303507292324653,0,-1.8252932857663353,0.375360838407373,0,0,0,0,0.70635691691113101,0,0,0
-22/08/2022 12:00:00 am,39.856240068504313,0,-1.8309224686192742,0.38365524479893687,0,0,0,0,0.72063527599759525,0,0,0
-23/08/2022 12:00:00 am,38.433493717161689,0,-1.8091373740364958,0.38639102269387282,0,0,0,0,0.70701573984007049,0,0,0
-24/08/2022 12:00:00 am,36.965179467126191,0,-1.8772373867012853,0.40892313666578839,0,0,0,0,0.71111997526746307,0,0,0
-25/08/2022 12:00:00 am,35.433850627543293,0,-1.9694635670933742,0.43813472751047555,0,0,0,0,0.717988460678051,0,0,0
-26/08/2022 12:00:00 am,33.803269581318958,0,-2.1110746587756353,0.4804936125512988,0,0,0,0,0.74985235929900429,0,0,0
-27/08/2022 12:00:00 am,32.241166771184709,0,-2.0368787913273785,0.47477598119312864,0,0,0,0,0.75584056325433002,0,0,0
-28/08/2022 12:00:00 am,30.813111841976177,0,-1.875363772409635,0.44730884320110315,0,0,0,0,0.7394868526299827,0,0,0
-29/08/2022 12:00:00 am,29.424562486571027,0,-1.8365079109279527,0.44795855552280317,0,0,0,0,0.73428717135410437,0,0,0
-30/08/2022 12:00:00 am,28.017942200918686,0,-1.87444042107904,0.46782013542669743,0,0,0,0,0.76052956468901733,0,0,0
-31/08/2022 12:00:00 am,26.677447857055935,0,-1.8004271968519348,0.45993285298918352,0,0,0,0,0.76172965034002438,0,0,0
-1/09/2022 12:00:00 am,25.375096609498765,0,-1.7633687378520264,0.46101749029485783,0,0,0,0,0.75798288767872068,0,0,0
-2/09/2022 12:00:00 am,24.038957809704367,0,-1.8247517776901745,0.4886129778957779,0,0,0,0,0.76352274831778588,0,0,0
-3/09/2022 12:00:00 am,22.744806283409751,0,-1.7837134317158529,0.48956190542123845,0,0,0,0,0.7660880025328799,0,0,0
-4/09/2022 12:00:00 am,21.528183533132378,0,-1.6926861062011938,0.47606335592381926,0,0,0,0,0.77913408731228617,0,0,0
-5/09/2022 12:00:00 am,20.310012233163679,0,-1.7114944671574506,0.49332316718875069,0,0,0,0,0.81112346411579483,0,0,0
-6/09/2022 12:00:00 am,19.152337489336524,0,-1.6432487022857671,0.48557395845861073,0,0,0,0,0.79824433933687922,0,0,0
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-9/09/2022 12:00:00 am,16.064781879111298,0,-1.4195784482186014,0.45061782665747896,0,0,0,0,0.75784203754062696,0,0,0
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diff --git a/TestComponents/TestSets/Moisture/Outputs/Typical_Full.csv b/TestComponents/TestSets/Moisture/Outputs/Typical_Full.csv
index 20b3a81..64a1d23 100644
--- a/TestComponents/TestSets/Moisture/Outputs/Typical_Full.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/Typical_Full.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.45243869035965661,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-16/08/2022 12:00:00 am,48.116583978372937,0,-2.3219968478678239,0.43858082624076183,0,0,0,0,0.90393939393939393,0,0,0
-17/08/2022 12:00:00 am,46.032848280012736,0,-2.5830014924452382,0.49926579408503885,0,0,0,0,0.92916483011937556,0,0,0
-18/08/2022 12:00:00 am,43.867317371077739,0,-2.7011094514290228,0.53557854249403125,0,0,0,0,0.96841990845090009,0,0,0
-19/08/2022 12:00:00 am,41.851813679777948,0,-2.5304196960333396,0.51491600473355159,0,0,0,0,0.97793348587300499,0,0,0
-20/08/2022 12:00:00 am,39.888776097261356,0,-2.4809455459328831,0.51790796341629386,0,0,0,0,0.98333469522076866,0,0,0
-21/08/2022 12:00:00 am,37.977132139955692,0,-2.4327255921568316,0.52108163485116699,0,0,0,0,0.97591042803493644,0,0,0
-22/08/2022 12:00:00 am,36.122239526373221,0,-2.3775089529430673,0.5226163393605946,0,0,0,0,0.98528781419187705,0,0,0
-23/08/2022 12:00:00 am,34.283431580455719,0,-2.3747334513196243,0.53592550540212569,0,0,0,0,0.9660544363150797,0,0,0
-24/08/2022 12:00:00 am,32.415508336516794,0,-2.4320234560859575,0.56410021214703365,0,0,0,0,0.96505639438766144,0,0,0
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diff --git a/TestComponents/TestSets/Moisture/Outputs/Typical_None.csv b/TestComponents/TestSets/Moisture/Outputs/Typical_None.csv
index a6b7808..d2954e1 100644
--- a/TestComponents/TestSets/Moisture/Outputs/Typical_None.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/Typical_None.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.45243869035965661,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
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-17/08/2022 12:00:00 am,46.032848280012736,0,-2.5830014924452382,0.49926579408503885,0,0,0,0,0.92916483011937556,0,0,0
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-19/08/2022 12:00:00 am,41.851813679777948,0,-2.5304196960333396,0.51491600473355159,0,0,0,0,0.97793348587300499,0,0,0
-20/08/2022 12:00:00 am,39.888776097261356,0,-2.4809455459328831,0.51790796341629386,0,0,0,0,0.98333469522076866,0,0,0
-21/08/2022 12:00:00 am,37.977132139955692,0,-2.4327255921568316,0.52108163485116699,0,0,0,0,0.97591042803493644,0,0,0
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diff --git a/TestComponents/TestSets/Moisture/Outputs/Typical_Some.csv b/TestComponents/TestSets/Moisture/Outputs/Typical_Some.csv
index 5be32d4..0ac9d33 100644
--- a/TestComponents/TestSets/Moisture/Outputs/Typical_Some.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/Typical_Some.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.45243869035965661,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
-16/08/2022 12:00:00 am,48.116583978372937,0,-2.3219968478678239,0.43858082624076183,0,0,0,0,0.90393939393939393,0,0,0
-17/08/2022 12:00:00 am,46.032848280012736,0,-2.5830014924452382,0.49926579408503885,0,0,0,0,0.92916483011937556,0,0,0
-18/08/2022 12:00:00 am,43.867317371077739,0,-2.7011094514290228,0.53557854249403125,0,0,0,0,0.96841990845090009,0,0,0
-19/08/2022 12:00:00 am,41.851813679777948,0,-2.5304196960333396,0.51491600473355159,0,0,0,0,0.97793348587300499,0,0,0
-20/08/2022 12:00:00 am,39.888776097261356,0,-2.4809455459328831,0.51790796341629386,0,0,0,0,0.98333469522076866,0,0,0
-21/08/2022 12:00:00 am,37.977132139955692,0,-2.4327255921568316,0.52108163485116699,0,0,0,0,0.97591042803493644,0,0,0
-22/08/2022 12:00:00 am,36.122239526373221,0,-2.3775089529430673,0.5226163393605946,0,0,0,0,0.98528781419187705,0,0,0
-23/08/2022 12:00:00 am,34.283431580455719,0,-2.3747334513196243,0.53592550540212569,0,0,0,0,0.9660544363150797,0,0,0
-24/08/2022 12:00:00 am,32.415508336516794,0,-2.4320234560859575,0.56410021214703365,0,0,0,0,0.96505639438766144,0,0,0
-25/08/2022 12:00:00 am,30.506149118573443,0,-2.5082823423323433,0.59892312438899287,0,0,0,0,0.96615359754551766,0,0,0
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+1/10/2023 12:00:00 am,27.590782275565108,1.4128060505851749,0.0053929069699307774,0.45192347876314065,0,145.02357978835528,132.66971928786575,0,0.57424793755530545,0,0,0.99999350482483917
diff --git a/TestComponents/TestSets/Moisture/Outputs/VeryDry_Full.csv b/TestComponents/TestSets/Moisture/Outputs/VeryDry_Full.csv
index 02353b2..c940b81 100644
--- a/TestComponents/TestSets/Moisture/Outputs/VeryDry_Full.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/VeryDry_Full.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.20813058562676334,0,124.31311847296742,56.505962942257916,0,0.29999999999999999,0,0,0
-16/08/2022 12:00:00 am,48.866280469297614,0,-1.396322791475177,0.26260326077278989,0,0,0,0,0.51393939393939403,0,13.200000000000005,0
-17/08/2022 12:00:00 am,47.196227269066412,0,-2.0646758141478556,0.39462261391665515,0,0,0,0,0.74684664830119385,0,13.200000000000005,0
-18/08/2022 12:00:00 am,45.421286700512297,0,-2.2050339089683026,0.43009334041419039,0,0,0,0,0.78886412332693334,0,0,0
-19/08/2022 12:00:00 am,43.730866061699807,0,-2.1108730958797999,0.42045245706730422,0,0,0,0,0.80164235138765583,0,0,0
-20/08/2022 12:00:00 am,42.055957501545073,0,-2.1025680339182111,0.42765947376347879,0,0,0,0,0.81024885408969838,0,0,0
-21/08/2022 12:00:00 am,40.424166900509213,0,-2.0596831258860373,0.42789252485018148,0,0,0,0,0.80597160219715847,0,0,0
-22/08/2022 12:00:00 am,38.805273356403788,0,-2.0550564849891888,0.43616294088376251,0,0,0,0,0.81843878518751312,0,0,0
-23/08/2022 12:00:00 am,37.222970086604036,0,-2.0205397863573289,0.43823651655757978,0,0,0,0,0.80274462913808098,0,0,0
-24/08/2022 12:00:00 am,35.599846406241795,0,-2.0857338374819001,0.46261015711965653,0,0,0,0,0.80496329553384605,0,0,0
-25/08/2022 12:00:00 am,33.918273116186278,0,-2.1757770628248529,0.49420377276933031,0,0,0,0,0.80969897821110715,0,0,0
-26/08/2022 12:00:00 am,32.141051020098502,0,-2.3173150899161179,0.54009299382834164,0,0,0,0,0.8394785468881274,0,0,0
-27/08/2022 12:00:00 am,30.450182837276593,0,-2.2230504544341834,0.53218227161227361,0,0,0,0,0.84342979203460944,0,0,0
-28/08/2022 12:00:00 am,28.914139135035462,0,-2.0362675019749332,0.50022379973380193,0,0,0,0,0.82495270616710381,0,0,0
-29/08/2022 12:00:00 am,27.430152042654839,0,-1.9836536543895527,0.49966656200893073,0,0,0,0,0.81768112541153759,0,0,0
-30/08/2022 12:00:00 am,25.937106116003552,0,-2.0133516015597266,0.52030567490844026,0,0,0,0,0.84215455608462619,0,0,0
-31/08/2022 12:00:00 am,24.523342420242749,0,-1.9240596969320229,0.51029600117121854,0,0,0,0,0.841499528294824,0,0,0
-1/09/2022 12:00:00 am,23.159168639479066,0,-1.8742035476240915,0.51002976686040824,0,0,0,0,0.83545636005603363,0,0,0
-2/09/2022 12:00:00 am,21.769278755838741,0,-1.9289078984205545,0.53901801478022915,0,0,0,0,0.8388833078120812,0,0,0
-3/09/2022 12:00:00 am,20.43255176178738,0,-1.8752505848934362,0.53852359084207602,0,0,0,0,0.83927909137506684,0,0,0
-4/09/2022 12:00:00 am,19.184713532328047,0,-1.7700163945205745,0.52217816506124004,0,0,0,0,0.85032905554968619,0,0,0
-5/09/2022 12:00:00 am,17.944019886319285,0,-1.7802841819888755,0.53959053598011342,0,0,0,0,0.88070036489325387,0,0,0
-6/09/2022 12:00:00 am,16.772477917758042,0,-1.7015263138780483,0.52998434531680649,0,0,0,0,0.86592368827495303,0,0,0
-7/09/2022 12:00:00 am,15.682460973353123,0,-1.602712855036259,0.5126959106313409,0,0,0,0,0.84513812196359084,0,0,0
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-9/09/2022 12:00:00 am,13.687318278905515,0,-1.4504720843595109,0.48857689335337268,0,0,0,0,0.81974567524801256,0,0,0
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-22/09/2022 12:00:00 am,4.0216483021605516,0,-1.017457087842331,0.48173861191763734,0,0,0,0,0.72045674552656647,0,0,0
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-24/09/2022 12:00:00 am,2.9796745547820715,0,-1.050300934580477,0.52436632303477071,0,0,0,0,0.70608694154847118,0,0,0
-25/09/2022 12:00:00 am,2.4874187426872529,0,-1.0117625812660265,0.51950676917120808,0,0,0,0,0.71666006453185083,0,0,0
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-27/09/2022 12:00:00 am,1.6046910694073682,0,-0.94721066176472846,0.5139123124014805,0,0,0,0,0.71364951667326793,0,0,0
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+16/09/2023 12:00:00 am,45.536038366031697,1.853092679699273,0.0057731889793899427,0.58094578692609367,0,122.02150460042141,111.62708013445958,0,0.80545719627910872,0,0,0.99994594157063688
+17/09/2023 12:00:00 am,44.242496687336079,1.8669693969411441,0.0058025454447516722,0.56762517280077662,0,123.88847399736255,113.33501139758721,0,0.76909394403520248,0,0,0.99995345882443243
+18/09/2023 12:00:00 am,43.085524981792503,1.6952919336997354,0.0054275625388982007,0.53289266561726178,0,125.58376593106229,114.8858895739718,0,0.78030640554636643,0,0,0.99995947172699429
+19/09/2023 12:00:00 am,42.055239071270989,1.5294910901453989,0.0050798795557795984,0.4941253000681079,0,127.11325702120769,116.28509068236407,0,0.78394299495227848,0,0,0.99996430245872592
+20/09/2023 12:00:00 am,41.035702620022441,1.5149054324566862,0.0050477002491220446,0.49032128095901423,0,128.62816245366437,117.67094861501889,0,0.77303411999765281,0,0,0.99996858634446217
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+23/09/2023 12:00:00 am,37.891657610084906,1.5594961159820002,0.0051627340958901868,0.4840061479524268,0,133.23651177294889,121.88673484414213,0,0.70227714532552732,0,0,0.9999790205709429
+24/09/2023 12:00:00 am,36.917473473710338,1.6456085662807425,0.0053821610534185993,0.66604226885275608,0,134.88212033922963,123.39216193996192,0,0.88970158318155768,0,13.200000000000005,0.99998194839904708
+25/09/2023 12:00:00 am,36.004622726337971,1.5701536154306268,0.0052326654308245679,0.65207020262743209,0,136.45227395466026,124.82856172889291,0,0.89136830194275829,0,0,0.99998441392295467
+26/09/2023 12:00:00 am,35.140904715599945,1.4913045236112623,0.0050753271277699241,0.62251118574546871,0,137.94357847827152,126.19282920049284,0,0.87636835531534263,0,0,0.99998648878646512
+27/09/2023 12:00:00 am,34.288724318262844,1.4855253540088427,0.005091835433447045,0.62825312123829569,0,139.42910383228036,127.55180980212316,0,0.8675805290262677,0,0,0.99998832243066504
+28/09/2023 12:00:00 am,33.488229749080183,1.3970332206191642,0.0049114069882421063,0.59162724444826154,0,140.82613705289953,128.82983648913404,0,0.84848966878762033,0,0,0.99998985468535839
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diff --git a/TestComponents/TestSets/Moisture/Outputs/VeryDry_None.csv b/TestComponents/TestSets/Moisture/Outputs/VeryDry_None.csv
index 4590f15..e61899b 100644
--- a/TestComponents/TestSets/Moisture/Outputs/VeryDry_None.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/VeryDry_None.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.20813058562676334,0,124.31311847296742,56.505962942257916,0,0.29999999999999999,0,0,0
-16/08/2022 12:00:00 am,49.117586309096509,0,-1.0864456526712638,0.20403196176777863,0,0,0,0,0.31393939393939396,0,0,0
-17/08/2022 12:00:00 am,48.114242216604524,0,-1.2384456016292715,0.23510150913728839,0,0,0,0,0.35078604224058774,0,0,0
-18/08/2022 12:00:00 am,47.032344638106714,0,-1.3392303763904199,0.25733279789260693,0,0,0,0,0.39880443553997275,0,0,0
-19/08/2022 12:00:00 am,45.982201228357113,0,-1.3038505714240367,0.25370716167443214,0,0,0,0,0.41867465792409442,0,0,0
-20/08/2022 12:00:00 am,44.92156167961182,0,-1.3209506619573359,0.26031111321204037,0,0,0,0,0.43424420959820181,0,0,0
-21/08/2022 12:00:00 am,43.868002284366973,0,-1.3163277968452993,0.26276840160045495,0,0,0,0,0.43680340578732546,0,0,0
-22/08/2022 12:00:00 am,42.802546100368104,0,-1.3356028188738227,0.27014663487495283,0,0,0,0,0.45598273780331344,0,0,0
-23/08/2022 12:00:00 am,41.739321375652459,0,-1.337396770556337,0.27417204584068999,0,0,0,0,0.44797704336506139,0,0,0
-24/08/2022 12:00:00 am,40.626596625649839,0,-1.404769082549608,0.29204433254698287,0,0,0,0,0.45718355614726475,0,0,0
-25/08/2022 12:00:00 am,39.448233845986977,0,-1.493571140758748,0.31520836109588091,0,0,0,0,0.46982332381058445,0,0,0
-26/08/2022 12:00:00 am,38.173666887937252,0,-1.6227032946410418,0.34813633659131432,0,0,0,0,0.50732733917852579,0,0,0
-27/08/2022 12:00:00 am,36.93264924453382,0,-1.5875284550374307,0.34651081163399861,0,0,0,0,0.51882747540931695,0,0,0
-28/08/2022 12:00:00 am,35.779644667820079,0,-1.4819425115792164,0.32893793486547679,0,0,0,0,0.50821953661151531,0,0,0
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-31/08/2022 12:00:00 am,32.336381660619942,0,-1.4785078200102717,0.34523813113174961,0,0,0,0,0.54587542540427891,0,0,0
-1/09/2022 12:00:00 am,31.216752719694664,0,-1.4685309568451004,0.34890201591982312,0,0,0,0,0.54834264800627708,0,0,0
-2/09/2022 12:00:00 am,30.048987233933023,0,-1.5404031814029011,0.37263769564126048,0,0,0,0,0.55959996972731785,0,0,0
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-4/09/2022 12:00:00 am,27.799246095221314,0,-1.4680436185195056,0.36867442181022564,0,0,0,0,0.58648323861828577,0,0,0
-5/09/2022 12:00:00 am,26.680963180650497,0,-1.5029211213226112,0.38463820675179383,0,0,0,0,0.62285104380120349,0,0,0
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+13/09/2023 12:00:00 am,62.315612893977573,1.7716815787491811,0.039377295034768167,0.57491681008445628,0,116.61001882806349,106.67657277974696,0,0.86227443392428282,0,0,0.99991767713080471
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+16/09/2023 12:00:00 am,58.752876494133886,1.853092679699273,0.040642181121640419,0.58094578692609367,0,122.02150460042141,111.62708013445958,0,0.80545719627910872,0,0,0.99994594157063688
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diff --git a/TestComponents/TestSets/Moisture/Outputs/VeryDry_Some.csv b/TestComponents/TestSets/Moisture/Outputs/VeryDry_Some.csv
index 946785d..bc7cb97 100644
--- a/TestComponents/TestSets/Moisture/Outputs/VeryDry_Some.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/VeryDry_Some.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.20813058562676334,0,124.31311847296742,56.505962942257916,0,0.29999999999999999,0,0,0
-16/08/2022 12:00:00 am,48.524280845537774,0,-1.8183673456726883,0.3426481912104653,0,0,0,0,0.71393939393939398,0,26.400000000000002,0
-17/08/2022 12:00:00 am,46.870850550338332,0,-2.04600903246937,0.39257873726992837,0,0,0,0,0.74290725436179994,0,0,0
-18/08/2022 12:00:00 am,45.113189204617271,0,-2.1855789434308708,0.4279175977098108,0,0,0,0,0.78498441717449996,0,0,0
-19/08/2022 12:00:00 am,43.438878544875273,0,-2.0926806957647184,0.41837003602271883,0,0,0,0,0.79783318534708481,0,0,0
-20/08/2022 12:00:00 am,41.779603185515327,0,-2.0848593137464668,0.42558395438652186,0,0,0,0,0.8065089456135015,0,0,0
-21/08/2022 12:00:00 am,40.162750597838517,0,-2.0427040981393354,0.42585151046252989,0,0,0,0,0.80229969205689233,0,0,0
-22/08/2022 12:00:00 am,38.558360085205202,0,-2.0385167967543651,0.43412628412105081,0,0,0,0,0.81483363704979728,0,0,0
-23/08/2022 12:00:00 am,36.989952354610054,0,-2.0046337780470118,0.43622604745186633,0,0,0,0,0.79921595383965005,0,0,0
-24/08/2022 12:00:00 am,35.380776544666638,0,-2.0697064727312657,0.46053066278785287,0,0,0,0,0.80150412444583874,0,0,0
-25/08/2022 12:00:00 am,33.713305561778199,0,-2.1595060477974322,0.49203506490898824,0,0,0,0,0.80631842464782733,0,0,0
-26/08/2022 12:00:00 am,31.950567913308429,0,-2.3005313701854035,0.537793721715635,0,0,0,0,0.83617482408764943,0,0,0
-27/08/2022 12:00:00 am,30.273129490841523,0,-2.207408784045839,0.52997036157893285,0,0,0,0,0.84020115384323324,0,0,0
-28/08/2022 12:00:00 am,28.749005704697865,0,-2.0223092293537874,0.49818544321013075,0,0,0,0,0.82180233799248825,0,0,0
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-31/08/2022 12:00:00 am,24.390608472602796,0,-1.9119666574018339,0.50836313836800162,0,0,0,0,0.83855912023240875,0,0,0
-1/09/2022 12:00:00 am,23.035972800298495,0,-1.8627861809019421,0.50815050859764144,0,0,0,0,0.83260060010450609,0,0,0
-2/09/2022 12:00:00 am,21.65552944003003,0,-1.9175311004104501,0.53708774014198479,0,0,0,0,0.83610543222286793,0,0,0
-3/09/2022 12:00:00 am,20.327626749280405,0,-1.8645534099867547,0.53665071923713115,0,0,0,0,0.83658118493160361,0,0,0
-4/09/2022 12:00:00 am,19.087785766129389,0,-1.7602577178771455,0.52041673472613093,0,0,0,0,0.84770472837286281,0,0,0
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diff --git a/TestComponents/TestSets/Moisture/Outputs/VeryWet_Full.csv b/TestComponents/TestSets/Moisture/Outputs/VeryWet_Full.csv
index 38a5c7e..063969f 100644
--- a/TestComponents/TestSets/Moisture/Outputs/VeryWet_Full.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/VeryWet_Full.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.48822562896261634,0,124.31311847296742,56.505962942257916,0,1,0,0,0
-16/08/2022 12:00:00 am,47.938311680651069,0,-2.4912000201847415,0.47091297001456262,0,0,0,0.041401269178745682,1,0.15000000000000568,0,0
-17/08/2022 12:00:00 am,45.374371259582908,0,-2.6808875485603143,0.51926655266045318,0,0,0,0.40231942516830338,1,1.5400000000000063,0,0
-18/08/2022 12:00:00 am,42.597750151135671,0,-2.6941450214756983,0.53557854249403125,0,0,0,0.61805462946556755,1,2.519999999999996,0,0
-19/08/2022 12:00:00 am,40.451369974100935,0,-2.5238841037653561,0.51491600473355159,0,0,0,0.13741207800293154,1,0.59000000000000341,0,0
-20/08/2022 12:00:00 am,38.421749962604871,0,-2.4745266499834138,0.51790796341629386,0,0,0,0.073001324928948869,1,0.32999999999999829,0,0
-21/08/2022 12:00:00 am,36.516411311013549,0,-2.426420286442486,0.52108163485116699,0,0,0,0,0.9922727272727272,0,0,0
-22/08/2022 12:00:00 am,34.649882240210431,0,-2.3713355616006861,0.5226163393605946,0,0,0,0.017809848563026313,1,0.089272727272728503,0,0
-23/08/2022 12:00:00 am,32.817252071387124,0,-2.3685556742254299,0.53592550540212569,0,0,0,0,0.98045454545454536,0,0,0
-24/08/2022 12:00:00 am,30.955668256313722,0,-2.4256840272204343,0.56410021214703365,0,0,0,0,0.9791728650137741,0,0,0
-25/08/2022 12:00:00 am,29.052861327525967,0,-2.5017300531767468,0.59892312438899287,0,0,0,0,0.97994923929376399,0,0,0
-26/08/2022 12:00:00 am,27.071435600414155,0,-2.5509102615742592,0.62976189760149126,0,0,0,0.060277363139045158,1,0.38672593444778158,0,0
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-29/08/2022 12:00:00 am,21.978036341961776,0,-2.2145103551677039,0.59929623509626473,0,0,0,0,0.96675206611570252,0,0,0
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-31/08/2022 12:00:00 am,18.945243601140589,0,-2.0636875660034519,0.59346808489766767,0,0,0,0,0.98409224836645959,0,0,0
-1/09/2022 12:00:00 am,17.526225501147788,0,-2.0168227936069769,0.59780469361417476,0,0,0,0,0.97394413818621306,0,0,0
-2/09/2022 12:00:00 am,16.098433581063066,0,-2.056783491707769,0.62899157162304642,0,0,0,0,0.97359414653871035,0,0,0
-3/09/2022 12:00:00 am,14.737559352307429,0,-1.9889678534541986,0.628093624698561,0,0,0,0,0.97011189080502014,0,0,0
-4/09/2022 12:00:00 am,13.495542422398424,0,-1.8424333987316572,0.60041646882265209,0,0,0,0,0.97759368772245903,0,0,0
-5/09/2022 12:00:00 am,12.292859231465094,0,-1.775737172922689,0.59674963897415034,0,0,0,0.023695656984792538,1,0.33479285809860926,0,0
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-7/09/2022 12:00:00 am,10.103194897758943,0,-1.6547437740381383,0.59133910335973194,0,0,0,0,0.95766758494031223,0,0,0
-8/09/2022 12:00:00 am,9.1080963384227136,0,-1.5754604654198658,0.58036190608363714,0,0,0,0,0.93901452541948416,0,0,0
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diff --git a/TestComponents/TestSets/Moisture/Outputs/VeryWet_None.csv b/TestComponents/TestSets/Moisture/Outputs/VeryWet_None.csv
index 0d9c805..f6fc742 100644
--- a/TestComponents/TestSets/Moisture/Outputs/VeryWet_None.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/VeryWet_None.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.48822562896261634,0,124.31311847296742,56.505962942257916,0,1,0,0,0
-16/08/2022 12:00:00 am,47.938311680651069,0,-2.4912000201847415,0.47091297001456262,0,0,0,0.041401269178745682,1,0.15000000000000568,0,0
-17/08/2022 12:00:00 am,45.374371259582908,0,-2.6808875485603143,0.51926655266045318,0,0,0,0.40231942516830338,1,1.5400000000000063,0,0
-18/08/2022 12:00:00 am,42.597750151135671,0,-2.6941450214756983,0.53557854249403125,0,0,0,0.61805462946556755,1,2.519999999999996,0,0
-19/08/2022 12:00:00 am,40.451369974100935,0,-2.5238841037653561,0.51491600473355159,0,0,0,0.13741207800293154,1,0.59000000000000341,0,0
-20/08/2022 12:00:00 am,38.421749962604871,0,-2.4745266499834138,0.51790796341629386,0,0,0,0.073001324928948869,1,0.32999999999999829,0,0
-21/08/2022 12:00:00 am,36.516411311013549,0,-2.426420286442486,0.52108163485116699,0,0,0,0,0.9922727272727272,0,0,0
-22/08/2022 12:00:00 am,34.649882240210431,0,-2.3713355616006861,0.5226163393605946,0,0,0,0.017809848563026313,1,0.089272727272728503,0,0
-23/08/2022 12:00:00 am,32.817252071387124,0,-2.3685556742254299,0.53592550540212569,0,0,0,0,0.98045454545454536,0,0,0
-24/08/2022 12:00:00 am,30.955668256313722,0,-2.4256840272204343,0.56410021214703365,0,0,0,0,0.9791728650137741,0,0,0
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-26/08/2022 12:00:00 am,27.071435600414155,0,-2.5509102615742592,0.62976189760149126,0,0,0,0.060277363139045158,1,0.38672593444778158,0,0
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-1/09/2022 12:00:00 am,17.526225501147788,0,-2.0168227936069769,0.59780469361417476,0,0,0,0,0.97394413818621306,0,0,0
-2/09/2022 12:00:00 am,16.098433581063066,0,-2.056783491707769,0.62899157162304642,0,0,0,0,0.97359414653871035,0,0,0
-3/09/2022 12:00:00 am,14.737559352307429,0,-1.9889678534541986,0.628093624698561,0,0,0,0,0.97011189080502014,0,0,0
-4/09/2022 12:00:00 am,13.495542422398424,0,-1.8424333987316572,0.60041646882265209,0,0,0,0,0.97759368772245903,0,0,0
-5/09/2022 12:00:00 am,12.292859231465094,0,-1.775737172922689,0.59674963897415034,0,0,0,0.023695656984792538,1,0.33479285809860926,0,0
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-7/09/2022 12:00:00 am,10.103194897758943,0,-1.6547437740381383,0.59133910335973194,0,0,0,0,0.95766758494031223,0,0,0
-8/09/2022 12:00:00 am,9.1080963384227136,0,-1.5754604654198658,0.58036190608363714,0,0,0,0,0.93901452541948416,0,0,0
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-11/09/2022 12:00:00 am,6.5448200524217155,0,-1.3682364848345898,0.54946155869833968,0,0,0,0,0.9070105667043078,0,0,0
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diff --git a/TestComponents/TestSets/Moisture/Outputs/VeryWet_Some.csv b/TestComponents/TestSets/Moisture/Outputs/VeryWet_Some.csv
index 190673f..87f4d24 100644
--- a/TestComponents/TestSets/Moisture/Outputs/VeryWet_Some.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/VeryWet_Some.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.48822562896261634,0,124.31311847296742,56.505962942257916,0,1,0,0,0
-16/08/2022 12:00:00 am,47.938311680651069,0,-2.4912000201847415,0.47091297001456262,0,0,0,0.041401269178745682,1,0.15000000000000568,0,0
-17/08/2022 12:00:00 am,45.374371259582908,0,-2.6808875485603143,0.51926655266045318,0,0,0,0.40231942516830338,1,1.5400000000000063,0,0
-18/08/2022 12:00:00 am,42.597750151135671,0,-2.6941450214756983,0.53557854249403125,0,0,0,0.61805462946556755,1,2.519999999999996,0,0
-19/08/2022 12:00:00 am,40.451369974100935,0,-2.5238841037653561,0.51491600473355159,0,0,0,0.13741207800293154,1,0.59000000000000341,0,0
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+23/09/2023 12:00:00 am,34.864166309413022,1.5594961159820002,0.0052414433850742626,0.4840061479524268,0,133.23651177294889,121.88673484414213,0,0.70227714532552732,0,0,0.9999790205709429
+24/09/2023 12:00:00 am,33.73710573896382,1.6456085662807425,0.0054643001102192557,0.51308369572132007,0,134.88212033922963,123.39216193996192,0,0.68970158318155761,0,0,0.99998194839904708
+25/09/2023 12:00:00 am,32.674632089963161,1.5701536154306268,0.005312600527787481,0.50236736590218334,0,136.45227395466026,124.82856172889291,0,0.6913683964038313,0,0,0.99998441392295467
+26/09/2023 12:00:00 am,31.667682933691694,1.4913045236112623,0.0051529271962067469,0.47920244014358837,0,137.94357847827152,126.19282920049284,0,0.67636854803974034,0,0,0.99998648878646512
+27/09/2023 12:00:00 am,30.670730271588951,1.4855253540088427,0.0051697515116444492,0.48340294039445453,0,139.42910383228036,127.55180980212316,0,0.66758080667836051,0,0,0.99998832243066504
+28/09/2023 12:00:00 am,29.733487259659864,1.3970332206191642,0.0049866188017375634,0.45480358988833819,0,140.82613705289953,128.82983648913404,0,0.64849002022371716,0,0,0.99998985468535839
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+30/09/2023 12:00:00 am,27.852780400700009,1.4302255522246696,0.0051463223977492589,0.45681796090370352,0,143.6107737377701,131.37726338233045,0,0.59530844006726502,0,0,0.99999242088115869
+1/10/2023 12:00:00 am,26.89704956536686,1.4128060505851749,0.0051517364888837847,0.45192347876314065,0,145.02357978835528,132.66971928786575,0,0.57424793755530545,0,0,0.99999350482483917
diff --git a/TestComponents/TestSets/Moisture/Outputs/Wet_Full.csv b/TestComponents/TestSets/Moisture/Outputs/Wet_Full.csv
index 455662a..c50bc54 100644
--- a/TestComponents/TestSets/Moisture/Outputs/Wet_Full.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/Wet_Full.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.48184207886393005,0,124.31311847296742,56.505962942257916,0,0.94999999999999996,0,0,0
-16/08/2022 12:00:00 am,47.998116735147001,0,-2.4684451270500407,0.46656186219703771,0,0,0,0,0.95310606060606051,0,0,0
-17/08/2022 12:00:00 am,45.835921161343379,0,-2.6814621264640799,0.51926655266045318,0,0,0,0,0.97736306244260773,0,0,0
-18/08/2022 12:00:00 am,43.414665078970081,0,-2.6947234243117446,0.53557854249403125,0,0,0,0.2621112005555814,1,1.0485990587694971,0,0
-19/08/2022 12:00:00 am,41.264978311902453,0,-2.5244268909295347,0.51491600473355159,0,0,0,0.1401758808716452,1,0.59000000000000341,0,0
-20/08/2022 12:00:00 am,39.233283291927663,0,-2.4750597451364218,0.51790796341629386,0,0,0,0.074543238254662164,1,0.32999999999999829,0,0
-21/08/2022 12:00:00 am,37.32742097922803,0,-2.4269439475507948,0.52108163485116699,0,0,0,0,0.9922727272727272,0,0,0
-22/08/2022 12:00:00 am,35.459962826234211,0,-2.3718482668334264,0.5226163393605946,0,0,0,0.018226225520988626,1,0.089272727272728503,0,0
-23/08/2022 12:00:00 am,33.626819588219448,0,-2.3690687434168893,0.53592550540212569,0,0,0,0,0.98045454545454536,0,0,0
-24/08/2022 12:00:00 am,31.764709278955142,0,-2.4262105214113383,0.56410021214703365,0,0,0,0,0.9791728650137741,0,0,0
-25/08/2022 12:00:00 am,29.861358178114838,0,-2.5022742252292964,0.59892312438899287,0,0,0,0,0.97994923929376399,0,0,0
-26/08/2022 12:00:00 am,27.87758131971685,0,-2.5514664256860797,0.62976189760149126,0,0,0,0.062072330313399662,1,0.38672593444778158,0,0
-27/08/2022 12:00:00 am,26.067684034648206,0,-2.4242781371635544,0.61738258540799273,0,0,0,0.0030017333130801056,1,0.019999999999996021,0,0
-28/08/2022 12:00:00 am,24.398277867835219,0,-2.2637399395530124,0.59433377274002397,0,0,0,0,0.97772727272727278,0,0,0
-29/08/2022 12:00:00 am,22.782577409614102,0,-2.2149966933173815,0.59929623509626473,0,0,0,0,0.96675206611570252,0,0,0
-30/08/2022 12:00:00 am,21.219527013676768,0,-2.1676485167021866,0.60459812076485331,0,0,0,0,0.98806338592536946,0,0,0
-31/08/2022 12:00:00 am,19.748852018456848,0,-2.0641430801175886,0.59346808489766767,0,0,0,0,0.98409224836645959,0,0,0
-1/09/2022 12:00:00 am,18.329387590729226,0,-2.0172691213417977,0.59780469361417476,0,0,0,0,0.97394413818621306,0,0,0
-2/09/2022 12:00:00 am,16.901139251197186,0,-2.0572399111550865,0.62899157162304642,0,0,0,0,0.97359414653871035,0,0,0
-3/09/2022 12:00:00 am,15.539822380762342,0,-1.9894104951334057,0.628093624698561,0,0,0,0,0.97011189080502014,0,0,0
-4/09/2022 12:00:00 am,14.297394237431851,0,-1.8428446121531437,0.60041646882265209,0,0,0,0,0.97759368772245903,0,0,0
-5/09/2022 12:00:00 am,13.092771670686119,0,-1.7761346413219528,0.59674963897415034,0,0,0,0.025237564397929905,1,0.33479285809860926,0,0
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-7/09/2022 12:00:00 am,10.902347822888952,0,-1.6551163626470853,0.59133910335973194,0,0,0,0,0.95766758494031223,0,0,0
-8/09/2022 12:00:00 am,9.906893453419487,0,-1.5758162755531018,0.58036190608363714,0,0,0,0,0.93901452541948416,0,0,0
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+6/09/2023 12:00:00 am,52.922105946261425,1.7119507602559878,0.0057822258567767904,0.59730804715709496,0,104.97318357828368,96.031023495689141,0,0.98196969696969705,0,0,0.99980640728055126
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+9/09/2023 12:00:00 am,49.658152176676282,1.6342307443934914,0.0054956073007446093,0.55716883055398014,0,109.98104634346117,100.61229054383298,0,0.92242476180995259,0,0,0.99986513062718929
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+12/09/2023 12:00:00 am,46.440118435648273,1.6890590838908679,0.005502427596184134,0.55184614553750566,0,114.83833724931431,105.0558122243727,0,0.87288016155721249,0,0,0.99990587511686702
+13/09/2023 12:00:00 am,45.248997402225704,1.7716815787491811,0.0056437352421596643,0.57491681008445628,0,116.61001882806349,106.67657277974696,0,0.86227443392428282,0,0,0.99991767713080471
+14/09/2023 12:00:00 am,44.050562636737183,1.7868605154504706,0.0056549463458850369,0.58277080361606526,0,118.39687934351396,108.31121925128869,0,0.85712320341846038,0,0,0.99992820728379095
+15/09/2023 12:00:00 am,42.850089958578401,1.7715325772081769,0.005607412111757526,0.56545248693763472,0,120.16841192072214,109.93184349784582,0,0.82985080120037746,0,0,0.9999374355883488
+16/09/2023 12:00:00 am,41.583716254784612,1.853092679699273,0.0057731889793899427,0.58094578692609367,0,122.02150460042141,111.62708013445958,0,0.80545719627910872,0,0,0.99994594157063688
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+18/09/2023 12:00:00 am,39.133202870545418,1.6952919336997354,0.0054275625388982007,0.53289266561726178,0,125.58376593106229,114.8858895739718,0,0.78030640554636643,0,0,0.99995947172699429
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diff --git a/TestComponents/TestSets/Moisture/Outputs/Wet_None.csv b/TestComponents/TestSets/Moisture/Outputs/Wet_None.csv
index 862c367..82018ac 100644
--- a/TestComponents/TestSets/Moisture/Outputs/Wet_None.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/Wet_None.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.48184207886393005,0,124.31311847296742,56.505962942257916,0,0.94999999999999996,0,0,0
-16/08/2022 12:00:00 am,47.998116735147001,0,-2.4684451270500407,0.46656186219703771,0,0,0,0,0.95310606060606051,0,0,0
-17/08/2022 12:00:00 am,45.835921161343379,0,-2.6814621264640799,0.51926655266045318,0,0,0,0,0.97736306244260773,0,0,0
-18/08/2022 12:00:00 am,43.414665078970081,0,-2.6947234243117446,0.53557854249403125,0,0,0,0.2621112005555814,1,1.0485990587694971,0,0
-19/08/2022 12:00:00 am,41.264978311902453,0,-2.5244268909295347,0.51491600473355159,0,0,0,0.1401758808716452,1,0.59000000000000341,0,0
-20/08/2022 12:00:00 am,39.233283291927663,0,-2.4750597451364218,0.51790796341629386,0,0,0,0.074543238254662164,1,0.32999999999999829,0,0
-21/08/2022 12:00:00 am,37.32742097922803,0,-2.4269439475507948,0.52108163485116699,0,0,0,0,0.9922727272727272,0,0,0
-22/08/2022 12:00:00 am,35.459962826234211,0,-2.3718482668334264,0.5226163393605946,0,0,0,0.018226225520988626,1,0.089272727272728503,0,0
-23/08/2022 12:00:00 am,33.626819588219448,0,-2.3690687434168893,0.53592550540212569,0,0,0,0,0.98045454545454536,0,0,0
-24/08/2022 12:00:00 am,31.764709278955142,0,-2.4262105214113383,0.56410021214703365,0,0,0,0,0.9791728650137741,0,0,0
-25/08/2022 12:00:00 am,29.861358178114838,0,-2.5022742252292964,0.59892312438899287,0,0,0,0,0.97994923929376399,0,0,0
-26/08/2022 12:00:00 am,27.87758131971685,0,-2.5514664256860797,0.62976189760149126,0,0,0,0.062072330313399662,1,0.38672593444778158,0,0
-27/08/2022 12:00:00 am,26.067684034648206,0,-2.4242781371635544,0.61738258540799273,0,0,0,0.0030017333130801056,1,0.019999999999996021,0,0
-28/08/2022 12:00:00 am,24.398277867835219,0,-2.2637399395530124,0.59433377274002397,0,0,0,0,0.97772727272727278,0,0,0
-29/08/2022 12:00:00 am,22.782577409614102,0,-2.2149966933173815,0.59929623509626473,0,0,0,0,0.96675206611570252,0,0,0
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-31/08/2022 12:00:00 am,19.748852018456848,0,-2.0641430801175886,0.59346808489766767,0,0,0,0,0.98409224836645959,0,0,0
-1/09/2022 12:00:00 am,18.329387590729226,0,-2.0172691213417977,0.59780469361417476,0,0,0,0,0.97394413818621306,0,0,0
-2/09/2022 12:00:00 am,16.901139251197186,0,-2.0572399111550865,0.62899157162304642,0,0,0,0,0.97359414653871035,0,0,0
-3/09/2022 12:00:00 am,15.539822380762342,0,-1.9894104951334057,0.628093624698561,0,0,0,0,0.97011189080502014,0,0,0
-4/09/2022 12:00:00 am,14.297394237431851,0,-1.8428446121531437,0.60041646882265209,0,0,0,0,0.97759368772245903,0,0,0
-5/09/2022 12:00:00 am,13.092771670686119,0,-1.7761346413219528,0.59674963897415034,0,0,0,0.025237564397929905,1,0.33479285809860926,0,0
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-7/09/2022 12:00:00 am,10.902347822888952,0,-1.6551163626470853,0.59133910335973194,0,0,0,0,0.95766758494031223,0,0,0
-8/09/2022 12:00:00 am,9.906893453419487,0,-1.5758162755531018,0.58036190608363714,0,0,0,0,0.93901452541948416,0,0,0
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diff --git a/TestComponents/TestSets/Moisture/Outputs/Wet_Some.csv b/TestComponents/TestSets/Moisture/Outputs/Wet_Some.csv
index d80a718..bb2df12 100644
--- a/TestComponents/TestSets/Moisture/Outputs/Wet_Some.csv
+++ b/TestComponents/TestSets/Moisture/Outputs/Wet_Some.csv
@@ -1,414 +1,414 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/08/2022 12:00:00 am,0,0.049625248767512176,0,0.48184207886393005,0,124.31311847296742,56.505962942257916,0,0.94999999999999996,0,0,0
-16/08/2022 12:00:00 am,47.998116735147001,0,-2.4684451270500407,0.46656186219703771,0,0,0,0,0.95310606060606051,0,0,0
-17/08/2022 12:00:00 am,45.835921161343379,0,-2.6814621264640799,0.51926655266045318,0,0,0,0,0.97736306244260773,0,0,0
-18/08/2022 12:00:00 am,43.414665078970081,0,-2.6947234243117446,0.53557854249403125,0,0,0,0.2621112005555814,1,1.0485990587694971,0,0
-19/08/2022 12:00:00 am,41.264978311902453,0,-2.5244268909295347,0.51491600473355159,0,0,0,0.1401758808716452,1,0.59000000000000341,0,0
-20/08/2022 12:00:00 am,39.233283291927663,0,-2.4750597451364218,0.51790796341629386,0,0,0,0.074543238254662164,1,0.32999999999999829,0,0
-21/08/2022 12:00:00 am,37.32742097922803,0,-2.4269439475507948,0.52108163485116699,0,0,0,0,0.9922727272727272,0,0,0
-22/08/2022 12:00:00 am,35.459962826234211,0,-2.3718482668334264,0.5226163393605946,0,0,0,0.018226225520988626,1,0.089272727272728503,0,0
-23/08/2022 12:00:00 am,33.626819588219448,0,-2.3690687434168893,0.53592550540212569,0,0,0,0,0.98045454545454536,0,0,0
-24/08/2022 12:00:00 am,31.764709278955142,0,-2.4262105214113383,0.56410021214703365,0,0,0,0,0.9791728650137741,0,0,0
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-1/09/2022 12:00:00 am,18.329387590729226,0,-2.0172691213417977,0.59780469361417476,0,0,0,0,0.97394413818621306,0,0,0
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diff --git a/TestComponents/TestSets/Residues/Outputs/StovN0.5High.csv b/TestComponents/TestSets/Residues/Outputs/StovN0.5High.csv
index bec8b69..b2671d9 100644
--- a/TestComponents/TestSets/Residues/Outputs/StovN0.5High.csv
+++ b/TestComponents/TestSets/Residues/Outputs/StovN0.5High.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.091056084000030069,0,1.230948836151919,0,124.31311847296742,56.505962942257916,0,0.90000000000000002,0,0,0
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-27/01/2023 12:00:00 am,40.127161805514206,0,-5.6695470064312801,1.1610744400538422,0,0,0,0,0.88015495867768589,0,0,0
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-29/01/2023 12:00:00 am,32.774201187981554,0,-4.589809562309739,1.0460575114844559,0,0,0,0,0.78155900951665402,0,0,0
-30/01/2023 12:00:00 am,29.593717021182467,0,-4.1841254084185344,1.0036412416194478,0,0,0,0,0.73318707254741244,0,0,0
-31/01/2023 12:00:00 am,25.905085809769734,0,-4.9433275628600413,1.254696351447308,0,0,0,0,0.88158199129382064,0,13.200000000000005,0
-1/02/2023 12:00:00 am,22.449864857554662,0,-4.7367117445650422,1.2814907923499701,0,0,0,0,0.86599167672271748,0,0,0
-2/02/2023 12:00:00 am,19.577928753391731,0,-4.0324477585847163,1.1605116544217864,0,0,0,0,0.82325889827453647,0,0,0
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diff --git a/TestComponents/TestSets/Residues/Outputs/StovN0.5Low.csv b/TestComponents/TestSets/Residues/Outputs/StovN0.5Low.csv
index 367e4dd..8c5aa70 100644
--- a/TestComponents/TestSets/Residues/Outputs/StovN0.5Low.csv
+++ b/TestComponents/TestSets/Residues/Outputs/StovN0.5Low.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.042025884923098999,0,1.230948836151919,0,57.375285449061892,26.079675204119042,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,48.214111692978321,0,-3.0672662752171567,1.281377968195482,0,0,0,0,0.90227272727272723,0,0,0
-27/01/2023 12:00:00 am,46.758472130063886,0,-2.6167140029682825,1.1610744400538422,0,0,0,0,0.88015495867768589,0,0,0
-28/01/2023 12:00:00 am,45.566580790000728,0,-2.2434147656950358,1.0515234256318762,0,0,0,0,0.83105348422238912,0,0,0
-29/01/2023 12:00:00 am,44.494264657342228,0,-2.1183736441429577,1.0460575114844559,0,0,0,0,0.78155900951665402,0,0,0
-30/01/2023 12:00:00 am,43.566771095076199,0,-1.9311348038854774,1.0036412416194478,0,0,0,0,0.73318707254741244,0,0,0
-31/01/2023 12:00:00 am,42.539931648280408,0,-2.2815357982430964,1.254696351447308,0,0,0,0,0.88158199129382064,0,13.200000000000005,0
-1/02/2023 12:00:00 am,41.63524778929267,0,-2.1861746513377103,1.2814907923499701,0,0,0,0,0.86599167672271748,0,0,0
-2/02/2023 12:00:00 am,40.934629708983053,0,-1.8611297347314064,1.1605116544217864,0,0,0,0,0.82325889827453647,0,0,0
-3/02/2023 12:00:00 am,40.38961165071909,0,-1.6017151947546857,1.0566971364907265,0,0,0,0,0.78342076460953158,0,0,0
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+14/09/2023 12:00:00 am,105.67329706898721,3.8905482658312991,0.9949330506972629,0.58754250375742634,0,27.247296767138426,24.92623074623404,0,0.86347610876399261,0,0,0.89215249255036777
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diff --git a/TestComponents/TestSets/Residues/Outputs/StovN1.0High.csv b/TestComponents/TestSets/Residues/Outputs/StovN1.0High.csv
index 71fee84..49838ec 100644
--- a/TestComponents/TestSets/Residues/Outputs/StovN1.0High.csv
+++ b/TestComponents/TestSets/Residues/Outputs/StovN1.0High.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.18211216800006014,0,1.230948836151919,0,248.62623694593483,113.01192588451583,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,45.509090593367816,0,-5.7722873748276653,1.281377968195482,0,0,0,0,0.90227272727272723,0,0,0
-27/01/2023 12:00:00 am,41.816150810619483,0,-4.8540142228021752,1.1610744400538422,0,0,0,0,0.88015495867768589,0,0,0
-28/01/2023 12:00:00 am,38.762301197483119,0,-4.1053730387682421,1.0515234256318762,0,0,0,0,0.83105348422238912,0,0,0
-29/01/2023 12:00:00 am,35.983380188409605,0,-3.8249785205579663,1.0460575114844559,0,0,0,0,0.78155900951665402,0,0,0
-30/01/2023 12:00:00 am,33.547274423754644,0,-3.4397470062744055,1.0036412416194478,0,0,0,0,0.73318707254741244,0,0,0
-31/01/2023 12:00:00 am,30.801054424769497,0,-4.0009163504324547,1.254696351447308,0,0,0,0,0.88158199129382064,0,13.200000000000005,0
-1/02/2023 12:00:00 am,28.318873306655668,0,-3.763671910463799,1.2814907923499701,0,0,0,0,0.86599167672271748,0,0,0
-2/02/2023 12:00:00 am,26.334716586215148,0,-3.1446683748623059,1.1605116544217864,0,0,0,0,0.82325889827453647,0,0,0
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-4/02/2023 12:00:00 am,23.320463060777623,0,-2.4654664190302213,1.0529103648586271,0,0,0,0,0.79126886862621215,0,0,0
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diff --git a/TestComponents/TestSets/Residues/Outputs/StovN1.0Low.csv b/TestComponents/TestSets/Residues/Outputs/StovN1.0Low.csv
index 8e12254..04c82a2 100644
--- a/TestComponents/TestSets/Residues/Outputs/StovN1.0Low.csv
+++ b/TestComponents/TestSets/Residues/Outputs/StovN1.0Low.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.084051769846197999,0,1.230948836151919,0,114.75057089812378,52.159350408238083,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,48.617245333659639,0,-2.6641326345358451,1.281377968195482,0,0,0,0,0.90227272727272723,0,0,0
-27/01/2023 12:00:00 am,47.538005517035558,0,-2.2403142566779262,1.1610744400538422,0,0,0,0,0.88015495867768589,0,0,0
-28/01/2023 12:00:00 am,46.694741386312863,0,-1.8947875563545722,1.0515234256318762,0,0,0,0,0.83105348422238912,0,0,0
-29/01/2023 12:00:00 am,45.975424196001335,0,-1.7653747017959844,1.0460575114844559,0,0,0,0,0.78155900951665402,0,0,0
-30/01/2023 12:00:00 am,45.391489896263366,0,-1.5875755413574169,1.0036412416194478,0,0,0,0,0.73318707254741244,0,0,0
-31/01/2023 12:00:00 am,44.799609470588003,0,-1.8465767771226727,1.254696351447308,0,0,0,0,0.88158199129382064,0,13.200000000000005,0
-1/02/2023 12:00:00 am,44.344020919646994,0,-1.7370793432909828,1.2814907923499701,0,0,0,0,0.86599167672271748,0,0,0
-2/02/2023 12:00:00 am,44.053147170286181,0,-1.4513854037826039,1.1605116544217864,0,0,0,0,0.82325889827453647,0,0,0
-3/02/2023 12:00:00 am,43.882892949350754,0,-1.2269513574261506,1.0566971364907265,0,0,0,0,0.78342076460953158,0,0,0
-4/02/2023 12:00:00 am,43.797895736195436,0,-1.1379075780139409,1.0529103648586271,0,0,0,0,0.79126886862621215,0,0,0
-5/02/2023 12:00:00 am,43.789645518011966,0,-0.94840102836599627,0.94015081018253199,0,0,0,0,0.7549666172982995,0,0,0
-6/02/2023 12:00:00 am,43.834638457176226,0,-0.80788643112620306,0.85287937029046579,0,0,0,0,0.71692328710658959,0,0,0
-7/02/2023 12:00:00 am,43.952986118233341,0,-0.91662907494444568,1.0349767360015607,0,0,0,0,0.88938248182740232,0,13.200000000000005,0
-8/02/2023 12:00:00 am,44.133974517784729,0,-0.83630806938568725,1.0172964689370756,0,0,0,0,0.8349548883694734,0,0,0
-9/02/2023 12:00:00 am,44.392902474563527,0,-0.82282932867362391,1.0817572854524287,0,0,0,0,0.84082849277412264,0,0,0
-10/02/2023 12:00:00 am,44.691550576282673,0,-0.70650318443011173,1.0051512861492571,0,0,0,0,0.82196888631723475,0,0,0
-11/02/2023 12:00:00 am,45.044665477053016,0,-0.65628726380398206,1.0094021645743219,0,0,0,0,0.79474326355798741,0,0,0
-12/02/2023 12:00:00 am,45.470433957481369,0,-0.63584920326938743,1.0616176836977387,0,0,0,0,0.81185614120700933,0,0,0
-13/02/2023 12:00:00 am,45.895977860237295,0,-0.52405829502181334,0.94960219777773591,0,0,0,0,0.80173584345151794,0,0,0
-14/02/2023 12:00:00 am,46.336406301758046,0,-0.45993779822575931,0.90036623974651264,0,0,0,0,0.82210885686515867,0,0,0
-15/02/2023 12:00:00 am,46.814045797190836,0,-0.42827998723759464,0.90591948267038425,0,0,0,0,0.80511184519241508,0,0,0
-16/02/2023 12:00:00 am,47.320187498893965,0,-0.39220782132010967,0.8983495230232369,0,0,0,0,0.77543907787888933,0,0,0
-17/02/2023 12:00:00 am,47.853912862277753,0,-0.35944429551102175,0.8931696588948087,0,0,0,0,0.73298822467410807,0,0,0
-18/02/2023 12:00:00 am,48.611662744036252,0,-0.43524468638386793,1.1929945681423655,0,0,0,0,0.89902081003624956,0,13.200000000000005,0
-19/02/2023 12:00:00 am,49.410086593614274,0,-0.3836941082383305,1.182117957816353,0,0,0,0,0.87786358280694454,0,0,0
-20/02/2023 12:00:00 am,50.309928649344947,0,-0.36036189914637973,1.2602039548770476,0,0,0,0,0.92587185051561438,0,0,0
-21/02/2023 12:00:00 am,51.281742331282267,0,-0.32111878153201801,1.2929324634693311,0,0,0,0,0.91653738707449306,0,0,0
-22/02/2023 12:00:00 am,52.256361592355603,0,-0.26490466477020291,1.2395239258435429,0,0,0,0,0.96214932402565245,0,0,0
-23/02/2023 12:00:00 am,53.153991170802932,0,-0.20226793967221468,1.0998975181195421,0,0,0,0,0.96495094873346077,0,0,0
-24/02/2023 12:00:00 am,54.125410044285161,0,-0.18104811282617206,1.1524669863084003,0,0,0,0,0.93728755215122994,0,0,0
-25/02/2023 12:00:00 am,55.11626507815263,0,-0.15013676079436422,1.1409917946618362,0,0,0,0,0.9046861476334318,0,0,0
-26/02/2023 12:00:00 am,56.03793797524898,0,-0.11269301931965003,1.0343659164160011,0,0,0,0,0.86034673071347711,0,0,0
-27/02/2023 12:00:00 am,56.952069634026287,0,-0.089378696210008712,1.0035103549873106,0,0,0,0,0.82317577762802463,0,0,0
-28/02/2023 12:00:00 am,57.863286329876068,0,-0.069498382731456587,0.98071507858123219,0,0,0,0,0.8165975581066659,0,0,0
-1/03/2023 12:00:00 am,58.783521955337086,0,-0.052536220999350292,0.9727718464603714,0,0,0,0,0.81033828256210028,0,0,0
-2/03/2023 12:00:00 am,59.664723599819503,0,-0.035426227680726896,0.91662787216314012,0,0,0,0,0.77963852515350407,0,0,0
-3/03/2023 12:00:00 am,60.601774518061873,0,-0.023317274484568884,0.96036819272694252,0,0,0,0,0.7820819366983941,0,0,0
-4/03/2023 12:00:00 am,61.460745337252746,0,-0.0096178375777746794,0.86858865676865449,0,0,0,0,0.7510352914745374,0,0,0
-5/03/2023 12:00:00 am,62.273179128865408,0,0.00031892924178578141,0.81211486237087893,0,0,0,0,0.75023065701357361,0,0,0
-6/03/2023 12:00:00 am,63.163613658488345,0,0.0099619641650932067,0.88047256545784491,0,0,0,0,0.7539312453750161,0,0,0
-7/03/2023 12:00:00 am,64.101751387725201,0,0.020437835174710983,0.91769989406214592,0,0,0,0,0.72884450323107575,0,0,0
-8/03/2023 12:00:00 am,64.985050992631713,0,0.027767110637491044,0.85553249426901989,0,0,0,0,0.72783641975087532,0,0,0
-9/03/2023 12:00:00 am,65.784218194305012,0,0.031666947695622838,0.76750025397766919,0,0,0,0,0.71953426860992908,0,0,0
-10/03/2023 12:00:00 am,66.785561506708902,0,0.047740532528084856,0.9536027798758111,0,0,0,0,0.8943412000455836,0,13.200000000000005,0
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diff --git a/TestComponents/TestSets/Residues/Outputs/StovN1.5High.csv b/TestComponents/TestSets/Residues/Outputs/StovN1.5High.csv
index 0d82304..62ef290 100644
--- a/TestComponents/TestSets/Residues/Outputs/StovN1.5High.csv
+++ b/TestComponents/TestSets/Residues/Outputs/StovN1.5High.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.27316825200011863,0,1.230948836151919,0,372.93935541890232,169.51788882677377,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,47.413474211834284,0,-3.8679037563612009,1.281377968195482,0,0,0,0,0.90227272727272723,0,0,0
-27/01/2023 12:00:00 am,45.523382365389224,0,-3.0511662864989062,1.1610744400538422,0,0,0,0,0.88015495867768589,0,0,0
-28/01/2023 12:00:00 am,44.152215785978051,0,-2.4226900050430507,1.0515234256318762,0,0,0,0,0.83105348422238912,0,0,0
-29/01/2023 12:00:00 am,43.083680225602741,0,-2.1145930718597636,1.0460575114844559,0,0,0,0,0.78155900951665402,0,0,0
-30/01/2023 12:00:00 am,42.314185156455572,0,-1.7731363107666152,1.0036412416194478,0,0,0,0,0.73318707254741244,0,0,0
-31/01/2023 12:00:00 am,41.675339851407685,0,-1.8935416564951968,1.254696351447308,0,0,0,0,0.88158199129382064,0,13.200000000000005,0
-1/02/2023 12:00:00 am,41.360440417737195,0,-1.5963902260204623,1.2814907923499701,0,0,0,0,0.86599167672271748,0,0,0
-2/02/2023 12:00:00 am,41.341863569041564,0,-1.1790885031174199,1.1605116544217864,0,0,0,0,0.82325889827453647,0,0,0
-3/02/2023 12:00:00 am,41.525328721678321,0,-0.8732319838539695,1.0566971364907265,0,0,0,0,0.78342076460953158,0,0,0
-4/02/2023 12:00:00 am,41.881713148944662,0,-0.69652593759228409,1.0529103648586271,0,0,0,0,0.79126886862621215,0,0,0
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-11/02/2023 12:00:00 am,47.614402636496564,0,0.12034227667965069,1.0094021645743219,0,0,0,0,0.79474326355798741,0,0,0
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-13/02/2023 12:00:00 am,50.090935200731209,0,0.25464752633711996,0.94960219777773591,0,0,0,0,0.80173584345151794,0,0,0
-14/02/2023 12:00:00 am,51.285136654598148,0,0.29383521412042768,0.90036623974651264,0,0,0,0,0.82210885686515867,0,0,0
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diff --git a/TestComponents/TestSets/Residues/Outputs/StovN1.5Low.csv b/TestComponents/TestSets/Residues/Outputs/StovN1.5Low.csv
index 73993b7..26bb31d 100644
--- a/TestComponents/TestSets/Residues/Outputs/StovN1.5Low.csv
+++ b/TestComponents/TestSets/Residues/Outputs/StovN1.5Low.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.12607765476928989,0,1.230948836151919,0,172.12585634718567,78.239025612357125,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,49.496191619105701,0,-1.7851863490897852,1.281377968195482,0,0,0,0,0.90227272727272723,0,0,0
-27/01/2023 12:00:00 am,49.249035465390818,0,-1.4082305937687256,1.1610744400538422,0,0,0,0,0.88015495867768589,0,0,0
-28/01/2023 12:00:00 am,49.182394273310521,0,-1.1181646177121753,1.0515234256318762,0,0,0,0,0.83105348422238912,0,0,0
-29/01/2023 12:00:00 am,49.252485751628932,0,-0.97596603316604735,1.0460575114844559,0,0,0,0,0.78155900951665402,0,0,0
-30/01/2023 12:00:00 am,49.437756388279176,0,-0.81837060496920344,1.0036412416194478,0,0,0,0,0.73318707254741244,0,0,0
-31/01/2023 12:00:00 am,49.818510436728701,0,-0.87394230299778553,1.254696351447308,0,0,0,0,0.88158199129382064,0,13.200000000000005,0
-1/02/2023 12:00:00 am,50.363205740146149,0,-0.73679548893252189,1.2814907923499701,0,0,0,0,0.86599167672271748,0,0,0
-2/02/2023 12:00:00 am,50.979522700821441,0,-0.5441946937465012,1.1605116544217864,0,0,0,0,0.82325889827453647,0,0,0
-3/02/2023 12:00:00 am,51.63318969091803,0,-0.40303014639414059,1.0566971364907265,0,0,0,0,0.78342076460953158,0,0,0
-4/02/2023 12:00:00 am,52.364626546118679,0,-0.32147350965797372,1.0529103648586271,0,0,0,0,0.79126886862621215,0,0,0
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+13/09/2023 12:00:00 am,110.5900571937305,3.3403322109892706,1.0224564002838861,0.57931403578485607,0,23.356748501307127,21.367099554899482,0,0.86821848170756899,0,0,0.825326340297587
+14/09/2023 12:00:00 am,108.27554753020382,3.8905482658312991,0.98849609854718778,0.58754250375742634,0,27.247296767138426,24.92623074623404,0,0.86347610876399261,0,0,0.89215249255036777
+15/09/2023 12:00:00 am,105.35887526537415,4.4322131453559983,0.94518933253206683,0.57035154799426524,0,31.679509912494424,28.980884994022677,0,0.83652314153854113,0,0,0.93559075103650802
+16/09/2023 12:00:00 am,101.57457904259702,5.3078268518927274,0.9373560769933249,0.58617455212227842,0,36.987336764387152,33.836563632606023,0,0.81234605045070363,0,0,0.96352188025924201
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diff --git a/TestComponents/TestSets/Residues/Outputs/StovN3.0High.csv b/TestComponents/TestSets/Residues/Outputs/StovN3.0High.csv
index fe81273..6806f4c 100644
--- a/TestComponents/TestSets/Residues/Outputs/StovN3.0High.csv
+++ b/TestComponents/TestSets/Residues/Outputs/StovN3.0High.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.54633650400023726,0,1.230948836151919,0,745.87871083780465,339.03577765354754,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,70.617664152464727,0,19.336286184269241,1.281377968195482,0,0,0,0,0.90227272727272723,0,0,0
-27/01/2023 12:00:00 am,87.74979824728247,0,15.971059654763899,1.1610744400538422,0,0,0,0,0.88015495867768589,0,0,0
-28/01/2023 12:00:00 am,102.08035562196002,0,13.279033949045676,1.0515234256318762,0,0,0,0,0.83105348422238912,0,0,0
-29/01/2023 12:00:00 am,115.29300412632344,0,12.166590992878945,1.0460575114844559,0,0,0,0,0.78155900951665402,0,0,0
-30/01/2023 12:00:00 am,127.05586265401243,0,10.75921728606955,1.0036412416194478,0,0,0,0,0.73318707254741244,0,0,0
-31/01/2023 12:00:00 am,140.59276020754004,0,12.282201202080302,1.254696351447308,0,0,0,0,0.88158199129382064,0,13.200000000000005,0
-1/02/2023 12:00:00 am,153.18468658423492,0,11.31043558434493,1.2814907923499701,0,0,0,0,0.86599167672271748,0,0,0
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-3/02/2023 12:00:00 am,172.3428140584607,0,7.6829342512564551,1.0566971364907265,0,0,0,0,0.78342076460953158,0,0,0
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+30/09/2023 12:00:00 am,15.622275718111513,6.6300823644119475,0.46911949473553705,0.60109242040461075,0,138.97585537991785,127.13717140311002,0,0.80255928157529699,0,0,0.99998778624680451
+1/10/2023 12:00:00 am,10.619321512033288,6.047724408437432,0.44977698060165494,0.59499322175755098,0,145.02357978835528,132.66971928786577,0,0.78149872603395354,0,0,0.99999350482483917
diff --git a/TestComponents/TestSets/Residues/Outputs/StovN3.0Low.csv b/TestComponents/TestSets/Residues/Outputs/StovN3.0Low.csv
index ec4c050..30a5719 100644
--- a/TestComponents/TestSets/Residues/Outputs/StovN3.0Low.csv
+++ b/TestComponents/TestSets/Residues/Outputs/StovN3.0Low.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.25215530953857979,0,1.230948836151919,0,344.25171269437135,156.47805122471425,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,60.205817745550519,0,8.9244397773550368,1.281377968195482,0,0,0,0,0.90227272727272723,0,0,0
-27/01/2023 12:00:00 am,68.738150487803082,0,7.3712583021987186,1.1610744400538422,0,0,0,0,0.88015495867768589,0,0,0
-28/01/2023 12:00:00 am,75.918458812994501,0,6.1287848995595517,1.0515234256318762,0,0,0,0,0.83105348422238912,0,0,0
-29/01/2023 12:00:00 am,82.579866013500009,0,5.6153496890210519,1.0460575114844559,0,0,0,0,0.78155900951665402,0,0,0
-30/01/2023 12:00:00 am,88.549299848689998,0,4.9657925935705478,1.0036412416194478,0,0,0,0,0.73318707254741244,0,0,0
-31/01/2023 12:00:00 am,95.472704447251289,0,5.6687082471139831,1.254696351447308,0,0,0,0,0.88158199129382064,0,13.200000000000005,0
-1/02/2023 12:00:00 am,101.97439627852971,0,5.2202010389284439,1.2814907923499701,0,0,0,0,0.86599167672271748,0,0,0
-2/02/2023 12:00:00 am,107.40782382467002,0,4.2729158917185259,1.1605116544217864,0,0,0,0,0.82325889827453647,0,0,0
-3/02/2023 12:00:00 am,112.0104906155868,0,3.5459696544260595,1.0566971364907265,0,0,0,0,0.78342076460953158,0,0,0
-4/02/2023 12:00:00 am,116.29564309756557,0,3.232242117120137,1.0529103648586271,0,0,0,0,0.79126886862621215,0,0,0
-5/02/2023 12:00:00 am,119.88700813304295,0,2.6512142252948507,0.94015081018253199,0,0,0,0,0.7549666172982995,0,0,0
-6/02/2023 12:00:00 am,122.96696925406245,0,2.2270817507290204,0.85287937029046579,0,0,0,0,0.71692328710658959,0,0,0
-7/02/2023 12:00:00 am,126.49335955513175,0,2.4914135650677309,1.0349767360015607,0,0,0,0,0.88938248182740232,0,13.200000000000005,0
-8/02/2023 12:00:00 am,129.75064810500731,0,2.2399920809384923,1.0172964689370756,0,0,0,0,0.8349548883694734,0,0,0
-9/02/2023 12:00:00 am,133.00556498201212,0,2.1731595915523769,1.0817572854524287,0,0,0,0,0.84082849277412264,0,0,0
-10/02/2023 12:00:00 am,135.85276458240946,0,1.8420483142480606,1.0051512861492571,0,0,0,0,0.82196888631723475,0,0,0
-11/02/2023 12:00:00 am,138.55425937066724,0,1.6920926236834646,1.0094021645743219,0,0,0,0,0.79474326355798741,0,0,0
-12/02/2023 12:00:00 am,141.23892486377255,0,1.6230478094075664,1.0616176836977387,0,0,0,0,0.81185614120700933,0,0,0
-13/02/2023 12:00:00 am,143.51536850169254,0,1.3268414401422604,0.94960219777773591,0,0,0,0,0.80173584345151794,0,0,0
-14/02/2023 12:00:00 am,145.57343193677923,0,1.1576971953401625,0.90036623974651264,0,0,0,0,0.82210885686515867,0,0,0
-15/02/2023 12:00:00 am,147.55305459677768,0,1.0737031773280705,0.90591948267038425,0,0,0,0,0.80511184519241508,0,0,0
-16/02/2023 12:00:00 am,149.43260358056489,0,0.98119946076397468,0.8983495230232369,0,0,0,0,0.77543907787888933,0,0,0
-17/02/2023 12:00:00 am,151.22503050805639,0,0.89925726859669908,0.8931696588948087,0,0,0,0,0.73298822467410807,0,0,0
-18/02/2023 12:00:00 am,153.51033489113308,0,1.0923098149343531,1.1929945681423655,0,0,0,0,0.89902081003624956,0,13.200000000000005,0
-19/02/2023 12:00:00 am,155.66321044883867,0,0.97075759988922528,1.182117957816353,0,0,0,0,0.87786358280694454,0,0,0
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-21/02/2023 12:00:00 am,159.98472279472963,0,0.84341990975647718,1.2929324634693311,0,0,0,0,0.91653738707449306,0,0,0
-22/02/2023 12:00:00 am,161.94318053805176,0,0.71893381747858598,1.2395239258435429,0,0,0,0,0.96214932402565245,0,0,0
-23/02/2023 12:00:00 am,163.61513581848234,0,0.57205776231101879,1.0998975181195421,0,0,0,0,0.96495094873346077,0,0,0
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-2/03/2023 12:00:00 am,173.40102380577167,0,0.23992086644376798,0.91662787216314012,0,0,0,0,0.77963852515350407,0,0,0
-3/03/2023 12:00:00 am,174.59132295974695,0,0.22993096124831425,0.96036819272694252,0,0,0,0,0.7820819366983941,0,0,0
-4/03/2023 12:00:00 am,175.65051885892942,0,0.19060724241380456,0.86858865676865449,0,0,0,0,0.7510352914745374,0,0,0
-5/03/2023 12:00:00 am,176.62711835175475,0,0.16448463045443873,0.81211486237087893,0,0,0,0,0.75023065701357361,0,0,0
-6/03/2023 12:00:00 am,177.67208066350716,0,0.1644897462945778,0.88047256545784491,0,0,0,0,0.7539312453750161,0,0,0
-7/03/2023 12:00:00 am,178.7470999172142,0,0.15731935964491583,0.91769989406214592,0,0,0,0,0.72884450323107575,0,0,0
-8/03/2023 12:00:00 am,179.73734492729989,0,0.13471251581665911,0.85553249426901989,0,0,0,0,0.72783641975087532,0,0,0
-9/03/2023 12:00:00 am,180.61663715648609,0,0.111791975208547,0.76750025397766919,0,0,0,0,0.71953426860992908,0,0,0
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diff --git a/TestComponents/TestSets/Residues/Outputs/StovN4.5High.csv b/TestComponents/TestSets/Residues/Outputs/StovN4.5High.csv
index 176f5be..cf80477 100644
--- a/TestComponents/TestSets/Residues/Outputs/StovN4.5High.csv
+++ b/TestComponents/TestSets/Residues/Outputs/StovN4.5High.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.81950475600046957,0,1.230948836151919,0,1118.818066256707,508.55366648032128,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,114.91289439480197,0,63.631516426606488,1.281377968195482,0,0,0,0,0.90227272727272723,0,0,0
-27/01/2023 12:00:00 am,163.82944779934186,0,47.755478964486038,1.1610744400538422,0,0,0,0,0.88015495867768589,0,0,0
-28/01/2023 12:00:00 am,201.33236126785849,0,36.451390042884768,1.0515234256318762,0,0,0,0,0.83105348422238912,0,0,0
-29/01/2023 12:00:00 am,233.21123538059044,0,30.832816601247487,1.0460575114844559,0,0,0,0,0.78155900951665402,0,0,0
-30/01/2023 12:00:00 am,259.45333065505872,0,25.238454032848836,1.0036412416194478,0,0,0,0,0.73318707254741244,0,0,0
-31/01/2023 12:00:00 am,287.20476454376535,0,26.496737537259321,1.254696351447308,0,0,0,0,0.88158199129382064,0,13.200000000000005,0
-1/02/2023 12:00:00 am,310.71003590692538,0,22.223780570810078,1.2814907923499701,0,0,0,0,0.86599167672271748,0,0,0
-2/02/2023 12:00:00 am,328.50775589279812,0,16.637208331450978,1.1605116544217864,0,0,0,0,0.82325889827453647,0,0,0
-3/02/2023 12:00:00 am,342.30598422101872,0,12.741531191729848,1.0566971364907265,0,0,0,0,0.78342076460953158,0,0,0
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diff --git a/TestComponents/TestSets/Residues/Outputs/StovN4.5Low.csv b/TestComponents/TestSets/Residues/Outputs/StovN4.5Low.csv
index f9b38f2..1011f63 100644
--- a/TestComponents/TestSets/Residues/Outputs/StovN4.5Low.csv
+++ b/TestComponents/TestSets/Residues/Outputs/StovN4.5Low.csv
@@ -1,251 +1,251 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.37823296430792652,0,1.230948836151919,0,516.37756904155697,234.71707683707137,0,0.90000000000000002,0,0,0
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-27/01/2023 12:00:00 am,103.85183489644588,0,22.040990291301252,1.1610744400538422,0,0,0,0,0.88015495867768589,0,0,0
-28/01/2023 12:00:00 am,121.72707680340918,0,16.823718481331426,1.0515234256318762,0,0,0,0,0.83105348422238912,0,0,0
-29/01/2023 12:00:00 am,137.00366505393094,0,14.230530739037306,1.0460575114844559,0,0,0,0,0.78155900951665402,0,0,0
-30/01/2023 12:00:00 am,149.65582354148063,0,11.648517245930222,1.0036412416194478,0,0,0,0,0.73318707254741244,0,0,0
-31/01/2023 12:00:00 am,163.13978337166299,0,12.229263478735064,1.254696351447308,0,0,0,0,0.88158199129382064,0,13.200000000000005,0
-1/02/2023 12:00:00 am,174.67840365823301,0,10.257129494220067,1.2814907923499701,0,0,0,0,0.86599167672271748,0,0,0
-2/02/2023 12:00:00 am,183.51762685024752,0,7.6787115375927328,1.1605116544217864,0,0,0,0,0.82325889827453647,0,0,0
-3/02/2023 12:00:00 am,190.4550306906136,0,5.8807067038753473,1.0566971364907265,0,0,0,0,0.78342076460953158,0,0,0
-4/02/2023 12:00:00 am,196.47789982557799,0,4.9699587701057624,1.0529103648586271,0,0,0,0,0.79126886862621215,0,0,0
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-12/02/2023 12:00:00 am,224.28485370877868,0,1.4284762357826821,1.0616176836977387,0,0,0,0,0.81185614120700933,0,0,0
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-14/02/2023 12:00:00 am,228.11830381555754,0,0.89326515302983012,0.90036623974651264,0,0,0,0,0.82210885686515867,0,0,0
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+29/08/2023 12:00:00 am,102.36109369048273,0,1.848306634338087,0.59929623509626473,0,0,0,0,0.96675206611570252,0,0,0
+30/08/2023 12:00:00 am,104.74703553854846,0,1.7813437273008788,0.60459812076485331,0,0,0,0,0.98806338592536946,0,0,0
+31/08/2023 12:00:00 am,107.02607459181215,0,1.6855709683660223,0.59346808489766767,0,0,0,0,0.98409224836645959,0,0,0
+1/09/2023 12:00:00 am,109.24655011234425,0,1.6226708269179255,0.59780469361417476,0,3.7864979322919692,3.463944404726357,0,0.97393911067154082,0,0,0.010978294568015912
+2/09/2023 12:00:00 am,110.80249505079782,0.68008469408557337,1.6070380609160964,0.62899157162304642,0,4.4665826263775426,4.0860959582046412,0,0.97357612280224304,0,0,0.018478097239480015
+3/09/2023 12:00:00 am,112.16841840535297,0.79723601812811751,1.535065747984703,0.628093624698561,0,5.2638186445056601,4.8154192784922145,0,0.97007086822209077,0,0,0.030916395368759304
+4/09/2023 12:00:00 am,113.30807427878402,0.88532871269634494,1.4245681173047444,0.60041646882265209,0,6.149147357202005,5.6253311008477596,0,0.97751293073799606,0,0,0.050049919599074386
+5/09/2023 12:00:00 am,114.02776853874099,1.0204638308921465,1.3580211453309516,0.59674963897415034,0,7.1696111880941515,6.5588665313305761,0.21461269345599276,1,0.32689262194205071,0,0.079791357048883196
+6/09/2023 12:00:00 am,114.74263357131396,1.1830269222429202,1.3005839076587904,0.59730804715709496,0,8.3526381103370717,7.6411170861231721,0,0.98196969696969705,0,0,0.12494071964579856
+7/09/2023 12:00:00 am,115.21673422544269,1.3565236503029592,1.2393616150166906,0.59126268941500382,0,9.7091617606400309,8.8820850180669915,0,0.95756388825200811,0,0,0.18979108161892902
+8/09/2023 12:00:00 am,115.41520597647342,1.5711237922256576,1.1895798839511542,0.5800156593052358,0,11.280285552865688,10.319372339103056,0,0.9385385691880398,0,0,0.27814240852099892
+9/09/2023 12:00:00 am,115.33524412976053,1.7622400661569682,1.1234291458950452,0.55884907354902569,0,13.042525619022657,11.931495658883691,0,0.92481478579472276,0,0,0.38526444009116517
+10/09/2023 12:00:00 am,114.99329071520812,1.921509558215666,1.0498196100306814,0.52973653363257101,0,14.964035177238323,13.689321069547649,0,0.91190146778429471,0,0,0.49959863172885821
+11/09/2023 12:00:00 am,114.27948344071626,2.2944814404726195,1.0338101055016296,0.54686406047913627,0,17.258516617710942,15.788346683609641,0,0.90327074763301252,0,0,0.6196224935362824
+12/09/2023 12:00:00 am,113.09759260880132,2.7578996726069143,1.0204350462286982,0.55557379446326627,0,20.016416290317856,18.311314161883374,0,0.87814730964278898,0,0,0.73196788263948143
+13/09/2023 12:00:00 am,111.34730990940609,3.3403322109892706,1.0107354758091844,0.57931403578485607,0,23.356748501307127,21.367099554899482,0,0.86821848170756899,0,0,0.825326340297587
+14/09/2023 12:00:00 am,109.02112953921083,3.8905482658312991,0.97682539187860584,0.58754250375742634,0,27.247296767138426,24.92623074623404,0,0.86347610876399261,0,0,0.89215249255036777
+15/09/2023 12:00:00 am,106.09295948060276,4.4322131453559983,0.93369153875366351,0.57035154799426524,0,31.679509912494424,28.980884994022677,0,0.83652314153854113,0,0,0.93559075103650802
+16/09/2023 12:00:00 am,102.29690554002229,5.3078268518927274,0.92559835918999056,0.58617455212227842,0,36.987336764387152,33.836563632606023,0,0.81234605045070363,0,0,0.96352188025924201
+17/09/2023 12:00:00 am,97.670437594500811,6.0938586188824289,0.89449525844526079,0.57289541491569007,0,43.081195383269581,39.411315776546616,0,0.77614245883234489,0,0,0.9798965953522033
+18/09/2023 12:00:00 am,92.800834133262441,6.2123279371995821,0.80483011438883523,0.53789436157237114,0,49.293523320469163,45.094445407984757,0,0.78744830627231222,0,0,0.98848610928038627
+19/09/2023 12:00:00 am,87.859464098079769,6.1660812666028093,0.72592450174320788,0.49878672967692256,0,55.459604587071972,50.7352679000251,0,0.79112677975043788,0,0,0.99311808389427569
+20/09/2023 12:00:00 am,82.42973506166868,6.6203522333200624,0.69564803345656401,0.49497516345241044,0,62.079956820392034,56.791664202358632,0,0.78024487248639096,0,0,0.99590975267708315
+21/09/2023 12:00:00 am,76.532446946504933,7.0502297969982735,0.66790741165974055,0.48503427017477435,0,69.130186617390308,63.241318868501494,0,0.75723145192132524,0,0,0.99758553181169407
+22/09/2023 12:00:00 am,70.003254452551104,7.6731977696519351,0.65479873952804724,0.48920653617006515,0,76.803384387042243,70.2608738651831,0,0.73209067532653682,0,0,0.99860979727481636
+23/09/2023 12:00:00 am,63.009886268491101,8.1176699381336022,0.63562254863339263,0.48867920544021193,0,84.921054325175845,77.687038586364565,0,0.70952258157092718,0,0,0.99921333438345405
+24/09/2023 12:00:00 am,55.46976935044033,8.8488153362708886,0.63648795813401193,0.67221046008609886,0,93.769869661446734,85.782065949545725,0,0.8969513178901326,0,13.200000000000005,0.99957455518521932
+25/09/2023 12:00:00 am,48.144816326622283,8.5768882618816633,0.59382866917968613,0.65810656888393015,0,102.3467579233284,93.628330396526351,0,0.89861871315105157,0,0,0.99976667716816847
+26/09/2023 12:00:00 am,41.195156969189512,8.1309812102137471,0.55302214489694279,0.62829970788403078,0,110.47773913354214,101.06667246661078,0,0.88361919262329314,0,0,0.99986994161296094
+27/09/2023 12:00:00 am,34.410053612934036,7.9518872841565837,0.53267395989001898,0.63410996801108532,0,118.42962641769873,108.34117675989475,0,0.87483161689789435,0,0,0.99992838837959075
+28/09/2023 12:00:00 am,28.270498211713317,7.2300343632727788,0.4933069074965033,0.59717205455555888,0,125.65966078097151,114.95531930703689,0,0.85574089112537621,0,0,0.99995972420811385
+29/09/2023 12:00:00 am,22.625846390242014,6.6861122345343915,0.46694227203948913,0.57451814102359866,0,132.3457730155059,121.07187383270355,0,0.8299834296113382,0,0,0.99997727496828592
+30/09/2023 12:00:00 am,17.065970382262801,6.6300823644119475,0.46911393602812268,0.60109242040461075,0,138.97585537991785,127.13717140311002,0,0.80255928157529699,0,0,0.99998778624680451
+1/10/2023 12:00:00 am,12.063010875406761,6.047724408437432,0.44977167982384003,0.59499322175755098,0,145.02357978835528,132.66971928786577,0,0.78149872603395354,0,0,0.99999350482483917
diff --git a/TestComponents/TestSets/WS1/CropData.csv b/TestComponents/TestSets/WS1/CropData.csv
new file mode 100644
index 0000000..2741535
--- /dev/null
+++ b/TestComponents/TestSets/WS1/CropData.csv
@@ -0,0 +1,429 @@
+Site,NitrogenTreatment,IrrigationTreatment,Location,Rotation,Crop,Date,AboveGroundWt (t DM/ha),CropN
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Wheat,2020-08-10,0.334,15.378
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Wheat,2020-09-08,1.051,40.053
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Wheat,2020-10-12,4.186,116.002
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Wheat,2020-11-09,10.257,150.292
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Wheat,2020-12-07,16.450,202.111
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Wheat,2021-01-12,20.386,214.626
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Wheat,2021-01-21,,232.006
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Wheat,2020-08-10,0.358,16.558
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Wheat,2020-09-08,1.172,41.860
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Wheat,2020-10-12,4.221,122.192
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Wheat,2020-11-09,10.531,160.058
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Wheat,2020-12-07,16.559,212.210
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Wheat,2021-01-12,20.050,196.640
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Wheat,2021-01-21,,220.326
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Wheat,2020-08-10,0.394,18.554
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Wheat,2020-09-08,1.301,46.619
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Wheat,2020-10-12,5.021,142.931
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Wheat,2020-11-09,10.268,166.270
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Wheat,2020-12-07,16.650,204.023
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Wheat,2021-01-12,22.276,252.429
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Wheat,2021-01-21,,239.047
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Wheat,2020-08-10,0.400,19.837
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Wheat,2020-09-08,1.489,58.129
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Wheat,2020-10-12,5.326,173.300
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Wheat,2020-11-09,10.019,206.509
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Wheat,2020-12-07,16.910,267.608
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Wheat,2021-01-12,20.782,282.136
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Wheat,2021-01-21,,302.512
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Wheat,2020-08-10,0.346,15.857
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Wheat,2020-09-08,1.138,40.794
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Wheat,2020-10-12,4.312,123.029
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Wheat,2020-11-09,9.266,145.855
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Wheat,2020-12-07,16.147,193.260
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Wheat,2021-01-12,19.643,195.000
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Wheat,2021-01-21,,223.386
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Wheat,2020-08-10,0.397,18.919
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Wheat,2020-09-08,1.279,50.812
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Wheat,2020-10-12,5.049,144.638
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Wheat,2020-11-09,10.003,154.579
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Wheat,2020-12-07,16.268,205.017
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Wheat,2021-01-12,20.597,171.862
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Wheat,2021-01-21,,225.753
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Wheat,2020-08-10,0.347,15.458
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Wheat,2020-09-08,1.222,43.955
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Wheat,2020-10-12,4.289,129.114
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Wheat,2020-11-09,9.260,158.261
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Wheat,2020-12-07,16.027,184.323
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Wheat,2021-01-12,21.699,165.894
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Wheat,2021-01-21,,265.161
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Wheat,2020-08-10,0.385,18.150
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Wheat,2020-09-08,1.258,49.416
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Wheat,2020-10-12,4.803,150.483
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Wheat,2020-11-09,10.608,188.789
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Wheat,2020-12-07,16.950,226.719
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Wheat,2021-01-12,21.016,204.694
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Wheat,2021-01-21,,290.217
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2021-11-22,0.087,3.421
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2021-12-15,0.585,23.561
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2022-01-18,8.370,102.204
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2022-02-09,12.962,145.355
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2022-03-01,11.389,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2021-11-22,0.082,3.170
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2021-12-15,0.410,17.584
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2022-01-18,7.419,112.620
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2022-02-09,13.966,178.625
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2022-03-01,12.086,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2021-11-22,0.066,2.625
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2021-12-15,0.416,18.043
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2022-01-18,7.161,113.930
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2022-02-09,12.548,171.566
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2022-03-01,12.556,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2021-11-22,0.035,1.459
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2021-12-15,0.328,15.517
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2022-01-18,6.419,116.466
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2022-02-09,10.527,159.729
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2022-03-01,10.010,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2021-11-22,0.077,2.984
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2021-12-15,0.567,23.844
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2022-01-18,8.333,96.607
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2022-02-09,12.908,140.107
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2022-03-01,10.611,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2021-11-22,0.083,3.291
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2021-12-15,0.581,25.545
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2022-01-18,7.951,119.531
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2022-02-09,14.426,174.342
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2022-03-01,13.741,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2021-11-22,0.071,2.907
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2021-12-15,0.429,18.564
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2022-01-18,7.399,119.062
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2022-02-09,12.454,170.077
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2022-03-01,11.698,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2021-11-22,0.063,2.548
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2021-12-15,0.342,15.665
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2022-01-18,7.077,120.654
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2022-02-09,13.001,199.015
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2022-03-01,11.680,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Broccoli,2021-04-06,0.146,7.375
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Broccoli,2021-05-03,1.552,60.010
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Broccoli,2021-06-10,3.765,96.434
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Broccoli,2021-07-01,3.613,97.689
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Broccoli,2021-04-06,0.128,6.346
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Broccoli,2021-05-03,1.452,59.250
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Broccoli,2021-06-10,4.022,127.327
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Broccoli,2021-07-01,3.699,112.220
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Broccoli,2021-04-06,0.157,8.019
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Broccoli,2021-05-03,1.444,67.169
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Broccoli,2021-06-10,4.176,145.964
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Broccoli,2021-07-01,3.549,129.713
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Broccoli,2021-04-06,0.144,7.407
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Broccoli,2021-05-03,1.543,75.656
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Broccoli,2021-06-10,4.436,197.434
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Broccoli,2021-07-01,4.027,142.510
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Broccoli,2021-04-06,0.122,6.187
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Broccoli,2021-05-03,1.357,54.465
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Broccoli,2021-06-10,3.468,94.376
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Broccoli,2021-07-01,3.098,85.157
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Broccoli,2021-04-06,0.161,7.998
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Broccoli,2021-05-03,1.463,58.494
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Broccoli,2021-06-10,4.131,124.893
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Broccoli,2021-07-01,3.466,100.980
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Broccoli,2021-04-06,0.114,5.622
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Broccoli,2021-05-03,1.510,66.283
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Broccoli,2021-06-10,3.737,134.700
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Broccoli,2021-07-01,3.970,141.496
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Broccoli,2021-04-06,0.141,6.919
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Broccoli,2021-05-03,1.769,83.806
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Broccoli,2021-06-10,4.281,183.981
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Broccoli,2021-07-01,4.203,164.846
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Ryegrass,2022-08-16,0.347,8.994
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Ryegrass,2022-09-19,1.044,28.940
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Ryegrass,2022-10-17,3.366,52.543
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Ryegrass,2022-12-05,8.312,67.864
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Ryegrass,2022-08-16,0.376,12.786
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Ryegrass,2022-09-19,1.076,36.442
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Ryegrass,2022-10-17,3.498,71.667
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Ryegrass,2022-12-05,10.232,115.007
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Ryegrass,2022-08-16,0.282,9.997
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Ryegrass,2022-09-19,1.281,55.246
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Ryegrass,2022-10-17,4.859,136.948
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Ryegrass,2022-12-05,10.423,150.202
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Ryegrass,2022-08-16,0.349,16.191
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Ryegrass,2022-09-19,1.442,73.805
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Ryegrass,2022-10-17,4.885,172.204
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Ryegrass,2022-12-05,12.112,236.497
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Ryegrass,2022-08-16,0.346,7.818
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Ryegrass,2022-09-19,1.087,27.714
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Ryegrass,2022-10-17,2.653,44.445
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Ryegrass,2022-12-05,9.113,83.176
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Ryegrass,2022-08-16,0.271,8.287
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Ryegrass,2022-09-19,1.071,33.425
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Ryegrass,2022-10-17,3.635,64.267
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Ryegrass,2022-12-05,10.983,129.390
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Ryegrass,2022-08-16,0.319,12.326
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Ryegrass,2022-09-19,1.292,56.508
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Ryegrass,2022-10-17,4.560,118.728
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Ryegrass,2022-12-05,10.549,146.294
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Ryegrass,2022-08-16,0.345,16.332
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Ryegrass,2022-09-19,1.128,54.400
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Ryegrass,2022-10-17,4.931,156.783
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Ryegrass,2022-12-05,13.152,243.474
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Pakchoi,2020-12-23,0.018,0.998
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-11,1.147,47.160
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-20,2.893,73.736
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Pakchoi,2020-12-23,0.016,0.855
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-11,1.173,50.427
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-20,2.776,88.461
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Pakchoi,2020-12-23,0.010,0.519
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-11,0.874,40.821
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-20,2.924,97.577
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Pakchoi,2020-12-23,0.014,0.807
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-11,1.195,56.265
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-20,2.859,131.050
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Pakchoi,2020-12-23,0.011,0.607
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-11,1.108,46.484
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-20,2.775,77.729
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Pakchoi,2020-12-23,0.015,0.805
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-11,1.390,61.298
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-20,2.853,91.661
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Pakchoi,2020-12-23,0.007,0.358
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-11,0.828,37.219
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-20,3.027,106.862
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Pakchoi,2020-12-23,0.010,0.553
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-11,0.948,45.028
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-20,3.178,141.416
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Oats_Forage,2021-04-06,0.589,33.979
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Oats_Forage,2021-05-03,2.627,81.178
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Oats_Forage,2021-06-09,5.144,85.484
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-05,6.121,91.213
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-26,7.549,83.605
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Oats_Forage,2021-04-06,0.680,40.255
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Oats_Forage,2021-05-03,2.702,92.990
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Oats_Forage,2021-06-09,5.170,102.178
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-05,6.243,104.164
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-26,7.234,96.979
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Oats_Forage,2021-04-06,0.653,39.560
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Oats_Forage,2021-05-03,2.858,101.502
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Oats_Forage,2021-06-09,5.049,108.349
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-05,6.511,121.959
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-26,6.471,95.081
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Oats_Forage,2021-04-06,0.582,31.372
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Oats_Forage,2021-05-03,2.480,97.937
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Oats_Forage,2021-06-09,4.819,128.309
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-05,5.991,140.675
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-26,6.790,126.731
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Oats_Forage,2021-04-06,0.682,38.328
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Oats_Forage,2021-05-03,2.796,78.458
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Oats_Forage,2021-06-09,4.745,93.345
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-05,6.073,89.955
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-26,7.296,90.134
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Oats_Forage,2021-04-06,0.670,37.736
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Oats_Forage,2021-05-03,2.754,88.896
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Oats_Forage,2021-06-09,4.881,110.916
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-05,5.714,99.132
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-26,6.993,95.237
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Oats_Forage,2021-04-06,0.648,39.288
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Oats_Forage,2021-05-03,3.136,98.465
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Oats_Forage,2021-06-09,5.201,99.409
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-05,6.331,89.757
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-26,6.781,94.485
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Oats_Forage,2021-04-06,0.714,43.301
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Oats_Forage,2021-05-03,3.113,126.438
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Oats_Forage,2021-06-09,5.081,141.741
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-05,6.671,147.668
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-26,6.943,125.352
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Potato,2021-12-13,1.963,83.028
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Potato,2022-01-17,12.332,173.330
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Potato,2022-02-08,15.226,201.689
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Potato,2022-03-08,16.016,170.553
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Potato,2021-12-13,1.592,73.386
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Potato,2022-01-17,14.703,274.904
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Potato,2022-02-08,16.523,248.182
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Potato,2022-03-08,18.200,235.004
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Potato,2021-12-13,1.702,71.820
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Potato,2022-01-17,11.946,276.050
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Potato,2022-02-08,18.709,335.967
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Potato,2022-03-08,17.410,312.034
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Potato,2021-12-13,1.793,79.246
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Potato,2022-01-17,13.735,415.432
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Potato,2022-02-08,18.192,419.914
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Potato,2022-03-08,20.988,470.389
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Potato,2021-12-13,1.876,86.838
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Potato,2022-01-17,12.006,148.568
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Potato,2022-02-08,13.894,144.191
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Potato,2022-03-08,14.621,145.552
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Potato,2021-12-13,1.690,73.761
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Potato,2022-01-17,13.278,251.622
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Potato,2022-02-08,16.581,235.315
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Potato,2022-03-08,16.799,242.427
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Potato,2021-12-13,1.785,78.874
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Potato,2022-01-17,12.725,316.962
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Potato,2022-02-08,18.078,358.056
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Potato,2022-03-08,18.680,343.699
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Potato,2021-12-13,1.839,83.140
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Potato,2022-01-17,16.761,388.696
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Potato,2022-02-08,20.800,515.478
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Potato,2022-03-08,19.281,437.707
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Ryegrass,2022-08-16,0.357,11.183
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Ryegrass,2022-09-19,1.044,34.194
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Ryegrass,2022-10-17,2.097,32.872
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Ryegrass,2022-12-05,7.027,56.536
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Ryegrass,2023-01-04,,51.019
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Ryegrass,2022-08-16,0.359,11.559
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Ryegrass,2022-09-19,1.464,49.977
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Ryegrass,2022-10-17,4.114,80.850
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Ryegrass,2022-12-05,10.378,94.578
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Ryegrass,2023-01-04,,85.488
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Ryegrass,2022-08-16,0.406,13.932
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Ryegrass,2022-09-19,1.702,59.275
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Ryegrass,2022-10-17,4.517,114.152
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Ryegrass,2022-12-05,10.389,144.147
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Ryegrass,2023-01-04,,117.684
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Ryegrass,2022-08-16,0.457,16.264
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Ryegrass,2022-09-19,1.964,67.943
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Ryegrass,2022-10-17,6.128,190.342
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Ryegrass,2022-12-05,9.397,181.034
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Ryegrass,2023-01-04,,209.255
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Ryegrass,2022-08-16,0.347,10.686
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Ryegrass,2022-09-19,0.989,30.798
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Ryegrass,2022-10-17,2.226,31.559
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Ryegrass,2022-12-05,6.902,46.765
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Ryegrass,2023-01-04,,46.180
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Ryegrass,2022-08-16,0.338,9.921
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Ryegrass,2022-09-19,1.226,40.061
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Ryegrass,2022-10-17,3.294,59.844
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Ryegrass,2022-12-05,7.301,62.477
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Ryegrass,2023-01-04,,85.020
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Ryegrass,2022-08-16,0.263,8.887
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Ryegrass,2022-09-19,1.283,43.605
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Ryegrass,2022-10-17,3.641,91.044
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Ryegrass,2022-12-05,8.578,103.667
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Ryegrass,2023-01-04,,118.817
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Ryegrass,2022-08-16,0.435,13.076
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Ryegrass,2022-09-19,2.184,71.899
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Ryegrass,2022-10-17,4.250,152.895
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Ryegrass,2022-12-05,8.984,183.532
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Ryegrass,2023-01-04,,177.571
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Onions,2021-11-17,0.096,4.067
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Onions,2021-12-13,0.967,27.669
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Onions,2022-02-04,6.138,131.976
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Onions,2021-11-17,0.090,3.856
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Onions,2021-12-13,1.061,29.553
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Onions,2022-02-04,5.965,121.163
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Onions,2021-11-17,0.090,3.972
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Onions,2021-12-13,0.965,29.105
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Onions,2022-02-04,5.816,117.112
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Onions,2021-11-17,0.084,3.704
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Onions,2021-12-13,1.059,32.825
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Onions,2022-02-04,4.696,113.316
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Onions,2021-11-17,0.080,3.386
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Onions,2021-12-13,0.796,23.023
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Onions,2022-02-04,4.727,94.144
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Onions,2021-11-17,0.086,3.533
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Onions,2021-12-13,0.849,23.656
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Onions,2022-02-04,5.215,93.491
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Onions,2021-11-17,0.094,3.879
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Onions,2021-12-13,0.944,27.859
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Onions,2022-02-04,5.733,78.631
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Onions,2021-11-17,0.086,3.620
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Onions,2021-12-13,0.973,27.789
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Onions,2022-02-04,4.824,118.488
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Ryegrass,2022-08-17,1.250,47.228
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Ryegrass,2022-09-05,2.883,85.180
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Ryegrass,2022-10-27,4.362,50.407
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Ryegrass,2022-11-29,4.229,76.198
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Ryegrass,2022-08-17,1.329,47.165
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Ryegrass,2022-09-05,2.670,77.405
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Ryegrass,2022-10-27,3.238,38.918
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Ryegrass,2022-11-29,5.066,88.506
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Ryegrass,2022-08-17,1.820,66.516
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Ryegrass,2022-09-05,2.895,80.845
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Ryegrass,2022-10-27,3.656,44.420
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Ryegrass,2022-11-29,3.775,71.715
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Ryegrass,2022-08-17,1.688,63.194
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Ryegrass,2022-09-05,3.029,91.222
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Ryegrass,2022-10-27,4.154,49.950
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Ryegrass,2022-11-29,4.758,97.387
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Ryegrass,2022-08-17,1.105,42.343
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Ryegrass,2022-09-05,3.030,104.018
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Ryegrass,2022-10-27,4.054,44.992
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Ryegrass,2022-11-29,2.799,44.907
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Ryegrass,2022-08-17,1.451,59.942
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Ryegrass,2022-09-05,2.805,91.686
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Ryegrass,2022-10-27,3.132,45.794
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Ryegrass,2022-11-29,3.981,71.145
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Ryegrass,2022-08-17,1.383,52.062
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Ryegrass,2022-09-05,2.762,88.034
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Ryegrass,2022-10-27,3.578,46.096
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Ryegrass,2022-11-29,4.161,65.266
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Ryegrass,2022-08-17,1.659,69.956
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Ryegrass,2022-09-05,2.755,89.642
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Ryegrass,2022-10-27,4.199,54.309
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Ryegrass,2022-11-29,4.215,77.022
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Pak choi,2021-05-18,0.013,0.842
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Pak choi,2021-06-15,0.849,51.957
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Pak choi,2021-07-08,2.965,130.216
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Pak choi,2021-05-18,0.017,1.100
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Pak choi,2021-06-15,0.692,42.291
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Pak choi,2021-07-08,3.014,129.816
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Pak choi,2021-05-18,0.017,1.094
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Pak choi,2021-06-15,0.581,35.607
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Pak choi,2021-07-08,3.073,136.435
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Pak choi,2021-05-18,0.014,0.951
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Pak choi,2021-06-15,0.721,44.761
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Pak choi,2021-07-08,3.166,144.733
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Pak choi,2021-05-18,0.013,0.854
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Pak choi,2021-06-15,0.714,43.522
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Pak choi,2021-07-08,2.972,126.656
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Pak choi,2021-05-18,0.015,0.970
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Pak choi,2021-06-15,0.761,45.050
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Pak choi,2021-07-08,2.646,118.383
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Pak choi,2021-05-18,0.016,1.017
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Pak choi,2021-06-15,0.658,41.141
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Pak choi,2021-07-08,2.842,126.354
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Pak choi,2021-05-18,0.017,1.132
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Pak choi,2021-06-15,0.734,45.447
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Pak choi,2021-07-08,2.746,123.535
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Lettuce,2021-10-14,0.162,7.947
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-08,1.530,64.077
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-19,2.634,89.137
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Lettuce,2021-10-14,0.136,6.877
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-08,1.741,74.836
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-19,2.596,92.384
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Lettuce,2021-10-14,0.135,6.684
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-08,1.523,63.784
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-19,2.056,73.378
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Lettuce,2021-10-14,0.127,6.261
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-08,1.187,52.712
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-19,2.496,90.226
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Lettuce,2021-10-14,0.153,7.658
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-08,1.699,69.953
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-19,2.368,77.380
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Lettuce,2021-10-14,0.085,4.275
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-08,1.199,53.370
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-19,2.264,77.379
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Lettuce,2021-10-14,0.102,5.016
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-08,1.119,47.883
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-19,2.110,77.020
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Lettuce,2021-10-14,0.128,6.415
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-08,1.781,78.056
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-19,2.430,92.226
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Peas,2022-01-24,0.505,25.609
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Peas,2022-02-21,4.032,133.754
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Peas,2022-01-24,0.494,25.219
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Peas,2022-02-21,4.104,127.625
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Peas,2022-01-24,0.349,18.524
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Peas,2022-02-21,3.365,111.546
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Peas,2022-01-24,0.501,24.630
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Peas,2022-02-21,3.638,114.471
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Peas,2022-01-24,0.692,30.338
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Peas,2022-02-21,4.427,144.731
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Peas,2022-01-24,0.451,22.732
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Peas,2022-02-21,3.442,115.600
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Peas,2022-01-24,0.531,25.802
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Peas,2022-02-21,3.340,112.040
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Peas,2022-01-24,0.569,28.882
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Peas,2022-02-21,3.938,126.411
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Cauliflower,2022-10-15,,95.351
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Cauliflower,2022-10-15,,108.135
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Cauliflower,2022-10-15,,117.467
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Cauliflower,2022-10-15,,111.732
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Cauliflower,2022-10-15,,64.874
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Cauliflower,2022-10-15,,88.531
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Cauliflower,2022-10-15,,90.716
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Cauliflower,2022-10-15,,72.424
+,,,,,,,,
+,,,,,,,,
+,,,,,,,,
+,,,,,,,,
diff --git a/TestComponents/TestSets/WS1/FertiliserData.csv b/TestComponents/TestSets/WS1/FertiliserData.csv
new file mode 100644
index 0000000..af6e400
--- /dev/null
+++ b/TestComponents/TestSets/WS1/FertiliserData.csv
@@ -0,0 +1,259 @@
+Site,Date,FertiliserN,Location,Rotation,Nitrogen treatment,Crop
+LincolnRot1_N1_Irr1_Wheat,24/08/2020,75,Lincoln,Rotation1,N1,Wheat
+LincolnRot1_N1_Irr1_Wheat,17/09/2020,75,Lincoln,Rotation1,N1,Wheat
+LincolnRot1_N1_Irr1_Broccoli,7/04/2021,0,Lincoln,Rotation1,N1,Broccoli
+LincolnRot1_N1_Irr1_Broccoli,4/05/2021,0,Lincoln,Rotation1,N1,Broccoli
+LincolnRot1_N1_Irr1_Onion,8/09/2021,0,Lincoln,Rotation1,N1,Onion
+LincolnRot1_N1_Irr1_Onion,10/11/2021,0,Lincoln,Rotation1,N1,Onion
+LincolnRot1_N1_Irr1_Onion,3/12/2021,0,Lincoln,Rotation1,N1,Onion
+LincolnRot1_N1_Irr1_Onion,22/12/2021,0,Lincoln,Rotation1,N1,Onion
+LincolnRot1_N1_Irr1_Ryegrass,5/05/2022,29,Lincoln,Rotation1,N1,Ryegrass
+LincolnRot1_N2_Irr1_Wheat,24/08/2020,75,Lincoln,Rotation1,N2,Wheat
+LincolnRot1_N2_Irr1_Wheat,17/09/2020,75,Lincoln,Rotation1,N2,Wheat
+LincolnRot1_N2_Irr1_Broccoli,7/04/2021,15,Lincoln,Rotation1,N2,Broccoli
+LincolnRot1_N2_Irr1_Broccoli,4/05/2021,15,Lincoln,Rotation1,N2,Broccoli
+LincolnRot1_N2_Irr1_Onion,8/09/2021,15,Lincoln,Rotation1,N2,Onion
+LincolnRot1_N2_Irr1_Onion,10/11/2021,15,Lincoln,Rotation1,N2,Onion
+LincolnRot1_N2_Irr1_Onion,3/12/2021,15,Lincoln,Rotation1,N2,Onion
+LincolnRot1_N2_Irr1_Onion,22/12/2021,15,Lincoln,Rotation1,N2,Onion
+LincolnRot1_N2_Irr1_Ryegrass,5/05/2022,29,Lincoln,Rotation1,N2,Ryegrass
+LincolnRot1_N2_Irr1_Ryegrass,1/09/2022,20,Lincoln,Rotation1,N2,Ryegrass
+LincolnRot1_N2_Irr1_Ryegrass,29/09/2022,15,Lincoln,Rotation1,N2,Ryegrass
+LincolnRot1_N2_Irr1_Ryegrass,4/11/2022,10,Lincoln,Rotation1,N2,Ryegrass
+LincolnRot1_N3_Irr1_Wheat,24/08/2020,75,Lincoln,Rotation1,N3,Wheat
+LincolnRot1_N3_Irr1_Wheat,17/09/2020,75,Lincoln,Rotation1,N3,Wheat
+LincolnRot1_N3_Irr1_Broccoli,7/04/2021,30,Lincoln,Rotation1,N3,Broccoli
+LincolnRot1_N3_Irr1_Broccoli,4/05/2021,30,Lincoln,Rotation1,N3,Broccoli
+LincolnRot1_N3_Irr1_Onion,8/09/2021,30,Lincoln,Rotation1,N3,Onion
+LincolnRot1_N3_Irr1_Onion,10/11/2021,30,Lincoln,Rotation1,N3,Onion
+LincolnRot1_N3_Irr1_Onion,3/12/2021,30,Lincoln,Rotation1,N3,Onion
+LincolnRot1_N3_Irr1_Onion,22/12/2021,30,Lincoln,Rotation1,N3,Onion
+LincolnRot1_N3_Irr1_Ryegrass,5/05/2022,29,Lincoln,Rotation1,N3,Ryegrass
+LincolnRot1_N3_Irr1_Ryegrass,1/09/2022,40,Lincoln,Rotation1,N3,Ryegrass
+LincolnRot1_N3_Irr1_Ryegrass,29/09/2022,30,Lincoln,Rotation1,N3,Ryegrass
+LincolnRot1_N3_Irr1_Ryegrass,4/11/2022,20,Lincoln,Rotation1,N3,Ryegrass
+LincolnRot1_N4_Irr1_Wheat,24/08/2020,75,Lincoln,Rotation1,N4,Wheat
+LincolnRot1_N4_Irr1_Wheat,17/09/2020,75,Lincoln,Rotation1,N4,Wheat
+LincolnRot1_N4_Irr1_Broccoli,7/04/2021,60,Lincoln,Rotation1,N4,Broccoli
+LincolnRot1_N4_Irr1_Broccoli,4/05/2021,60,Lincoln,Rotation1,N4,Broccoli
+LincolnRot1_N4_Irr1_Onion,8/09/2021,60,Lincoln,Rotation1,N4,Onion
+LincolnRot1_N4_Irr1_Onion,10/11/2021,60,Lincoln,Rotation1,N4,Onion
+LincolnRot1_N4_Irr1_Onion,3/12/2021,60,Lincoln,Rotation1,N4,Onion
+LincolnRot1_N4_Irr1_Onion,22/12/2021,60,Lincoln,Rotation1,N4,Onion
+LincolnRot1_N4_Irr1_Ryegrass,5/05/2022,29,Lincoln,Rotation1,N4,Ryegrass
+LincolnRot1_N4_Irr1_Ryegrass,1/09/2022,80,Lincoln,Rotation1,N4,Ryegrass
+LincolnRot1_N4_Irr1_Ryegrass,29/09/2022,60,Lincoln,Rotation1,N4,Ryegrass
+LincolnRot1_N4_Irr1_Ryegrass,4/11/2022,40,Lincoln,Rotation1,N4,Ryegrass
+LincolnRot2_N1_Irr1_PakChoy,5/08/2020,40,Lincoln,Rotation2,N1,PakChoy
+LincolnRot2_N1_Irr1_PakChoy,21/12/2020,0,Lincoln,Rotation2,N1,PakChoy
+LincolnRot2_N1_Irr1_PakChoy,12/01/2021,0,Lincoln,Rotation2,N1,PakChoy
+LincolnRot2_N1_Irr1_Potato,13/12/2021,0,Lincoln,Rotation2,N1,Potato
+LincolnRot2_N1_Irr1_Potato,22/12/2021,0,Lincoln,Rotation2,N1,Potato
+LincolnRot2_N1_Irr1_Potato,7/01/2022,0,Lincoln,Rotation2,N1,Potato
+LincolnRot2_N1_Irr1_Ryegrass,12/05/2022,0,Lincoln,Rotation2,N1,Ryegrass
+LincolnRot2_N1_Irr1_Ryegrass,1/09/2022,0,Lincoln,Rotation2,N1,Ryegrass
+LincolnRot2_N1_Irr1_Ryegrass,29/09/2022,0,Lincoln,Rotation2,N1,Ryegrass
+LincolnRot2_N1_Irr1_Ryegrass,4/11/2022,0,Lincoln,Rotation2,N1,Ryegrass
+LincolnRot2_N2_Irr1_PakChoy,5/08/2020,40,Lincoln,Rotation2,N2,PakChoy
+LincolnRot2_N2_Irr1_PakChoy,21/12/2020,15,Lincoln,Rotation2,N2,PakChoy
+LincolnRot2_N2_Irr1_PakChoy,12/01/2021,15,Lincoln,Rotation2,N2,PakChoy
+LincolnRot2_N2_Irr1_Potato,13/12/2021,31,Lincoln,Rotation2,N2,Potato
+LincolnRot2_N2_Irr1_Potato,22/12/2021,31,Lincoln,Rotation2,N2,Potato
+LincolnRot2_N2_Irr1_Potato,7/01/2022,41,Lincoln,Rotation2,N2,Potato
+LincolnRot2_N2_Irr1_Ryegrass,12/05/2022,15,Lincoln,Rotation2,N2,Ryegrass
+LincolnRot2_N2_Irr1_Ryegrass,1/09/2022,20,Lincoln,Rotation2,N2,Ryegrass
+LincolnRot2_N2_Irr1_Ryegrass,29/09/2022,15,Lincoln,Rotation2,N2,Ryegrass
+LincolnRot2_N2_Irr1_Ryegrass,4/11/2022,10,Lincoln,Rotation2,N2,Ryegrass
+LincolnRot2_N3_Irr1_PakChoy,5/08/2020,40,Lincoln,Rotation2,N3,PakChoy
+LincolnRot2_N3_Irr1_PakChoy,21/12/2020,30,Lincoln,Rotation2,N3,PakChoy
+LincolnRot2_N3_Irr1_PakChoy,12/01/2021,30,Lincoln,Rotation2,N3,PakChoy
+LincolnRot2_N3_Irr1_Potato,13/12/2021,62,Lincoln,Rotation2,N3,Potato
+LincolnRot2_N3_Irr1_Potato,22/12/2021,62,Lincoln,Rotation2,N3,Potato
+LincolnRot2_N3_Irr1_Potato,7/01/2022,82,Lincoln,Rotation2,N3,Potato
+LincolnRot2_N3_Irr1_Ryegrass,12/05/2022,30,Lincoln,Rotation2,N3,Ryegrass
+LincolnRot2_N3_Irr1_Ryegrass,1/09/2022,40,Lincoln,Rotation2,N3,Ryegrass
+LincolnRot2_N3_Irr1_Ryegrass,29/09/2022,30,Lincoln,Rotation2,N3,Ryegrass
+LincolnRot2_N3_Irr1_Ryegrass,4/11/2022,20,Lincoln,Rotation2,N3,Ryegrass
+LincolnRot2_N4_Irr1_PakChoy,5/08/2020,40,Lincoln,Rotation2,N4,PakChoy
+LincolnRot2_N4_Irr1_PakChoy,21/12/2020,60,Lincoln,Rotation2,N4,PakChoy
+LincolnRot2_N4_Irr1_PakChoy,12/01/2021,80,Lincoln,Rotation2,N4,PakChoy
+LincolnRot2_N4_Irr1_Potato,13/12/2021,124,Lincoln,Rotation2,N4,Potato
+LincolnRot2_N4_Irr1_Potato,22/12/2021,124,Lincoln,Rotation2,N4,Potato
+LincolnRot2_N4_Irr1_Potato,7/01/2022,164,Lincoln,Rotation2,N4,Potato
+LincolnRot2_N4_Irr1_Ryegrass,12/05/2022,60,Lincoln,Rotation2,N4,Ryegrass
+LincolnRot2_N4_Irr1_Ryegrass,1/09/2022,80,Lincoln,Rotation2,N4,Ryegrass
+LincolnRot2_N4_Irr1_Ryegrass,29/09/2022,60,Lincoln,Rotation2,N4,Ryegrass
+LincolnRot2_N4_Irr1_Ryegrass,4/11/2022,40,Lincoln,Rotation2,N4,Ryegrass
+HawkesBayRot3_N1_Irr1_Onion,21/09/2021,0,Hawkes Bay,Rotation3,N1,Onion
+HawkesBayRot3_N1_Irr1_Onion,4/10/2021,0,Hawkes Bay,Rotation3,N1,Onion
+HawkesBayRot3_N1_Irr1_Onion,30/11/2021,0,Hawkes Bay,Rotation3,N1,Onion
+HawkesBayRot3_N1_Irr1_Onion,20/12/2021,0,Hawkes Bay,Rotation3,N1,Onion
+HawkesBayRot3_N2_Irr1_Onion,21/09/2021,15,Hawkes Bay,Rotation3,N2,Onion
+HawkesBayRot3_N2_Irr1_Onion,4/10/2021,10,Hawkes Bay,Rotation3,N2,Onion
+HawkesBayRot3_N2_Irr1_Onion,30/11/2021,20,Hawkes Bay,Rotation3,N2,Onion
+HawkesBayRot3_N2_Irr1_Onion,20/12/2021,10,Hawkes Bay,Rotation3,N2,Onion
+HawkesBayRot3_N3_Irr1_Onion,21/09/2021,30,Hawkes Bay,Rotation3,N3,Onion
+HawkesBayRot3_N3_Irr1_Onion,4/10/2021,20,Hawkes Bay,Rotation3,N3,Onion
+HawkesBayRot3_N3_Irr1_Onion,30/11/2021,40,Hawkes Bay,Rotation3,N3,Onion
+HawkesBayRot3_N3_Irr1_Onion,20/12/2021,20,Hawkes Bay,Rotation3,N3,Onion
+HawkesBayRot3_N4_Irr1_Onion,21/09/2021,60,Hawkes Bay,Rotation3,N4,Onion
+HawkesBayRot3_N4_Irr1_Onion,4/10/2021,40,Hawkes Bay,Rotation3,N4,Onion
+HawkesBayRot3_N4_Irr1_Onion,30/11/2021,80,Hawkes Bay,Rotation3,N4,Onion
+HawkesBayRot3_N4_Irr1_Onion,20/12/2021,40,Hawkes Bay,Rotation3,N4,Onion
+HawkesBayRot4_N1_Irr1_PakChoy,29/04/2021,0,Hawkes Bay,Rotation4,N1,PakChoy
+HawkesBayRot4_N1_Irr1_Lettuce,24/09/2021,0,Hawkes Bay,Rotation4,N1,Lettuce
+HawkesBayRot4_N1_Irr1_Lettuce,18/10/2021,0,Hawkes Bay,Rotation4,N1,Lettuce
+HawkesBayRot4_N1_Irr1_Cauliflower,27/05/2022,0,Hawkes Bay,Rotation4,N1,Cauliflower
+HawkesBayRot4_N1_Irr1_Cauliflower,27/06/2022,0,Hawkes Bay,Rotation4,N1,Cauliflower
+HawkesBayRot4_N1_Irr1_Cauliflower,30/06/2022,0,Hawkes Bay,Rotation4,N1,Cauliflower
+HawkesBayRot4_N1_Irr1_Cauliflower,12/09/2022,0,Hawkes Bay,Rotation4,N1,Cauliflower
+HawkesBayRot4_N2_Irr1_PakChoy,29/04/2021,15,Hawkes Bay,Rotation4,N2,PakChoy
+HawkesBayRot4_N2_Irr1_Lettuce,24/09/2021,12,Hawkes Bay,Rotation4,N2,Lettuce
+HawkesBayRot4_N2_Irr1_Lettuce,18/10/2021,6.25,Hawkes Bay,Rotation4,N2,Lettuce
+HawkesBayRot4_N2_Irr1_Cauliflower,27/05/2022,25,Hawkes Bay,Rotation4,N2,Cauliflower
+HawkesBayRot4_N2_Irr1_Cauliflower,27/06/2022,25,Hawkes Bay,Rotation4,N2,Cauliflower
+HawkesBayRot4_N2_Irr1_Cauliflower,30/06/2022,25,Hawkes Bay,Rotation4,N2,Cauliflower
+HawkesBayRot4_N2_Irr1_Cauliflower,12/09/2022,50,Hawkes Bay,Rotation4,N2,Cauliflower
+HawkesBayRot4_N3_Irr1_PakChoy,29/04/2021,30,Hawkes Bay,Rotation4,N3,PakChoy
+HawkesBayRot4_N3_Irr1_Lettuce,24/09/2021,25,Hawkes Bay,Rotation4,N3,Lettuce
+HawkesBayRot4_N3_Irr1_Lettuce,18/10/2021,12.5,Hawkes Bay,Rotation4,N3,Lettuce
+HawkesBayRot4_N3_Irr1_Cauliflower,27/05/2022,50,Hawkes Bay,Rotation4,N3,Cauliflower
+HawkesBayRot4_N3_Irr1_Cauliflower,27/06/2022,50,Hawkes Bay,Rotation4,N3,Cauliflower
+HawkesBayRot4_N3_Irr1_Cauliflower,30/06/2022,50,Hawkes Bay,Rotation4,N3,Cauliflower
+HawkesBayRot4_N3_Irr1_Cauliflower,12/09/2022,100,Hawkes Bay,Rotation4,N3,Cauliflower
+HawkesBayRot4_N4_Irr1_PakChoy,29/04/2021,60,Hawkes Bay,Rotation4,N4,PakChoy
+HawkesBayRot4_N4_Irr1_Lettuce,24/09/2021,50,Hawkes Bay,Rotation4,N4,Lettuce
+HawkesBayRot4_N4_Irr1_Lettuce,18/10/2021,25,Hawkes Bay,Rotation4,N4,Lettuce
+HawkesBayRot4_N4_Irr1_Cauliflower,27/05/2022,100,Hawkes Bay,Rotation4,N4,Cauliflower
+HawkesBayRot4_N4_Irr1_Cauliflower,27/06/2022,100,Hawkes Bay,Rotation4,N4,Cauliflower
+HawkesBayRot4_N4_Irr1_Cauliflower,30/06/2022,100,Hawkes Bay,Rotation4,N4,Cauliflower
+HawkesBayRot4_N4_Irr1_Cauliflower,12/09/2022,200,Hawkes Bay,Rotation4,N4,Cauliflower
+LincolnRot1_N1_Irr2_Wheat,24/08/2020,75,Lincoln,Rotation1,N1,Wheat
+LincolnRot1_N1_Irr2_Wheat,17/09/2020,75,Lincoln,Rotation1,N1,Wheat
+LincolnRot1_N1_Irr2_Broccoli,7/04/2021,0,Lincoln,Rotation1,N1,Broccoli
+LincolnRot1_N1_Irr2_Broccoli,4/05/2021,0,Lincoln,Rotation1,N1,Broccoli
+LincolnRot1_N1_Irr2_Onion,8/09/2021,0,Lincoln,Rotation1,N1,Onion
+LincolnRot1_N1_Irr2_Onion,10/11/2021,0,Lincoln,Rotation1,N1,Onion
+LincolnRot1_N1_Irr2_Onion,3/12/2021,0,Lincoln,Rotation1,N1,Onion
+LincolnRot1_N1_Irr2_Onion,22/12/2021,0,Lincoln,Rotation1,N1,Onion
+LincolnRot1_N1_Irr2_Ryegrass,5/05/2022,29,Lincoln,Rotation1,N1,Ryegrass
+LincolnRot1_N2_Irr2_Wheat,24/08/2020,75,Lincoln,Rotation1,N2,Wheat
+LincolnRot1_N2_Irr2_Wheat,17/09/2020,75,Lincoln,Rotation1,N2,Wheat
+LincolnRot1_N2_Irr2_Broccoli,7/04/2021,15,Lincoln,Rotation1,N2,Broccoli
+LincolnRot1_N2_Irr2_Broccoli,4/05/2021,15,Lincoln,Rotation1,N2,Broccoli
+LincolnRot1_N2_Irr2_Onion,8/09/2021,15,Lincoln,Rotation1,N2,Onion
+LincolnRot1_N2_Irr2_Onion,10/11/2021,15,Lincoln,Rotation1,N2,Onion
+LincolnRot1_N2_Irr2_Onion,3/12/2021,15,Lincoln,Rotation1,N2,Onion
+LincolnRot1_N2_Irr2_Onion,22/12/2021,15,Lincoln,Rotation1,N2,Onion
+LincolnRot1_N2_Irr2_Ryegrass,5/05/2022,29,Lincoln,Rotation1,N2,Ryegrass
+LincolnRot1_N2_Irr2_Ryegrass,1/09/2022,20,Lincoln,Rotation1,N2,Ryegrass
+LincolnRot1_N2_Irr2_Ryegrass,29/09/2022,15,Lincoln,Rotation1,N2,Ryegrass
+LincolnRot1_N2_Irr2_Ryegrass,4/11/2022,10,Lincoln,Rotation1,N2,Ryegrass
+LincolnRot1_N3_Irr2_Wheat,24/08/2020,75,Lincoln,Rotation1,N3,Wheat
+LincolnRot1_N3_Irr2_Wheat,17/09/2020,75,Lincoln,Rotation1,N3,Wheat
+LincolnRot1_N3_Irr2_Broccoli,7/04/2021,30,Lincoln,Rotation1,N3,Broccoli
+LincolnRot1_N3_Irr2_Broccoli,4/05/2021,30,Lincoln,Rotation1,N3,Broccoli
+LincolnRot1_N3_Irr2_Onion,8/09/2021,30,Lincoln,Rotation1,N3,Onion
+LincolnRot1_N3_Irr2_Onion,10/11/2021,30,Lincoln,Rotation1,N3,Onion
+LincolnRot1_N3_Irr2_Onion,3/12/2021,30,Lincoln,Rotation1,N3,Onion
+LincolnRot1_N3_Irr2_Onion,22/12/2021,30,Lincoln,Rotation1,N3,Onion
+LincolnRot1_N3_Irr2_Ryegrass,5/05/2022,29,Lincoln,Rotation1,N3,Ryegrass
+LincolnRot1_N3_Irr2_Ryegrass,1/09/2022,40,Lincoln,Rotation1,N3,Ryegrass
+LincolnRot1_N3_Irr2_Ryegrass,29/09/2022,30,Lincoln,Rotation1,N3,Ryegrass
+LincolnRot1_N3_Irr2_Ryegrass,4/11/2022,20,Lincoln,Rotation1,N3,Ryegrass
+LincolnRot1_N4_Irr2_Wheat,24/08/2020,75,Lincoln,Rotation1,N4,Wheat
+LincolnRot1_N4_Irr2_Wheat,17/09/2020,75,Lincoln,Rotation1,N4,Wheat
+LincolnRot1_N4_Irr2_Broccoli,7/04/2021,60,Lincoln,Rotation1,N4,Broccoli
+LincolnRot1_N4_Irr2_Broccoli,4/05/2021,60,Lincoln,Rotation1,N4,Broccoli
+LincolnRot1_N4_Irr2_Onion,8/09/2021,60,Lincoln,Rotation1,N4,Onion
+LincolnRot1_N4_Irr2_Onion,10/11/2021,60,Lincoln,Rotation1,N4,Onion
+LincolnRot1_N4_Irr2_Onion,3/12/2021,60,Lincoln,Rotation1,N4,Onion
+LincolnRot1_N4_Irr2_Onion,22/12/2021,60,Lincoln,Rotation1,N4,Onion
+LincolnRot1_N4_Irr2_Ryegrass,5/05/2022,29,Lincoln,Rotation1,N4,Ryegrass
+LincolnRot1_N4_Irr2_Ryegrass,1/09/2022,80,Lincoln,Rotation1,N4,Ryegrass
+LincolnRot1_N4_Irr2_Ryegrass,29/09/2022,60,Lincoln,Rotation1,N4,Ryegrass
+LincolnRot1_N4_Irr2_Ryegrass,4/11/2022,40,Lincoln,Rotation1,N4,Ryegrass
+LincolnRot2_N1_Irr2_PakChoy,5/08/2020,40,Lincoln,Rotation2,N1,PakChoy
+LincolnRot2_N1_Irr2_PakChoy,21/12/2020,0,Lincoln,Rotation2,N1,PakChoy
+LincolnRot2_N1_Irr2_PakChoy,12/01/2021,0,Lincoln,Rotation2,N1,PakChoy
+LincolnRot2_N1_Irr2_Potato,13/12/2021,0,Lincoln,Rotation2,N1,Potato
+LincolnRot2_N1_Irr2_Potato,22/12/2021,0,Lincoln,Rotation2,N1,Potato
+LincolnRot2_N1_Irr2_Potato,7/01/2022,0,Lincoln,Rotation2,N1,Potato
+LincolnRot2_N1_Irr2_Ryegrass,12/05/2022,0,Lincoln,Rotation2,N1,Ryegrass
+LincolnRot2_N1_Irr2_Ryegrass,1/09/2022,0,Lincoln,Rotation2,N1,Ryegrass
+LincolnRot2_N1_Irr2_Ryegrass,29/09/2022,0,Lincoln,Rotation2,N1,Ryegrass
+LincolnRot2_N1_Irr2_Ryegrass,4/11/2022,0,Lincoln,Rotation2,N1,Ryegrass
+LincolnRot2_N2_Irr2_PakChoy,5/08/2020,40,Lincoln,Rotation2,N2,PakChoy
+LincolnRot2_N2_Irr2_PakChoy,21/12/2020,15,Lincoln,Rotation2,N2,PakChoy
+LincolnRot2_N2_Irr2_PakChoy,12/01/2021,15,Lincoln,Rotation2,N2,PakChoy
+LincolnRot2_N2_Irr2_Potato,13/12/2021,31,Lincoln,Rotation2,N2,Potato
+LincolnRot2_N2_Irr2_Potato,22/12/2021,31,Lincoln,Rotation2,N2,Potato
+LincolnRot2_N2_Irr2_Potato,7/01/2022,41,Lincoln,Rotation2,N2,Potato
+LincolnRot2_N2_Irr2_Ryegrass,12/05/2022,15,Lincoln,Rotation2,N2,Ryegrass
+LincolnRot2_N2_Irr2_Ryegrass,1/09/2022,20,Lincoln,Rotation2,N2,Ryegrass
+LincolnRot2_N2_Irr2_Ryegrass,29/09/2022,15,Lincoln,Rotation2,N2,Ryegrass
+LincolnRot2_N2_Irr2_Ryegrass,4/11/2022,10,Lincoln,Rotation2,N2,Ryegrass
+LincolnRot2_N3_Irr2_PakChoy,5/08/2020,40,Lincoln,Rotation2,N3,PakChoy
+LincolnRot2_N3_Irr2_PakChoy,21/12/2020,30,Lincoln,Rotation2,N3,PakChoy
+LincolnRot2_N3_Irr2_PakChoy,12/01/2021,30,Lincoln,Rotation2,N3,PakChoy
+LincolnRot2_N3_Irr2_Potato,13/12/2021,62,Lincoln,Rotation2,N3,Potato
+LincolnRot2_N3_Irr2_Potato,22/12/2021,62,Lincoln,Rotation2,N3,Potato
+LincolnRot2_N3_Irr2_Potato,7/01/2022,82,Lincoln,Rotation2,N3,Potato
+LincolnRot2_N3_Irr2_Ryegrass,12/05/2022,30,Lincoln,Rotation2,N3,Ryegrass
+LincolnRot2_N3_Irr2_Ryegrass,1/09/2022,40,Lincoln,Rotation2,N3,Ryegrass
+LincolnRot2_N3_Irr2_Ryegrass,29/09/2022,30,Lincoln,Rotation2,N3,Ryegrass
+LincolnRot2_N3_Irr2_Ryegrass,4/11/2022,20,Lincoln,Rotation2,N3,Ryegrass
+LincolnRot2_N4_Irr2_PakChoy,5/08/2020,40,Lincoln,Rotation2,N4,PakChoy
+LincolnRot2_N4_Irr2_PakChoy,21/12/2020,60,Lincoln,Rotation2,N4,PakChoy
+LincolnRot2_N4_Irr2_PakChoy,12/01/2021,80,Lincoln,Rotation2,N4,PakChoy
+LincolnRot2_N4_Irr2_Potato,13/12/2021,124,Lincoln,Rotation2,N4,Potato
+LincolnRot2_N4_Irr2_Potato,22/12/2021,124,Lincoln,Rotation2,N4,Potato
+LincolnRot2_N4_Irr2_Potato,7/01/2022,164,Lincoln,Rotation2,N4,Potato
+LincolnRot2_N4_Irr2_Ryegrass,12/05/2022,60,Lincoln,Rotation2,N4,Ryegrass
+LincolnRot2_N4_Irr2_Ryegrass,1/09/2022,80,Lincoln,Rotation2,N4,Ryegrass
+LincolnRot2_N4_Irr2_Ryegrass,29/09/2022,60,Lincoln,Rotation2,N4,Ryegrass
+LincolnRot2_N4_Irr2_Ryegrass,4/11/2022,40,Lincoln,Rotation2,N4,Ryegrass
+HawkesBayRot3_N1_Irr2_Onion,21/09/2021,0,Hawkes Bay,Rotation3,N1,Onion
+HawkesBayRot3_N1_Irr2_Onion,4/10/2021,0,Hawkes Bay,Rotation3,N1,Onion
+HawkesBayRot3_N1_Irr2_Onion,30/11/2021,0,Hawkes Bay,Rotation3,N1,Onion
+HawkesBayRot3_N1_Irr2_Onion,20/12/2021,0,Hawkes Bay,Rotation3,N1,Onion
+HawkesBayRot3_N2_Irr2_Onion,21/09/2021,15,Hawkes Bay,Rotation3,N2,Onion
+HawkesBayRot3_N2_Irr2_Onion,4/10/2021,10,Hawkes Bay,Rotation3,N2,Onion
+HawkesBayRot3_N2_Irr2_Onion,30/11/2021,20,Hawkes Bay,Rotation3,N2,Onion
+HawkesBayRot3_N2_Irr2_Onion,20/12/2021,10,Hawkes Bay,Rotation3,N2,Onion
+HawkesBayRot3_N3_Irr2_Onion,21/09/2021,30,Hawkes Bay,Rotation3,N3,Onion
+HawkesBayRot3_N3_Irr2_Onion,4/10/2021,20,Hawkes Bay,Rotation3,N3,Onion
+HawkesBayRot3_N3_Irr2_Onion,30/11/2021,40,Hawkes Bay,Rotation3,N3,Onion
+HawkesBayRot3_N3_Irr2_Onion,20/12/2021,20,Hawkes Bay,Rotation3,N3,Onion
+HawkesBayRot3_N4_Irr2_Onion,21/09/2021,60,Hawkes Bay,Rotation3,N4,Onion
+HawkesBayRot3_N4_Irr2_Onion,4/10/2021,40,Hawkes Bay,Rotation3,N4,Onion
+HawkesBayRot3_N4_Irr2_Onion,30/11/2021,80,Hawkes Bay,Rotation3,N4,Onion
+HawkesBayRot3_N4_Irr2_Onion,20/12/2021,40,Hawkes Bay,Rotation3,N4,Onion
+HawkesBayRot4_N1_Irr2_PakChoy,29/04/2021,0,Hawkes Bay,Rotation4,N1,PakChoy
+HawkesBayRot4_N1_Irr2_Lettuce,24/09/2021,0,Hawkes Bay,Rotation4,N1,Lettuce
+HawkesBayRot4_N1_Irr2_Lettuce,18/10/2021,0,Hawkes Bay,Rotation4,N1,Lettuce
+HawkesBayRot4_N1_Irr2_Cauliflower,27/05/2022,0,Hawkes Bay,Rotation4,N1,Cauliflower
+HawkesBayRot4_N1_Irr2_Cauliflower,27/06/2022,0,Hawkes Bay,Rotation4,N1,Cauliflower
+HawkesBayRot4_N1_Irr2_Cauliflower,30/06/2022,0,Hawkes Bay,Rotation4,N1,Cauliflower
+HawkesBayRot4_N1_Irr2_Cauliflower,12/09/2022,0,Hawkes Bay,Rotation4,N1,Cauliflower
+HawkesBayRot4_N2_Irr2_PakChoy,29/04/2021,15,Hawkes Bay,Rotation4,N2,PakChoy
+HawkesBayRot4_N2_Irr2_Lettuce,24/09/2021,12,Hawkes Bay,Rotation4,N2,Lettuce
+HawkesBayRot4_N2_Irr2_Lettuce,18/10/2021,6.25,Hawkes Bay,Rotation4,N2,Lettuce
+HawkesBayRot4_N2_Irr2_Cauliflower,27/05/2022,25,Hawkes Bay,Rotation4,N2,Cauliflower
+HawkesBayRot4_N2_Irr2_Cauliflower,27/06/2022,25,Hawkes Bay,Rotation4,N2,Cauliflower
+HawkesBayRot4_N2_Irr2_Cauliflower,30/06/2022,25,Hawkes Bay,Rotation4,N2,Cauliflower
+HawkesBayRot4_N2_Irr2_Cauliflower,12/09/2022,50,Hawkes Bay,Rotation4,N2,Cauliflower
+HawkesBayRot4_N3_Irr2_PakChoy,29/04/2021,30,Hawkes Bay,Rotation4,N3,PakChoy
+HawkesBayRot4_N3_Irr2_Lettuce,24/09/2021,25,Hawkes Bay,Rotation4,N3,Lettuce
+HawkesBayRot4_N3_Irr2_Lettuce,18/10/2021,12.5,Hawkes Bay,Rotation4,N3,Lettuce
+HawkesBayRot4_N3_Irr2_Cauliflower,27/05/2022,50,Hawkes Bay,Rotation4,N3,Cauliflower
+HawkesBayRot4_N3_Irr2_Cauliflower,27/06/2022,50,Hawkes Bay,Rotation4,N3,Cauliflower
+HawkesBayRot4_N3_Irr2_Cauliflower,30/06/2022,50,Hawkes Bay,Rotation4,N3,Cauliflower
+HawkesBayRot4_N3_Irr2_Cauliflower,12/09/2022,100,Hawkes Bay,Rotation4,N3,Cauliflower
+HawkesBayRot4_N4_Irr2_PakChoy,29/04/2021,60,Hawkes Bay,Rotation4,N4,PakChoy
+HawkesBayRot4_N4_Irr2_Lettuce,24/09/2021,50,Hawkes Bay,Rotation4,N4,Lettuce
+HawkesBayRot4_N4_Irr2_Lettuce,18/10/2021,25,Hawkes Bay,Rotation4,N4,Lettuce
+HawkesBayRot4_N4_Irr2_Cauliflower,27/05/2022,100,Hawkes Bay,Rotation4,N4,Cauliflower
+HawkesBayRot4_N4_Irr2_Cauliflower,27/06/2022,100,Hawkes Bay,Rotation4,N4,Cauliflower
+HawkesBayRot4_N4_Irr2_Cauliflower,30/06/2022,100,Hawkes Bay,Rotation4,N4,Cauliflower
+HawkesBayRot4_N4_Irr2_Cauliflower,12/09/2022,200,Hawkes Bay,Rotation4,N4,Cauliflower
diff --git a/TestComponents/TestSets/WS1/FieldConfigs.csv b/TestComponents/TestSets/WS1/FieldConfigs.csv
new file mode 100644
index 0000000..efefdbb
--- /dev/null
+++ b/TestComponents/TestSets/WS1/FieldConfigs.csv
@@ -0,0 +1,121 @@
+,WeatherStation,InitialN,SoilCategory,Texture,Rocks,SampleDepth,PMN,Splits,PrePlantRain,InCropRain,Irrigation,PriorCropNameFull,PriorFieldYield,PriorFieldLoss,PriorDressingLoss,PriorMoistureContent,PriorEstablishDate,PriorEstablishStage,PriorHarvestDate,PriorHarvestStage,PriorResidueRemoval,PriorResidueIncorporation,CurrentCropNameFull,CurrentFieldYield,CurrentFieldLoss,CurrentDressingLoss,CurrentMoistureContent,CurrentEstablishDate,CurrentEstablishStage,CurrentHarvestDate,CurrentHarvestStage,CurrentResidueRemoval,CurrentResidueIncorporation,FollowingCropNameFull,FollowingFieldYield,FollowingFieldLoss,FollowingDressingLoss,FollowingMoistureContent,FollowingEstablishDate,FollowingEstablishStage,FollowingHarvestDate,FollowingHarvestStage,FollowingResidueRemoval,FollowingResidueIncorporation
+LincolnRot1_N1_Irr1_Wheat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Potato Vegetable General,70,0,0,77,2019-10-15 00:00:00,Seed,2020-03-15 00:00:00,Maturity,None removed,Full (Plough),Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N1_Irr1_Broccoli,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot1_N1_Irr1_Onion,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,0,0,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot1_N1_Irr1_Ryegrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,0,0,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N1_Irr2_Wheat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Potato Vegetable General,70,0,0,77,2019-10-15 00:00:00,Seed,2020-03-15 00:00:00,Maturity,None removed,Full (Plough),Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N1_Irr2_Broccoli,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot1_N1_Irr2_Onion,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,,,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot1_N1_Irr2_Ryegrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,,,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N2_Irr1_Wheat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Potato Vegetable General,70,0,0,77,2019-10-15 00:00:00,Seed,2020-03-15 00:00:00,Maturity,None removed,Full (Plough),Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N2_Irr1_Broccoli,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot1_N2_Irr1_Onion,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,0,0,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot1_N2_Irr1_Ryegrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,0,0,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N2_Irr2_Wheat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Potato Vegetable General,70,0,0,77,2019-10-15 00:00:00,Seed,2020-03-15 00:00:00,Maturity,None removed,Full (Plough),Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N2_Irr2_Broccoli,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot1_N2_Irr2_Onion,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,,,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot1_N2_Irr2_Ryegrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,,,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N3_Irr1_Wheat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Potato Vegetable General,70,0,0,77,2019-10-15 00:00:00,Seed,2020-03-15 00:00:00,Maturity,None removed,Full (Plough),Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N3_Irr1_Broccoli,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot1_N3_Irr1_Onion,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,0,0,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot1_N3_Irr1_Ryegrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,0,0,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N3_Irr2_Wheat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Potato Vegetable General,70,0,0,77,2019-10-15 00:00:00,Seed,2020-03-15 00:00:00,Maturity,None removed,Full (Plough),Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N3_Irr2_Broccoli,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot1_N3_Irr2_Onion,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,,,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot1_N3_Irr2_Ryegrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,,,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N4_Irr1_Wheat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Potato Vegetable General,70,0,0,77,2019-10-15 00:00:00,Seed,2020-03-15 00:00:00,Maturity,None removed,Full (Plough),Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N4_Irr1_Broccoli,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot1_N4_Irr1_Onion,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,0,0,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot1_N4_Irr1_Ryegrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,0,0,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N4_Irr2_Wheat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Potato Vegetable General,70,0,0,77,2019-10-15 00:00:00,Seed,2020-03-15 00:00:00,Maturity,None removed,Full (Plough),Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot1_N4_Irr2_Broccoli,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Wheat Grain Feed,10.3,0,0,14,2020-05-18 00:00:00,Seed,2021-01-22 00:00:00,Maturity,Baled,Full (Plough),Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot1_N4_Irr2_Onion,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Broccoli Vegetable Head only,16,0,0,89,2021-03-03 00:00:00,Seedling,2021-07-02 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,,,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot1_N4_Irr2_Ryegrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Onion Vegetable General,75,0,0,87,2021-09-07 00:00:00,Seed,2022-03-03 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,2.3,,,14,2022-05-06 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot2_N1_Irr1_PakChoi,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Annual ryegrass Fodder General,3,0,0,0,2020-03-01 00:00:00,Seed,2020-10-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough)
+LincolnRot2_N1_Irr1_Oat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot2_N1_Irr1_Potato,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot2_N1_Irr1_RyeGrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot2_N1_Irr2_PakChoi,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Annual ryegrass Fodder General,3,0,0,0,2020-03-01 00:00:00,Seed,2020-10-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough)
+LincolnRot2_N1_Irr2_Oat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot2_N1_Irr2_Potato,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot2_N1_Irr2_RyeGrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot2_N2_Irr1_PakChoi,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Annual ryegrass Fodder General,3,0,0,0,2020-03-01 00:00:00,Seed,2020-10-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough)
+LincolnRot2_N2_Irr1_Oat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot2_N2_Irr1_Potato,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot2_N2_Irr1_RyeGrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot2_N2_Irr2_PakChoi,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Annual ryegrass Fodder General,3,0,0,0,2020-03-01 00:00:00,Seed,2020-10-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough)
+LincolnRot2_N2_Irr2_Oat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot2_N2_Irr2_Potato,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot2_N2_Irr2_RyeGrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot2_N3_Irr1_PakChoi,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Annual ryegrass Fodder General,3,0,0,0,2020-03-01 00:00:00,Seed,2020-10-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough)
+LincolnRot2_N3_Irr1_Oat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot2_N3_Irr1_Potato,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot2_N3_Irr1_RyeGrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot2_N3_Irr2_PakChoi,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Annual ryegrass Fodder General,3,0,0,0,2020-03-01 00:00:00,Seed,2020-10-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough)
+LincolnRot2_N3_Irr2_Oat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot2_N3_Irr2_Potato,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot2_N3_Irr2_RyeGrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot2_N4_Irr1_PakChoi,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Annual ryegrass Fodder General,3,0,0,0,2020-03-01 00:00:00,Seed,2020-10-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough)
+LincolnRot2_N4_Irr1_Oat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot2_N4_Irr1_Potato,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot2_N4_Irr1_RyeGrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Some,Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+LincolnRot2_N4_Irr2_PakChoi,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Annual ryegrass Fodder General,3,0,0,0,2020-03-01 00:00:00,Seed,2020-10-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough)
+LincolnRot2_N4_Irr2_Oat,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Pak choi Vegetable General,59,0,0,94,2020-12-07 00:00:00,Seed,2021-01-23 00:00:00,Vegetative,None removed,Full (Plough),Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough)
+LincolnRot2_N4_Irr2_Potato,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Oat Fodder General,7.5,0,0,0,2021-03-02 00:00:00,Seed,2021-07-30 00:00:00,MidReproductive,None removed,Full (Plough),Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough)
+LincolnRot2_N4_Irr2_RyeGrass,lincoln,50,Sedimentary,Silt loam,0,0-30cm,39,0,Typical,Typical,Full,Potato Agria Maturity harvest,92,0,0,80,2021-10-22 00:00:00,Seed,2022-03-09 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1.51,0,0,14,2022-05-10 00:00:00,Seed,2023-01-07 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-09-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot3_N1_Irr1_Onion,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Annual ryegrass Fodder General,3,0,0,0,2021-03-01 00:00:00,Seed,2021-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough)
+HawkesBayRot3_N1_Irr1_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot3_N1_Irr2_Onion,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Full,Annual ryegrass Fodder General,3,0,0,0,2021-03-01 00:00:00,Seed,2021-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough)
+HawkesBayRot3_N1_Irr2_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Full,Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot3_N2_Irr1_Onion,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Annual ryegrass Fodder General,3,0,0,0,2021-03-01 00:00:00,Seed,2021-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough)
+HawkesBayRot3_N2_Irr1_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot3_N2_Irr2_Onion,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Full,Annual ryegrass Fodder General,3,0,0,0,2021-03-01 00:00:00,Seed,2021-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough)
+HawkesBayRot3_N2_Irr2_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Full,Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot3_N3_Irr1_Onion,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Annual ryegrass Fodder General,3,0,0,0,2021-03-01 00:00:00,Seed,2021-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough)
+HawkesBayRot3_N3_Irr1_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot3_N3_Irr2_Onion,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Full,Annual ryegrass Fodder General,3,0,0,0,2021-03-01 00:00:00,Seed,2021-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough)
+HawkesBayRot3_N3_Irr2_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Full,Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot3_N4_Irr1_Onion,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Annual ryegrass Fodder General,3,0,0,0,2021-03-01 00:00:00,Seed,2021-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough)
+HawkesBayRot3_N4_Irr1_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot3_N4_Irr2_Onion,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Full,Annual ryegrass Fodder General,3,0,0,0,2021-03-01 00:00:00,Seed,2021-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough)
+HawkesBayRot3_N4_Irr2_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Full,Onion Vegetable General,44,0,0,87,2021-09-25 00:00:00,Seed,2022-02-10 00:00:00,Maturity,None removed,Full (Plough),Ryegrass Seed General,1,0,0,14,2022-03-20 00:00:00,Seed,2022-11-30 00:00:00,Maturity,Bailed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2023-03-01 00:00:00,Seed,2023-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot4_N1_Irr1_PakChoi,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Oat Fodder General,8,0,0,0,2020-07-01 00:00:00,Seed,2020-11-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough)
+HawkesBayRot4_N1_Irr1_Lettuce,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N1_Irr1_GreenPea,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N1_Irr1_Cauliflower,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough)
+HawkesBayRot4_N1_Irr1_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Very Wet,Some,Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2024-03-01 00:00:00,Seed,2024-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot4_N1_Irr2_PakChoi,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Oat Fodder General,8,0,0,0,2020-07-01 00:00:00,Seed,2020-11-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough)
+HawkesBayRot4_N1_Irr2_Lettuce,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N1_Irr2_GreenPea,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N1_Irr2_Cauliflower,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough)
+HawkesBayRot4_N1_Irr2_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Very Wet,Some,Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2024-03-01 00:00:00,Seed,2024-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot4_N2_Irr1_PakChoi,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Oat Fodder General,8,0,0,0,2020-07-01 00:00:00,Seed,2020-11-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough)
+HawkesBayRot4_N2_Irr1_Lettuce,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N2_Irr1_GreenPea,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N2_Irr1_Cauliflower,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough)
+HawkesBayRot4_N2_Irr1_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Very Wet,Some,Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2024-03-01 00:00:00,Seed,2024-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot4_N2_Irr2_PakChoi,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Oat Fodder General,8,0,0,0,2020-07-01 00:00:00,Seed,2020-11-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough)
+HawkesBayRot4_N2_Irr2_Lettuce,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N2_Irr2_GreenPea,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N2_Irr2_Cauliflower,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough)
+HawkesBayRot4_N2_Irr2_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Very Wet,Some,Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2024-03-01 00:00:00,Seed,2024-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot4_N3_Irr1_PakChoi,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Oat Fodder General,8,0,0,0,2020-07-01 00:00:00,Seed,2020-11-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough)
+HawkesBayRot4_N3_Irr1_Lettuce,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N3_Irr1_GreenPea,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N3_Irr1_Cauliflower,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough)
+HawkesBayRot4_N3_Irr1_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Very Wet,Some,Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2024-03-01 00:00:00,Seed,2024-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot4_N3_Irr2_PakChoi,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Oat Fodder General,8,0,0,0,2020-07-01 00:00:00,Seed,2020-11-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough)
+HawkesBayRot4_N3_Irr2_Lettuce,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N3_Irr2_GreenPea,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N3_Irr2_Cauliflower,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough)
+HawkesBayRot4_N3_Irr2_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Very Wet,Some,Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2024-03-01 00:00:00,Seed,2024-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot4_N4_Irr1_PakChoi,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Oat Fodder General,8,0,0,0,2020-07-01 00:00:00,Seed,2020-11-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough)
+HawkesBayRot4_N4_Irr1_Lettuce,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N4_Irr1_GreenPea,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N4_Irr1_Cauliflower,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough)
+HawkesBayRot4_N4_Irr1_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Very Wet,Some,Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2024-03-01 00:00:00,Seed,2024-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
+HawkesBayRot4_N4_Irr2_PakChoi,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Oat Fodder General,8,0,0,0,2020-07-01 00:00:00,Seed,2020-11-01 00:00:00,EarlyReproductive,None removed,Full (Plough),Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough)
+HawkesBayRot4_N4_Irr2_Lettuce,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pak choi Vegetable General,61,0,0,95,2021-04-22 00:00:00,Seed,2021-07-09 00:00:00,Vegetative,None removed,Full (Plough),Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N4_Irr2_GreenPea,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Lettuce Vegetable Ice berg,53,0,0,97,2021-09-09 00:00:00,Seedling,2021-11-20 00:00:00,Vegetative,None removed,Full (Plough),Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough)
+HawkesBayRot4_N4_Irr2_Cauliflower,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Typical,Some,Pea Vegetable General,8,0,0,78,2021-12-20 00:00:00,Seed,2022-02-22 00:00:00,LateReproductive,None removed,Full (Plough),Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough)
+HawkesBayRot4_N4_Irr2_Ryegrass,hastings,50,Sedimentary,Clay loam,0,0-30cm,85,0,Typical,Very Wet,Some,Cauliflower Vegetable General,46,0,0,94,2022-05-12 00:00:00,Seed,2022-10-18 00:00:00,LateReproductive,None removed,Full (Plough),Ryegrass Seed General,1.5,0,0,14,2023-05-10 00:00:00,Seed,2024-01-07 00:00:00,Maturity,None removed,Full (Plough),Annual ryegrass Fodder General,3,0,0,0,2024-03-01 00:00:00,Seed,2024-08-01 00:00:00,EarlyReproductive,None removed,Full (Plough)
diff --git a/TestComponents/TestSets/WS1/FieldConfigs.pkl b/TestComponents/TestSets/WS1/FieldConfigs.pkl
new file mode 100644
index 0000000..eadb9d9
Binary files /dev/null and b/TestComponents/TestSets/WS1/FieldConfigs.pkl differ
diff --git a/TestComponents/TestSets/WS1/FieldConfigs.xlsx b/TestComponents/TestSets/WS1/FieldConfigs.xlsx
new file mode 100644
index 0000000..9322bd3
Binary files /dev/null and b/TestComponents/TestSets/WS1/FieldConfigs.xlsx differ
diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N1_irr1_Onion.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N1_irr1_Onion.csv
new file mode 100644
index 0000000..dd57d90
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N1_irr1_Onion.csv
@@ -0,0 +1,488 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
+1/08/2021 12:00:00 am,0,0.45443783070888344,0,1.0940783120382815,0,82.502303168486549,76.540222666076403,0,0.90000000000000002,0,0,0.99999999864120381
+2/08/2021 12:00:00 am,51.043705257554912,0,-0.068458291271676533,1.1121635488265853,0,0,0,0,0.89246296296296301,0,0,0
+3/08/2021 12:00:00 am,52.064268465436982,0,-0.062942549585581473,1.0835057574676465,0,0,0,0,0.91062933127572021,0,0,0
+4/08/2021 12:00:00 am,53.168119903790164,0,-0.061291159695975039,1.1651425980491557,0,0,0,0,0.94116784591144642,0,0,0
+5/08/2021 12:00:00 am,54.169029086312236,0,-0.054611660644629106,1.0555208431667036,0,0,0,0,0.93941429201558446,0,0,0
+6/08/2021 12:00:00 am,55.212750715029244,0,-0.052425725263535533,1.0961473539805435,0,0,0,0,0.99151802462027616,0,0,0
+7/08/2021 12:00:00 am,55.461862436937956,0,-0.052865837916860781,1.194890083575932,0,0,0,0.89291252375036023,1,2.287834623454998,0,0
+8/08/2021 12:00:00 am,56.546145269916735,0,-0.048396439993300122,1.1326792729720734,0,0,0,0,0.98203703703703693,0,0,0
+9/08/2021 12:00:00 am,57.575454572285246,0,-0.044396516990664991,1.0737058193591762,0,0,0,0,0.96247390260630983,0,0,0
+10/08/2021 12:00:00 am,58.575731218726354,0,-0.041420175586294516,1.0416968220274012,0,0,0,0,0.97271095129045348,0,0,0
+11/08/2021 12:00:00 am,59.619044103978929,0,-0.040454518672663142,1.0837674039252374,0,0,0,0,0.96974180441362712,0,0,0
+12/08/2021 12:00:00 am,60.712021830545659,0,-0.040352751883447668,1.1333304784501763,0,0,0,0,0.93750085415319984,0,0,0
+13/08/2021 12:00:00 am,61.76643218085249,0,-0.037858697254200768,1.0922690475610348,0,0,0,0,0.91941054268382372,0,0,0
+14/08/2021 12:00:00 am,62.816969334243886,0,-0.035658471433621997,1.0861956248250169,0,0,0,0,0.92142463955258058,0,0,0
+15/08/2021 12:00:00 am,63.909200995733521,0,-0.033573432489191757,1.1258050939788267,0,0,0,0,0.95648430534651518,0,0,0
+16/08/2021 12:00:00 am,64.995800352659444,0,-0.031661295382540811,1.1182606523084715,0,0,0,0,0.9551813855499629,0,0,0
+17/08/2021 12:00:00 am,66.117792260285981,0,-0.030409463999629405,1.1524013716261741,0,0,0,0,0.96595690702445502,0,0,0
+18/08/2021 12:00:00 am,67.135485181083538,0,-0.027055653821548176,1.0447485746191099,0,0,0,0,0.95449672303036037,0,0,0
+19/08/2021 12:00:00 am,68.215378220736184,0,-0.026450960711241867,1.1063440003638876,0,0,0,0,0.99164489327985328,0,0,0
+20/08/2021 12:00:00 am,69.313630872485973,0,-0.025221264090641071,1.1234739158404323,0,0,0,0,0.9869729085807184,0,0,0
+21/08/2021 12:00:00 am,70.433827023901429,0,-0.02407513094796998,1.144271282363426,0,0,0,0,0.95974998840042847,0,0,0
+22/08/2021 12:00:00 am,71.460867998753329,0,-0.021576669804272752,1.0486176446561704,0,0,0,0,0.94910049811293029,0,0,0
+23/08/2021 12:00:00 am,72.500105818685455,0,-0.020308531367575378,1.0595463512997074,0,0,0,0,0.95908058948401043,0,0,0
+24/08/2021 12:00:00 am,73.615124050589685,0,-0.02029827248350613,1.1353165043877265,0,0,0,0,0.94131080980327586,0,0,0
+25/08/2021 12:00:00 am,74.722012680881107,0,-0.01926817521874058,1.126156805510159,0,0,0,0,0.91887574478224376,0,0,0
+26/08/2021 12:00:00 am,75.785449260259469,0,-0.017990564814828192,1.0814271441931915,0,0,0,0,0.88769649844200249,0,0,0
+27/08/2021 12:00:00 am,76.8464761464178,0,-0.016792812001189983,1.0778196981595143,0,0,0,0,0.88428806637555823,0,0,0
+28/08/2021 12:00:00 am,77.920707517057437,0,-0.016015361038268949,1.0902467316779023,0,0,0,0,0.86522817609187674,0,0,0
+29/08/2021 12:00:00 am,78.956071014437128,0,-0.014783444910678512,1.0501469422903686,0,0,0,0,0.84147809335292745,0,0,0
+30/08/2021 12:00:00 am,79.97573484760845,0,-0.01359253130530691,1.0332563644766233,0,0,0,0,0.83661074104842914,0,0,0
+31/08/2021 12:00:00 am,81.049391048042594,0,-0.012937326467814758,1.0865935269019695,0,0,0,0,0.84119640461585576,0,0,0
+1/09/2021 12:00:00 am,82.012747279905483,0,-0.01115046815063403,0.97450670001351491,0,0,0,0,0.83094069791099345,0,0,0
+2/09/2021 12:00:00 am,82.988075790886285,0,-0.010482619448942909,0.98581113042973623,0,0,0,0,0.81573662296525373,0,0,0
+3/09/2021 12:00:00 am,83.992564794454154,0,-0.010085204443869289,1.0145742080117359,0,0,0,0,0.7816651522784468,0,0,0
+4/09/2021 12:00:00 am,84.994702471199957,0,-0.0092171726549612476,1.0113548494007591,0,0,0,0,0.77180318170622608,0,0,0
+5/09/2021 12:00:00 am,85.968549437557357,0,-0.0080194015601384727,0.98186636791753357,0,0,0,0,0.79122067228350945,0,0,0
+6/09/2021 12:00:00 am,87.06837470379871,0,-0.0079937329058565876,1.1078189991472158,0,0,0,0,0.76984644965594817,0,0,0
+7/09/2021 12:00:00 am,88.049205807017941,0,-0.0065626791866615353,0.98739378240589382,0,0,0,0,0.76467720601351341,0,0,0
+8/09/2021 12:00:00 am,89.010134027079985,0,-0.0058925167766670228,0.96682073683870773,0,0,0,0,0.73169394347947947,0,0,0
+9/09/2021 12:00:00 am,89.973566974319596,0,-0.0051088105379295534,0.96854175777755036,0,0,0,0,0.74187528558569815,0,0,0
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N1_irr1_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N1_irr1_Ryegrass.csv
new file mode 100644
index 0000000..9b361c0
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N1_irr1_Ryegrass.csv
@@ -0,0 +1,539 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N1_irr2_Onion.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N1_irr2_Onion.csv
new file mode 100644
index 0000000..73f510e
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N1_irr2_Onion.csv
@@ -0,0 +1,488 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N1_irr2_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N1_irr2_Ryegrass.csv
new file mode 100644
index 0000000..2d62d04
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N1_irr2_Ryegrass.csv
@@ -0,0 +1,539 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
+10/02/2022 12:00:00 am,0,0.058136256359730965,0,2.4063101997411884,0,97.034377742222205,80.01763947685258,0,0.90000000000000002,0,0,0
+11/02/2022 12:00:00 am,52.006756495934972,0,-0.45757467620105036,2.4643311721360215,0,0,0,0,0.90022222222222226,0,0,0
+12/02/2022 12:00:00 am,54.046596993572052,0,-0.43006959773146641,2.4699100953685464,0,0,0,0,0.88253637860082312,0,0,0
+13/02/2022 12:00:00 am,55.992343978263293,0,-0.37491467469279738,2.3206616593840397,0,0,0,0,0.87619157259564107,0,0,0
+14/02/2022 12:00:00 am,57.889745500791577,0,-0.35989420134536765,2.2572957238736522,0,0,0,0,0.81655126593364846,0,0,0
+15/02/2022 12:00:00 am,59.524229869160514,0,-0.29820126547411574,1.9326856338430505,0,0,0,0,0.78063763711561096,0,0,0
+16/02/2022 12:00:00 am,61.116330665245989,0,-0.27106534243552138,1.863166138520997,0,0,0,0,0.76257842386459795,0,0,0
+17/02/2022 12:00:00 am,62.681813406379291,0,-0.24800848690702937,1.8134912280403364,0,0,0,0,0.7455288800979053,0,0,0
+18/02/2022 12:00:00 am,64.27718821592039,0,-0.23825278204697575,1.8336275915880733,0,0,0,0,0.71379247254956779,0,0,0
+19/02/2022 12:00:00 am,66.247782544343863,0,-0.21520462390859008,2.1857989523320631,0,0,0,0,0.8556846058098716,0,10.800000000000004,0
+20/02/2022 12:00:00 am,68.110871151311414,0,-0.19676133890728087,2.0598499458748276,0,0,0,0,0.8051679655608488,0,0,0
+21/02/2022 12:00:00 am,69.873295774007744,0,-0.1845511915808693,1.9469758142772016,0,0,0,0,0.73272935836015596,0,0,0
+22/02/2022 12:00:00 am,71.934134534171406,0,-0.15851693060597505,2.2193556907696266,0,0,0,0,0.8740298467574682,0,10.800000000000004,0
+23/02/2022 12:00:00 am,73.839827456945713,0,-0.14017409828711624,2.0458670210614298,0,0,0,0,0.82785206927663446,0,0,0
+24/02/2022 12:00:00 am,75.574114825487442,0,-0.11855096521076591,1.8528383337525056,0,0,0,0,0.8074481016277425,0,0,0
+25/02/2022 12:00:00 am,77.188065582181707,0,-0.10625037421031314,1.7202011309045828,0,0,0,0,0.75668361964928843,0,0,0
+26/02/2022 12:00:00 am,78.770096158536674,0,-0.09887674133903257,1.6809073176939986,0,0,0,0,0.7078898591845596,0,0,0
+27/02/2022 12:00:00 am,80.780423820289286,0,-0.089721110911587854,2.1000487726641945,0,0,0,0,0.86116509235909411,0,10.800000000000004,0
+28/02/2022 12:00:00 am,82.78677989417325,0,-0.078406201260551089,2.0847622751445072,0,0,0,0,0.86445347474863943,0,0,0
+1/03/2022 12:00:00 am,84.648470369149436,0,-0.069147038757516377,1.9308375137337124,0,0,0,0,0.79978569587462467,0,0,0
+2/03/2022 12:00:00 am,86.467187672506896,0,-0.062364860794385635,1.8810821641518529,0,0,0,0,0.74506170260442262,0,0,0
+3/03/2022 12:00:00 am,88.18356114081972,0,-0.052050850095062273,1.7684243184078841,0,0,0,0,0.7166619559197015,0,0,0
+4/03/2022 12:00:00 am,90.080571296707518,0,-0.039812061724005865,1.9368222176117995,0,0,0,0,0.87679195717492509,0,10.800000000000004,0
+5/03/2022 12:00:00 am,91.869256762860303,0,-0.033127384420670758,1.8218128505734557,0,0,0,0,0.84159342544510174,0,0,0
+6/03/2022 12:00:00 am,93.759605918689218,0,-0.029443749472826575,1.9197929053017502,0,0,0,0,0.81197047947404755,0,0,0
+7/03/2022 12:00:00 am,95.615488704304227,0,-0.023409374550287687,1.8792921601652928,0,0,0,0,0.78672005718678883,0,0,0
+8/03/2022 12:00:00 am,97.497851390935324,0,-0.017424890796063686,1.8997875774271662,0,0,0,0,0.79798283821004656,0,0,0
+9/03/2022 12:00:00 am,99.239361981491911,0,-0.011560616215374075,1.7530712067719674,0,0,0,0,0.7722942827813436,0,0,0
+10/03/2022 12:00:00 am,100.87545135123447,0,-0.0068687907009135074,1.6429581604434833,0,0,0,0,0.72186219039785893,0,0,0
+11/03/2022 12:00:00 am,102.55183232280716,0,-0.0024901854078915875,1.6788711569805703,0,0,0,0,0.72281091833932798,0,0,0
+12/03/2022 12:00:00 am,104.10497871796389,0,0.0015654774781044267,1.5515809176786144,0,0,0,0,0.70317519587321087,0,0,0
+13/03/2022 12:00:00 am,106.07701296367733,0,0.0051169957171808278,1.9669172499962657,0,0,0,0,0.88888091954274584,0,10.800000000000004,0
+14/03/2022 12:00:00 am,107.9136864696024,0,0.0080995857419301487,1.8285739201831357,0,0,0,0,0.86141224419138718,0,0,0
+15/03/2022 12:00:00 am,109.80753667759708,0,0.011238915864278276,1.8826112921304123,0,0,0,0,0.86524633191499878,0,0,0
+16/03/2022 12:00:00 am,111.78838860094594,0,0.01524954110689869,1.9656023822419575,0,0,0,0,0.83135231447763958,0,0,0
+17/03/2022 12:00:00 am,113.68176296253012,0,0.017120049299576223,1.8762543122845985,0,0,0,0,0.84705576108534941,0,0,0
+18/03/2022 12:00:00 am,115.54573454865128,0,0.020057079974631797,1.8439145061465338,0,0,0,0,0.8134088962166105,0,0,0
+19/03/2022 12:00:00 am,117.23616168812546,0,0.021530359877906413,1.6688967795962795,0,0,0,0,0.77113445701918537,0,0,0
+20/03/2022 12:00:00 am,118.89925998182868,0,0.023533684341275674,1.6395646093619465,0,1.2577414047875592,0.32668607916559972,0,0.75824336865115949,0,0,0.0083931433121749704
+21/03/2022 12:00:00 am,120.59960171446838,0.063521736713382015,0.026355421479149044,1.7375080478739278,0,1.3212631415009413,0.34318523155868597,0,0.7709043540082704,0,0,0.010598360051388587
+22/03/2022 12:00:00 am,122.35679296566495,0.067903814127231232,0.028792326636331467,1.7963027386874737,0,1.3891669556281725,0.36082258587744731,0,0.77831249657000978,0,0,0.013431785323051578
+23/03/2022 12:00:00 am,124.05675784932308,0.069012029492702576,0.02939750427338339,1.7395794088774423,0,1.4581789851208751,0.37874778834308431,0,0.78572915240673502,0,0,0.016883665013478988
+24/03/2022 12:00:00 am,125.60630605166303,0.069448558420853734,0.029498500205236589,1.5894982605555663,0,1.5276275435417288,0.39678637494590352,0,0.7561462358983122,0,0,0.021014828966983017
+25/03/2022 12:00:00 am,127.18342091946639,0.075007064373363352,0.031806986075482158,1.6203149461012494,0,1.6026346079150922,0.41626872932859521,0,0.74076290616165597,0,0,0.026308523781725678
+26/03/2022 12:00:00 am,128.7451692012346,0.07704860975536465,0.032283736854113343,1.6065131546694695,0,1.6796832176704568,0.43628135523907957,0,0.75316482344663149,0,0,0.032750457281778902
+27/03/2022 12:00:00 am,130.38455647012626,0.084466231104624478,0.035070181743596329,1.6887833182526517,0,1.7641494487750813,0.45822063604547558,0,0.74686966411716893,0,0,0.041112634857779447
+28/03/2022 12:00:00 am,131.93766189774161,0.088099122332057744,0.035864915606529379,1.6053396343408699,0,1.852248571107139,0.48110352496289316,0,0.71389770069467839,0,0,0.051433545261136741
+29/03/2022 12:00:00 am,133.93550507676952,0.093631939794752261,0.037336174585142601,2.0541389442375393,0,1.9458805109018913,0.50542350932516644,0,0.88999831912192606,0,10.800000000000004,0.064360855932044575
+30/03/2022 12:00:00 am,135.73427981876088,0.095382008427066456,0.036921581963921035,1.8572351684544968,0,2.0412625193289577,0.53019805696856026,0,0.84038970813163416,0,0,0.079768562668287468
+31/03/2022 12:00:00 am,137.3715902220695,0.096497706730680477,0.03620608477169629,1.6976020252675996,0,2.1377602260596382,0.55526239637912667,0,0.80455422499619134,0,0,0.097794426389926081
+1/04/2022 12:00:00 am,138.90208951332832,0.099386775902724711,0.036171807104567133,1.5937142600569598,0,2.2371470019623629,0.58107714336684746,0,0.77056345079762423,0,0,0.11902069149840284
+2/04/2022 12:00:00 am,140.30525181679187,0.10026583932732036,0.035332287374239879,1.4680958554165979,0,2.3374128412896833,0.60712021851680065,0,0.74072958759658547,0,0,0.14320507534111407
+3/04/2022 12:00:00 am,141.7657552713554,0.11061375601634094,0.037857652299118083,1.533259558280738,0,2.4480265973060242,0.63585106423533089,0,0.72147695387821431,0,0,0.17305690850439082
+4/04/2022 12:00:00 am,143.23555808866232,0.11533950944335025,0.038106309921506654,1.5470360168287358,0,2.5633661067493745,0.66580937837646081,0,0.7306895309136181,0,0,0.20752965971751153
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N2_irr1_Onion.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N2_irr1_Onion.csv
new file mode 100644
index 0000000..c450aba
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N2_irr1_Onion.csv
@@ -0,0 +1,488 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N2_irr1_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N2_irr1_Ryegrass.csv
new file mode 100644
index 0000000..9b361c0
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N2_irr1_Ryegrass.csv
@@ -0,0 +1,539 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N2_irr2_Onion.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N2_irr2_Onion.csv
new file mode 100644
index 0000000..0e7ed19
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N2_irr2_Onion.csv
@@ -0,0 +1,488 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N2_irr2_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N2_irr2_Ryegrass.csv
new file mode 100644
index 0000000..2d62d04
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N2_irr2_Ryegrass.csv
@@ -0,0 +1,539 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N3_irr1_Onion.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N3_irr1_Onion.csv
new file mode 100644
index 0000000..9179933
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N3_irr1_Onion.csv
@@ -0,0 +1,488 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N3_irr1_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N3_irr1_Ryegrass.csv
new file mode 100644
index 0000000..9b361c0
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N3_irr1_Ryegrass.csv
@@ -0,0 +1,539 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N3_irr2_Onion.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N3_irr2_Onion.csv
new file mode 100644
index 0000000..bebeee7
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N3_irr2_Onion.csv
@@ -0,0 +1,488 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N3_irr2_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N3_irr2_Ryegrass.csv
new file mode 100644
index 0000000..2d62d04
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N3_irr2_Ryegrass.csv
@@ -0,0 +1,539 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N4_irr1_Onion.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N4_irr1_Onion.csv
new file mode 100644
index 0000000..489ccb4
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N4_irr1_Onion.csv
@@ -0,0 +1,488 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N4_irr1_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N4_irr1_Ryegrass.csv
new file mode 100644
index 0000000..9b361c0
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N4_irr1_Ryegrass.csv
@@ -0,0 +1,539 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N4_irr2_Onion.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N4_irr2_Onion.csv
new file mode 100644
index 0000000..6021e13
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N4_irr2_Onion.csv
@@ -0,0 +1,488 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N4_irr2_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N4_irr2_Ryegrass.csv
new file mode 100644
index 0000000..2d62d04
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot3_N4_irr2_Ryegrass.csv
@@ -0,0 +1,539 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_Cauliflower.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_Cauliflower.csv
new file mode 100644
index 0000000..604e7dd
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_Cauliflower.csv
@@ -0,0 +1,686 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_GreenPea.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_GreenPea.csv
new file mode 100644
index 0000000..b0aacce
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_GreenPea.csv
@@ -0,0 +1,334 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_Lettuce.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_Lettuce.csv
new file mode 100644
index 0000000..1e23c18
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_Lettuce.csv
@@ -0,0 +1,230 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_PakChoi.csv
new file mode 100644
index 0000000..4721b8c
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_PakChoi.csv
@@ -0,0 +1,386 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_Ryegrass.csv
new file mode 100644
index 0000000..41e9a39
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr1_Ryegrass.csv
@@ -0,0 +1,655 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_Cauliflower.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_Cauliflower.csv
new file mode 100644
index 0000000..604e7dd
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_Cauliflower.csv
@@ -0,0 +1,686 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_GreenPea.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_GreenPea.csv
new file mode 100644
index 0000000..b0aacce
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_GreenPea.csv
@@ -0,0 +1,334 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_Lettuce.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_Lettuce.csv
new file mode 100644
index 0000000..1e23c18
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_Lettuce.csv
@@ -0,0 +1,230 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_PakChoi.csv
new file mode 100644
index 0000000..4721b8c
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_PakChoi.csv
@@ -0,0 +1,386 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_Ryegrass.csv
new file mode 100644
index 0000000..41e9a39
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N1_Irr2_Ryegrass.csv
@@ -0,0 +1,655 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_Cauliflower.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_Cauliflower.csv
new file mode 100644
index 0000000..7b7a606
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_Cauliflower.csv
@@ -0,0 +1,686 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_GreenPea.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_GreenPea.csv
new file mode 100644
index 0000000..b0aacce
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_GreenPea.csv
@@ -0,0 +1,334 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_Lettuce.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_Lettuce.csv
new file mode 100644
index 0000000..ca06882
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_Lettuce.csv
@@ -0,0 +1,230 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_PakChoi.csv
new file mode 100644
index 0000000..4721b8c
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_PakChoi.csv
@@ -0,0 +1,386 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_Ryegrass.csv
new file mode 100644
index 0000000..41e9a39
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr1_Ryegrass.csv
@@ -0,0 +1,655 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_Cauliflower.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_Cauliflower.csv
new file mode 100644
index 0000000..7b7a606
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_Cauliflower.csv
@@ -0,0 +1,686 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_GreenPea.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_GreenPea.csv
new file mode 100644
index 0000000..b0aacce
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_GreenPea.csv
@@ -0,0 +1,334 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_Lettuce.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_Lettuce.csv
new file mode 100644
index 0000000..ca06882
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_Lettuce.csv
@@ -0,0 +1,230 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_PakChoi.csv
new file mode 100644
index 0000000..4721b8c
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_PakChoi.csv
@@ -0,0 +1,386 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_Ryegrass.csv
new file mode 100644
index 0000000..41e9a39
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N2_Irr2_Ryegrass.csv
@@ -0,0 +1,655 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_Cauliflower.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_Cauliflower.csv
new file mode 100644
index 0000000..46ca01f
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_Cauliflower.csv
@@ -0,0 +1,686 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_GreenPea.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_GreenPea.csv
new file mode 100644
index 0000000..b0aacce
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_GreenPea.csv
@@ -0,0 +1,334 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_Lettuce.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_Lettuce.csv
new file mode 100644
index 0000000..4c79780
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_Lettuce.csv
@@ -0,0 +1,230 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_PakChoi.csv
new file mode 100644
index 0000000..4721b8c
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_PakChoi.csv
@@ -0,0 +1,386 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_Ryegrass.csv
new file mode 100644
index 0000000..41e9a39
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr1_Ryegrass.csv
@@ -0,0 +1,655 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_Cauliflower.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_Cauliflower.csv
new file mode 100644
index 0000000..46ca01f
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_Cauliflower.csv
@@ -0,0 +1,686 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_GreenPea.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_GreenPea.csv
new file mode 100644
index 0000000..b0aacce
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_GreenPea.csv
@@ -0,0 +1,334 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_Lettuce.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_Lettuce.csv
new file mode 100644
index 0000000..4c79780
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_Lettuce.csv
@@ -0,0 +1,230 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_PakChoi.csv
new file mode 100644
index 0000000..4721b8c
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_PakChoi.csv
@@ -0,0 +1,386 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_Ryegrass.csv
new file mode 100644
index 0000000..41e9a39
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N3_Irr2_Ryegrass.csv
@@ -0,0 +1,655 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_Cauliflower.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_Cauliflower.csv
new file mode 100644
index 0000000..152ab2c
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_Cauliflower.csv
@@ -0,0 +1,686 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_GreenPea.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_GreenPea.csv
new file mode 100644
index 0000000..b0aacce
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_GreenPea.csv
@@ -0,0 +1,334 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_Lettuce.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_Lettuce.csv
new file mode 100644
index 0000000..ed4921a
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_Lettuce.csv
@@ -0,0 +1,230 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_PakChoi.csv
new file mode 100644
index 0000000..4721b8c
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_PakChoi.csv
@@ -0,0 +1,386 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_Ryegrass.csv
new file mode 100644
index 0000000..41e9a39
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr1_Ryegrass.csv
@@ -0,0 +1,655 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_Cauliflower.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_Cauliflower.csv
new file mode 100644
index 0000000..152ab2c
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_Cauliflower.csv
@@ -0,0 +1,686 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_GreenPea.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_GreenPea.csv
new file mode 100644
index 0000000..b0aacce
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_GreenPea.csv
@@ -0,0 +1,334 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_Lettuce.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_Lettuce.csv
new file mode 100644
index 0000000..ed4921a
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_Lettuce.csv
@@ -0,0 +1,230 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_PakChoi.csv
new file mode 100644
index 0000000..4721b8c
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_PakChoi.csv
@@ -0,0 +1,386 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_Ryegrass.csv
new file mode 100644
index 0000000..41e9a39
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/HawkesBayRot4_N4_Irr2_Ryegrass.csv
@@ -0,0 +1,655 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr1_Broccoli.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr1_Broccoli.csv
new file mode 100644
index 0000000..bd80018
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr1_Broccoli.csv
@@ -0,0 +1,407 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr1_Onion.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr1_Onion.csv
new file mode 100644
index 0000000..a2af626
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr1_Onion.csv
@@ -0,0 +1,556 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr1_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr1_Ryegrass.csv
new file mode 100644
index 0000000..f16f82c
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr1_Ryegrass.csv
@@ -0,0 +1,549 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr1_Wheat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr1_Wheat.csv
new file mode 100644
index 0000000..f76f8da
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr1_Wheat.csv
@@ -0,0 +1,476 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr2_Broccoli.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr2_Broccoli.csv
new file mode 100644
index 0000000..fb03584
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr2_Broccoli.csv
@@ -0,0 +1,407 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr2_Onion.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr2_Onion.csv
new file mode 100644
index 0000000..a84920f
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr2_Onion.csv
@@ -0,0 +1,556 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr2_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr2_Ryegrass.csv
new file mode 100644
index 0000000..93f6901
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr2_Ryegrass.csv
@@ -0,0 +1,549 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr2_Wheat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr2_Wheat.csv
new file mode 100644
index 0000000..369e225
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N1_Irr2_Wheat.csv
@@ -0,0 +1,476 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr1_Broccoli.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr1_Broccoli.csv
new file mode 100644
index 0000000..fca4942
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr1_Broccoli.csv
@@ -0,0 +1,407 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr1_Onion.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr1_Onion.csv
new file mode 100644
index 0000000..04f600d
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr1_Onion.csv
@@ -0,0 +1,556 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr1_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr1_Ryegrass.csv
new file mode 100644
index 0000000..3e0dce6
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr1_Ryegrass.csv
@@ -0,0 +1,549 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr1_Wheat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr1_Wheat.csv
new file mode 100644
index 0000000..f76f8da
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr1_Wheat.csv
@@ -0,0 +1,476 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr2_Broccoli.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr2_Broccoli.csv
new file mode 100644
index 0000000..4eb7d0e
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr2_Broccoli.csv
@@ -0,0 +1,407 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
+22/01/2021 12:00:00 am,0,0.09111053430402194,0,1.0215998617434829,0,193.3215460950712,106.21322434854551,0,0.90000000000000002,0,0,0
+23/01/2021 12:00:00 am,45.011740580289668,0,-5.8606659747716918,0.87240655506136289,0,0,0,0,0.84016666666666673,0,0,0
+24/01/2021 12:00:00 am,40.385626426170916,0,-5.4343044883081362,0.80819033418938224,0,0,0,0,0.80157295454545441,0,0,0
+25/01/2021 12:00:00 am,36.040962741744053,0,-5.1091850675314348,0.76452138310456919,0,0,0,0,0.76807581980027528,0,0,0
+26/01/2021 12:00:00 am,31.980900820274925,0,-4.7694545525248238,0.70939263105569539,0,0,0,0,0.72681826483580103,0,0,0
+27/01/2021 12:00:00 am,28.163610208436957,0,-4.5038485297440509,0.68655791790608345,0,0,0,0,0.70809181236622309,0,0,0
+28/01/2021 12:00:00 am,24.567652927134386,0,-4.4927585332645315,0.89680125196196159,0,0,0,0,0.87005455385363051,0,13.200000000000005,0
+29/01/2021 12:00:00 am,21.029499471080516,0,-4.3882641136328395,0.85011065757897131,0,0,0,0,0.80241389203485969,0,0,0
+30/01/2021 12:00:00 am,17.54893627078053,0,-4.3038131307041496,0.82324993040416283,0,0,0,0,0.74722004918963614,0,0,0
+31/01/2021 12:00:00 am,14.463661057161252,0,-4.0961785510270943,1.0109033374078158,0,0,0,0,0.89878294499361111,0,13.200000000000005,0
+1/02/2021 12:00:00 am,11.628257469988348,0,-3.7185073750588415,0.88310378788593735,0,0,0,0,0.82702202069642317,0,0,0
+2/02/2021 12:00:00 am,9.1206720454101351,0,-3.2786960713753075,0.77111064679709485,0,0,0,0,0.78423205582967304,0,0,0
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+5/02/2021 12:00:00 am,2.4624914856437119,0,-2.6990820529000104,0.85884470538831237,0,0,0,0,0.89545407617584638,0,13.200000000000005,0
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr2_Onion.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr2_Onion.csv
new file mode 100644
index 0000000..3eedde6
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr2_Onion.csv
@@ -0,0 +1,556 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr2_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr2_Ryegrass.csv
new file mode 100644
index 0000000..5a36c97
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr2_Ryegrass.csv
@@ -0,0 +1,549 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr2_Wheat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr2_Wheat.csv
new file mode 100644
index 0000000..369e225
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N2_Irr2_Wheat.csv
@@ -0,0 +1,476 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr1_Broccoli.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr1_Broccoli.csv
new file mode 100644
index 0000000..78f8ae9
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr1_Broccoli.csv
@@ -0,0 +1,407 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr1_Onion.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr1_Onion.csv
new file mode 100644
index 0000000..cd84adc
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr1_Onion.csv
@@ -0,0 +1,556 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr1_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr1_Ryegrass.csv
new file mode 100644
index 0000000..15b4d6d
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr1_Ryegrass.csv
@@ -0,0 +1,549 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr1_Wheat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr1_Wheat.csv
new file mode 100644
index 0000000..f76f8da
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr1_Wheat.csv
@@ -0,0 +1,476 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr2_Broccoli.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr2_Broccoli.csv
new file mode 100644
index 0000000..b272756
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr2_Broccoli.csv
@@ -0,0 +1,407 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr2_Onion.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr2_Onion.csv
new file mode 100644
index 0000000..cd1df32
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr2_Onion.csv
@@ -0,0 +1,556 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr2_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr2_Ryegrass.csv
new file mode 100644
index 0000000..24a538f
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr2_Ryegrass.csv
@@ -0,0 +1,549 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr2_Wheat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr2_Wheat.csv
new file mode 100644
index 0000000..369e225
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N3_Irr2_Wheat.csv
@@ -0,0 +1,476 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr1_Broccoli.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr1_Broccoli.csv
new file mode 100644
index 0000000..e72f5b2
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr1_Broccoli.csv
@@ -0,0 +1,407 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr1_Onion.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr1_Onion.csv
new file mode 100644
index 0000000..256bab1
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr1_Onion.csv
@@ -0,0 +1,556 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr1_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr1_Ryegrass.csv
new file mode 100644
index 0000000..8f010c8
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr1_Ryegrass.csv
@@ -0,0 +1,549 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr1_Wheat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr1_Wheat.csv
new file mode 100644
index 0000000..f76f8da
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr1_Wheat.csv
@@ -0,0 +1,476 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr2_Broccoli.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr2_Broccoli.csv
new file mode 100644
index 0000000..f917884
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr2_Broccoli.csv
@@ -0,0 +1,407 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr2_Onion.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr2_Onion.csv
new file mode 100644
index 0000000..d9f3f8a
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr2_Onion.csv
@@ -0,0 +1,556 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr2_Ryegrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr2_Ryegrass.csv
new file mode 100644
index 0000000..5439523
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr2_Ryegrass.csv
@@ -0,0 +1,549 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr2_Wheat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr2_Wheat.csv
new file mode 100644
index 0000000..369e225
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot1_N4_Irr2_Wheat.csv
@@ -0,0 +1,476 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr1_Oat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr1_Oat.csv
new file mode 100644
index 0000000..1c3c0ab
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr1_Oat.csv
@@ -0,0 +1,412 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr1_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr1_PakChoi.csv
new file mode 100644
index 0000000..89f7399
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr1_PakChoi.csv
@@ -0,0 +1,304 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr1_Potato.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr1_Potato.csv
new file mode 100644
index 0000000..0af2afa
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr1_Potato.csv
@@ -0,0 +1,528 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr1_RyeGrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr1_RyeGrass.csv
new file mode 100644
index 0000000..b3548c4
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr1_RyeGrass.csv
@@ -0,0 +1,543 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr2_Oat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr2_Oat.csv
new file mode 100644
index 0000000..8447d28
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr2_Oat.csv
@@ -0,0 +1,412 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr2_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr2_PakChoi.csv
new file mode 100644
index 0000000..23e7c9a
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr2_PakChoi.csv
@@ -0,0 +1,304 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr2_Potato.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr2_Potato.csv
new file mode 100644
index 0000000..feac801
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr2_Potato.csv
@@ -0,0 +1,528 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr2_RyeGrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr2_RyeGrass.csv
new file mode 100644
index 0000000..da68848
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N1_Irr2_RyeGrass.csv
@@ -0,0 +1,543 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr1_Oat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr1_Oat.csv
new file mode 100644
index 0000000..1c3c0ab
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr1_Oat.csv
@@ -0,0 +1,412 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr1_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr1_PakChoi.csv
new file mode 100644
index 0000000..89f7399
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr1_PakChoi.csv
@@ -0,0 +1,304 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr1_Potato.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr1_Potato.csv
new file mode 100644
index 0000000..585446d
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr1_Potato.csv
@@ -0,0 +1,528 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr1_RyeGrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr1_RyeGrass.csv
new file mode 100644
index 0000000..b3548c4
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr1_RyeGrass.csv
@@ -0,0 +1,543 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr2_Oat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr2_Oat.csv
new file mode 100644
index 0000000..8447d28
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr2_Oat.csv
@@ -0,0 +1,412 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr2_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr2_PakChoi.csv
new file mode 100644
index 0000000..23e7c9a
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr2_PakChoi.csv
@@ -0,0 +1,304 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr2_Potato.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr2_Potato.csv
new file mode 100644
index 0000000..67cec40
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr2_Potato.csv
@@ -0,0 +1,528 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr2_RyeGrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr2_RyeGrass.csv
new file mode 100644
index 0000000..da68848
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N2_Irr2_RyeGrass.csv
@@ -0,0 +1,543 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr1_Oat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr1_Oat.csv
new file mode 100644
index 0000000..1c3c0ab
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr1_Oat.csv
@@ -0,0 +1,412 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr1_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr1_PakChoi.csv
new file mode 100644
index 0000000..89f7399
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr1_PakChoi.csv
@@ -0,0 +1,304 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr1_Potato.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr1_Potato.csv
new file mode 100644
index 0000000..ac1941f
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr1_Potato.csv
@@ -0,0 +1,528 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr1_RyeGrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr1_RyeGrass.csv
new file mode 100644
index 0000000..b3548c4
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr1_RyeGrass.csv
@@ -0,0 +1,543 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr2_Oat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr2_Oat.csv
new file mode 100644
index 0000000..8447d28
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr2_Oat.csv
@@ -0,0 +1,412 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr2_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr2_PakChoi.csv
new file mode 100644
index 0000000..23e7c9a
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr2_PakChoi.csv
@@ -0,0 +1,304 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr2_Potato.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr2_Potato.csv
new file mode 100644
index 0000000..bf2df56
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr2_Potato.csv
@@ -0,0 +1,528 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr2_RyeGrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr2_RyeGrass.csv
new file mode 100644
index 0000000..da68848
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N3_Irr2_RyeGrass.csv
@@ -0,0 +1,543 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr1_Oat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr1_Oat.csv
new file mode 100644
index 0000000..1c3c0ab
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr1_Oat.csv
@@ -0,0 +1,412 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr1_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr1_PakChoi.csv
new file mode 100644
index 0000000..89f7399
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr1_PakChoi.csv
@@ -0,0 +1,304 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr1_Potato.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr1_Potato.csv
new file mode 100644
index 0000000..e017437
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr1_Potato.csv
@@ -0,0 +1,528 @@
+Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr1_RyeGrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr1_RyeGrass.csv
new file mode 100644
index 0000000..b3548c4
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr1_RyeGrass.csv
@@ -0,0 +1,543 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr2_Oat.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr2_Oat.csv
new file mode 100644
index 0000000..8447d28
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr2_Oat.csv
@@ -0,0 +1,412 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr2_PakChoi.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr2_PakChoi.csv
new file mode 100644
index 0000000..23e7c9a
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr2_PakChoi.csv
@@ -0,0 +1,304 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr2_Potato.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr2_Potato.csv
new file mode 100644
index 0000000..5baab30
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr2_Potato.csv
@@ -0,0 +1,528 @@
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diff --git a/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr2_RyeGrass.csv b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr2_RyeGrass.csv
new file mode 100644
index 0000000..da68848
--- /dev/null
+++ b/TestComponents/TestSets/WS1/Outputs/LincolnRot2_N4_Irr2_RyeGrass.csv
@@ -0,0 +1,543 @@
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+11/08/2023 12:00:00 am,95.610861011969604,0.4836929565867365,0.027156882137756355,0.42073450688744435,0,73.16062164420795,67.873623595700735,0.077068148573277082,1,0.13999999999998636,0,0.99999998549972458
+12/08/2023 12:00:00 am,95.575917840837107,0.49352873796415508,0.027346323336644218,0.43123924349501552,0,73.654150382172105,68.331487170960457,0,0.9933333333333334,0,0,0.99999998702716519
+13/08/2023 12:00:00 am,95.550451789766399,0.46958105860132093,0.026544101475415971,0.41757090605520075,0,74.123731440773426,68.767133660873782,0,0.99787878788081297,0,0,0.99999998834352521
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+16/08/2023 12:00:00 am,94.911471371728297,0.4402878737760858,0.025411455995808296,0.40639938355511029,0,75.451895619531228,69.999317225151046,0.16940259587257087,1,0.31000000000000227,0,0.99999999144001406
+17/08/2023 12:00:00 am,94.546190528892225,0.46885201228484163,0.026163881417939905,0.43123924349501552,0,75.92074763181607,70.434287353735613,0.35383195546418295,1,0.64999999999999147,0,0.99999999234171211
+18/08/2023 12:00:00 am,94.100302691687872,0.46707948341662586,0.02603380304641334,0.43400743662799568,0,76.387827115232696,70.867613046358457,0.43884959346213792,1,0.80999999999998806,0,0.99999999315433574
+19/08/2023 12:00:00 am,93.988015374644405,0.44513750032810151,0.02530251459719679,0.42118772364041501,0,76.832964615560797,71.280582407014421,0.11364005495298346,1,0.21000000000000796,0,0.99999999385604132
+20/08/2023 12:00:00 am,93.993702069856312,0.4429342415140809,0.025162347887548009,0.42345858883844989,0,77.275898857074878,71.69150772873158,0,0.99106060606060598,0,0,0.99999999448978305
+21/08/2023 12:00:00 am,93.75939379089219,0.41990339585299807,0.024408012496259346,0.40950743829236858,0,77.695802252927876,72.081066543243622,0.2483203338997399,1,0.46000000007676078,0,0.99999999503607451
+22/08/2023 12:00:00 am,92.781833674286617,0.42929916327938145,0.024613631316455553,0.42073450688744435,0,78.125101416207258,72.479342134176662,0.99360909153008714,1,1.8599999999999994,0,0.99999999554425445
+23/08/2023 12:00:00 am,92.684271815623475,0.43142523138290301,0.024612248932868397,0.4266512014200155,0,78.556526647590161,72.879590151572899,0.11740007763312245,1,0.21999999999999886,0,0.99999999600787981
+24/08/2023 12:00:00 am,92.705932150402489,0.45153687369945317,0.025175327820157634,0.44802188065829546,0,79.008063521289614,73.298496430883915,0,0.97590909090909084,0,0,0.99999999644684778
+25/08/2023 12:00:00 am,92.732337474279021,0.45640652272788884,0.025285721282685358,0.45752612532173448,0,79.464470044017503,73.721920450992798,0,0.96681818182041479,0,0,0.99999999684663043
+26/08/2023 12:00:00 am,92.765134927854191,0.4468054272124391,0.024941619167108797,0.45466126162050802,0,79.911275471229942,74.136437204754344,0,0.97833333333797456,0,0,0.99999999719901567
+27/08/2023 12:00:00 am,92.803947807245493,0.44104708866760234,0.024722038956355163,0.45513792910254525,0,80.352322559897544,74.545611749904964,0,0.99333333333955065,0,0,0.99999999751237989
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+29/08/2023 12:00:00 am,92.899379436741484,0.42612659938288289,0.024182329856078155,0.45323320147034002,0,81.229398414525633,75.359305169725928,0,0.99469696970412791,0,0,0.99999999804546058
+30/08/2023 12:00:00 am,92.956370998226447,0.44981127343676519,0.024947632501028494,0.48185520242070751,0,81.679209687962398,75.776610550355741,0,0.98393939394683183,0,0,0.99999999827780361
+31/08/2023 12:00:00 am,93.020532718119114,0.39769887066115928,0.023213835942186734,0.43864675461164071,0,82.076908558623558,76.145569463566787,0,0.96257575758399605,0,0,0.99999999846275878
+1/09/2023 12:00:00 am,93.084659573970711,0.42539460986300526,0.024102189489440207,0.46541927622516222,0,82.502303168486563,76.540222666076403,0,0.95090909091920151,0,0,0.99999999864120381
diff --git a/TestComponents/TestSets/WS1/SoilData.csv b/TestComponents/TestSets/WS1/SoilData.csv
new file mode 100644
index 0000000..1520cfc
--- /dev/null
+++ b/TestComponents/TestSets/WS1/SoilData.csv
@@ -0,0 +1,612 @@
+Site,NitrogenTreatment,IrrigationTreatment,Location,Rotation,Crop,Date,SoilN0_15,SoilN15_30,SoilN30_60,SoilN60_90,SoilN90_120,SoilN120_150,SoilN0_30,SoilN0_60,SoilN0_90,SoilN0_120,SoilN0_150
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Broccoli,2021-02-24,19.852,17.249,7.450,1.820,2.104,1.205,37.101,44.551,46.370,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Broccoli,2021-04-06,33.668,21.238,6.747,2.834,,,54.906,61.653,64.487,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Broccoli,2021-05-03,9.192,15.247,11.238,1.117,,,24.439,35.678,36.795,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Broccoli,2021-06-10,3.668,3.919,4.062,3.347,2.428,,7.588,11.650,14.997,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Broccoli,2021-06-30,4.794,4.836,4.512,2.810,2.845,2.850,9.631,14.143,16.953,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Broccoli,2021-02-24,18.168,16.160,6.369,2.281,2.195,2.679,34.328,40.696,42.977,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Broccoli,2021-04-06,38.062,24.514,14.831,5.109,,,62.576,77.407,82.516,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Broccoli,2021-05-03,12.937,12.662,11.975,4.077,,,25.598,37.574,41.651,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Broccoli,2021-06-10,3.751,5.681,5.309,4.316,3.438,,9.432,14.741,19.057,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Broccoli,2021-06-30,6.523,5.019,4.656,3.853,3.521,3.465,11.542,16.197,20.051,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Broccoli,2021-02-24,14.329,16.220,5.314,3.296,5.203,3.513,30.549,35.863,39.158,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Broccoli,2021-04-06,44.676,23.198,9.388,4.547,,,67.874,77.262,81.808,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Broccoli,2021-05-03,23.769,15.877,12.599,2.881,,,39.647,52.246,55.127,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Broccoli,2021-06-10,4.323,7.024,7.455,4.110,3.638,,11.347,18.802,22.912,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Broccoli,2021-06-30,4.666,4.551,5.860,5.190,6.307,8.086,9.217,15.078,20.267,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Broccoli,2021-02-24,24.958,29.980,11.320,12.345,10.446,3.119,54.938,66.258,78.603,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Broccoli,2021-04-06,45.926,30.128,14.127,12.599,,,76.054,90.181,102.780,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Broccoli,2021-05-03,53.525,31.397,24.540,23.147,,,84.923,109.462,132.609,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Broccoli,2021-06-10,5.762,11.452,19.169,15.742,13.707,,17.214,36.383,52.125,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Broccoli,2021-06-30,5.408,10.929,20.391,22.484,24.601,19.976,16.337,36.728,59.213,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Broccoli,2021-02-24,16.466,16.966,6.253,1.835,1.477,0.818,33.431,39.685,41.520,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Broccoli,2021-04-06,35.210,22.953,7.797,3.412,,,58.163,65.960,69.372,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Broccoli,2021-05-03,6.396,10.905,21.685,2.277,,,17.301,38.986,41.263,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Broccoli,2021-06-10,3.418,3.873,3.532,2.197,3.380,,7.291,10.823,13.020,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Broccoli,2021-06-30,4.814,4.349,5.847,4.369,3.701,2.915,9.163,15.010,19.379,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Broccoli,2021-02-24,14.131,15.308,4.295,2.721,3.807,0.662,29.439,33.734,36.454,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Broccoli,2021-04-06,26.674,22.708,25.968,14.683,,,49.382,75.351,90.034,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Broccoli,2021-05-03,12.119,13.099,7.795,2.856,,,25.218,33.013,35.870,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Broccoli,2021-06-10,3.744,4.608,5.238,4.884,3.137,,8.352,13.590,18.473,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Broccoli,2021-06-30,4.200,4.159,5.009,4.297,4.354,4.003,8.360,13.369,17.665,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Broccoli,2021-02-24,17.143,15.729,5.345,2.752,3.360,1.566,32.872,38.217,40.969,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Broccoli,2021-04-06,35.624,29.645,8.744,9.237,,,65.269,74.013,83.250,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Broccoli,2021-05-03,22.607,14.447,8.324,5.567,,,37.054,45.378,50.945,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Broccoli,2021-06-10,4.481,5.206,6.736,4.848,3.714,,9.687,16.423,21.271,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Broccoli,2021-06-30,4.844,4.876,7.536,6.143,6.281,7.128,9.721,17.257,23.400,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Broccoli,2021-02-24,16.742,18.056,6.362,3.193,4.747,2.316,34.798,41.160,44.353,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Broccoli,2021-04-06,25.712,18.336,12.496,4.392,,,44.048,56.543,60.935,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Broccoli,2021-05-03,33.061,20.908,9.658,3.809,,,53.969,63.627,67.436,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Broccoli,2021-06-10,5.552,14.277,13.253,9.949,8.336,,19.829,33.082,43.032,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Broccoli,2021-06-30,4.716,6.457,9.791,10.652,11.427,12.096,11.173,20.964,31.616,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2021-08-27,10.557,11.862,14.395,9.386,9.848,,22.419,36.814,46.200,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2021-10-11,42.573,23.944,6.049,3.705,3.511,,66.516,72.565,76.271,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2021-11-22,93.635,42.679,20.495,11.371,9.261,,136.314,156.809,168.180,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2021-12-13,47.751,40.810,12.539,5.320,5.976,,88.561,101.100,106.421,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2022-01-18,7.421,9.354,28.560,26.208,20.859,,16.774,45.334,71.542,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2022-02-09,3.315,3.996,9.293,10.521,5.018,,7.311,16.604,27.125,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2022-03-01,6.703,8.804,11.785,12.356,8.849,5.029,15.507,27.292,39.647,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Onions,2022-05-03,32.444,25.662,15.043,13.906,10.820,,58.106,73.150,87.056,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2021-08-27,16.613,14.966,15.455,11.931,10.405,,31.579,47.034,58.965,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2021-10-11,61.772,22.543,7.114,7.171,8.930,,84.315,91.429,98.600,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2021-11-22,131.108,50.612,31.364,18.194,14.561,,181.720,213.084,231.278,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2021-12-13,84.614,46.812,12.205,4.985,2.497,,131.425,143.630,148.616,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2022-01-18,20.501,30.759,35.871,31.437,17.618,,51.260,87.131,118.568,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2022-02-09,3.850,6.711,18.135,12.276,10.596,,10.561,28.697,40.972,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2022-03-01,6.137,6.810,19.705,22.627,19.010,13.368,12.947,32.652,55.279,,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Onions,2022-05-03,34.814,19.680,22.395,20.808,13.628,,54.494,76.889,97.697,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2021-08-27,18.636,17.881,19.831,12.321,10.791,,36.517,56.348,68.669,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2021-10-11,78.392,27.506,11.437,12.665,9.788,,105.898,117.334,129.999,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2021-11-22,210.698,67.074,32.050,27.862,14.457,,277.772,309.822,337.684,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2021-12-13,135.993,68.979,30.830,20.244,5.814,,204.973,235.803,256.048,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2022-01-18,28.851,49.558,47.689,35.599,21.939,,78.409,126.098,161.697,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2022-02-09,6.619,9.570,34.992,16.040,11.968,,16.190,51.182,67.222,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2022-03-01,8.523,15.668,45.443,34.436,23.474,13.310,24.190,69.633,104.069,,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Onions,2022-05-03,35.791,38.643,53.512,33.232,27.540,,74.434,127.945,161.177,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2021-08-27,18.095,19.693,37.200,30.245,27.211,,37.788,74.988,105.233,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2021-10-11,123.005,46.524,19.286,15.039,19.487,,169.529,188.815,203.855,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2021-11-22,233.067,89.736,57.574,52.726,42.914,,322.803,380.377,433.102,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2021-12-13,169.037,87.744,30.637,19.008,18.608,,256.782,287.419,306.427,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2022-01-18,62.265,79.740,78.156,60.647,48.341,,142.006,220.162,280.808,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2022-02-09,36.541,75.623,77.868,38.351,20.623,,112.164,190.032,228.383,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2022-03-01,27.595,44.748,96.182,87.355,55.251,29.078,72.343,168.525,255.880,,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Onions,2022-05-03,71.470,66.481,94.702,71.328,38.161,,137.952,232.654,303.982,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2021-08-27,14.048,12.532,13.270,14.140,7.617,,26.581,39.850,53.990,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2021-10-11,42.734,29.213,7.213,6.928,4.218,,71.948,79.161,86.088,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2021-11-22,94.016,48.997,18.950,14.920,10.495,,143.013,161.963,176.883,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2021-12-13,44.031,44.532,10.851,15.559,6.212,,88.563,99.414,114.973,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2022-01-18,11.325,14.242,34.858,23.843,21.052,,25.567,60.424,84.267,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2022-02-09,4.724,4.213,11.251,11.200,6.608,,8.937,20.188,31.388,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2022-03-01,8.871,7.489,14.599,15.973,13.663,8.924,16.360,30.959,46.932,,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Onions,2022-05-03,29.742,26.803,13.991,15.389,11.334,,56.545,70.536,85.924,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2021-08-27,12.104,12.495,12.224,9.822,9.858,,24.599,36.823,46.644,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2021-10-11,70.107,39.845,11.002,11.569,8.223,,109.951,120.954,132.523,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2021-11-22,117.586,43.672,18.492,16.691,9.297,,161.259,179.751,196.441,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2021-12-13,84.751,36.955,16.361,10.735,2.209,,121.705,138.066,148.801,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2022-01-18,11.730,28.239,34.257,26.795,19.683,,39.969,74.225,101.021,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2022-02-09,4.202,4.682,15.051,12.973,6.906,,8.884,23.935,36.908,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2022-03-01,6.107,5.653,8.634,14.635,13.554,7.137,11.760,20.394,35.029,,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Onions,2022-05-03,35.580,28.386,19.860,21.852,13.744,,63.965,83.825,105.677,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2021-08-27,20.106,15.296,17.384,11.872,15.724,,35.402,52.786,64.658,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2021-10-11,78.357,35.193,17.331,30.318,14.457,,113.549,130.880,161.199,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2021-11-22,156.641,55.137,36.146,28.678,17.850,,211.777,247.924,276.602,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2021-12-13,133.675,50.065,12.828,7.613,5.613,,183.740,196.568,204.180,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2022-01-18,32.100,43.555,50.442,28.699,17.171,,75.655,126.097,154.796,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2022-02-09,4.399,11.648,33.453,19.977,7.592,,16.047,49.500,69.477,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2022-03-01,7.536,10.089,32.808,35.846,18.611,17.160,17.625,50.433,86.279,,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Onions,2022-05-03,45.171,37.414,47.146,33.148,19.865,,82.585,129.731,162.879,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2021-08-27,20.050,17.077,29.824,24.982,19.832,,37.127,66.950,91.932,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2021-10-11,105.103,45.947,17.193,13.685,16.548,,151.050,168.243,181.927,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2021-11-22,238.488,85.903,44.794,45.065,26.875,,324.391,369.185,414.250,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2021-12-13,197.140,63.510,23.550,14.366,9.825,,260.650,284.200,298.566,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2022-01-18,57.009,84.008,59.743,66.289,39.098,,141.017,200.760,267.049,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2022-02-09,19.900,77.239,103.426,38.151,12.856,,97.138,200.564,238.716,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2022-03-01,9.194,21.768,72.316,49.924,42.262,24.482,30.962,103.278,153.201,,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Onions,2022-05-03,49.865,44.738,67.200,58.092,41.473,,94.603,161.803,219.895,,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Ryegrass,2022-06-08,48.354,43.091,17.683,16.509,18.386,,91.445,109.129,125.638,144.024,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Ryegrass,2022-07-18,9.154,49.561,55.325,14.249,27.214,,58.714,114.040,128.289,155.504,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Ryegrass,2022-08-15,1.749,3.276,34.245,25.228,20.224,,5.025,39.270,64.498,84.723,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Ryegrass,2022-09-20,4.038,4.939,14.153,30.639,29.153,,8.977,23.130,53.769,82.922,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Ryegrass,2022-10-18,2.969,3.043,7.166,16.586,28.729,,6.013,13.179,29.765,58.495,
+LincolnRot1_N1_Irr1,N1,Irr1,Lincoln,Rotation1,Ryegrass,2022-12-06,2.376,3.230,2.771,2.185,4.163,,5.605,8.377,10.562,14.725,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Ryegrass,2022-06-08,51.679,46.155,28.885,21.924,21.722,,97.834,126.719,148.643,170.365,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Ryegrass,2022-07-18,11.840,52.531,71.071,17.084,32.359,,64.371,135.442,152.526,184.885,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Ryegrass,2022-08-15,2.680,4.008,43.667,33.429,23.253,,6.688,50.355,83.784,107.037,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Ryegrass,2022-09-20,6.441,4.577,19.400,27.569,22.455,,11.018,30.419,57.987,80.442,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Ryegrass,2022-10-18,3.740,3.303,7.609,20.632,22.471,,7.043,14.652,35.284,57.755,
+LincolnRot1_N2_Irr1,N2,Irr1,Lincoln,Rotation1,Ryegrass,2022-12-06,4.769,3.720,3.586,6.756,12.136,,8.489,12.074,18.831,30.966,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Ryegrass,2022-06-08,60.004,49.184,48.682,35.176,26.443,,109.189,157.870,193.046,219.489,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Ryegrass,2022-07-18,23.497,62.241,105.177,19.443,69.501,,85.738,190.915,210.358,279.859,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Ryegrass,2022-08-15,2.298,3.315,37.416,45.791,37.895,,5.613,43.029,88.820,126.715,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Ryegrass,2022-09-20,7.464,5.129,20.920,52.617,47.718,,12.593,33.513,86.130,133.848,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Ryegrass,2022-10-18,5.779,3.790,6.229,37.219,44.526,,9.569,15.798,53.017,97.543,
+LincolnRot1_N3_Irr1,N3,Irr1,Lincoln,Rotation1,Ryegrass,2022-12-06,5.704,3.407,5.372,9.522,34.781,,9.112,14.484,24.006,58.787,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Ryegrass,2022-06-08,89.800,87.082,94.129,58.280,37.762,,176.881,271.011,329.290,367.052,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Ryegrass,2022-07-18,14.322,86.691,155.370,27.780,63.646,,101.014,256.384,284.164,347.810,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Ryegrass,2022-08-15,2.682,7.024,88.772,96.834,91.703,,9.706,98.478,195.312,287.015,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Ryegrass,2022-09-20,14.271,6.804,74.023,110.503,86.503,,21.076,95.099,205.602,292.105,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Ryegrass,2022-10-18,13.448,4.517,30.027,96.414,73.515,,17.965,47.992,144.406,217.922,
+LincolnRot1_N4_Irr1,N4,Irr1,Lincoln,Rotation1,Ryegrass,2022-12-06,28.985,9.016,34.527,72.826,69.235,,38.001,72.528,145.354,214.589,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Ryegrass,2022-06-08,52.068,43.321,24.211,18.182,15.744,,95.389,119.601,137.783,153.527,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Ryegrass,2022-07-18,12.081,44.700,50.295,10.772,18.338,,56.781,107.076,117.849,136.187,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Ryegrass,2022-08-15,2.695,2.598,25.096,34.108,33.258,,5.293,30.389,64.497,97.755,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Ryegrass,2022-09-20,4.357,4.358,15.974,40.895,35.716,,8.715,24.689,65.584,101.300,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Ryegrass,2022-10-18,2.552,2.862,5.119,11.271,24.162,,5.414,10.533,21.804,45.966,
+LincolnRot1_N1_Irr2,N1,Irr2,Lincoln,Rotation1,Ryegrass,2022-12-06,1.239,2.472,,0.208,5.561,,3.711,2.161,2.369,7.930,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Ryegrass,2022-06-08,55.736,39.181,28.960,23.687,17.711,,94.918,123.878,147.565,165.276,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Ryegrass,2022-07-18,10.876,38.134,64.144,16.145,27.003,,49.009,113.153,129.298,156.301,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Ryegrass,2022-08-15,2.423,3.067,36.882,41.723,34.806,,5.490,42.372,84.095,118.901,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Ryegrass,2022-09-20,5.372,4.719,14.099,33.300,28.658,,10.091,24.189,57.489,86.147,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Ryegrass,2022-10-18,3.096,2.955,5.960,23.824,29.378,,6.052,12.012,35.835,65.213,
+LincolnRot1_N2_Irr2,N2,Irr2,Lincoln,Rotation1,Ryegrass,2022-12-06,3.477,2.208,2.100,3.686,16.207,,5.685,7.785,11.471,27.678,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Ryegrass,2022-06-08,61.825,55.076,27.254,27.327,22.802,,116.901,144.155,171.481,194.283,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Ryegrass,2022-07-18,12.494,45.409,56.370,16.419,33.290,,57.903,114.272,130.692,163.982,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Ryegrass,2022-08-15,1.850,4.162,46.136,47.545,41.968,,6.011,52.148,99.692,141.660,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Ryegrass,2022-09-20,11.260,5.937,21.018,36.913,35.132,,17.197,38.215,75.128,110.260,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Ryegrass,2022-10-18,8.204,4.599,10.952,39.601,36.416,,12.803,23.755,63.356,99.772,
+LincolnRot1_N3_Irr2,N3,Irr2,Lincoln,Rotation1,Ryegrass,2022-12-06,3.110,0.826,2.305,7.787,32.107,,3.935,6.240,14.028,46.135,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Ryegrass,2022-06-08,71.081,75.758,95.370,63.684,44.059,,146.839,242.209,305.893,349.952,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Ryegrass,2022-07-18,13.067,72.163,123.134,28.369,71.779,,85.230,208.364,236.733,308.513,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Ryegrass,2022-08-15,2.497,3.491,69.417,70.023,65.609,,5.988,75.405,145.428,211.037,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Ryegrass,2022-09-20,17.886,7.313,52.444,77.782,69.511,,25.199,77.643,155.425,224.936,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Ryegrass,2022-10-18,6.342,3.832,10.719,38.135,58.662,,10.174,20.893,59.028,117.689,
+LincolnRot1_N4_Irr2,N4,Irr2,Lincoln,Rotation1,Ryegrass,2022-12-06,9.199,6.490,6.419,32.909,72.721,,15.689,22.108,55.017,127.737,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Pakchoi,2020-12-01,20.020,26.384,13.128,12.706,14.473,11.060,46.405,59.533,72.239,84.608,95.009
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Pakchoi,2020-12-21,40.271,33.104,13.225,8.704,,,73.375,86.600,95.304,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-11,23.793,26.070,16.762,15.011,,,49.864,66.626,81.637,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-20,8.076,5.381,6.585,9.139,12.956,10.691,13.457,20.042,29.181,37.899,47.368
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Pakchoi,2020-12-01,18.713,20.594,12.009,9.582,11.612,7.420,39.307,51.316,60.898,80.715,88.915
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Pakchoi,2020-12-21,40.914,34.375,13.559,8.691,,,75.289,88.848,97.539,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-11,21.003,23.441,18.695,9.656,,,44.444,63.139,72.794,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-20,4.634,4.238,8.511,9.451,12.754,8.763,8.873,17.383,26.835,51.177,59.808
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Pakchoi,2020-12-01,19.276,26.708,12.100,10.588,13.736,9.013,45.984,58.084,68.673,78.551,85.857
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Pakchoi,2020-12-21,41.554,35.656,13.955,11.296,,,77.210,91.165,102.462,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-11,31.972,32.437,24.637,16.136,,,64.409,89.045,105.181,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-20,12.449,7.140,13.827,9.056,12.014,9.752,19.589,33.416,42.472,53.191,60.378
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Pakchoi,2020-12-01,19.650,22.904,12.294,10.410,11.633,8.575,42.553,54.847,65.257,78.445,86.040
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Pakchoi,2020-12-21,37.451,26.553,10.874,10.551,,,64.004,74.879,85.430,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-11,36.540,26.453,19.925,10.683,,,62.992,82.918,93.601,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-20,13.213,5.559,8.204,7.439,9.258,7.392,18.772,26.977,34.415,136.935,148.263
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Pakchoi,2020-12-01,19.483,26.492,11.965,9.776,12.875,8.152,45.974,57.939,67.715,70.839,77.484
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Pakchoi,2020-12-21,37.783,34.952,9.850,9.599,,,72.736,82.586,92.185,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-11,38.699,30.969,18.048,13.001,,,69.668,87.716,100.717,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-20,22.236,6.725,9.253,8.326,10.357,8.608,28.961,38.214,46.539,36.020,43.491
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Pakchoi,2020-12-01,16.566,19.964,8.398,8.621,10.312,8.901,36.530,44.928,53.549,75.439,83.363
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Pakchoi,2020-12-21,38.818,36.781,11.782,9.625,,,75.599,87.381,97.007,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-11,44.950,36.063,18.329,14.531,,,81.013,99.342,113.873,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-20,10.645,6.948,8.232,6.520,7.850,7.329,17.593,25.825,32.346,39.547,45.627
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Pakchoi,2020-12-01,18.630,25.896,12.756,10.488,12.521,8.378,44.526,57.283,67.771,62.181,70.618
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Pakchoi,2020-12-21,39.827,37.735,14.283,9.902,,,77.561,91.844,101.746,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-11,72.289,36.382,23.825,23.793,,,108.671,132.496,156.289,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Pakchoi,2021-01-20,59.830,24.415,21.021,17.657,14.660,11.627,84.245,105.267,122.924,37.517,43.521
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Pakchoi,2020-12-01,18.000,22.030,12.767,10.294,11.842,7.450,40.031,52.797,63.092,73.876,80.652
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Pakchoi,2020-12-21,41.279,32.500,9.814,7.699,,,73.779,83.594,91.292,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-11,56.263,42.016,27.339,15.062,,,98.279,125.618,140.681,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Pakchoi,2021-01-20,48.494,23.393,16.425,10.726,21.522,13.264,71.887,88.313,99.039,118.371,130.586
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Oats_Forage,2021-02-24,26.959,12.267,14.988,14.451,11.628,8.653,39.226,54.215,68.666,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Oats_Forage,2021-04-06,27.322,23.671,8.685,12.203,,,50.993,59.678,71.881,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Oats_Forage,2021-05-03,2.989,6.969,7.286,11.630,,,9.958,17.244,28.874,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Oats_Forage,2021-06-10,6.171,3.682,4.631,7.085,10.939,,9.854,14.485,21.570,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-06,4.916,5.346,7.810,8.361,12.269,,10.263,18.073,26.434,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-26,3.247,3.658,1.908,3.585,3.701,6.938,6.905,8.813,12.398,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Oats_Forage,2021-02-24,37.492,15.590,16.154,13.525,8.721,8.603,53.082,69.236,82.761,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Oats_Forage,2021-04-06,22.785,23.469,14.701,10.514,,,46.254,60.956,71.469,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Oats_Forage,2021-05-03,2.665,4.058,6.835,6.140,,,6.723,13.558,19.697,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Oats_Forage,2021-06-10,3.845,5.052,7.018,8.041,9.372,,8.897,15.916,23.956,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-06,4.912,5.326,7.731,7.711,10.527,,10.238,17.969,25.681,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-26,3.248,2.877,1.667,3.323,5.350,7.248,6.125,7.792,11.116,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Oats_Forage,2021-02-24,39.884,17.183,20.680,13.754,12.851,7.373,57.067,77.747,91.501,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Oats_Forage,2021-04-06,27.123,32.444,18.162,18.824,,,59.567,77.729,96.552,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Oats_Forage,2021-05-03,3.282,5.914,10.758,14.067,,,9.197,19.955,34.022,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Oats_Forage,2021-06-10,4.763,4.467,5.744,11.579,12.588,,9.231,14.975,26.554,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-06,6.258,5.837,8.080,8.038,12.996,,12.095,20.175,28.214,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-26,3.460,3.193,2.935,2.729,5.160,6.427,6.652,9.588,12.317,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Oats_Forage,2021-02-24,59.666,13.479,17.483,12.556,8.801,8.732,73.145,90.628,103.184,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Oats_Forage,2021-04-06,21.826,30.639,17.498,15.272,,,52.466,69.963,85.235,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Oats_Forage,2021-05-03,3.067,7.270,10.699,10.545,,,10.337,21.036,31.581,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Oats_Forage,2021-06-10,4.828,5.757,8.925,9.134,11.091,,10.586,19.510,28.644,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-06,6.011,6.617,10.347,10.699,11.684,,12.628,22.975,33.674,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-26,3.717,3.813,3.948,1.804,4.220,8.293,7.530,11.478,13.283,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Oats_Forage,2021-02-24,58.982,15.490,18.284,13.753,13.119,8.294,74.472,92.756,106.509,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Oats_Forage,2021-04-06,43.265,34.091,15.133,15.496,,,77.357,92.490,107.986,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Oats_Forage,2021-05-03,5.480,8.559,9.445,10.681,,,14.040,23.484,34.166,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Oats_Forage,2021-06-10,5.187,5.749,8.696,7.777,9.102,,10.936,19.632,27.408,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-06,5.793,6.402,8.393,7.714,10.292,,12.195,20.589,28.303,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-26,4.451,4.756,3.355,2.954,5.628,4.773,9.207,12.563,15.517,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Oats_Forage,2021-02-24,52.322,16.690,20.880,11.549,9.905,12.149,69.012,89.892,101.441,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Oats_Forage,2021-04-06,24.510,34.755,14.542,10.791,,,59.265,73.807,84.598,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Oats_Forage,2021-05-03,3.108,2.792,5.841,7.235,,,5.900,11.741,18.976,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Oats_Forage,2021-06-10,4.787,4.456,5.872,33.185,9.340,,9.244,15.115,48.301,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-06,8.488,10.239,7.954,7.325,10.598,,18.727,26.681,34.006,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-26,4.113,3.996,4.411,3.865,5.222,6.868,8.109,12.520,16.386,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Oats_Forage,2021-02-24,96.900,27.589,30.092,16.942,13.882,12.608,124.489,154.581,171.524,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Oats_Forage,2021-04-06,60.508,51.921,19.836,13.065,,,112.428,132.264,145.329,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Oats_Forage,2021-05-03,27.818,30.642,18.387,10.706,,,58.459,76.846,87.552,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Oats_Forage,2021-06-10,8.428,18.772,23.880,20.030,14.068,,27.200,51.080,71.111,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-06,9.315,8.799,24.963,18.773,22.868,,18.114,43.077,61.850,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Oats_Forage,2021-07-26,7.505,7.112,9.649,10.730,10.599,7.794,14.617,24.266,34.996,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Oats_Forage,2021-02-24,79.318,24.659,18.301,10.102,16.820,9.261,103.977,122.278,132.381,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Oats_Forage,2021-04-06,48.854,45.652,18.760,11.577,,,94.506,113.266,124.844,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Oats_Forage,2021-05-03,8.553,18.622,16.750,10.565,,,27.175,43.925,54.490,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Oats_Forage,2021-06-10,7.992,10.230,15.296,11.328,10.707,,18.222,33.518,44.846,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-06,6.558,7.670,11.052,9.965,13.206,,14.227,25.279,35.244,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Oats_Forage,2021-07-26,7.386,4.759,5.283,3.626,4.989,8.912,12.145,17.428,21.055,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Potato,2021-12-13,6.593,26.459,9.562,3.569,4.049,,33.052,42.614,46.183,50.232,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Potato,2021-09-14,21.380,10.864,4.029,3.616,6.447,,32.243,36.272,39.888,46.336,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Potato,2021-10-26,41.997,25.387,10.355,3.487,4.267,8.205,67.384,77.739,81.225,85.492,93.697
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Potato,2021-11-23,83.522,61.650,16.312,7.759,6.262,,145.172,161.484,169.244,175.505,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Potato,2022-01-17,3.106,3.269,3.907,4.802,5.154,,6.375,10.282,15.084,20.238,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Potato,2022-02-08,3.879,3.388,3.963,4.642,5.451,,7.268,11.231,15.873,21.324,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Potato,2022-03-08,15.333,11.984,6.230,5.972,7.524,11.135,27.317,33.547,39.519,47.044,58.179
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Potato,2022-05-02,50.111,18.380,5.652,6.333,4.604,,68.491,74.142,80.476,85.080,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Potato,2021-12-13,8.848,22.075,10.714,4.850,5.902,,30.923,41.637,46.487,52.389,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Potato,2021-09-14,23.319,14.140,5.229,3.025,3.285,,37.458,42.687,45.712,48.997,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Potato,2021-10-26,41.968,26.482,12.598,5.302,6.569,6.899,68.450,81.048,86.350,92.919,99.819
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Potato,2021-11-23,75.080,51.058,25.035,14.495,12.745,,126.139,151.174,165.669,178.414,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Potato,2022-01-17,15.087,10.559,9.716,8.374,8.120,,25.646,35.361,43.736,51.856,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Potato,2022-02-08,3.913,3.960,4.175,5.412,6.373,,7.873,12.047,17.460,23.832,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Potato,2022-03-08,13.955,11.125,6.926,3.998,5.257,7.483,25.080,32.006,36.004,41.260,48.743
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Potato,2022-05-02,61.214,21.808,12.673,7.704,9.618,,83.022,95.696,103.400,113.018,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Potato,2021-12-13,5.043,23.590,6.686,3.911,5.005,,28.633,35.320,39.230,44.236,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Potato,2021-09-14,18.997,9.684,5.085,5.934,6.514,,28.681,33.765,39.699,46.213,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Potato,2021-10-26,39.199,31.084,13.143,5.471,6.862,7.477,70.283,83.426,88.897,95.758,103.235
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Potato,2021-11-23,71.916,63.854,24.496,9.425,7.801,,135.770,160.266,169.691,177.491,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Potato,2022-01-17,68.858,15.286,23.192,10.099,8.876,,84.144,107.336,117.435,126.311,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Potato,2022-02-08,4.824,4.943,4.720,6.894,10.264,,9.767,14.487,21.381,31.645,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Potato,2022-03-08,25.302,15.309,10.876,10.730,10.500,9.860,40.610,51.486,62.216,72.716,82.575
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Potato,2022-05-02,72.826,26.234,9.140,6.865,6.613,,99.060,108.200,115.065,121.677,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Potato,2021-12-13,10.597,29.088,19.567,16.370,14.251,,39.685,59.252,75.622,89.873,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Potato,2021-09-14,28.694,15.142,12.419,11.662,11.883,,43.835,56.255,67.917,79.799,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Potato,2021-10-26,46.806,31.959,17.199,10.440,9.866,12.627,78.765,95.964,106.404,116.270,128.897
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Potato,2021-11-23,84.134,56.923,39.603,21.958,15.001,,141.057,180.660,202.618,217.619,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Potato,2022-01-17,128.889,117.789,37.215,28.974,22.237,,246.677,283.893,312.866,335.103,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Potato,2022-02-08,36.675,18.325,24.555,14.504,13.230,,55.000,79.555,94.059,107.290,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Potato,2022-03-08,49.876,41.078,58.703,38.658,19.549,16.125,90.953,149.657,188.315,207.864,223.988
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Potato,2022-05-02,140.742,39.574,42.737,27.149,19.036,,180.316,223.054,250.203,269.239,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Potato,2021-12-13,11.752,18.506,8.673,5.669,5.770,,30.258,38.931,44.601,50.371,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Potato,2021-09-14,21.536,8.980,4.490,3.938,3.335,,30.517,35.007,38.944,42.280,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Potato,2021-10-26,37.649,27.688,9.107,4.266,5.492,7.031,65.337,74.443,78.709,84.201,91.233
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Potato,2021-11-23,76.629,47.190,23.890,8.750,10.708,,123.819,147.709,156.460,167.167,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Potato,2022-01-17,3.443,3.307,4.876,6.353,6.392,,6.750,11.627,17.980,24.372,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Potato,2022-02-08,4.087,3.987,4.407,4.819,5.107,,8.074,12.481,17.300,22.407,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Potato,2022-03-08,13.037,11.240,5.580,3.337,3.984,4.350,24.277,29.857,33.194,37.178,41.528
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Potato,2022-05-02,53.115,18.325,6.900,5.230,4.680,,71.440,78.340,83.570,88.250,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Potato,2021-12-13,10.526,28.008,8.214,6.083,7.337,,38.534,46.748,52.831,60.168,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Potato,2021-09-14,17.441,11.390,3.834,2.525,3.410,,28.832,32.666,35.191,38.601,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Potato,2021-10-26,37.266,27.998,9.785,5.746,7.746,8.575,65.265,75.050,80.796,88.542,97.118
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Potato,2021-11-23,81.147,50.219,32.716,9.883,9.738,,131.367,164.082,173.965,183.703,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Potato,2022-01-17,14.164,11.197,9.742,9.423,7.865,,25.361,35.104,44.527,52.392,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Potato,2022-02-08,4.192,3.883,4.019,4.483,8.403,,8.075,12.094,16.577,24.980,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Potato,2022-03-08,15.775,9.253,4.828,3.197,4.932,4.976,25.028,29.856,33.054,37.985,42.961
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Potato,2022-05-02,43.215,14.511,5.679,5.720,5.203,,57.726,63.405,69.125,74.328,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Potato,2021-12-13,9.173,20.659,6.577,4.814,3.605,,29.832,36.409,41.222,44.827,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Potato,2021-09-14,24.163,10.912,4.278,2.317,3.468,,35.075,39.353,41.670,45.137,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Potato,2021-10-26,38.603,29.885,9.949,3.707,3.899,4.496,68.488,78.438,82.145,86.043,90.540
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Potato,2021-11-23,81.350,54.387,22.708,22.754,7.609,,135.737,158.445,181.199,188.808,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Potato,2022-01-17,34.716,11.393,9.583,12.882,10.523,,46.109,55.692,68.574,79.097,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Potato,2022-02-08,5.265,5.115,5.067,8.972,7.743,,10.380,15.447,24.419,32.162,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Potato,2022-03-08,18.432,19.207,5.658,8.457,10.565,8.116,37.639,43.297,51.755,62.319,70.436
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Potato,2022-05-02,74.920,17.274,8.852,9.207,10.331,,92.194,101.046,110.253,120.585,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Potato,2021-12-13,15.964,29.131,9.014,7.701,6.002,,45.095,54.109,61.809,67.811,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Potato,2021-09-14,35.631,15.810,10.833,6.528,6.401,,51.441,62.274,68.801,75.202,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Potato,2021-10-26,43.172,31.039,14.306,6.409,7.561,8.356,74.211,88.517,94.926,102.487,110.843
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Potato,2021-11-23,75.987,67.302,26.085,10.409,8.657,,143.289,169.374,179.783,188.440,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Potato,2022-01-17,164.496,52.487,32.112,19.463,13.069,,216.983,249.095,268.558,281.627,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Potato,2022-02-08,25.163,16.135,22.813,15.879,19.154,,41.298,64.111,79.990,99.145,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Potato,2022-03-08,46.638,41.104,31.259,19.117,18.134,13.333,87.742,119.001,138.118,156.251,169.584
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Potato,2022-05-02,89.393,36.038,31.766,32.199,20.913,,125.431,157.196,189.396,210.309,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Ryegrass,2022-06-08,53.271,36.220,10.525,7.972,8.432,,89.490,100.015,107.987,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Ryegrass,2022-07-18,9.163,33.661,37.461,15.964,15.307,,42.824,80.285,96.249,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Ryegrass,2022-08-15,6.562,6.036,35.400,23.409,20.183,,12.598,47.998,71.407,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Ryegrass,2022-09-20,2.437,1.543,5.895,16.780,21.305,,3.980,9.874,26.654,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Ryegrass,2022-10-18,3.738,2.963,6.542,19.998,22.555,,6.702,13.243,33.241,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Ryegrass,2022-12-06,0.264,1.093,,,2.939,,,,,,
+LincolnRot2_N1_Irr1,N1,Irr1,Lincoln,Rotation2,Ryegrass,2023-01-10,2.122,1.023,,0.119,,4.264,,,,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Ryegrass,2022-06-08,73.860,36.624,9.820,9.004,10.219,,110.484,120.304,129.308,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Ryegrass,2022-07-18,13.503,37.449,35.584,22.057,22.566,,50.952,86.536,108.594,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Ryegrass,2022-08-15,4.943,5.606,29.558,23.546,25.576,,10.549,40.107,63.654,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Ryegrass,2022-09-20,5.564,1.737,6.954,13.662,13.168,,7.301,14.255,27.917,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Ryegrass,2022-10-18,4.794,2.863,5.990,18.646,20.452,,7.657,13.647,32.293,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Ryegrass,2022-12-06,1.793,1.568,,,10.821,,,,,,
+LincolnRot2_N2_Irr1,N2,Irr1,Lincoln,Rotation2,Ryegrass,2023-01-10,4.012,1.744,0.829,2.829,1.370,5.686,5.756,6.585,9.413,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Ryegrass,2022-06-08,78.161,53.230,14.728,11.810,12.043,,131.392,146.120,157.930,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Ryegrass,2022-07-18,11.165,32.915,35.910,25.626,28.555,,44.081,79.991,105.616,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Ryegrass,2022-08-15,5.662,5.556,24.104,13.765,13.413,,11.219,35.322,49.087,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Ryegrass,2022-09-20,3.980,1.652,13.518,23.020,18.030,,5.633,19.151,42.170,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Ryegrass,2022-10-18,5.064,3.027,7.993,29.823,26.595,,8.091,16.084,45.907,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Ryegrass,2022-12-06,0.739,0.087,,,7.722,,,,,,
+LincolnRot2_N3_Irr1,N3,Irr1,Lincoln,Rotation2,Ryegrass,2023-01-10,2.762,1.492,4.308,0.997,5.595,8.822,4.255,8.563,9.560,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Ryegrass,2022-06-08,162.765,136.390,60.845,37.231,29.480,,299.155,359.999,397.231,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Ryegrass,2022-07-18,26.248,84.491,133.067,77.644,44.552,,110.739,243.807,321.450,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Ryegrass,2022-08-15,6.819,20.539,92.145,60.895,57.253,,27.359,119.504,180.399,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Ryegrass,2022-09-20,25.420,3.537,47.790,69.432,58.988,,28.956,76.747,146.179,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Ryegrass,2022-10-18,12.927,4.414,20.305,52.277,50.676,,17.341,37.646,89.923,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Ryegrass,2022-12-06,15.132,4.114,22.230,44.126,40.864,,19.246,41.476,85.602,,
+LincolnRot2_N4_Irr1,N4,Irr1,Lincoln,Rotation2,Ryegrass,2023-01-10,17.976,5.666,17.381,34.475,31.033,25.142,23.642,41.023,75.498,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Ryegrass,2022-06-08,41.766,38.991,9.899,6.257,7.084,,80.757,90.657,96.913,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Ryegrass,2022-07-18,6.741,26.511,40.251,13.851,9.064,,33.252,73.503,87.354,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Ryegrass,2022-08-15,4.209,4.718,19.591,19.642,17.015,,8.926,28.517,48.159,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Ryegrass,2022-09-20,2.426,1.758,5.119,16.959,11.523,,4.184,9.303,26.262,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Ryegrass,2022-10-18,3.914,3.126,5.824,11.909,17.328,,7.040,12.864,24.773,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Ryegrass,2022-12-06,2.546,0.484,,,0.974,,,,,,
+LincolnRot2_N1_Irr2,N1,Irr2,Lincoln,Rotation2,Ryegrass,2023-01-10,3.258,1.548,0.515,1.345,1.536,5.160,4.806,5.320,6.666,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Ryegrass,2022-06-08,73.736,35.091,10.793,7.419,8.262,,108.827,119.620,127.039,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Ryegrass,2022-07-18,9.659,30.293,44.876,35.690,13.415,,39.952,84.828,120.518,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Ryegrass,2022-08-15,5.722,3.670,25.376,18.250,13.731,,9.392,34.768,53.018,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Ryegrass,2022-09-20,3.115,1.497,8.166,14.106,15.559,,4.612,12.778,26.884,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Ryegrass,2022-10-18,4.985,3.006,5.183,8.100,19.269,,7.991,13.173,21.273,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Ryegrass,2022-12-06,1.655,0.035,,,,,,,,,
+LincolnRot2_N2_Irr2,N2,Irr2,Lincoln,Rotation2,Ryegrass,2023-01-10,4.853,3.101,0.909,0.434,0.899,10.936,7.954,8.864,9.298,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Ryegrass,2022-06-08,94.328,53.085,13.023,16.342,14.048,,147.412,160.435,176.777,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Ryegrass,2022-07-18,13.272,31.921,48.561,32.863,24.364,,45.193,93.754,126.618,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Ryegrass,2022-08-15,4.202,4.381,30.740,28.561,22.476,,8.583,39.324,67.884,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Ryegrass,2022-09-20,30.751,2.791,16.131,31.461,24.801,,33.542,49.673,81.134,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Ryegrass,2022-10-18,5.464,3.238,5.596,13.187,27.460,,8.703,14.299,27.485,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Ryegrass,2022-12-06,4.017,1.659,0.266,1.849,5.751,,5.676,5.941,7.790,,
+LincolnRot2_N3_Irr2,N3,Irr2,Lincoln,Rotation2,Ryegrass,2023-01-10,6.154,3.947,1.731,3.839,9.286,14.998,10.101,11.832,15.672,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Ryegrass,2022-06-08,126.719,85.865,57.563,44.302,28.981,,212.584,270.147,314.450,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Ryegrass,2022-07-18,25.447,98.594,95.020,53.868,42.315,,124.042,219.061,272.929,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Ryegrass,2022-08-15,4.772,4.442,62.804,58.621,46.602,,9.215,72.019,130.639,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Ryegrass,2022-09-20,22.376,3.842,33.958,63.898,54.778,,26.218,60.175,124.073,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Ryegrass,2022-10-18,21.467,4.202,12.673,46.269,41.391,,25.669,38.341,84.611,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Ryegrass,2022-12-06,12.194,2.427,5.655,50.842,56.501,,14.621,20.277,71.119,,
+LincolnRot2_N4_Irr2,N4,Irr2,Lincoln,Rotation2,Ryegrass,2023-01-10,13.274,5.352,6.833,10.870,29.613,42.419,18.626,25.459,36.329,,
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Onions,2021-09-03,41.052,52.070,116.318,67.763,32.796,,93.122,209.440,277.204,310.000,
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Onions,2021-09-03,51.798,63.150,125.612,71.506,34.211,,114.947,240.559,312.066,346.276,
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Onions,2021-09-03,47.672,55.999,118.405,65.497,32.148,,103.671,222.075,287.572,319.720,
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Onions,2021-09-03,51.688,64.367,97.377,62.024,28.578,,116.055,213.433,275.457,304.034,
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Onions,2021-09-03,44.528,51.887,116.292,66.156,27.003,,96.415,212.707,278.863,305.866,
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Onions,2021-09-03,43.273,50.638,127.669,74.017,42.083,,93.910,221.579,295.596,337.679,
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Onions,2021-09-03,57.655,63.574,91.946,48.016,33.015,,121.229,213.175,261.191,294.206,
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Onions,2021-09-03,40.323,54.555,114.338,76.761,48.485,,94.879,209.217,285.978,334.462,
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Onions,2021-10-15,96.438,67.084,94.194,48.566,30.176,26.546,163.522,257.716,306.282,336.458,363.005
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Onions,2021-10-15,69.807,69.033,112.975,76.004,33.042,29.848,138.840,251.815,327.819,360.861,390.709
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Onions,2021-10-15,70.422,61.241,106.523,62.671,40.547,28.819,131.663,238.185,300.856,341.403,370.222
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Onions,2021-10-15,93.310,65.606,95.203,67.627,35.601,26.603,158.916,254.119,321.746,357.347,383.949
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Onions,2021-10-15,99.029,80.067,107.561,66.196,39.885,26.901,179.096,286.657,352.853,392.738,419.639
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Onions,2021-10-15,70.884,69.739,147.353,97.251,55.259,40.882,140.623,287.977,385.228,440.487,481.369
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Onions,2021-10-15,88.182,53.331,63.619,37.965,22.174,28.056,141.513,205.132,243.096,265.270,293.326
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Onions,2021-10-15,130.471,72.094,141.728,79.051,36.826,27.911,202.564,344.293,423.344,460.170,488.081
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Onions,2021-11-18,79.338,82.135,149.587,103.456,56.120,,161.473,311.061,414.516,470.636,
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Onions,2021-11-18,61.687,78.609,146.594,111.604,49.271,,140.296,286.890,398.494,447.765,
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Onions,2021-11-18,75.223,79.305,140.511,97.010,51.523,,154.528,295.039,392.048,443.571,
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Onions,2021-11-18,85.261,78.756,144.378,93.390,45.483,,164.017,308.394,401.784,447.268,
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Onions,2021-11-18,66.453,76.761,159.342,98.999,49.765,,143.214,302.556,401.555,451.320,
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Onions,2021-11-18,65.346,62.116,143.380,99.959,53.223,,127.462,270.841,370.800,424.023,
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Onions,2021-11-18,61.738,68.469,126.489,79.255,45.888,,130.207,256.697,335.952,381.840,
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Onions,2021-11-18,96.297,97.322,140.094,92.285,53.310,,193.619,333.713,425.999,479.309,
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Onions,2021-12-14,123.740,57.369,103.504,71.137,38.520,29.128,181.108,284.613,355.750,394.270,423.398
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Onions,2021-12-14,70.969,53.090,107.432,83.543,49.584,43.512,124.058,231.490,315.033,364.617,408.130
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Onions,2021-12-14,86.065,53.279,111.194,82.332,43.486,31.666,139.344,250.538,332.870,376.356,408.022
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Onions,2021-12-14,160.410,66.720,120.609,76.768,36.694,30.130,227.130,347.738,424.507,461.200,491.331
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Onions,2021-12-14,85.477,49.502,105.260,74.348,45.221,24.335,134.980,240.240,314.588,359.809,384.144
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Onions,2021-12-14,59.058,49.430,118.295,82.054,43.236,29.297,108.488,226.783,308.838,352.074,381.371
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Onions,2021-12-14,102.358,40.925,95.055,63.485,45.847,22.427,143.283,238.338,301.822,347.669,370.096
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Onions,2021-12-14,126.191,52.143,99.633,86.155,51.931,24.652,178.334,277.967,364.121,416.052,440.704
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Onions,2022-01-19,112.969,80.156,131.764,112.151,62.445,,193.124,324.889,437.040,499.484,
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Onions,2022-01-19,76.245,70.115,126.337,92.894,77.038,,146.360,272.697,365.591,442.629,
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Onions,2022-01-19,141.336,75.515,140.071,117.468,71.581,,216.851,356.923,474.390,545.972,
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Onions,2022-01-19,201.888,75.517,137.355,98.217,58.797,,277.405,414.760,512.978,571.774,
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Onions,2022-01-19,161.072,62.869,120.982,89.408,115.574,,223.941,344.923,434.331,549.905,
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Onions,2022-01-19,116.385,64.555,116.441,89.907,57.999,,180.940,297.381,387.288,445.286,
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Onions,2022-01-19,156.833,78.331,104.437,70.951,49.807,,235.164,339.601,410.552,460.359,
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Onions,2022-01-19,211.088,76.282,118.304,108.781,70.788,,287.371,405.675,514.456,585.244,
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Onions,2022-02-10,56.421,62.546,151.756,129.061,74.828,56.698,118.967,270.723,399.784,474.613,531.311
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Onions,2022-02-10,33.710,61.416,153.294,112.315,93.591,51.355,95.126,248.420,360.735,454.326,505.680
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Onions,2022-02-10,63.097,67.035,164.787,124.829,76.052,56.542,130.132,294.919,419.748,495.799,552.341
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Onions,2022-02-10,81.468,83.762,141.409,108.143,66.050,56.464,165.230,306.638,414.781,480.831,537.295
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Onions,2022-02-10,24.560,40.451,137.761,103.917,70.924,45.377,65.011,202.772,306.689,377.613,422.990
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Onions,2022-02-10,53.584,53.072,159.012,113.372,67.969,54.029,106.656,265.668,379.040,447.009,501.038
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Onions,2022-02-10,97.762,81.812,152.484,115.644,61.132,35.053,179.574,332.057,447.701,508.833,543.886
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Onions,2022-02-10,79.296,77.336,153.968,119.453,104.902,43.800,156.632,310.600,430.054,534.955,578.756
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Onions,2022-04-21,35.855,37.548,104.234,112.526,105.489,,73.403,177.637,290.163,395.652,
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Onions,2022-04-21,30.847,29.007,90.879,109.805,92.572,,59.854,150.734,260.539,353.111,
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Onions,2022-04-21,44.615,44.578,118.088,116.820,104.711,,89.192,207.280,324.100,428.810,
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Onions,2022-04-21,34.795,48.133,161.658,130.008,96.651,,82.928,244.586,374.594,471.245,
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Onions,2022-04-21,135.557,38.760,111.785,109.677,96.325,,174.317,286.101,395.778,492.103,
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Onions,2022-04-21,107.674,32.288,97.971,100.772,86.035,,139.962,237.933,338.705,424.739,
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Onions,2022-04-21,108.032,30.985,101.929,111.583,103.965,,139.017,240.945,352.528,456.493,
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Onions,2022-04-21,108.145,49.242,136.924,115.534,120.701,,157.387,294.311,409.845,530.545,
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Ryegrass,2022-06-07,54.431,47.782,76.597,92.122,89.071,95.463,102.213,178.810,270.932,360.003,
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Ryegrass,2022-07-25,13.300,35.194,90.826,106.830,127.283,,48.494,139.320,246.150,,
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Ryegrass,2022-09-05,4.291,2.948,24.323,98.646,97.606,,7.238,31.562,130.207,,
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Ryegrass,2022-10-12,2.710,3.574,10.269,49.361,68.147,88.208,6.285,16.553,65.915,134.062,
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Ryegrass,2022-12-05,8.945,6.367,10.612,13.419,28.651,67.578,15.312,25.924,39.343,67.994,
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Ryegrass,2023-02-01,14.268,20.332,42.677,27.287,25.117,,34.599,77.277,104.564,,
+HawkesBayRot3_N1_Irr1,N1,irr1,HawkesBay,Rotation3,Ryegrass,2023-03-06,11.864,14.015,36.295,32.781,24.707,45.239,25.879,62.174,94.955,119.662,
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Ryegrass,2022-06-07,54.767,57.479,128.153,150.822,118.260,102.553,112.245,240.398,391.220,509.481,
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Ryegrass,2022-07-25,24.510,42.098,80.168,115.038,126.191,,66.608,146.776,261.814,,
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Ryegrass,2022-09-05,4.281,5.233,56.660,120.404,100.110,,9.514,66.175,186.579,,
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Ryegrass,2022-10-12,3.957,3.725,15.767,67.167,73.885,72.966,7.682,23.449,90.616,164.501,
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Ryegrass,2022-12-05,9.344,5.999,13.953,10.408,27.887,61.975,15.343,29.296,39.704,67.591,
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Ryegrass,2023-02-01,14.842,22.325,37.740,17.118,20.614,,37.167,74.908,92.026,,
+HawkesBayRot3_N2_Irr1,N2,irr1,HawkesBay,Rotation3,Ryegrass,2023-03-06,7.707,8.815,39.113,25.339,16.515,57.192,16.522,55.635,80.974,97.489,
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Ryegrass,2022-06-07,60.590,72.320,118.392,108.778,85.533,99.430,132.910,251.302,360.080,445.613,
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Ryegrass,2022-07-25,22.595,51.584,146.984,155.306,137.554,,74.179,221.163,376.469,,
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Ryegrass,2022-09-05,4.117,3.094,50.335,96.920,91.129,,7.211,57.547,154.466,,
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Ryegrass,2022-10-12,5.257,1.537,9.432,82.278,88.942,83.196,6.794,16.226,98.504,187.446,
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Ryegrass,2022-12-05,12.222,6.357,14.981,8.685,25.813,78.455,18.579,33.560,42.245,68.058,
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Ryegrass,2023-02-01,11.315,22.094,43.995,22.908,26.706,,33.409,77.405,100.312,,
+HawkesBayRot3_N3_Irr1,N3,irr1,HawkesBay,Rotation3,Ryegrass,2023-03-06,8.856,11.915,51.666,25.294,24.403,48.348,20.771,72.437,97.731,122.134,
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Ryegrass,2022-06-07,62.930,71.755,176.157,151.725,121.739,112.066,134.685,310.842,462.567,584.307,
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Ryegrass,2022-07-25,17.627,55.223,155.321,168.427,162.765,,72.850,228.171,396.598,,
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Ryegrass,2022-09-05,4.798,3.503,51.961,157.288,136.511,,8.301,60.261,217.549,,
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Ryegrass,2022-10-12,3.650,2.414,26.002,86.202,79.700,72.564,6.064,32.066,118.268,197.967,
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Ryegrass,2022-12-05,7.940,5.657,9.803,8.988,24.273,71.109,13.597,23.400,32.388,56.661,
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Ryegrass,2023-02-01,11.563,18.270,40.929,30.099,29.640,,29.833,70.763,100.861,,
+HawkesBayRot3_N4_Irr1,N4,irr1,HawkesBay,Rotation3,Ryegrass,2023-03-06,9.439,12.931,41.890,32.550,30.469,80.293,22.370,64.260,96.810,127.279,
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Ryegrass,2022-06-07,61.339,74.372,85.111,88.759,83.128,78.026,135.711,220.822,309.581,392.709,
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Ryegrass,2022-07-25,22.397,35.941,99.175,93.509,110.686,,58.339,157.514,251.023,,
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Ryegrass,2022-09-05,4.816,3.506,28.683,80.608,100.398,,8.322,37.005,117.613,,
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Ryegrass,2022-10-12,2.351,4.280,10.452,12.483,27.285,58.086,6.631,17.083,29.566,56.851,
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Ryegrass,2022-12-05,7.345,7.994,11.233,10.013,28.642,,15.340,26.573,36.586,,
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Ryegrass,2023-02-01,15.841,25.183,47.535,24.808,9.898,,41.023,88.558,113.366,,
+HawkesBayRot3_N1_Irr2,N1,irr2,HawkesBay,Rotation3,Ryegrass,2023-03-06,9.984,10.019,33.412,21.931,18.894,28.300,20.004,53.415,75.347,94.241,
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Ryegrass,2022-06-07,54.282,58.176,101.749,93.118,93.040,75.561,112.458,214.207,307.324,400.364,
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Ryegrass,2022-07-25,17.124,43.107,104.727,89.633,85.656,,60.231,164.957,254.590,,
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Ryegrass,2022-09-05,5.445,7.589,55.644,129.547,113.089,,13.034,68.678,198.225,,
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Ryegrass,2022-10-12,7.925,4.476,13.914,38.169,76.983,69.538,12.401,26.316,64.484,141.467,
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Ryegrass,2022-12-05,14.689,9.610,21.167,14.200,35.719,48.984,24.300,45.466,59.666,95.386,
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Ryegrass,2023-02-01,11.671,21.427,38.850,22.482,11.178,,33.098,71.949,94.431,,
+HawkesBayRot3_N2_Irr2,N2,irr2,HawkesBay,Rotation3,Ryegrass,2023-03-06,8.924,11.372,36.639,28.413,16.552,38.245,20.296,56.935,85.348,101.900,
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Ryegrass,2022-06-07,53.601,59.528,140.903,126.280,123.596,99.266,113.129,254.032,380.312,503.907,
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Ryegrass,2022-07-25,17.953,43.154,122.477,101.241,149.965,,61.106,183.584,284.825,,
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Ryegrass,2022-09-05,4.924,5.625,50.185,98.490,81.780,,10.549,60.734,159.224,,
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Ryegrass,2022-10-12,2.779,4.163,5.262,40.050,66.551,33.796,6.942,12.205,52.254,118.805,
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Ryegrass,2022-12-05,6.312,5.224,10.834,10.586,13.553,45.328,11.536,22.370,32.955,46.508,
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Ryegrass,2023-02-01,14.014,19.920,39.604,22.561,16.444,,33.934,73.538,96.099,,
+HawkesBayRot3_N3_Irr2,N3,irr2,HawkesBay,Rotation3,Ryegrass,2023-03-06,9.274,11.704,35.130,16.035,15.701,32.909,20.978,56.108,72.143,87.844,
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Ryegrass,2022-06-07,57.253,66.821,160.060,152.734,146.416,112.410,124.073,284.134,436.867,583.283,
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Ryegrass,2022-07-25,18.993,43.599,126.838,133.296,106.717,,62.592,189.431,322.726,,
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Ryegrass,2022-09-05,4.653,4.437,43.277,105.198,138.278,,9.090,52.367,157.564,,
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Ryegrass,2022-10-12,4.137,3.406,7.638,44.800,44.756,61.924,7.544,15.182,59.981,104.737,
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Ryegrass,2022-12-05,9.927,6.048,10.412,14.705,53.078,47.388,15.975,26.386,41.091,94.169,
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Ryegrass,2023-02-01,12.795,21.342,49.558,23.046,17.556,,34.137,83.695,106.741,,
+HawkesBayRot3_N4_Irr2,N4,irr2,HawkesBay,Rotation3,Ryegrass,2023-03-06,8.480,13.387,39.644,27.317,33.660,34.094,21.867,61.511,88.828,122.488,
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Pak choi,2021-04-06,128.352,62.788,32.377,20.894,47.308,36.175,191.140,223.516,244.410,291.718,327.894
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Pak choi,2021-04-06,132.260,68.600,31.693,18.943,33.103,35.131,200.861,232.554,251.496,284.599,319.730
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Pak choi,2021-04-06,128.101,61.185,25.642,20.180,33.384,20.607,189.285,214.927,235.107,268.491,289.098
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Pak choi,2021-04-06,133.385,80.947,43.532,29.083,59.788,31.617,214.332,257.864,286.947,346.735,378.352
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Pak choi,2021-04-06,144.870,76.886,73.368,15.350,60.188,26.933,221.756,295.123,310.473,370.661,397.594
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Pak choi,2021-04-06,133.813,67.998,27.107,49.347,66.130,37.127,201.811,228.918,278.265,344.395,381.522
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Pak choi,2021-04-06,124.729,78.742,26.811,24.351,35.522,23.045,203.471,230.282,254.633,290.155,313.200
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Pak choi,2021-04-06,138.383,84.607,28.258,15.294,168.315,28.318,222.990,251.248,266.541,434.857,463.175
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Pak choi,2021-05-19,212.796,100.093,41.249,23.309,,,312.889,354.138,377.447,,
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Pak choi,2021-05-19,188.358,99.458,50.215,22.477,,,287.816,338.031,360.508,,
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Pak choi,2021-05-19,207.851,97.556,44.725,18.282,,,305.407,350.132,368.414,,
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Pak choi,2021-05-19,227.698,104.781,53.175,27.316,,,332.480,385.654,412.970,,
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Pak choi,2021-05-19,215.100,110.299,55.185,19.597,,,325.399,380.583,400.180,,
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Pak choi,2021-05-19,197.831,88.446,30.993,16.764,,,286.276,317.269,334.033,,
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Pak choi,2021-05-19,198.686,126.598,34.612,20.915,,,325.284,359.896,380.812,,
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Pak choi,2021-05-19,194.589,114.982,41.469,26.821,,,309.571,351.040,377.861,,
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Pak choi,2021-06-16,133.839,112.900,29.124,8.866,,,246.739,275.863,284.729,,
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Pak choi,2021-06-16,179.502,115.195,32.202,9.848,,,294.697,326.899,336.747,,
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Pak choi,2021-06-16,148.532,133.067,40.725,11.913,,,281.599,322.325,334.238,,
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Pak choi,2021-06-16,145.260,116.831,39.434,12.258,,,262.091,301.526,313.783,,
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Pak choi,2021-06-16,142.010,129.279,35.402,11.692,,,271.290,306.692,318.384,,
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Pak choi,2021-06-16,160.493,132.842,31.202,9.991,,,293.335,324.536,334.527,,
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Pak choi,2021-06-16,138.797,129.459,31.090,10.447,,,268.256,299.345,309.792,,
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Pak choi,2021-06-16,125.131,120.692,27.382,15.377,,,245.822,273.204,288.581,,
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Pak choi,2021-07-09,15.750,10.255,98.997,90.538,39.229,17.038,26.005,125.002,215.540,254.769,271.807
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Pak choi,2021-07-09,16.322,8.391,105.787,100.899,51.886,25.749,24.712,130.499,231.398,283.284,309.033
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Pak choi,2021-07-09,27.709,11.614,108.658,101.326,59.487,21.380,39.323,147.981,249.307,308.794,330.174
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Pak choi,2021-07-09,9.223,14.026,82.845,114.431,64.169,29.333,23.249,106.094,220.524,284.693,314.027
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Pak choi,2021-07-09,16.235,18.636,106.635,98.118,87.335,37.094,34.872,141.506,239.624,326.959,364.052
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Pak choi,2021-07-09,38.021,20.057,125.839,98.989,46.900,28.557,58.078,183.917,282.906,329.806,358.363
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Pak choi,2021-07-09,45.676,15.308,170.818,121.042,76.046,38.272,60.984,231.802,352.844,428.890,467.162
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Pak choi,2021-07-09,13.981,11.883,106.268,93.485,52.255,31.260,25.864,132.132,225.617,277.872,309.132
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Lettuce,2021-08-27,61.243,54.611,90.064,61.546,40.126,,115.854,205.918,267.464,,
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Lettuce,2021-08-27,73.983,72.284,96.151,35.801,26.167,,146.268,242.419,278.219,,
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Lettuce,2021-08-27,77.040,67.781,110.668,71.175,25.761,,144.821,255.488,326.664,,
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Lettuce,2021-08-27,101.509,92.430,118.314,62.680,32.171,,193.939,312.252,374.932,,
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Lettuce,2021-08-27,95.348,65.957,101.690,53.997,29.615,,161.305,262.995,316.991,,
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Lettuce,2021-08-27,80.324,76.202,93.438,58.435,32.338,,156.525,249.963,308.399,,
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Lettuce,2021-08-27,94.031,104.966,116.289,70.758,43.569,,198.997,315.286,386.045,,
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Lettuce,2021-08-27,82.342,71.848,67.058,45.959,33.030,,154.190,221.248,267.207,,
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Lettuce,2021-10-14,87.852,93.521,106.490,55.555,30.508,24.136,181.373,287.863,343.418,373.926,398.062
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Lettuce,2021-10-14,88.654,102.620,92.443,44.236,29.309,26.518,191.274,283.717,327.953,357.262,383.780
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Lettuce,2021-10-14,68.240,94.012,114.962,50.177,45.162,25.284,162.252,277.214,327.392,372.554,397.838
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Lettuce,2021-10-14,61.200,83.037,117.262,68.325,32.994,29.465,144.237,261.499,329.824,362.818,392.283
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Lettuce,2021-10-14,65.676,115.057,89.415,52.142,39.888,34.305,180.733,270.148,322.290,362.177,396.482
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Lettuce,2021-10-14,66.006,93.909,119.646,68.915,59.436,31.733,159.915,279.561,348.476,407.912,439.644
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Lettuce,2021-10-14,102.118,121.949,119.249,76.048,56.906,30.224,224.068,343.316,419.364,476.270,506.494
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Lettuce,2021-10-14,60.252,71.861,87.592,49.848,30.769,25.337,132.113,219.705,269.553,300.321,325.658
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-09,95.604,58.594,122.995,51.998,44.346,,154.198,277.193,329.191,,
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-09,48.782,72.598,107.090,50.857,27.804,,121.380,228.471,279.328,,
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-09,55.368,65.906,125.814,92.351,42.287,,121.274,247.087,339.438,,
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-09,40.244,46.089,105.165,56.785,31.801,,86.333,191.498,248.283,,
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-09,71.725,71.486,107.738,64.939,47.573,,143.211,250.949,315.888,,
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-09,38.616,44.797,115.528,80.349,41.338,,83.413,198.941,279.291,,
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-09,80.699,61.936,108.189,57.434,59.797,,142.635,250.825,308.259,,
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-09,32.985,48.268,97.230,58.974,37.826,,81.252,178.483,237.457,,
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-19,73.462,31.799,68.056,43.709,36.398,21.733,105.261,173.316,217.025,253.423,275.156
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-19,15.115,15.280,61.681,52.916,28.932,23.411,30.395,92.076,144.992,173.924,197.335
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-19,20.623,19.984,84.661,58.276,23.177,20.588,40.607,125.269,183.545,206.721,227.309
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Lettuce,2021-11-19,21.845,28.770,71.711,52.699,26.629,24.099,50.615,122.326,175.026,201.655,225.753
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-19,23.957,34.288,71.032,52.114,37.854,26.913,58.246,129.278,181.392,219.247,246.160
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-19,20.755,30.500,75.572,54.060,42.000,34.254,51.255,126.827,180.886,222.886,257.141
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-19,78.104,32.900,84.341,68.788,51.861,44.172,111.004,195.345,264.133,315.994,360.167
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Lettuce,2021-11-19,17.161,36.843,69.347,49.467,34.102,25.904,54.005,123.352,172.818,206.921,232.824
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Peas,2021-12-14,62.729,79.425,81.887,43.204,20.585,20.054,142.155,224.041,267.246,287.831,307.885
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Peas,2021-12-14,67.566,57.645,88.317,56.973,22.463,19.894,125.212,213.528,270.501,292.964,312.858
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Peas,2021-12-14,62.537,54.650,110.553,69.128,24.640,23.229,117.188,227.741,296.869,321.508,344.737
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Peas,2021-12-14,65.316,68.764,99.843,60.871,33.666,31.329,134.080,233.923,294.794,328.460,359.790
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Peas,2021-12-14,66.190,66.689,110.260,71.366,47.788,44.556,132.880,243.140,314.506,362.294,406.850
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Peas,2021-12-14,54.571,53.677,79.271,61.346,43.648,30.278,108.248,187.518,248.865,292.513,322.790
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Peas,2021-12-14,59.631,66.174,88.388,53.009,36.926,36.793,125.804,214.193,267.202,304.128,340.920
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Peas,2021-12-14,51.760,47.407,67.193,50.964,37.457,25.640,99.167,166.360,217.324,254.781,280.421
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Peas,2022-01-24,130.469,56.167,91.629,44.025,26.322,,186.637,278.266,322.291,,
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Peas,2022-01-24,115.559,45.573,84.877,63.480,37.295,,161.132,246.009,309.489,,
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Peas,2022-01-24,114.508,50.421,103.060,74.874,43.780,,164.929,267.989,342.863,,
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Peas,2022-01-24,122.806,56.790,106.862,77.485,38.737,,179.596,286.458,363.942,,
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Peas,2022-01-24,122.077,65.101,146.963,81.075,54.904,,187.178,334.141,415.216,,
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Peas,2022-01-24,116.413,59.524,88.700,71.089,61.717,,175.937,264.637,335.726,,
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Peas,2022-01-24,103.619,71.563,128.583,80.595,138.893,,175.183,303.766,384.361,,
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Peas,2022-01-24,105.924,47.485,80.069,47.784,33.753,,153.408,233.477,281.261,,
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Peas,2022-02-21,28.584,41.643,66.588,71.820,34.689,28.291,70.227,136.815,208.635,243.324,271.615
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Peas,2022-02-21,45.654,56.198,102.727,72.522,37.716,27.896,101.852,204.579,277.101,314.816,342.712
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Peas,2022-02-21,37.615,46.611,87.129,78.914,45.030,38.993,84.225,171.355,250.269,295.299,334.293
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Peas,2022-02-21,32.456,44.865,89.583,83.943,43.547,34.188,77.322,166.904,250.847,294.394,328.582
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Peas,2022-02-21,34.804,52.718,104.164,83.192,53.089,41.294,87.522,191.686,274.878,327.967,369.261
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Peas,2022-02-21,33.386,43.657,76.729,59.607,40.602,36.818,77.043,153.772,213.379,253.981,290.799
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Peas,2022-02-21,42.576,63.751,118.087,106.410,53.650,37.228,106.327,224.414,330.824,384.474,421.702
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Peas,2022-02-21,41.940,45.799,74.432,50.529,43.835,28.840,87.739,162.172,212.701,256.536,285.376
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Cauliflower,2022-05-23,70.724,51.464,89.523,74.992,61.993,45.191,122.188,211.711,286.703,348.695,393.887
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Cauliflower,2022-06-29,36.094,63.258,97.977,86.283,73.674,,99.352,197.329,283.613,357.287,
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Cauliflower,2022-07-27,189.158,92.690,127.567,101.693,95.940,77.246,281.848,409.414,511.107,607.047,684.293
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Cauliflower,2022-08-22,59.005,65.400,123.548,120.075,66.977,,124.404,247.953,368.028,435.005,
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Cauliflower,2022-09-19,561.757,152.241,67.782,91.965,65.117,57.153,713.998,781.779,873.745,938.861,996.014
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Cauliflower,2022-11-02,146.225,47.184,183.356,141.946,72.596,70.942,193.409,376.765,518.712,591.308,662.249
+HawkesBayRot4_N1_Irr1,N1,Irr1,HawkesBay,Rotation4,Cauliflower,2022-12-12,147.544,72.654,90.197,96.497,61.939,46.108,220.198,310.395,406.892,468.832,514.939
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Cauliflower,2022-05-23,63.864,51.291,89.870,91.362,72.146,42.213,115.155,205.025,296.388,368.534,410.748
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Cauliflower,2022-06-29,86.192,94.551,103.709,85.717,78.544,,180.743,284.452,370.170,448.714,
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Cauliflower,2022-07-27,79.975,74.620,122.482,89.299,83.100,74.092,154.595,277.077,366.375,449.475,523.567
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Cauliflower,2022-08-22,19.492,35.213,96.858,93.778,76.419,,54.705,151.563,245.342,321.761,
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Cauliflower,2022-09-19,141.960,59.992,48.451,74.566,56.087,58.005,201.953,250.404,324.970,381.057,439.062
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Cauliflower,2022-11-02,70.074,20.902,45.638,59.859,62.178,71.775,90.975,136.613,196.472,258.650,330.425
+HawkesBayRot4_N2_Irr1,N2,Irr1,HawkesBay,Rotation4,Cauliflower,2022-12-12,100.434,46.095,30.385,40.576,48.497,44.004,146.529,176.914,217.490,265.987,309.990
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Cauliflower,2022-05-23,61.266,53.832,89.848,76.579,78.138,51.366,115.098,204.946,281.525,359.664,411.029
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Cauliflower,2022-06-29,97.057,100.888,124.529,110.639,94.749,,197.945,322.474,433.112,527.861,
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Cauliflower,2022-07-27,61.799,83.504,117.783,78.855,74.937,48.890,145.304,263.086,341.941,416.879,465.769
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Cauliflower,2022-08-22,39.410,56.358,102.543,81.229,76.327,,95.768,198.311,279.540,355.867,
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Cauliflower,2022-09-19,73.611,22.674,42.555,65.602,79.716,53.166,96.286,138.841,204.443,284.158,337.324
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Cauliflower,2022-11-02,52.814,15.500,26.371,51.690,87.312,84.932,68.314,94.685,146.375,233.687,318.619
+HawkesBayRot4_N3_Irr1,N3,Irr1,HawkesBay,Rotation4,Cauliflower,2022-12-12,96.481,50.144,22.191,37.779,54.805,40.130,146.625,168.816,206.595,261.400,301.530
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Cauliflower,2022-05-23,64.089,56.106,98.051,94.642,82.945,58.206,120.195,218.246,312.888,395.833,454.040
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Cauliflower,2022-06-29,133.636,93.296,109.892,97.309,80.472,,226.932,336.824,434.133,514.605,
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Cauliflower,2022-07-27,125.696,92.980,153.828,100.066,89.197,71.047,218.676,372.504,472.570,561.767,632.815
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Cauliflower,2022-08-22,24.253,52.447,123.631,99.226,93.511,,76.699,200.330,299.556,393.067,
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Cauliflower,2022-09-19,51.540,28.111,40.956,72.042,63.207,59.515,79.651,120.607,192.649,255.856,315.370
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Cauliflower,2022-11-02,48.224,14.383,18.606,51.804,74.746,57.443,62.607,81.213,133.017,207.763,265.206
+HawkesBayRot4_N4_Irr1,N4,Irr1,HawkesBay,Rotation4,Cauliflower,2022-12-12,100.501,44.266,7.507,29.938,46.406,56.035,144.767,152.273,182.211,228.617,284.652
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Cauliflower,2022-05-23,60.042,52.140,77.990,62.418,68.801,49.473,112.182,190.172,252.590,321.391,370.865
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Cauliflower,2022-06-29,41.924,70.081,72.318,66.731,71.224,,112.005,184.323,251.054,322.277,
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Cauliflower,2022-07-27,53.087,70.834,106.038,91.364,120.367,88.196,123.921,229.960,321.324,441.691,529.887
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Cauliflower,2022-08-15,96.377,112.160,142.148,111.954,85.891,65.948,,,,,
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Cauliflower,2022-08-22,18.906,36.026,104.558,95.083,107.017,,54.932,159.490,254.572,361.590,
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Cauliflower,2022-09-19,66.859,26.751,55.909,92.852,122.198,62.906,93.610,149.519,242.372,364.570,427.475
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Cauliflower,2022-11-02,53.850,19.673,28.335,58.886,109.052,74.049,73.523,101.859,160.744,269.796,343.844
+HawkesBayRot4_N1_Irr2,N1,Irr2,HawkesBay,Rotation4,Cauliflower,2022-12-12,71.702,31.368,12.145,37.724,65.965,84.001,103.070,115.215,152.940,218.905,302.906
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Cauliflower,2022-05-23,64.593,56.639,78.478,70.641,72.466,53.840,121.231,199.709,270.350,342.817,396.657
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Cauliflower,2022-06-29,77.483,90.696,116.431,98.543,114.569,,168.180,284.611,383.154,497.723,
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Cauliflower,2022-07-27,168.190,97.454,104.935,68.133,93.173,81.522,265.645,370.580,438.713,531.885,613.407
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Cauliflower,2022-08-22,74.083,56.119,109.055,80.524,106.090,,130.202,239.258,319.781,425.872,
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Cauliflower,2022-09-19,127.299,23.579,66.964,38.743,98.378,137.073,150.878,217.842,256.585,354.963,492.036
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Cauliflower,2022-11-02,121.943,45.425,94.793,133.427,142.683,137.345,167.368,262.161,395.589,538.271,675.616
+HawkesBayRot4_N2_Irr2,N2,Irr2,HawkesBay,Rotation4,Cauliflower,2022-12-12,124.482,49.900,27.466,47.689,64.617,68.267,174.382,201.848,249.537,314.154,382.421
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Cauliflower,2022-05-23,59.933,56.571,86.109,82.833,84.966,70.446,116.504,202.613,285.445,370.412,440.858
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Cauliflower,2022-06-29,104.935,95.307,108.153,106.264,95.768,,200.241,308.394,414.658,510.426,
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Cauliflower,2022-07-27,106.384,62.176,101.829,81.885,85.490,67.380,168.560,270.389,352.274,437.764,505.144
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Cauliflower,2022-08-15,5.480,1.094,2.843,2.421,22.583,24.395,,,,,
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Cauliflower,2022-08-22,50.167,57.363,113.428,88.170,103.949,,107.530,220.958,309.128,413.077,
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Cauliflower,2022-09-19,112.412,25.552,58.211,62.008,75.781,70.361,137.964,196.174,258.182,333.963,404.324
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Cauliflower,2022-11-02,82.045,22.239,24.185,25.815,80.476,94.344,104.284,128.469,154.284,234.759,329.103
+HawkesBayRot4_N3_Irr2,N3,Irr2,HawkesBay,Rotation4,Cauliflower,2022-12-12,52.116,28.207,18.764,32.963,57.199,51.881,80.323,99.087,132.050,189.249,241.130
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Cauliflower,2022-05-23,76.249,73.542,112.547,90.624,86.110,61.480,149.791,262.337,352.961,439.071,500.551
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Cauliflower,2022-06-29,129.474,127.465,116.519,99.196,107.337,,256.939,373.457,472.653,579.990,
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Cauliflower,2022-07-27,173.527,102.128,124.603,100.630,120.890,144.528,275.654,400.257,500.887,621.778,766.305
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Cauliflower,2022-08-15,18.510,45.208,97.654,70.214,50.976,39.672,,,,,
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Cauliflower,2022-08-22,62.009,80.214,139.074,123.261,136.086,,142.223,281.297,404.558,540.644,
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Cauliflower,2022-09-19,212.939,193.435,116.995,100.675,135.362,142.600,406.374,523.369,624.043,759.405,902.005
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Cauliflower,2022-11-02,105.012,29.803,100.256,110.833,85.878,124.627,134.815,235.071,345.904,431.781,556.408
+HawkesBayRot4_N4_Irr2,N4,Irr2,HawkesBay,Rotation4,Cauliflower,2022-12-12,92.700,48.766,37.848,48.443,86.416,124.853,141.465,179.313,227.756,314.171,439.025
diff --git a/TestComponents/TestSets/WS2/Outputs/1-1Rye-A.csv b/TestComponents/TestSets/WS2/Outputs/1-1Rye-A.csv
index 8805fae..83de34e 100644
--- a/TestComponents/TestSets/WS2/Outputs/1-1Rye-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/1-1Rye-A.csv
@@ -1,417 +1,417 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 22/11/2019 12:00:00 am,0,0.35609083148338527,0,0.79964541065190786,0,168.00428418337214,133.02108917759529,0,0.90000000000000002,0,0,0.64513548361290041
-23/11/2019 12:00:00 am,50.31016433060195,0,-0.49684566353809795,0.80700999414004315,0,0,0,0,0.89233333333333331,0,0,0
-24/11/2019 12:00:00 am,50.665309544453031,0,-0.42861367456769778,0.78375888841878205,0,0,0,0,0.87905681818181813,0,0,0
-25/11/2019 12:00:00 am,51.084307454305787,0,-0.3924844797301229,0.81148238958288021,0,0,0,0,0.86673979511019283,0,0,0
-26/11/2019 12:00:00 am,51.541100398681259,0,-0.33812879978513277,0.79492174416060579,0,0,0,0,0.84755345626095668,0,0,0
-27/11/2019 12:00:00 am,52.025421885192586,0,-0.28844083411702703,0.77276232062834949,0,0,0,0,0.84824315532274286,0,0,0
-28/11/2019 12:00:00 am,52.557115890752485,0,-0.25686059804039885,0.78855460360029839,0,0,0,0,0.86907888928223986,0,0,0
-29/11/2019 12:00:00 am,53.120000689710523,0,-0.22098666533000033,0.78387146428804133,0,0,0,0,0.85744103387173143,0,0,0
-30/11/2019 12:00:00 am,53.721797140342431,0,-0.19185218493785916,0.79364863556976473,0,0,0,0,0.84943811812584513,0,0,0
-1/12/2019 12:00:00 am,54.344817471219351,0,-0.16068806344395492,0.78370839432087236,0,0,0,0,0.82413168814994109,0,0,0
-2/12/2019 12:00:00 am,55.046283759242087,0,-0.14420802202958516,0.84567431005232652,0,0,0,0,0.85785197741471686,0,0,0
-3/12/2019 12:00:00 am,55.768739575618781,0,-0.11580302979465174,0.83825884617134228,0,0,0,0,0.83332977025760935,0,0,0
-4/12/2019 12:00:00 am,56.564681553560817,0,-0.096477900230888203,0.89241987817291979,0,0,0,0,0.87901178440859229,0,0,0
-5/12/2019 12:00:00 am,57.398614438006682,0,-0.072547884523273432,0.90648076896913576,0,0,0,0,0.9023780720382768,0,0,0
-6/12/2019 12:00:00 am,58.259869736793803,0,-0.049784462341327718,0.91103976112844831,0,0,0,0,0.90447709133051413,0,0,0
-7/12/2019 12:00:00 am,59.111682564140153,0,-0.02842015963600808,0.88023298698235686,0,0,0,0,0.90981181306805858,0,0,0
-8/12/2019 12:00:00 am,59.956152477438501,0,-0.011058314663642044,0.85552822796199013,0,0,0,0,0.89052493308037683,0,0,0
-9/12/2019 12:00:00 am,60.808659079449548,0,0.0034582358313013373,0.84904836617974278,0,0,0,0,0.85604049428889151,0,0,0
-10/12/2019 12:00:00 am,61.659505757096305,0,0.01593098121161507,0.83491569643513841,0,0,0,0,0.84851073668480037,0,0,0
-11/12/2019 12:00:00 am,62.517470861532722,0,0.026869691587237732,0.83109541284918276,0,0,0,0,0.81227862218113489,0,0,0
-12/12/2019 12:00:00 am,63.394860260476143,0,0.037109161011745329,0.8402802379316735,0,0,0,0,0.79349432157076205,0,0,0
-13/12/2019 12:00:00 am,64.239138273464135,0,0.043625491400172578,0.80065252158782341,0,0,0,0,0.77007757719985392,0,0,0
-14/12/2019 12:00:00 am,65.102622068046927,0,0.05154337952545518,0.8119404150573325,0,0,0,0,0.78548041604659002,0,0,0
-15/12/2019 12:00:00 am,65.949912056337794,0,0.056461386461693408,0.79082860182918102,0,0,0,0,0.77482423212121498,0,0,0
-16/12/2019 12:00:00 am,66.848735482828332,0,0.065384460072405837,0.83343896641812842,0,0,0,0,0.80907730896235341,0,0,0
-17/12/2019 12:00:00 am,67.781669870732571,0,0.072986983872945999,0.85994740403128533,0,0,0,0,0.83082882397842861,0,0,0
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-19/12/2019 12:00:00 am,69.689941058123111,0,0.084501494281393086,0.88578541477292638,0,0,0,0,0.86101725987935473,0,0,0
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-31/12/2019 12:00:00 am,80.798695043207488,0,0.10183465453009077,0.90668436640430927,0,0,0,0,0.83269727441672448,0,0,0
-1/01/2020 12:00:00 am,81.775350618742479,0,0.098111958510537889,0.87854361702444528,0,0,0,0,0.81832366671988943,0,0,0
-2/01/2020 12:00:00 am,82.732320502378712,0,0.095505021232499487,0.86146486240373144,0,0,0,0,0.78177082267567932,0,0,0
-3/01/2020 12:00:00 am,83.634040958558657,0,0.089307392368191074,0.81241306381174294,0,0,0,0,0.74747379057728436,0,0,0
-4/01/2020 12:00:00 am,84.512902158629345,0,0.086314013096317588,0.7925471869743792,0,0,0,0,0.71503737163224157,0,0,0
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+9/01/2021 12:00:00 am,164.02839737607107,0.48930218488320421,0.0027954302718504742,0.53833238161917218,0,20.066902037891566,18.616754820309559,0,0.39040680108913567,0,0,0.99999965460971751
+10/01/2021 12:00:00 am,164.06813736216583,0.48191242778041499,0.002593472517411044,0.51905894135777531,0,20.548814465671981,19.063841545301152,0,0.37060853807862781,0,0,0.99999973280354226
diff --git a/TestComponents/TestSets/WS2/Outputs/1-2Rye-AB.csv b/TestComponents/TestSets/WS2/Outputs/1-2Rye-AB.csv
index 844a0e8..3e97ab1 100644
--- a/TestComponents/TestSets/WS2/Outputs/1-2Rye-AB.csv
+++ b/TestComponents/TestSets/WS2/Outputs/1-2Rye-AB.csv
@@ -1,466 +1,466 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 10/10/2020 12:00:00 am,0,0.15332553798285176,0,0.68017985461414809,0,28.875806108970302,26.789077933126748,0,0.90000000000000002,0,0,0.99999999864120381
-11/10/2020 12:00:00 am,50.685438571813037,0,-0.037667429823076762,0.72310600163611083,0,0.67095543631751309,0.6224684223648802,0,0.91322935352334511,0,0,0.0080913269151389293
-12/10/2020 12:00:00 am,51.348270433416005,0.027221197806300612,-0.034840570768744528,0.72489363017800679,0,0.6981766341238137,0.64772246329845995,0,0.92066738210822086,0,0,0.0097683665365448976
-13/10/2020 12:00:00 am,52.00676428596492,0.027605963592481686,-0.031818846570285372,0.71791866271169102,0,0.72578259771629539,0.67333346467820365,0,0.93583302910368393,0,0,0.011735497265759521
-14/10/2020 12:00:00 am,52.661198468882681,0.028038614269740303,-0.02907627387044287,0.71154907105794374,0,0.75382121198603569,0.69934585096360724,0,0.94910100892421312,0,0,0.014037175766191793
-15/10/2020 12:00:00 am,53.308344676975707,0.029211315244505931,-0.026476182759965383,0.70283370609749274,0,0.78303252723054162,0.72644619225489704,0,0.93573192588184673,0,0,0.01679409805279615
-16/10/2020 12:00:00 am,53.980176266315979,0.031710185050865869,-0.025257187778778833,0.72879896216992179,0,0.81474271228140749,0.75586482096419627,0,0.9235559196562072,0,0,0.020243623053537173
-17/10/2020 12:00:00 am,54.619458405063803,0.031760421557347152,-0.022083830513136421,0.69312639081830585,0,0.84650313383875464,0.78533005580743831,0,0.917677606421059,0,0,0.024222457153597172
-18/10/2020 12:00:00 am,55.225708423301469,0.032331080536422085,-0.01932901022715483,0.65791010900124147,0,0.87883421437517673,0.81532471060197054,0,0.89395818456217302,0,0,0.028862553505873991
-19/10/2020 12:00:00 am,55.802699116125432,0.033217098577169479,-0.017039709021274357,0.62724750042240607,0,0.9120513129523462,0.84614135478977426,0,0.86493444843901546,0,0,0.034304863672617633
-20/10/2020 12:00:00 am,56.395749968036618,0.035697545665990704,-0.016193273023537902,0.64494167060071406,0,0.94774885861833691,0.87925919500724614,0,0.85491656080637912,0,0,0.040981122187697464
-21/10/2020 12:00:00 am,56.999366035561835,0.037851600248373973,-0.015189211498056798,0.65665687927164629,0,0.98560045886671088,0.91437542570642116,0,0.84990102757676489,0,0,0.04907236886269091
-22/10/2020 12:00:00 am,57.622092077081646,0.040412855780471935,-0.014384788062502429,0.67752368536278329,0,1.0260133146471828,0.95186782120588254,0,0.84937247660456272,0,0,0.05894833217015244
-23/10/2020 12:00:00 am,58.205096170781601,0.04020607526215092,-0.012380261459680242,0.63559043042178276,0,1.0662193899093337,0.9891683793104169,0,0.8394953578540636,0,0,0.07012700031767588
-24/10/2020 12:00:00 am,58.789440700617313,0.043166439174668669,-0.011425622464989682,0.63893659147537318,0,1.1093858290840024,1.0292153687791037,0,0.81335142989134757,0,0,0.083717031709783826
-25/10/2020 12:00:00 am,59.360324025495487,0.045817936994899444,-0.010277955119289861,0.62697921699236481,0,1.1552037660789019,1.0717222439208562,0,0.77978284949809062,0,0,0.10002104665444533
-26/10/2020 12:00:00 am,59.962845585637375,0.050269688606656482,-0.009919871439544703,0.66271112018808465,0,1.2054734546855583,1.1183591620617972,0,0.77315200545581908,0,0,0.12020133274530485
-27/10/2020 12:00:00 am,60.539774944230864,0.050326159836979079,-0.0086629238041767143,0.63591844223464156,0,1.2557996145225374,1.1650484705043072,0,0.77823800138070098,0,0,0.14282897692753468
-28/10/2020 12:00:00 am,61.10437655272613,0.05242264403007324,-0.0077449627728582993,0.62476921529819807,0,1.3082222585526107,1.2136827593993946,0,0.76345872650217039,0,0,0.16893755600036023
-29/10/2020 12:00:00 am,61.671394448015384,0.056198852497378438,-0.0070908724734206618,0.63030762026005493,0,1.3644211110499891,1.2658203666967671,0,0.74264563722239418,0,0,0.19966657831313986
-30/10/2020 12:00:00 am,62.204678050740853,0.05774319313814047,-0.0060877777312364767,0.5971145735948471,0,1.4221643041881296,1.3193907118932842,0,0.71377745045486396,0,0,0.23393445729322762
-31/10/2020 12:00:00 am,62.696484489930079,0.05801668417612782,-0.0051403740313695767,0.55496349739672879,0,1.4801809883642574,1.3732147841269966,0,0.68993759488477335,0,0,0.27073608124839882
-1/11/2020 12:00:00 am,63.163583635887505,0.060540083937743239,-0.0044860786386329288,0.53212530853380413,0,1.5407210723020006,1.4293799010614263,0,0.65451248083597746,0,0,0.3111558967347765
-2/11/2020 12:00:00 am,63.614318256075364,0.062400576602889002,-0.0039658501149444358,0.51710104690569381,0,1.6031216489048896,1.4872710609957469,0,0.64008802551806265,0,0,0.35432515699120648
-3/11/2020 12:00:00 am,64.065372134579221,0.065796463093785507,-0.0036200546173516535,0.52047039621500113,0,1.6689181119986751,1.5483127015612708,0,0.63151527007069008,0,0,0.40070716703219394
-4/11/2020 12:00:00 am,64.541791003177707,0.070077945900543837,-0.0034409693442207234,0.54993778384326142,0,1.738996057899219,1.6133264209025955,0,0.65060801390174994,0,0,0.4501441248538286
-5/11/2020 12:00:00 am,64.997197583911301,0.070874252271670324,-0.0029584257027522876,0.52923925870801258,0,1.8098703101708893,1.6790789010374461,0,0.6465947425809776,0,0,0.49922917012832929
-6/11/2020 12:00:00 am,65.461774310795008,0.075245837937801818,-0.0026924435939610913,0.54251500841546607,0,1.8851161481086911,1.7488870514680239,0,0.64546890824442593,0,0,0.54939702044273464
-7/11/2020 12:00:00 am,65.925354288997383,0.079626292521429276,-0.0023789193516899343,0.54558519007549089,0,1.9647424406301204,1.8227591001939589,0,0.63333205530085801,0,0,0.59944906382130936
-8/11/2020 12:00:00 am,66.363133599775082,0.080725022449430694,-0.0019785933528885802,0.52048292658002171,0,2.0454674630795511,1.8976504784429429,0,0.62072297197609949,0,0,0.64636448975883753
-9/11/2020 12:00:00 am,66.795010655765978,0.085914776894901568,-0.0017066075970051386,0.51949844048279314,0,2.1313822399744526,1.9773565702887987,0,0.59723691920352373,0,0,0.69166034404738785
-10/11/2020 12:00:00 am,67.20574534925008,0.089904636542018412,-0.0014077971479282136,0.50204712717404487,0,2.2212868765164711,2.0607641920807103,0,0.56532911431706312,0,0,0.73381796087581508
-11/11/2020 12:00:00 am,67.604056900606793,0.093243737521229608,-0.0011626201340373954,0.49271790901199025,0,2.3145306140377007,2.1472696126326323,0,0.55310654863512299,0,0,0.77203727074890649
-12/11/2020 12:00:00 am,67.976595785969934,0.095342163492758036,-0.00091473087912663509,0.46879577973503317,0,2.4098727775304587,2.235721815091734,0,0.53011264373897682,0,0,0.80571765074579538
-13/11/2020 12:00:00 am,68.330301270806459,0.09862944052068201,-0.00071516337435617583,0.45305008873156477,0,2.5085022180511407,2.3272237374497884,0,0.50743473330945066,0,0,0.83538666716881982
-14/11/2020 12:00:00 am,68.67132430140903,0.10486656382903181,-0.00054997840150816657,0.44643957283310887,0,2.6133687818801725,2.424512053502113,0,0.47387982632595127,0,0,0.86188550532608266
-15/11/2020 12:00:00 am,69.01312196844367,0.11135725594015611,-0.00040875753372604517,0.4535636805085187,0,2.7247260378203286,2.5278220077434685,0,0.46505602393146928,0,0,0.88517485038919408
-16/11/2020 12:00:00 am,69.323819924306036,0.11274831069332691,-0.00025150675098051245,0.42369777330666714,0,2.8374743485136555,2.6324224912968481,0,0.43672934804130209,0,0,0.90451442320073749
-17/11/2020 12:00:00 am,69.608242273528518,0.11402183536048272,-0.00012676553676793656,0.3985709501197322,0,2.9514961838741383,2.7382044674613586,0,0.41316943774217008,0,0,0.92051197959383269
-18/11/2020 12:00:00 am,69.874764378434762,0.11792763374131177,-2.5649067130761871E-05,0.38447538771468964,0,3.06942381761545,2.8476099870455833,0,0.38658546407347871,0,0,0.93399909134114667
-19/11/2020 12:00:00 am,70.13944705871954,0.12580837250212573,6.7058250140528131E-05,0.39042399453675364,0,3.1952321901175758,2.9643267388786101,0,0.37056293206577579,0,0,0.94563487127680523
-20/11/2020 12:00:00 am,70.396452852461934,0.13106854347962349,0.00015573061053830717,0.38791860661148136,0,3.3263007335971992,3.0859235321458387,0,0.36058656031620828,0,0,0.95535898527661134
-21/11/2020 12:00:00 am,70.655810385890163,0.13801051957036137,0.0002475884925635663,0.39712046450602184,0,3.4643112531675606,3.2139606352628736,0,0.3641693348334894,0,0,0.96352370851672187
-22/11/2020 12:00:00 am,70.912016902015765,0.14531670050231904,0.00033686304707725157,0.40118635358084126,0,3.6096279536698797,3.3487759335804546,0,0.35704685987953799,0,0,0.97033389269766357
-23/11/2020 12:00:00 am,71.153822139039889,0.14920606674460002,0.00040816600665527503,0.39060313776207084,0,3.7588340204144797,3.4871995306579642,0,0.34517811345137744,0,0,0.97585527825708507
-24/11/2020 12:00:00 am,71.400498776439832,0.16104451698902622,0.00050611694811630858,0.40721503744084853,0,3.9198785374035059,3.6366060649739556,0,0.33781765905690303,0,0,0.98053514434151889
-25/11/2020 12:00:00 am,71.636637195880226,0.16760273878279319,0.00057859271120230815,0.40316256551197183,0,4.0874812761862991,3.7920968870868981,0,0.32606478044551201,0,0,0.98433323625017688
-26/11/2020 12:00:00 am,71.860663235118125,0.16980206803578479,0.00063530448247972604,0.39319280279119712,0,4.2572833442220839,3.9496281025497848,0,0.32953020954543077,0,0,0.98733727979072694
-27/11/2020 12:00:00 am,72.082741296008663,0.17494879947654596,0.00070820889433920176,0.39631865147275214,0,4.4322321436986298,4.1119341176891577,0,0.34158796267887337,0,0,0.9897600203595458
-28/11/2020 12:00:00 am,72.296980269541649,0.1824004607870533,0.000772419583568551,0.39586701473647418,0,4.6146326044856831,4.2811532951771474,0,0.33316344025336952,0,0,0.99173565995173685
-29/11/2020 12:00:00 am,72.506287297936424,0.19221676273650168,0.00084503126804980067,0.40067875986322088,0,4.8068493672221848,4.4594793934190182,0,0.32425181167229816,0,0,0.99335844958866648
-30/11/2020 12:00:00 am,72.706673675363206,0.20213620790706344,0.000907955365325952,0.40161462996851838,0,5.0089855751292482,4.6470081019265486,0,0.30915264952386173,0,0,0.99468272975975058
-1/12/2020 12:00:00 am,72.917544091695888,0.21463492341085644,0.0010229011371319929,0.42448243860640894,0,5.2236204985401047,4.8461322984502928,0,0.32849376397747232,0,0,0.99576819393150162
-2/12/2020 12:00:00 am,73.118558170799702,0.22618387135006923,0.0010890630182490701,0.42610888743562686,0,5.4498043698901739,5.0559708509723293,0,0.31242053253107155,0,0,0.99664633498436128
-3/12/2020 12:00:00 am,73.327224619471508,0.23486922734110838,0.0011932343684450952,0.4423424416444679,0,5.6846735972312823,5.2738671068063647,0,0.34061769937916192,0,0,0.99734458241668744
-4/12/2020 12:00:00 am,73.531798736414927,0.24037437434302777,0.0012577385970802268,0.44369075268937341,0,5.9250479715743101,5.4968706767535105,0,0.35477195677223627,0,0,0.99789249825300641
-5/12/2020 12:00:00 am,73.729607011503447,0.2489127051636153,0.0013206840875021886,0.44540029616464105,0,6.1739606767379254,5.7277955497080359,0,0.35599384432799053,0,0,0.99832824408715037
-6/12/2020 12:00:00 am,73.911208858088543,0.24898097962046872,0.0013250113174141376,0.42925781488815162,0,6.4229416563583941,5.9587837632231189,0,0.35946412866273486,0,0,0.99866440012064805
-7/12/2020 12:00:00 am,74.077929604502614,0.25595446437582314,0.0013477467099598517,0.4213274640799326,0,6.6788961207342172,6.1962415182592832,0,0.3474258661564017,0,0,0.99893229258127547
-8/12/2020 12:00:00 am,74.234980190002432,0.27139290818879758,0.0014112334933554793,0.42703226019526769,0,6.9502890289230148,6.4480220483172497,0,0.32822455551369911,0,0,0.99915193778476785
-9/12/2020 12:00:00 am,74.380482634197833,0.27814504089210867,0.0014377166520975759,0.4222097684354163,0,7.2284340698151235,6.7060667639886393,0,0.32463851654274928,0,0,0.99932558540647842
-10/12/2020 12:00:00 am,74.515646604908682,0.29590413522480308,0.0015037275444319542,0.42956437839121597,0,7.5243382050399266,6.9805872019413373,0,0.30329258716292279,0,0,0.99946770831722043
-11/12/2020 12:00:00 am,74.64341864446493,0.3130600575889968,0.0015780306667609878,0.43925406647848586,0,7.8373982626289234,7.2710237788061294,0,0.2918649574702793,0,0,0.99958257244340143
-12/12/2020 12:00:00 am,74.753556941760777,0.3180305553234799,0.0015694684161651207,0.42659938420316434,0,8.1554288179524033,7.5660716572800606,0,0.28167967680632339,0,0,0.99967160915436992
-13/12/2020 12:00:00 am,74.859681312019973,0.32548924890422271,0.0016166718477972353,0.429996947315614,0,8.480918066856626,7.868039222181439,0,0.29408301841653384,0,0,0.99974137174363331
-14/12/2020 12:00:00 am,74.952876260099558,0.3311871210730768,0.0016214915212751091,0.42276057763137659,0,8.8121051879297028,8.1752928989582205,0,0.29008000538586254,0,0,0.99979586333016635
-15/12/2020 12:00:00 am,75.05070150911861,0.34181684859597361,0.0017111974625527715,0.43793090015246056,0,9.1539220365256764,8.4924081393548754,0,0.31385705490959159,0,0,0.99983909965895246
-16/12/2020 12:00:00 am,75.14822052488735,0.35124243235049413,0.0017776460922586113,0.44698380202695986,0,9.5051644688761705,8.8182678178050402,0,0.32855984149313239,0,0,0.99987325020472351
-17/12/2020 12:00:00 am,75.23887915319844,0.35337286046342697,0.0017877526183718295,0.44224373615614188,0,9.8585373293395975,9.1461039676490401,0,0.33913374886705167,0,0,0.99989973556457745
-18/12/2020 12:00:00 am,75.328656944321295,0.3653154012769626,0.0018601247591277792,0.45323306764067733,0,10.22385273061656,9.4850196231305972,0,0.34786261817887931,0,0,0.99992088539997981
-19/12/2020 12:00:00 am,75.402570659487864,0.37953492100743702,0.0018795568167542243,0.45156907935724289,0,10.603387651623997,9.8371272158621039,0,0.32676435738269111,0,0,0.99993781685269512
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diff --git a/TestComponents/TestSets/WS2/Outputs/1-3Oni-A.csv b/TestComponents/TestSets/WS2/Outputs/1-3Oni-A.csv
index 7f6703a..899f570 100644
--- a/TestComponents/TestSets/WS2/Outputs/1-3Oni-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/1-3Oni-A.csv
@@ -1,956 +1,956 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 10/01/2021 12:00:00 am,0,0.47753166354273802,0,0.57400314305365852,0,20.548814465671974,19.063841545301148,0,0.59999999999999998,0,0,0.99999973280354226
-11/01/2021 12:00:00 am,50.52271757373871,0,-0.024812124547151804,0.54752969828586384,0,0,0,0,0.57912121212121226,0,0,0
-12/01/2021 12:00:00 am,51.036926462632053,0,-0.02260488513462822,0.53681377402796715,0,0,0,0,0.55753943985307641,0,0,0
-13/01/2021 12:00:00 am,51.572688851531929,0,-0.021786499500926614,0.55754888840079964,0,0,0,0,0.57707168291732769,0,0,0
-14/01/2021 12:00:00 am,52.115076486638579,0,-0.020352200761730582,0.56273983586837939,0,0,0,0,0.57181679544569175,0,0,0
-15/01/2021 12:00:00 am,52.643497459525165,0,-0.01829797447743528,0.54671894736402193,0,0,0,0,0.55176785709920673,0,0,0
-16/01/2021 12:00:00 am,53.178507684626403,0,-0.017096979526736097,0.5521072046279718,0,0,0,0,0.56025498913677518,0,0,0
-17/01/2021 12:00:00 am,53.711310277520376,0,-0.015697430638041826,0.54850002353201732,0,0,0,0,0.56757248223585444,0,0,0
-18/01/2021 12:00:00 am,54.243666550835265,0,-0.014451983192186296,0.54680825650707932,0,0,0,0,0.56246158948073688,0,0,0
-19/01/2021 12:00:00 am,54.7849126859766,0,-0.013518162486714419,0.55476429762804436,0,0,0,0,0.55721804281677056,0,0,0
-20/01/2021 12:00:00 am,55.310221433182043,0,-0.012064823348109488,0.53737357055355206,0,0,0,0,0.5371114924968472,0,0,0
-21/01/2021 12:00:00 am,55.916034451235575,0,-0.012714952574774258,0.61852797062830767,0,0,0,0,0.6300303905546254,0,0,0
-22/01/2021 12:00:00 am,56.541969615142577,0,-0.011888494482429179,0.63782365838943123,0,0,0,0,0.64813156058734234,0,0,0
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-26/01/2021 12:00:00 am,59.096179842997948,0,-0.0078431514261042556,0.64815572860541348,0,0,0,0,0.63788960790797056,0,0,0
-27/01/2021 12:00:00 am,59.717900921663173,0,-0.006772859630582384,0.62849393829580624,0,0,0,0,0.63271230092178288,0,0,0
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-30/01/2021 12:00:00 am,61.579188392046241,0,-0.0047314938910053006,0.636535258105146,0,0,0,0,0.60766846805677655,0,0,0
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-28/09/2021 12:00:00 am,34.854602677047112,1.0139803233169786,0.00024380219445407914,0.59223479861059314,0,42.935274783670089,29.740868251756694,0.65962863666352334,1,3.2870000000000061,0,0.6837240122787801
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diff --git a/TestComponents/TestSets/WS2/Outputs/1-4Gra-A.csv b/TestComponents/TestSets/WS2/Outputs/1-4Gra-A.csv
index 719c08d..394b941 100644
--- a/TestComponents/TestSets/WS2/Outputs/1-4Gra-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/1-4Gra-A.csv
@@ -1,825 +1,825 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 17/01/2022 12:00:00 am,0,0.045544651468787833,0,1.6447825690639479,0,105.45985692846412,73.051068767154575,0,0.90000000000000002,0,0,0
-18/01/2022 12:00:00 am,50.674486348599629,0,-0.92003203560855185,1.5945183842081805,0,0,0,0,0.8727272727272728,0,0,0
-19/01/2022 12:00:00 am,51.430631999536907,0,-0.81784647096320184,1.5739921219004827,0,0,0,0,0.84595316804407716,0,0,0
-20/01/2022 12:00:00 am,52.222520813147995,0,-0.69764107577417711,1.4895298893852666,0,0,0,0,0.80734132106185819,0,0,0
-21/01/2022 12:00:00 am,53.191584505187542,0,-0.70076364477103592,1.6698273368105867,0,0,0,0,0.88289999983000544,0,0,0
-22/01/2022 12:00:00 am,54.25052907873706,0,-0.62752893796741294,1.6864735115169311,0,0,0,0,0.88552248468889605,0,0,0
-23/01/2022 12:00:00 am,55.352859496053362,0,-0.54015420806291647,1.6424846253792196,0,0,0,0,0.86370834441479793,0,0,0
-24/01/2022 12:00:00 am,56.518242100755316,0,-0.47553907075756374,1.6409216754595146,0,0,0,0,0.86069413285270691,0,0,0
-25/01/2022 12:00:00 am,57.756786429841483,0,-0.42132580453614565,1.6598701336223132,0,0,0,0,0.85663655781557091,0,0,0
-26/01/2022 12:00:00 am,58.996963185383827,0,-0.35257631691094637,1.5927530724532912,0,0,0,0,0.81796939596285434,0,0,0
-27/01/2022 12:00:00 am,60.223161871676552,0,-0.29300816676827068,1.5192068530609935,0,0,0,0,0.79999551009822123,0,0,0
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+8/04/2024 12:00:00 am,100.57389497941959,0.33182526260910095,0.00098771221895166406,0.68670034579434713,0,164.98005035473054,130.62658549116219,0,0.39435463478746841,0,0,0.77488364922413355
+9/04/2024 12:00:00 am,100.94494798238182,0.32047607101918629,0.00099357745351236204,0.6905354965278967,0,165.30052642574972,130.88032947292757,0,0.40457779493573354,0,0,0.76294020739613877
+10/04/2024 12:00:00 am,101.32316762704501,0.30598076288040943,0.00098335626177159519,0.68321705128182608,0,165.60650718863013,131.12259647548402,0,0.41356174459343725,0,0,0.75120334656068444
+11/04/2024 12:00:00 am,101.73793524879275,0.29827968160560658,0.0010413128257793502,0.71200599052757174,0,165.90478687023574,131.35876597746775,0,0.44262440377081341,0,0,0.73942822998587099
+12/04/2024 12:00:00 am,102.17592878952085,0.2946060355368445,0.0010554158293252236,0.7315441604356171,0,166.19939290577258,131.59202678933272,0,0.44718948060726005,0,0,0.7274541835663888
+13/04/2024 12:00:00 am,102.62996751356687,0.28045752551321357,0.0010662255085274186,0.7334300240507079,0,166.4798504312858,131.8140852070282,0,0.46866828015003187,0,0,0.71571732273093447
+14/04/2024 12:00:00 am,103.09671044986375,0.26928454869434404,0.0010653768559922838,0.73496210813523277,0,166.74913497998014,132.02729717444993,0,0.48160351709854732,0,0,0.70411818255717418
+15/04/2024 12:00:00 am,103.62129623429021,0.27014718537446925,0.0011266247435415266,0.79360634505737737,0,167.01928216535461,132.24119215344672,0,0.5089285648310351,0,0,0.69213648498982017
+16/04/2024 12:00:00 am,104.15648525775815,0.25808342999940237,0.0010889410164642843,0.79218351245088081,0,167.27736559535401,132.44553538864506,0,0.5229902829307711,0,0,0.68034606611926307
+17/04/2024 12:00:00 am,104.7160766445798,0.25075447175100862,0.0010718052163423142,0.80927405335631686,0,167.52812006710502,132.64407575986598,0,0.53849164116904802,0,0,0.66854799610083382
+18/04/2024 12:00:00 am,105.2793163531973,0.2398721723643007,0.0010376623943080254,0.8020742185874904,0,167.76799223946932,132.83399983106685,0,0.54597895323746037,0,0,0.65692590248345772
+19/04/2024 12:00:00 am,105.8572034481612,0.23629194390281327,0.0010364411804499873,0.81314259768625941,0,168.00428418337214,133.02108917759529,0,0.54270302937864789,0,0,0.64513548361290052
diff --git a/TestComponents/TestSets/WS2/Outputs/2-1Bar-A.csv b/TestComponents/TestSets/WS2/Outputs/2-1Bar-A.csv
index 865876f..af558dd 100644
--- a/TestComponents/TestSets/WS2/Outputs/2-1Bar-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/2-1Bar-A.csv
@@ -1,534 +1,534 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 21/08/2020 12:00:00 am,0,0.19059878821704501,0,0.58212199793441544,0,241.76322355262045,196.5084271941748,0,0.90000000000000002,0,0,0.64513548361290063
-22/08/2020 12:00:00 am,50.112747952910162,0,-0.50029864808940405,0.6130466009995682,0,0,0,0,0.92213636363636375,0,0,0
-23/08/2020 12:00:00 am,50.268861499093475,0,-0.47436482646948042,0.63047837265279483,0,0,0,0,0.94370289944903574,0,0,0
-24/08/2020 12:00:00 am,49.987685349208569,0,-0.45266629878334097,0.65552123339058155,0,0,0,0.48403108449214433,1,1.6817853475895248,0,0
-25/08/2020 12:00:00 am,49.501942603767958,0,-0.40874648835382854,0.64693215202165077,0,0,0,0.72392840910843448,1,2.539999999999992,0,0
-26/08/2020 12:00:00 am,49.520897482789557,0,-0.37238893865713862,0.64510090144661136,0,0,0,0.25375708376787032,1,0.89000000000000057,0,0
-27/08/2020 12:00:00 am,49.733286531077653,0,-0.32914618958906505,0.62457475569117105,0,0,0,0.083039517814009187,1,0.28999999999999204,0,0
-28/08/2020 12:00:00 am,49.990832935694101,0,-0.29963397504853173,0.62338036146163334,0,0,0,0.066199981796658647,1,0.22999999999998977,0,0
-29/08/2020 12:00:00 am,50.012527118658326,0,-0.27605423960131281,0.63177148247318282,0,0,0,0.3340230599076443,1,1.1599999999999966,0,0
-30/08/2020 12:00:00 am,49.613862489251581,0,-0.25135774559160717,0.63538938321226035,0,0,0,0.7826962670274038,1,2.7399999999999949,0,0
-31/08/2020 12:00:00 am,49.747366493131814,0,-0.22362627533780977,0.62636905666268983,0,0,0,0.26923877744464608,1,0.93999999999999773,0,0
-1/09/2020 12:00:00 am,49.959349149744789,0,-0.20225120884448211,0.62996741860407857,0,0,0,0.21573355314662523,1,0.75,0,0
-2/09/2020 12:00:00 am,50.402294830786168,0,-0.19055754333819852,0.66542467777241632,0,0,0,0.031921453392831076,1,0.10999999999999943,0,0
-3/09/2020 12:00:00 am,50.787522555805729,0,-0.16990742343445309,0.67166173240288762,0,3.6751511606779617,2.7598798264963897,0.11652658394887323,1,0.39849999999999852,0,0.0083005066103613839
-4/09/2020 12:00:00 am,50.570838927926289,0.26310264151952811,-0.15138424971338793,0.68361279373943362,0,3.9382538021974898,2.9574585493518892,0.48580953038595459,1,1.6684999999999945,0,0.010326761702082167
-5/09/2020 12:00:00 am,50.747785404851321,0.28027273425106669,-0.13061336780510135,0.68045497640345487,0,4.2185265364485565,3.1679312704341447,0.092622397422250466,1,0.31700000000000728,0,0.012829338283743254
-6/09/2020 12:00:00 am,51.008800991853988,0.29204895313031543,-0.10925529075137952,0.66231983088435442,0,4.5105754895788719,3.3872474233907108,0,0.99396969696969706,0,0,0.015843412940602292
-7/09/2020 12:00:00 am,51.255790340944323,0.324200016391889,-0.096395580432258932,0.68995589395685664,0,4.8347755059707609,3.6307076365550359,0.022370948042375174,1,0.075805687974366265,0,0.019710737252043295
-8/09/2020 12:00:00 am,51.464563397091545,0.33595062793618435,-0.077528987548854289,0.66729196226583776,0,5.1707261339069452,3.8829920515908602,0.04503929063357618,1,0.15200000000000102,0,0.024337379947672506
-9/09/2020 12:00:00 am,51.713794824261655,0.3634467316778478,-0.063999510660330827,0.67667766950828978,0,5.534172865584793,4.1559248532388615,0,0.97831818181818164,0,0,0.030098961374657743
-10/09/2020 12:00:00 am,51.95537178645364,0.39301239630882101,-0.050922518809379369,0.6855118773101857,0,5.9271852618936141,4.4510601923620632,0,0.97620344284487093,0,0,0.037266852135440988
-11/09/2020 12:00:00 am,52.192628220158063,0.43474529998863698,-0.039146741371419935,0.71114847506447698,0,6.361930561882251,4.7775351400976609,0,0.97932134321135167,0,0,0.04639213573956813
-12/09/2020 12:00:00 am,52.406284113537069,0.45556407600711601,-0.025836797506592291,0.69505676689271179,0,6.817494637889367,5.1196440896562336,0,0.99546955373321933,0,0,0.057363531042935338
-13/09/2020 12:00:00 am,52.6035169975126,0.49408065415995317,-0.01466059333453984,0.70597413147001964,0,7.3115752920493202,5.4906773262392559,0,0.99303496567944349,0,0,0.070947430861045102
-14/09/2020 12:00:00 am,52.783400159673732,0.54239174318690786,-0.0038811108423715268,0.72615601619041603,0,7.8539670352362281,5.897990104580491,0,0.99021281810572825,0,0,0.087915717052555173
-15/09/2020 12:00:00 am,52.938839494348507,0.58999660150242672,0.006735142395597471,0.73870079378160036,0,8.4439636367386548,6.3410520759111071,0,0.99127302766356662,0,0,0.108814267713681
-16/09/2020 12:00:00 am,53.06039575946356,0.6269219713156069,0.016396583976661994,0.73208165245399515,0,9.0708856080542617,6.8118434055123949,0,0.98186840532867525,0,0,0.13373316163640958
-17/09/2020 12:00:00 am,53.143941472305983,0.65875714848544042,0.024653325728522191,0.71764953559933964,0,9.7296427565397021,7.3065415785066907,0,0.97047211030621561,0,0,0.16274862059093545
-18/09/2020 12:00:00 am,53.189335153906505,0.69851505294673366,0.032111810576955335,0.71179692397030037,0,10.428157809486436,7.8310962209818911,0,0.97185606480419529,0,0,0.19636339741972228
-19/09/2020 12:00:00 am,53.192550460456523,0.74177429270127959,0.038738701846426693,0.70625089740487346,0,11.169932102187715,8.3881366845535279,0,0.95866671151553484,0,0,0.2347699344779425
-20/09/2020 12:00:00 am,53.14212413235721,0.78429934276097946,0.043876931052386325,0.68999608360928311,0,11.954231444948695,8.9771116244635092,0,0.94733963717818348,0,0,0.27771180054873551
-21/09/2020 12:00:00 am,53.050281797351559,0.84621933351355594,0.050357486346487512,0.70401951216142455,0,12.800450778462251,9.6125858036873275,0,0.95247116127806253,0,0,0.32578950045323607
-22/09/2020 12:00:00 am,52.903383805772506,0.91148196700106077,0.055868332458124392,0.70871564296388234,0,13.711932745463312,10.297069402581643,0,0.94832782476671973,0,0,0.37841102245669134
-23/09/2020 12:00:00 am,52.705400059617432,1.0069419958195223,0.063796974679293683,0.7451612749851565,0,14.718874741282834,11.053239361098848,0,0.95675103645949866,0,0,0.43609260845173953
-24/09/2020 12:00:00 am,52.44548051955595,1.0481767141013734,0.06625904350746481,0.7219981305324249,0,15.767051455384207,11.840374812506514,0,0.95304610925912625,0,0,0.49414744712737707
-25/09/2020 12:00:00 am,52.129067151534237,1.1073383864967905,0.070063152225561254,0.72086186624951454,0,16.874389841880998,12.671938125247584,0,0.95831150165090917,0,0,0.55194224858740193
-26/09/2020 12:00:00 am,51.724978984074738,1.2144805451210452,0.075059891431290993,0.73533248623025449,0,18.088870387002043,13.583960572654506,0,0.94683294176311583,0,0,0.61006751457569652
-27/09/2020 12:00:00 am,51.24241714438795,1.3256925700380791,0.081168119831017016,0.76196261052027092,0,19.414562957040122,14.579498448573959,0,0.95252573002204932,0,0,0.66656399980763392
-28/09/2020 12:00:00 am,50.661245240995036,1.449110210842548,0.086400717206497113,0.78153759024313785,0,20.86367316788267,15.667717643491784,0,0.94889185323348668,0,0,0.71994015380773368
-29/09/2020 12:00:00 am,50.006188207750235,1.5300570124266741,0.089616839940345194,0.78538313924152126,0,22.393730180309344,16.816724391069137,0,0.96318738711235652,0,0,0.7673801721233342
-30/09/2020 12:00:00 am,49.26959036302074,1.5948576932905851,0.089994863348843879,0.76826498521224884,0,23.988587873599929,18.014393651844056,0,0.99332580242592405,0,0,0.80818973164042318
-1/10/2020 12:00:00 am,48.443293652128951,1.680437846823942,0.091304876230085874,0.76283625970206614,0,25.669025720423871,19.276329912521526,0,0.99797200421792809,0,0,0.8431030306174615
-2/10/2020 12:00:00 am,47.413104985310852,1.8212251451998718,0.095454946745842761,0.7833166774388669,0,27.490250865623743,20.643991355001589,0.087735145802939202,1,0.32139235637311003,0,0.8732879394872396
-3/10/2020 12:00:00 am,46.394323347253973,1.8691115084400955,0.093572521478692217,0.75675734890452295,0,29.359362374063839,22.047613388513934,0,0.98249999999999993,0,0,0.8976944808278059
-4/10/2020 12:00:00 am,45.271457230976921,1.9765515210582549,0.094905092458041906,0.75878031232316334,0,31.335913895122093,23.53191823218004,0,0.97667312139100437,0,0,0.91788475312994977
-5/10/2020 12:00:00 am,44.030383634035871,2.1019877428699338,0.09647534221823495,0.76443880371064998,0,33.437901637992027,25.110420262017438,0,0.95796618214848706,0,0,0.93451983125592597
-6/10/2020 12:00:00 am,42.68643687922404,2.1696519470592719,0.093073940766119634,0.73263125148132424,0,35.607553585051299,26.739735187421179,0,0.94103728993148927,0,0,0.94775303043037462
-7/10/2020 12:00:00 am,41.157899394859193,2.4082215674027907,0.099567474031307945,0.78011660900663515,0,38.01577515245409,28.548205596127413,0,0.94046165791628145,0,0,0.95896664956077404
-8/10/2020 12:00:00 am,39.485977160415054,2.5689115084894993,0.10178720738684,0.79520206665852033,0,40.584686660943589,30.477347211904309,0,0.94119116843360018,0,0,0.96797772125342307
-9/10/2020 12:00:00 am,37.782402779416074,2.546601726460338,0.095757890432428994,0.74726945502892872,0,43.131288387403927,32.3897351447267,0,0.94262011453969907,0,0,0.97472557069312016
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-11/10/2020 12:00:00 am,33.858738714826536,2.9401045893330817,0.10081585009579008,0.78850968330282656,0,48.785648210867102,36.635915213589222,0,0.93101112861375046,0,0,0.9846212275792543
-12/10/2020 12:00:00 am,31.702510278901265,3.0430824851846836,0.10025064867096134,0.78660340058845113,0,51.828730696051785,38.921138757884584,0,0.9345938945296598,0,0,0.98806190836753072
-13/10/2020 12:00:00 am,62.452017993834758,3.0817766281745449,0.098418023704785362,0.77562462613417726,32.957241693269076,54.91050732422633,41.235419932729648,0,0.94631782514020701,0,0,0.99068297205606659
-14/10/2020 12:00:00 am,60.196479186805483,3.1179884643687927,0.096646068899867821,0.76580358843964924,0,58.028495788595123,43.576894632908363,0,0.95655642073563829,0,0,0.99269337299625204
-15/10/2020 12:00:00 am,57.817445675628818,3.2277975506202949,0.094579788274185894,0.75418425116943866,0,61.256293339215418,46.000831215241504,0,0.94078809529245677,0,0,0.99427783265012104
-16/10/2020 12:00:00 am,55.221706282687741,3.4717800622777304,0.096989493072205946,0.77905117626444664,0,64.728073401493148,48.607988128522074,0,0.92554335841053936,0,0,0.99556943232604911
-17/10/2020 12:00:00 am,52.614928057245379,3.4356760018156507,0.091117855963615213,0.73777992040966922,0,68.163749403308799,51.188032451390043,0,0.91629745740008395,0,0,0.99653887896847826
-18/10/2020 12:00:00 am,49.949775856620562,3.4471273862762786,0.085328663546080818,0.69664652210538547,0,71.610876789585078,53.776676269510475,0,0.88848337628495178,0,0,0.99728408104640232
-19/10/2020 12:00:00 am,47.207858025479993,3.4818520918369558,0.080138808254627492,0.65979545244175242,0,75.092728881422033,56.391396842073917,0,0.85435134475738006,0,0,0.99786437824766117
-20/10/2020 12:00:00 am,44.294801344179298,3.6674900688146295,0.081072490830813138,0.67336089668312071,0,78.760218950236663,59.145523519391354,0,0.83857426635381804,0,0,0.99833532546726855
-21/10/2020 12:00:00 am,41.258238491234117,3.7979017960250872,0.081131952820529207,0.68020699025937781,0,82.55812074626175,61.997583772589344,0,0.82748496754629297,0,0,0.99870935573702624
-22/10/2020 12:00:00 am,38.090135137151009,3.9451626860797262,0.082070572447201506,0.69498875954941564,0,86.503283432341476,64.960230595407168,0,0.81941080249077636,0,0,0.99900635774731672
-23/10/2020 12:00:00 am,35.004379724050025,3.8073512472050481,0.075522551823796746,0.64607328228026972,0,90.310634679546524,67.81938697840846,0,0.8026222471894906,0,0,0.99922654316339987
-24/10/2020 12:00:00 am,31.768696814978441,3.9529215180012613,0.074387892132633304,0.64285071679704298,0,94.263556197547786,70.787860348968451,0,0.7688859107215974,0,0,0.99940303356142735
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diff --git a/TestComponents/TestSets/WS2/Outputs/2-2Oni-A.csv b/TestComponents/TestSets/WS2/Outputs/2-2Oni-A.csv
index ba204b1..daaaa99 100644
--- a/TestComponents/TestSets/WS2/Outputs/2-2Oni-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/2-2Oni-A.csv
@@ -1,576 +1,576 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 16/12/2020 12:00:00 am,0,0.15371607858045877,0,0.81192181714934586,0,189.4504731241403,142.26912473419415,0,0.90000000000000002,0,0,0
-17/12/2020 12:00:00 am,50.561473696584635,0,-0.2461162617002608,0.80758995828489266,0,0,0,0,0.91418181818181832,0,0,0
-18/12/2020 12:00:00 am,51.20477188471331,0,-0.18383718485002021,0.82713537297869721,0,0,0,0,0.92202820936639129,0,0,0
-19/12/2020 12:00:00 am,51.891462706627408,0,-0.11846013418526224,0.80515095609936393,0,0,0,0,0.88371578679355556,0,0,0
-20/12/2020 12:00:00 am,52.6355345070547,0,-0.064267808390237491,0.80833960881753264,0,0,0,0,0.88681686669714943,0,0,0
-21/12/2020 12:00:00 am,53.407508704641963,0,-0.014670417744175879,0.78664461533143859,0,0,0,0,0.85596047974564071,0,0,0
-22/12/2020 12:00:00 am,54.177708580669446,0,0.025731832677212019,0.74446804335027572,0,0,0,0,0.83590477692523235,0,0,0
-23/12/2020 12:00:00 am,54.990509151402847,0,0.061552945926863778,0.75124762480653517,0,0,0,0,0.83454538212557505,0,0,0
-24/12/2020 12:00:00 am,55.874834963976404,0,0.09909049729886199,0.78523531527469392,0,0,0,0,0.85397017970557965,0,0,0
-25/12/2020 12:00:00 am,56.725212857523886,0,0.12094564987890877,0.72943224366856929,0,0,0,0,0.81418553720435249,0,0,0
-26/12/2020 12:00:00 am,57.578705592528578,0,0.14224711290727399,0.71124562209742037,0,0,0,0,0.79065741668000888,0,0,0
-27/12/2020 12:00:00 am,58.462656173805506,0,0.16575329737006861,0.71819728390685911,0,0,0,0,0.75165720844682049,0,0,0
-28/12/2020 12:00:00 am,59.385974686032661,0,0.18999819304888454,0.73332031917827101,0,0,0,0,0.74874721287131352,0,0,0
-29/12/2020 12:00:00 am,60.341789111699377,0,0.21201340258042656,0.74380102308629459,0,0,0,0,0.77260722182720765,0,0,0
-30/12/2020 12:00:00 am,61.405689592464775,0,0.25143173322193135,0.81246874754346743,0,0,0,0,0.86095440880299245,0,0,0
-31/12/2020 12:00:00 am,62.45280680042346,0,0.26083011725701866,0.78628709070166247,0,0,0,0,0.84257217236134663,0,0,0
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-2/01/2021 12:00:00 am,64.519505315948194,0,0.27636279628593385,0.75268221690807813,0,0,0,0,0.7902824261238578,0,0,0
-3/01/2021 12:00:00 am,65.499072978199933,0,0.27023256932320727,0.70933509292853314,0,0,0,0,0.75540247815295125,0,0,0
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-5/01/2021 12:00:00 am,67.368799749230547,0,0.26005950140464051,0.64671986501111278,0,0,0,0,0.69526671663455131,0,0,0
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+25/06/2022 12:00:00 am,-318.80093152037949,9.0671054132959057,0.023276611947789405,0.51049083921364979,0,450.1681100822903,56.333886401359209,0,1,7.4300000000000068,0,0.99999998663381273
+26/06/2022 12:00:00 am,-327.0892061339149,8.8033088225452047,0.02235708315337348,0.49267712585642948,0,458.9714189048355,57.43552951658274,0,1,2.460000000000008,0,0.99999998919080679
+27/06/2022 12:00:00 am,-335.49684955716583,8.9272832818351162,0.022187662944030961,0.49745219564018373,0,467.89870218667062,58.552686754086139,0,1,1.3399999999999892,0,0.99999999127631545
+28/06/2022 12:00:00 am,-343.8442335816755,8.8607957846114118,0.021686148768029767,0.49172561133374054,0,476.75949797128203,59.661523768473259,0,1,4.3500000000000085,0,0.99999999294232733
+29/06/2022 12:00:00 am,-352.30158789144036,8.9753707066460038,0.021521549361064984,0.49649484752006129,0,485.73486867792803,60.784698650198791,0,1,3.9699999999999989,0,0.99999999430171727
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+1/07/2022 12:00:00 am,-368.94045854596334,8.5761306693883057,0.020164618777386067,0.47201249697430686,0,503.38806957496865,62.993814293180421,0,1,2.0900000000000034,0,0.99999999625295466
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diff --git a/TestComponents/TestSets/WS2/Outputs/2-3Cauli-A.csv b/TestComponents/TestSets/WS2/Outputs/2-3Cauli-A.csv
index 333ba9c..a86f4ac 100644
--- a/TestComponents/TestSets/WS2/Outputs/2-3Cauli-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/2-3Cauli-A.csv
@@ -1,490 +1,490 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 4/02/2022 12:00:00 am,0,0.072021089138246452,0,0.55064322591073134,0,165.19476895589312,118.51563665172992,0,0.59999999999999998,0,0,0
-5/02/2022 12:00:00 am,49.567568637464404,0,-1.0006687012980866,0.56823733876249027,0,0,0,0,0.59781818181818192,0,0,0
-6/02/2022 12:00:00 am,49.226413416359414,0,-0.87794383777425078,0.5367886166692597,0,0,0,0,0.56163625344352619,0,0,0
-7/02/2022 12:00:00 am,48.952990821269864,0,-0.79744271637277597,0.52402012128322628,0,0,0,0,0.53748772064446126,0,0,0
-8/02/2022 12:00:00 am,48.735876636230927,0,-0.73950257884607895,0.52238839380713897,0,0,0,0,0.53623090397431883,0,0,0
-9/02/2022 12:00:00 am,48.573088145149008,0,-0.67795548254552696,0.51516699146360767,0,0,0,0,0.51858933350567327,0,0,0
-10/02/2022 12:00:00 am,48.456963002435685,0,-0.64023919783768157,0.52411405512435649,0,0,0,0,0.51146406561701496,0,0,0
-11/02/2022 12:00:00 am,48.387007047403387,0,-0.60611422514344238,0.53615827011114547,0,0,0,0,0.51840756260419774,0,0,0
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+18/05/2023 12:00:00 am,92.303993587835564,0.41116583452651412,0.0016860496614299336,0.54946160547539402,0,161.32544764286433,127.70076256712261,1.0841523610498462,1,2.039999999999992,0,0.87147758808758347
+19/05/2023 12:00:00 am,92.46432963398631,0.41461300139323498,0.0017195444471838073,0.57322950309679876,0,161.74006064425757,128.02895875205044,0,0.99439393939393927,0,0,0.85914860160011342
+20/05/2023 12:00:00 am,90.861331937465835,0.40130881172194677,0.0016901037818115583,0.57072470319022106,0,162.14136945597951,128.34662370838916,1.7741036917705582,1,3.3912533805806504,0,0.84686575652913854
+21/05/2023 12:00:00 am,89.171081386081156,0.39821982329468142,0.001700582802328654,0.58534656777073124,0,162.5395892792742,128.6618435069212,1.8790778786630538,1,3.6599999999999966,0,0.83431529124249248
+22/05/2023 12:00:00 am,87.678756174559965,0.37169662318299856,0.0016167629506185222,0.55879552845797076,0,162.91128590245719,128.95606827379848,1.6810408797467893,1,3.3299999999999983,0,0.82225392497069349
+23/05/2023 12:00:00 am,84.76864414639148,0.35462870220163722,0.001568856734536439,0.54702144113192874,0,163.26591460465883,129.23678254647535,3.1040736238333171,1,6.3599999999999994,0,0.81041403749807084
+24/05/2023 12:00:00 am,83.137625890222196,0.34286476587197967,0.0015406360949725695,0.54361649058695527,0,163.60877937053081,129.50818481250951,1.8333106169792324,1,3.8299999999999983,0,0.79863874800854096
+25/05/2023 12:00:00 am,81.264536452173431,0.34050099478949392,0.001549923638862083,0.55731529397553448,0,163.94928036532031,129.77771598272975,2.0914536608736629,1,4.4699999999999989,0,0.78660506658663909
+26/05/2023 12:00:00 am,79.01856237358308,0.34074083002187194,0.0015717866561999472,0.57725122557395314,0,164.29002119534218,130.04743699988677,2.4840562607986363,1,5.4599999999999937,0,0.77420225383277708
+27/05/2023 12:00:00 am,77.980367982481823,0.31560651995920352,0.0014853045654490415,0.54653421411614378,0,164.60562771530138,130.29726239233921,1.2706073898236498,1,2.8299999999999983,0,0.76237159464345328
+28/05/2023 12:00:00 am,77.168803845511036,0.2894168075217749,0.0013937845118050518,0.51169008186971221,0,164.89504452282316,130.52635673275657,1.0352311958305367,1,2.3299999999999983,0,0.75121460013495667
+29/05/2023 12:00:00 am,75.854281082845574,0.27312302419588264,0.0013416065701505886,0.49457208490593491,0,165.16816754701904,130.74255336493118,1.5373134299456623,1,3.5199999999999818,0,0.74039905210852364
+30/05/2023 12:00:00 am,74.349123978674442,0.27268573806622953,0.0013528108420075569,0.50842362828668819,0,165.44085328508527,130.95840385349965,1.7422478052336074,1,4.0700000000000074,0,0.72930665558312024
+31/05/2023 12:00:00 am,72.80901873237022,0.25902205063201222,0.001309440870841172,0.49502995408717609,0,165.69987533571728,131.16343854499257,1.7774225906302237,1,4.2399999999999949,0,0.71848187927338802
+1/06/2023 12:00:00 am,71.862289261971526,0.25282324251199384,0.0012960342495773602,0.49640515253496204,0,165.95269857822927,131.36356643141843,1.1916074146712352,1,2.8799999999999955,0,0.70762941811375857
+2/06/2023 12:00:00 am,70.56197121832048,0.24280935756732447,0.0012660512591082806,0.48909832220086835,0,166.1955079357966,131.55576760347665,1.5478730595437038,1,3.8100000000000023,0,0.69692460948691348
+3/06/2023 12:00:00 am,70.276538562724369,0.22556553595450168,0.0012049637946347502,0.46493715974535693,0,166.4210734717511,131.73431904325955,0.52600924318160813,1,1.3000000000000114,0,0.68671812815821454
+4/06/2023 12:00:00 am,69.312302776097937,0.22205689707379861,0.0011998910396471274,0.46979655527058128,0,166.6431303688249,131.91009314154309,1.2131753358628561,1,3.0400000000000063,0,0.6764101357132265
+5/06/2023 12:00:00 am,68.762539540248909,0.21889286117561824,0.0011963783308317488,0.47558052959577302,0,166.86202323000052,132.08336267651757,0.8076472826000114,1,2.039999999999992,0,0.66598217558535122
+6/06/2023 12:00:00 am,68.176626377665215,0.21212655177873785,0.0011772342803055835,0.47290547204788924,0,167.07414978177925,132.25127618810964,0.8478693171331444,1,2.1599999999999966,0,0.65560958515727041
+7/06/2023 12:00:00 am,67.768040159019364,0.20866276659916139,0.0011721025769872995,0.47781699315122245,0,167.28281254837842,132.41644786315166,0.67891254777490651,1,1.7400000000000091,0,0.64513548361290041
diff --git a/TestComponents/TestSets/WS2/Outputs/2-4Pot-B.csv b/TestComponents/TestSets/WS2/Outputs/2-4Pot-B.csv
index 33bc3c5..f077bba 100644
--- a/TestComponents/TestSets/WS2/Outputs/2-4Pot-B.csv
+++ b/TestComponents/TestSets/WS2/Outputs/2-4Pot-B.csv
@@ -1,647 +1,647 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
-13/07/2022 12:00:00 am,0,8.885689559450384,0,0.64330283363022311,0,1118.3466499160531,116.5935869061417,0,0.94999999999999996,0,0,0.99999999999971578
-14/07/2022 12:00:00 am,89.790650099456059,0,39.185036391936634,0.62577578985993954,0,0,0,0.020162082340514986,1,0.039000000000001478,0,0
-15/07/2022 12:00:00 am,126.20594144852784,0,39.4227719143516,0.68385200096622789,0,0,0,3.691332566246031,1,5.0799999999999983,0,0
-16/07/2022 12:00:00 am,161.38632206536039,0,38.091186946721962,0.7223421144244303,0,0,0,3.6331484443138233,1,3.9099999999999966,0,0
-17/07/2022 12:00:00 am,189.06573314420584,0,33.962671781453764,0.70529630615844163,0,0,0,6.9885570087667377,1,6.4200000000000017,0,0
-18/07/2022 12:00:00 am,211.80306088298974,0,29.995552383098413,0.680539174054269,0,0,0,7.9387638183687947,1,6.5100000000000051,0,0
-19/07/2022 12:00:00 am,235.62023585621699,0,27.160741425119426,0.67197356766954408,0,0,0,4.0155400195617013,1,2.9599999999999937,0,0
-20/07/2022 12:00:00 am,260.19913424813871,0,26.047223181305498,0.70394374047565489,0,0,0,2.1722685298594442,1,1.4499999999999886,0,0
-21/07/2022 12:00:00 am,278.1428989767133,0,22.733319450075726,0.67131752840832892,0,0,0,5.4608722499094648,1,3.4099999999999966,0,0
-22/07/2022 12:00:00 am,293.79180934241293,0,21.992541401339906,0.71004322320800517,0,0,0,7.0536742588482992,1,4.1700000000000017,0,0
-23/07/2022 12:00:00 am,302.58845955682739,0,19.803503286593525,0.7005695084923993,0,0,0,11.70742258067143,1,6.7199999999999989,0,0
-24/07/2022 12:00:00 am,316.21309279637956,0,18.146546969260612,0.703268073378437,0,0,0,5.2251818030868504,1,2.8700000000000045,0,0
-25/07/2022 12:00:00 am,325.97665331897008,0,15.70458920018956,0.6654314963321234,0,0,0,6.6064601739311479,1,3.5200000000000102,0,0
-26/07/2022 12:00:00 am,336.72930303966598,0,14.262020239123956,0.65893009647202927,0,0,0,4.1683006149001178,1,2.1500000000000057,0,0
-27/07/2022 12:00:00 am,343.40936856662387,0,13.605796913901941,0.68650961628277862,0,0,0,7.6122410032268171,1,3.8499999999999943,0,0
-28/07/2022 12:00:00 am,352.53822769596621,0,12.536472373965012,0.69251317324737782,0,0,0,4.1001264178700474,1,2.019999999999996,0,0
-29/07/2022 12:00:00 am,356.21344944673217,0,11.645342090678355,0.70529630615844163,0,0,0,8.6754166460708753,1,4.230000000000004,0,0
-30/07/2022 12:00:00 am,364.64197538064866,0,10.600157818643538,0.70461981804819751,0,0,0,2.8762517027752463,1,1.3700000000000045,0,0
-31/07/2022 12:00:00 am,368.82420843020327,0,9.7359333494302973,0.71072299785547044,0,0,0,6.2644232977311862,1,2.9500000000000028,0,0
-1/08/2022 12:00:00 am,373.21677544198621,0,8.9000809494409623,0.71412803875299524,0,0,0,5.2216419764110462,1,2.4299999999999926,0,0
-2/08/2022 12:00:00 am,372.95946405787708,0,8.3460724561940651,0.73755546405543448,0,0,0,9.3409393043586366,1,4.3499999999999943,0,0
-3/08/2022 12:00:00 am,377.29856468194237,0,7.5165925715895128,0.73269317736139694,0,0,0,3.9101851248856092,1,1.8000000000000114,0,0
-4/08/2022 12:00:00 am,376.92884738417087,0,6.7599222478515912,0.72647140076574657,0,0,0,7.8561109463888794,1,3.6200000000000045,0,0
-5/08/2022 12:00:00 am,375.92490852461998,0,5.9730879231733525,0.70665051424112446,0,0,0,7.6836772969653335,1,3.5499999999999972,0,0
-6/08/2022 12:00:00 am,376.19206199125921,0,5.392326989408275,0.70124353431373154,0,0,0,5.8264170570828,1,2.6899999999999977,0,0
-7/08/2022 12:00:00 am,377.98289669622778,0,4.9559017877937208,0.70868490695255593,0,0,0,3.8737519897777064,1,1.7800000000000011,0,0
-8/08/2022 12:00:00 am,381.82745506783948,0,4.4995603156933726,0.70800636522105986,0,0,0,1.3630083093027512,1,0.61999999999999034,0,0
-9/08/2022 12:00:00 am,380.24492104316357,0,4.1371159806394644,0.71685947634257197,0,0,0,6.43650948165791,1,2.9399999999999977,0,0
-10/08/2022 12:00:00 am,378.63104202806727,0,3.679194513321363,0.70191797036005632,0,0,0,5.9949914987777309,1,2.75,0,0
-11/08/2022 12:00:00 am,374.26348991003408,0,3.4245094476792133,0.71959750027182157,0,0,0,8.511659065984265,1,3.9500000000000028,0,0
-12/08/2022 12:00:00 am,373.36864490332954,0,3.0264367406518886,0.7005695084923993,0,0,0,4.621851255848803,1,2.1500000000000057,0,0
-13/08/2022 12:00:00 am,371.18731034078911,0,2.8086507267977368,0.71617599962800438,0,0,0,5.7061612889661344,1,2.6700000000000017,0,0
-14/08/2022 12:00:00 am,367.45071764001079,0,2.5164864466040626,0.70732823433790482,0,0,0,6.9604073817203087,1,3.289999999999992,0,0
-15/08/2022 12:00:00 am,363.30574437844973,0,2.1708443990219735,0.67066189646435781,0,0,0,6.9864795570474065,1,3.3400000000000034,0,0
-16/08/2022 12:00:00 am,360.54565779348508,0,1.9853013310175243,0.67263001431445046,0,0,0,5.4180179302966422,1,2.6099999999999994,0,0
-17/08/2022 12:00:00 am,356.15112236195131,0,1.789579048829637,0.66477952723944422,0,0,0,6.8488940076028637,1,3.3400000000000034,0,0
-18/08/2022 12:00:00 am,354.26731060209801,0,1.6328365153168534,0.66477952723944422,0,0,0,4.1814278024096057,1,2.0499999999999972,0,0
-19/08/2022 12:00:00 am,352.89858215823529,0,1.4979762717068184,0.66869744387017405,0,0,0,3.5354021594397649,1,1.7399999999999949,0,0
-20/08/2022 12:00:00 am,348.92037253194053,0,1.4016004759007501,0.68717504201141377,0,0,0,6.0669851442068854,1,3.019999999999996,0,0
-21/08/2022 12:00:00 am,346.56400051613798,0,1.3075117676550008,0.70597320486867987,0,0,0,4.3698569883262088,1,2.1899999999999977,0,0
-22/08/2022 12:00:00 am,344.43293928539498,0,1.1996499206967428,0.71481028089422627,0,0,0,4.045521432333925,1,2.0400000000000063,0,0
-23/08/2022 12:00:00 am,343.82135268807247,0,1.1110892667497865,0.73200021754315281,0,0,0,2.4546760816154687,1,1.2400000000000091,0,0
-24/08/2022 12:00:00 am,343.05010293822198,0,1.0044810073030703,0.73269317736139694,0,0,0,2.5084239345149304,1,1.269999999999996,0,0
-25/08/2022 12:00:00 am,334.5110745410077,0,0.92268977066316893,0.74593795523755824,0,0,0,10.207656123114987,1,5.2999999999999972,0,0
-26/08/2022 12:00:00 am,331.22466964292403,0,0.8213407946739153,0.73616417299015424,0,0,0,4.8439098657477162,1,2.539999999999992,0,0
-27/08/2022 12:00:00 am,331.00195724869309,0,0.73934154148116704,0.73408033612890256,0,0,0,1.6961342718410315,1,0.89000000000000057,0,0
-28/08/2022 12:00:00 am,331.80599357312246,0,0.64732878857017795,0.71072299785547044,0,0,0,0.55401546199631946,1,0.28999999999999204,0,0
-29/08/2022 12:00:00 am,332.66017051425229,0,0.58533579218624254,0.70936385959427228,0,0,0,0.44052271065067211,1,0.22999999999998977,0,0
-30/08/2022 12:00:00 am,331.70091918349306,0,0.53719637105888296,0.71891237660741492,0,0,0,2.2153600784255048,1,1.1599999999999966,0,0
-31/08/2022 12:00:00 am,327.74243614181171,0,0.48887288004198126,0.72302929813808925,0,0,0,5.1703852198614202,1,2.7399999999999949,0,0
-1/09/2022 12:00:00 am,327.12114815698101,0,0.43636653142698378,0.7127647886161641,0,0,0,1.7704193048738384,1,0.93999999999999773,0,0
-2/09/2022 12:00:00 am,326.82439860716727,0,0.39767814964739046,0.71685947634257197,0,0,0,1.4112871758036769,1,0.75,0,0
-3/09/2022 12:00:00 am,327.75366784326593,0,0.37963916711811407,0.75720739194792197,0,0,0,0.20757732296740067,1,0.10999999999999943,0,0
-4/09/2022 12:00:00 am,325.69423766671838,0,0.34536872119741702,0.76430472997569965,0,0,0,3.169103627720701,1,1.6899999999999977,0,0
-5/09/2022 12:00:00 am,320.04451499062969,0,0.31658388987557373,0.77790421356556239,0,0,0,6.7442107795298076,1,3.6599999999999966,0,0
-6/09/2022 12:00:00 am,317.97209225169246,0,0.28384620683220874,0.77431083521772437,0,0,0,3.1305797809871323,1,1.710000000000008,0,0
-7/09/2022 12:00:00 am,317.98662232993911,0,0.24950510462855391,0.7536742903166791,0,0,0,0.9886493166985495,1,0.54000000000000625,0,0
-8/09/2022 12:00:00 am,315.35704527607061,0,0.23484180048677672,0.7851222241578022,0,0,0,3.6495410785130811,1,2.0100000000000051,0,0
-9/09/2022 12:00:00 am,313.72074973883934,0,0.20540244586209155,0.75933223292319452,0,0,0,2.6010302160165808,1,1.4400000000000119,0,0
-10/09/2022 12:00:00 am,314.67961409108028,0,0.1888518317659873,0.77001252047495039,0,0,0,0,0.98712121212121196,0,0,0
-11/09/2022 12:00:00 am,315.37922526929145,0,0.17354060860532172,0.7800652396977974,0,0,0,0.25399467009198812,1,0.13987878787878572,0,0
-12/09/2022 12:00:00 am,313.62507455429352,0,0.16324875569586084,0.8092379199009565,0,0,0,2.7266373905947359,1,1.5099999999999909,0,0
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diff --git a/TestComponents/TestSets/WS2/Outputs/3-1Must-A.csv b/TestComponents/TestSets/WS2/Outputs/3-1Must-A.csv
index b6149c6..66c922f 100644
--- a/TestComponents/TestSets/WS2/Outputs/3-1Must-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/3-1Must-A.csv
@@ -1,644 +1,644 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/02/2020 12:00:00 am,0,0.06270753433797438,0,1.1684816541078227,0,101.78431231701632,83.934586863831385,0,0.59999999999999998,0,0,0
-16/02/2020 12:00:00 am,50.72271119362491,0,-0.42545850098520521,1.148169694610119,0,0,0,0,0.59227272727272717,0,0,0
-17/02/2020 12:00:00 am,51.511443711080155,0,-0.41531057137702676,1.204043088832274,0,0,0,0,0.62680268595041322,0,0,0
-18/02/2020 12:00:00 am,52.321169265164599,0,-0.38158843608500403,1.1913139901694472,0,0,0,0,0.61126137694089655,0,0,0
-19/02/2020 12:00:00 am,53.145830541599452,0,-0.34904403180551324,1.1737053082403615,0,0,0,0,0.60009995920215964,0,0,0
-20/02/2020 12:00:00 am,54.031227621362682,0,-0.33668608177736692,1.2220831615405983,0,0,0,0,0.62551871901561695,0,0,0
-21/02/2020 12:00:00 am,54.950151910728394,0,-0.31352199062366215,1.2324462799893747,0,0,0,0,0.63562197928943132,0,0,0
-22/02/2020 12:00:00 am,55.864607266590291,0,-0.28051008867924487,1.1949654445411424,0,0,0,0,0.62384458861033076,0,0,0
-23/02/2020 12:00:00 am,56.815710351753424,0,-0.26265858865302683,1.2137616738161614,0,0,0,0,0.6360858164151294,0,0,0
-24/02/2020 12:00:00 am,57.7421765089369,0,-0.23074304080515695,1.1572091979886339,0,0,0,0,0.62384365872579051,0,0,0
-25/02/2020 12:00:00 am,58.630045232168825,0,-0.20048039490091174,1.0883491181328431,0,0,0,0,0.60504800121281976,0,0,0
-26/02/2020 12:00:00 am,59.532481615471227,0,-0.18522458134270803,1.0876609646451099,0,0,0,0,0.59843444235033416,0,0,0
-27/02/2020 12:00:00 am,60.442936331390399,0,-0.16980243737189271,1.0802571532910632,0,0,0,0,0.5871919588018224,0,0,0
-28/02/2020 12:00:00 am,61.375100983851588,0,-0.15780179783139481,1.0899664502925852,0,0,0,0,0.60895820097408981,0,0,0
-29/02/2020 12:00:00 am,62.362466163142741,0,-0.15112234289570692,1.1384875221868536,0,0,0,0,0.63824523488932638,0,0,0
-1/03/2020 12:00:00 am,63.393283001665942,0,-0.14185841071987415,1.172675249243077,0,0,0,0,0.63875759041155722,0,0,0
-2/03/2020 12:00:00 am,64.468007682430454,0,-0.13225090843588738,1.2069755892004033,0,0,0,0,0.65706872366909996,0,0,0
-3/03/2020 12:00:00 am,65.561176387053635,0,-0.11969745647813035,1.2128661611013187,0,0,0,0,0.70154472987608507,0,0,0
-4/03/2020 12:00:00 am,66.659907589395814,0,-0.10666429592332083,1.2053954982655031,0,0,0,0,0.70142876455265379,0,0,0
-5/03/2020 12:00:00 am,67.795938398235876,0,-0.097242703984439238,1.2332735128245016,0,0,0,0,0.69551208662041564,0,0,0
-6/03/2020 12:00:00 am,68.905249264109059,0,-0.083322491381922603,1.192633357255108,0,0,0,0,0.70252212931276026,0,0,0
-7/03/2020 12:00:00 am,70.017071319926899,0,-0.073003003422725143,1.184825059240562,0,0,0,0,0.67772501851455391,0,0,0
-8/03/2020 12:00:00 am,71.177617317712674,0,-0.065961308003455343,1.2265073057892233,0,0,0,0,0.69024979780208895,0,0,0
-9/03/2020 12:00:00 am,72.30107649888231,0,-0.054745088682723875,1.1782042698523527,0,0,0,0,0.67576829465990429,0,0,0
-10/03/2020 12:00:00 am,73.526585063123264,0,-0.050387843392634579,1.2758964076335837,0,0,0,0,0.74554229492551227,0,0,0
-11/03/2020 12:00:00 am,74.787938397147272,0,-0.042586719847498955,1.3039400538714947,0,0,0,0,0.75176623850071955,0,0,0
-12/03/2020 12:00:00 am,76.002089531565517,0,-0.032892574144445241,1.2470437085626864,0,0,0,0,0.73910056332856167,0,0,0
-13/03/2020 12:00:00 am,77.207521839007825,0,-0.025478744795541353,1.2309110522378384,0,0,0,0,0.7292404285040579,0,0,0
-14/03/2020 12:00:00 am,78.425453492926451,0,-0.019096295251042505,1.2370279491696745,0,0,0,0,0.74221665015234595,0,0,0
-15/03/2020 12:00:00 am,79.678093813800999,0,-0.013263416888028345,1.2659037377625753,0,0,0,0,0.7516411585162871,0,0,0
-16/03/2020 12:00:00 am,80.936142350543349,0,-0.0073686560440222593,1.2654171927863782,0,0,0,0,0.75250333502324851,0,0,0
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-19/03/2020 12:00:00 am,84.56741489518015,0,0.0069597863295420836,1.2086900727463132,0,0,0,0,0.7455870834700945,0,0,0
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-22/03/2020 12:00:00 am,88.180103414804634,0,0.017467261616811669,1.1803462409194083,0,0,0,0,0.73756699694179328,0,0,0
-23/03/2020 12:00:00 am,89.362317274586132,0,0.020126026853493073,1.1620878329280027,0,0,0,0,0.73046722875349313,0,0,0
-24/03/2020 12:00:00 am,90.539074691075882,0,0.022644615422967362,1.1541128010667883,0,0,0,0,0.72408235471924354,0,0,0
-25/03/2020 12:00:00 am,91.752736095243421,0,0.025854529227238743,1.187806874940287,0,0,0,0,0.74175480026744911,0,0,0
-26/03/2020 12:00:00 am,92.950111298713679,0,0.027782364607322307,1.1695928388629391,0,0,0,0,0.72127461049718977,0,0,0
-27/03/2020 12:00:00 am,94.155426567292849,0,0.030048933853741744,1.1752663347254362,0,0,0,0,0.72902323983169692,0,0,0
-28/03/2020 12:00:00 am,95.401104317407714,0,0.033053522459278284,1.2126242276555779,0,0,0,0,0.74104317003272546,0,0,0
-29/03/2020 12:00:00 am,96.600421013261752,0,0.033566754262398746,1.1657499415916381,0,0,0,0,0.72287488444175974,0,0,0
-30/03/2020 12:00:00 am,97.802881373832363,0,0.035210933964881619,1.1672494266057343,0,0,0,0,0.73676935911123542,0,0,0
-31/03/2020 12:00:00 am,98.971445718843071,0,0.035570720193596195,1.1329936248171248,0,0,0,0,0.73139772182867113,0,0,0
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+16/11/2021 12:00:00 am,-22.336149604933567,0.11372763842484801,0.0015993853989222373,1.2246200485011596,0,281.8672518387113,171.34211810209032,0,0.88026876642442908,0,0,0.030218375855023127
+17/11/2021 12:00:00 am,-21.28064889879839,0.10582157546321014,0.0015343131901905949,1.1597879684081949,0,281.97307341417451,171.40644516655945,0,0.86237122442580205,0,0,0.014903363258286562
+18/11/2021 12:00:00 am,-20.277354664592309,0.098580168096987109,0.0014734745364259894,1.1004009277666422,0,282.07165358227149,171.46637030754127,0,0.84563449619828124,0,0,0
diff --git a/TestComponents/TestSets/WS2/Outputs/3-2Car-A.csv b/TestComponents/TestSets/WS2/Outputs/3-2Car-A.csv
index d1db066..6fec953 100644
--- a/TestComponents/TestSets/WS2/Outputs/3-2Car-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/3-2Car-A.csv
@@ -1,688 +1,688 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 18/02/2021 12:00:00 am,0,0.11312862775668009,0,1.035484246905769,0,196.4740809308565,191.37085804953554,0,0.59999999999999998,0,0,0
-19/02/2021 12:00:00 am,50.805362442981568,0,-0.21566026716671835,1.0210227101482867,0,0,0,0,0.58945454545454545,0,0,0
-20/02/2021 12:00:00 am,51.656046811639499,0,-0.21324419114843543,1.0639285598063661,0,0,0,0,0.61545719008264477,0,0,0
-21/02/2021 12:00:00 am,52.525929358463735,0,-0.20388432649678934,1.0737668733210288,0,0,0,0,0.62612907918858007,0,0,0
-22/02/2021 12:00:00 am,53.380320257014404,0,-0.18744448786376755,1.0418353864144341,0,0,0,0,0.6148737980150264,0,0,0
-23/02/2021 12:00:00 am,54.258707751099728,0,-0.18053055678265761,1.0589180508679781,0,0,0,0,0.62760570088117429,0,0,0
-24/02/2021 12:00:00 am,55.105698348396523,0,-0.16327850364723218,1.0102691009440299,0,0,0,0,0.61587620472184257,0,0,0
-25/02/2021 12:00:00 am,55.910424108412478,0,-0.14602333625706732,0.95074909627302173,0,0,0,0,0.59754893692910394,0,0,0
-26/02/2021 12:00:00 am,56.722224545839943,0,-0.13893448251520435,0.95073491994266979,0,0,0,0,0.5913966841422531,0,0,0
-27/02/2021 12:00:00 am,57.535668294796082,0,-0.13133884742857016,0.94478259638470918,0,0,0,0,0.58056260383521019,0,0,0
-28/02/2021 12:00:00 am,58.363313310801999,0,-0.12606594316616837,0.95371095917208182,0,0,0,0,0.60267839381480814,0,0,0
-1/03/2021 12:00:00 am,59.234901832098856,0,-0.12504573582391876,0.99663425712077591,0,0,0,0,0.63231652603940458,0,0,0
-2/03/2021 12:00:00 am,60.139911349499364,0,-0.12201677388300691,1.027026291283514,0,0,0,0,0.63316753659745661,0,0,0
-3/03/2021 12:00:00 am,61.078707870318361,0,-0.11871227579471455,1.0575087966137091,0,0,0,0,0.65178781677047615,0,0,0
-4/03/2021 12:00:00 am,62.029235889814792,0,-0.11258938943117069,1.0631174089276019,0,0,0,0,0.69655907368133885,0,0,0
-5/03/2021 12:00:00 am,62.980650405177045,0,-0.10554243375430783,1.0569569491165607,0,0,0,0,0.6967195856559798,0,0,0
-6/03/2021 12:00:00 am,63.960707447875286,0,-0.10173484395151888,1.0817918866497631,0,0,0,0,0.69107760982604771,0,0,0
-7/03/2021 12:00:00 am,64.914532817100877,0,-0.092649043563640454,1.046474412789226,0,0,0,0,0.6983221422761553,0,0,0
-8/03/2021 12:00:00 am,65.867754285754302,0,-0.086721434998345615,1.0399429036517673,0,0,0,0,0.67376748527506214,0,0,0
-9/03/2021 12:00:00 am,66.860154410938989,0,-0.084445869138158436,1.0768459943228539,0,0,0,0,0.6865093292645208,0,0,0
-10/03/2021 12:00:00 am,67.818633885752845,0,-0.076256065592278599,1.0347355404061314,0,0,0,0,0.67224998728396135,0,0,0
-11/03/2021 12:00:00 am,68.862026642740688,0,-0.077461574247986054,1.1208543312358352,0,0,0,0,0.74220896522524404,0,0,0
-12/03/2021 12:00:00 am,69.933859421934457,0,-0.073932877293728438,1.1457656564874992,0,0,0,0,0.74861169648437487,0,0,0
-13/03/2021 12:00:00 am,70.963845391705689,0,-0.066007328414730004,1.0959932981859648,0,0,0,0,0.73610661617850359,0,0,0
-14/03/2021 12:00:00 am,71.984998538299919,0,-0.060873377473567025,1.0820265240678066,0,0,0,0,0.72639935410999523,0,0,0
-15/03/2021 12:00:00 am,73.015504978311071,0,-0.057103535432849739,1.0876099754439923,0,0,0,0,0.73951332481981358,0,0,0
-16/03/2021 12:00:00 am,74.074278769002191,0,-0.054419946651917961,1.1131937373430456,0,0,0,0,0.74906685552917096,0,0,0
-17/03/2021 12:00:00 am,75.136696533865191,0,-0.05054364945391443,1.1129614143169189,0,0,0,0,0.75006203769046687,0,0,0
-18/03/2021 12:00:00 am,76.181664803004907,0,-0.04598550669979895,1.0909537758395049,0,0,0,0,0.73952874557144133,0,0,0
-19/03/2021 12:00:00 am,77.174653624697044,0,-0.040475757253858546,1.0334645789459949,0,0,0,0,0.72468621284369172,0,0,0
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-21/03/2021 12:00:00 am,79.215308923128944,0,-0.035400740595671998,1.0511841240151296,0,0,0,0,0.71836226775975098,0,0,0
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-23/03/2021 12:00:00 am,81.243676644458986,0,-0.029860015633545345,1.0390090815562016,0,0,0,0,0.73576612245804429,0,0,0
-24/03/2021 12:00:00 am,82.239626041989411,0,-0.027100218266440379,1.0230496157968585,0,0,0,0,0.7287517593778372,0,0,0
-25/03/2021 12:00:00 am,83.230989864311695,0,-0.024767455174797171,1.0161312774970812,0,0,0,0,0.72244486122429918,0,0,0
-26/03/2021 12:00:00 am,84.253534534637936,0,-0.023366351948648223,1.045911022274896,0,0,0,0,0.74019521176605219,0,0,0
-27/03/2021 12:00:00 am,85.262494896978339,0,-0.021006281038834729,1.0299666433792336,0,0,0,0,0.71978898429896521,0,0,0
-28/03/2021 12:00:00 am,86.278334793537212,0,-0.019207298788333826,1.0350471953471982,0,0,0,0,0.72759748887115838,0,0,0
-29/03/2021 12:00:00 am,87.328449713684293,0,-0.01792168302185404,1.0680366031689343,0,0,0,0,0.73967747343082779,0,0,0
-30/03/2021 12:00:00 am,88.339779078642579,0,-0.015505685064461705,1.0268350500227594,0,0,0,0,0.72157478266149866,0,0,0
-31/03/2021 12:00:00 am,89.354095280597264,0,-0.013919518080652171,1.0282357200353458,0,0,0,0,0.73552520110454922,0,0,0
-1/04/2021 12:00:00 am,90.340173691634277,0,-0.012051111605658527,0.99812952264267207,0,0,0,0,0.73020766584439689,0,0,0
-2/04/2021 12:00:00 am,91.349650331836543,0,-0.010907519737044957,1.0203841599393084,0,0,0,0,0.75229812723980272,0,0,0
-3/04/2021 12:00:00 am,92.386158788900374,0,-0.00977771454059706,1.0462861716044147,0,0,0,0,0.76238828386656898,0,0,0
-4/04/2021 12:00:00 am,93.374325194053029,0,-0.0080544096465371418,0.99622081479918512,0,0,0,0,0.74912640105152295,0,0,0
-5/04/2021 12:00:00 am,94.352307429834454,0,-0.0068202257956673229,0.98480246157708295,0,0,0,0,0.74098376245890918,0,0,0
-6/04/2021 12:00:00 am,95.352021764327432,0,-0.005852370464693113,1.0055667049576775,0,0,0,0,0.75622021874098033,0,0,0
-7/04/2021 12:00:00 am,96.353621210181132,0,-0.0047905383745527885,1.0063899842282433,0,5.3763664220491911,3.2681980770649748,0,0.75926145437950232,0,0,0.0067357382748556328
-8/04/2021 12:00:00 am,97.084589989001159,0.27364060677479163,-0.0037858974605260443,1.0083952830553546,0,5.6500070288239828,3.4345393631054084,0,0.77660891524191644,0,0,0.0075179656923033784
-9/04/2021 12:00:00 am,97.839955825510913,0.28193631099518512,-0.0028983759364602513,1.0402005234413814,0,5.9319433398191679,3.6059234610475377,0,0.81835043761447657,0,0,0.0083735025572107841
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diff --git a/TestComponents/TestSets/WS2/Outputs/3-3Oni-A.csv b/TestComponents/TestSets/WS2/Outputs/3-3Oni-A.csv
index 9024140..2dab358 100644
--- a/TestComponents/TestSets/WS2/Outputs/3-3Oni-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/3-3Oni-A.csv
@@ -1,800 +1,800 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 18/11/2021 12:00:00 am,0,0.098580168096987109,0,1.7208878074132203,0,282.07165358227149,171.46637030754127,0,0.90000000000000002,0,0,0
-19/11/2021 12:00:00 am,49.641952475556053,0,-2.0140626007386917,1.6560150762947465,0,0,0,0,0.87183333333333324,0,0,0
-20/11/2021 12:00:00 am,49.444528103464407,0,-1.8844922423339767,1.6870678702423334,0,0,0,0,0.85883191919191926,0,0,0
-21/11/2021 12:00:00 am,49.405371140629335,0,-1.7291989347267593,1.6900419718916866,0,0,0,0,0.85566747505356611,0,0,0
-22/11/2021 12:00:00 am,49.521741549387642,0,-1.63773199114652,1.7541023999048266,0,0,0,0,0.86981944993692684,0,0,0
-23/11/2021 12:00:00 am,49.791361654007332,0,-1.5045817284315772,1.7742018330512626,0,0,0,0,0.86395447065281328,0,0,0
-24/11/2021 12:00:00 am,50.190551189708067,0,-1.3272384398584798,1.7264279755592145,0,0,0,0,0.85229039088087311,0,0,0
-25/11/2021 12:00:00 am,50.737660143559332,0,-1.2440273821315735,1.7911363359828321,0,0,0,0,0.84164018623662484,0,0,0
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-22/09/2022 12:00:00 am,174.17978620860129,1.0481219851037622,0.0031382082200721584,1.499483334332042,0,34.776666603253098,28.104388346789602,0,0.94945361819477547,0,0,0.57925532934457979
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+27/12/2023 12:00:00 am,203.69426477938617,0.14636064341654986,0.00042052232395706213,1.2522795717206505,0,59.820641287365376,49.330006737639984,0,0.48549147456008773,0,0,0.5106724739281131
+28/12/2023 12:00:00 am,204.81998162744728,0.14519155189253752,0.00040333909867307227,1.2705050608549477,0,59.965832839257914,49.449736317246142,0,0.44981885723547499,0,0,0.49338856757292593
+29/12/2023 12:00:00 am,205.98219126061488,0.13988831401173485,0.00040386194937713782,1.3016940852299759,0,60.105721153269648,49.565092677930508,0,0.44949508843982583,0,0,0.47578884233085006
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diff --git a/TestComponents/TestSets/WS2/Outputs/3-4Oni-B.csv b/TestComponents/TestSets/WS2/Outputs/3-4Oni-B.csv
index 040663e..c1bf469 100644
--- a/TestComponents/TestSets/WS2/Outputs/3-4Oni-B.csv
+++ b/TestComponents/TestSets/WS2/Outputs/3-4Oni-B.csv
@@ -1,777 +1,777 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 5/01/2023 12:00:00 am,0,0.055342579983218343,0,0.59385678614864867,0,112.79363589416297,91.152961334120874,0,0.59999999999999998,0,0,0
-6/01/2023 12:00:00 am,50.138198306745188,0,-0.44825209363468344,0.5864504003798765,0,0,0,0,0.58603030303030312,0,0,0
-7/01/2023 12:00:00 am,50.306434051633808,0,-0.42699356614289585,0.59522931103151666,0,0,0,0,0.57228994031221314,0,0,0
-8/01/2023 12:00:00 am,50.506394409383738,0,-0.40942249215943693,0.60938284990936809,0,0,0,0,0.57816795002643528,0,0,0
-9/01/2023 12:00:00 am,50.739911999905395,0,-0.39349563973705726,0.62701323025871203,0,0,0,0,0.58733190953992065,0,0,0
-10/01/2023 12:00:00 am,50.989482714713972,0,-0.35297783922202086,0.60254855403059759,0,0,0,0,0.56635099694718671,0,0,0
-11/01/2023 12:00:00 am,51.250204337516429,0,-0.31584989996823065,0.57657152277068324,0,0,0,0,0.54778175427793296,0,0,0
-12/01/2023 12:00:00 am,51.526362625771853,0,-0.29065498758620656,0.56681327584163277,0,0,0,0,0.52814682711824323,0,0,0
-13/01/2023 12:00:00 am,51.833777073455401,0,-0.28275287065584154,0.59016731833939196,0,0,0,0,0.54962076399346227,0,0,0
-14/01/2023 12:00:00 am,52.164435776163636,0,-0.2664981816876888,0.59715688439592396,0,0,0,0,0.54623753008481712,0,0,0
-15/01/2023 12:00:00 am,52.504467466928169,0,-0.24156278495161221,0.58159447571614575,0,0,0,0,0.52798689160612688,0,0,0
-16/01/2023 12:00:00 am,52.865715197378492,0,-0.22730164539462683,0.58854937584494582,0,0,0,0,0.53807383404959341,0,0,0
-17/01/2023 12:00:00 am,53.241506179010138,0,-0.20996700336375129,0.58575798499539677,0,0,0,0,0.54676924738893695,0,0,0
-18/01/2023 12:00:00 am,53.632192969706956,0,-0.19435070373433305,0.58503749443115582,0,0,0,0,0.54304523695694717,0,0,0
-19/01/2023 12:00:00 am,54.044195529953392,0,-0.18261979010460649,0.59462235035103694,0,0,0,0,0.53914906748326796,0,0,0
-20/01/2023 12:00:00 am,54.457554370900027,0,-0.16355186617636175,0.57691070712299686,0,0,0,0,0.52020057421881016,0,0,0
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-22/01/2023 12:00:00 am,55.474519254814759,0,-0.16168390893296891,0.68651402020705687,0,0,0,0,0.63327569312538567,0,0,0
-23/01/2023 12:00:00 am,56.012337267891596,0,-0.14502486182942675,0.68284287490626239,0,0,0,0,0.62816334798965934,0,0,0
-24/01/2023 12:00:00 am,56.575586524645729,0,-0.13258208364756641,0.69583134040169559,0,0,0,0,0.64010267483698247,0,0,0
-25/01/2023 12:00:00 am,57.172129472166127,0,-0.1217909624002802,0.71833390992068147,0,0,0,0,0.65145307891276294,0,0,0
-26/01/2023 12:00:00 am,57.768077094255872,0,-0.10502940604124689,0.70097702813099605,0,0,0,0,0.62662025768303864,0,0,0
-27/01/2023 12:00:00 am,58.358779306529321,0,-0.089736301171289945,0.68043851344474404,0,0,0,0,0.62224375755374395,0,0,0
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diff --git a/TestComponents/TestSets/WS2/Outputs/4-2Caul-A.csv b/TestComponents/TestSets/WS2/Outputs/4-2Caul-A.csv
index 4ade1f0..aa29e68 100644
--- a/TestComponents/TestSets/WS2/Outputs/4-2Caul-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/4-2Caul-A.csv
@@ -1,478 +1,478 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 6/01/2021 12:00:00 am,0,0.57698556486161579,0,2.7790562328222492,0,151.58573459691311,104.75410772735628,0,0.59999999999999998,0,0,0.64513548361290063
-7/01/2021 12:00:00 am,52.326028591186123,0,-0.5951441507836821,2.9211727419698068,0,0,0,0,0.6227272727272728,0,0,0
-8/01/2021 12:00:00 am,54.766130960961313,0,-0.5474349682244346,2.987537337999628,0,0,0,0,0.64068870523415977,0,0,0
-9/01/2021 12:00:00 am,57.309712181207729,0,-0.49847516367217715,3.0420563839185952,0,0,0,0,0.63969922364137233,0,0,0
-10/01/2021 12:00:00 am,59.933717945077234,0,-0.44748450408647411,3.0714902679559768,0,0,0,0,0.63968851664655568,0,0,0
-11/01/2021 12:00:00 am,62.462008304255839,0,-0.37532943277911102,2.9036197919577145,0,0,0,0,0.61877177604195766,0,0,0
-12/01/2021 12:00:00 am,64.971272061485124,0,-0.3249558466988125,2.8342196039280925,0,0,0,0,0.59279491252394534,0,0,0
-13/01/2021 12:00:00 am,67.482281761308613,0,-0.28322373230089459,2.7942334321243907,0,0,0,0,0.57041829740864003,0,0,0
-14/01/2021 12:00:00 am,69.925831777548382,0,-0.23972672630012326,2.6832767425398889,0,0,0,0,0.54888850956287327,0,0,0
-15/01/2021 12:00:00 am,72.260102093622692,0,-0.19935830801636589,2.5336286240906873,0,0,0,0,0.5145754058370885,0,0,0
-16/01/2021 12:00:00 am,74.560643855251683,0,-0.17088955525428684,2.4714313168832795,0,0,0,0,0.49569976780143915,0,0,0
-17/01/2021 12:00:00 am,76.968270303560914,0,-0.15419832792634924,2.5618247762355817,0,0,0,0,0.5122181176701246,0,0,0
-18/01/2021 12:00:00 am,79.468577766908979,0,-0.13595286489264913,2.6362603282407102,0,0,0,0,0.52155509164363134,0,0,0
-19/01/2021 12:00:00 am,81.948229117414414,0,-0.11277745142209339,2.592428801927523,0,0,0,0,0.50941404723870598,0,0,0
-20/01/2021 12:00:00 am,84.368992185541643,0,-0.090864360176860615,2.5116274283040956,0,0,0,0,0.50739428030994771,0,0,0
-21/01/2021 12:00:00 am,86.830161772702994,0,-0.074650831674006213,2.535820418835351,0,0,0,0,0.50900013350046647,0,0,0
-22/01/2021 12:00:00 am,89.436587245349457,0,-0.061318546998133883,2.6677440196445996,0,0,0,0,0.52885467005498088,0,0,0
-23/01/2021 12:00:00 am,92.149778077856425,0,-0.046230394165720057,2.7594212266726861,0,0,0,0,0.55210289809652002,0,0,0
-24/01/2021 12:00:00 am,94.920173221539869,0,-0.030429084817471974,2.8008242285009208,0,0,0,0,0.54673861837204984,0,0,0
-25/01/2021 12:00:00 am,97.753597364095967,0,-0.015271549373265358,2.8486956919293713,0,0,0,0,0.55181441163702816,0,0,0
-26/01/2021 12:00:00 am,100.48589318192877,0,-0.00099832693006618456,2.7332941447628682,0,0,0,0,0.52281606895488519,0,0,0
-27/01/2021 12:00:00 am,103.33568048318364,0,0.011939226195742059,2.837848075059128,0,0,0,0,0.54839487595671943,0,0,0
-28/01/2021 12:00:00 am,106.40892422376105,0,0.026266269582064794,3.0469774709953463,0,0,0,0,0.61162496887521534,0,0,0
-29/01/2021 12:00:00 am,109.46959815994744,0,0.038558828577344606,3.0221151076090411,0,0,0,0,0.59074428941497181,0,0,0
-30/01/2021 12:00:00 am,112.55041398135043,0,0.049995494822502096,3.0308203265804914,0,0,0,0,0.57881362681938286,0,0,0
-31/01/2021 12:00:00 am,115.89248984512447,0,0.065542032814928319,3.2765338309591066,0,0,0,0,0.62061639602178575,0,0,0
-1/02/2021 12:00:00 am,119.43460913010689,0,0.080829035036400931,3.4612902499460128,0,0,0,0,0.66282052899618993,0,0,0
-2/02/2021 12:00:00 am,122.83049646721901,0,0.08714672151997771,3.3087406155921375,0,0,0,0,0.64404818909645545,0,0,0
-3/02/2021 12:00:00 am,126.0460627983077,0,0.090168982435034906,3.1253973486536579,0,0,0,0,0.60617838283714098,0,0,0
-4/02/2021 12:00:00 am,129.2775185626777,0,0.097201425052342749,3.1342543393176632,0,0,0,0,0.59805794029295911,0,0,0
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-6/02/2021 12:00:00 am,135.34027756741264,0,0.098625331229199809,2.8615455016118685,0,0,0,0,0.57941014468990648,0,0,0
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-8/02/2021 12:00:00 am,140.99329153691767,0,0.10006005818975794,2.7090041428032752,0,0,0,0,0.53376667729827709,0,0,0
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-11/02/2021 12:00:00 am,150.04357673142002,0,0.12710300973529609,3.2089912455223062,0,0,0,0,0.60874870009541315,0,0,0
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-13/02/2021 12:00:00 am,156.78551352053401,0,0.13125878496835508,3.2086487669044459,0,0,0,0,0.64435770310062568,0,0,0
-14/02/2021 12:00:00 am,159.9391431060082,0,0.12519224569367271,3.0284373397805124,0,0,0,0,0.61969966048846647,0,0,0
-15/02/2021 12:00:00 am,162.92913112913988,0,0.11953501073606532,2.8704530123956191,0,0,0,0,0.59729362045886247,0,0,0
-16/02/2021 12:00:00 am,165.84938658788835,0,0.11730077772811853,2.8029546810203478,0,0,0,0,0.58167956482846828,0,0,0
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-18/02/2021 12:00:00 am,171.72894531846364,0,0.11923983618803113,2.8368910172007693,0,0,0,0,0.55252546874700814,0,0,0
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-27/02/2021 12:00:00 am,197.50719074179159,0,0.10768061872033385,2.6736365596459208,0,0,0,0,0.53721966634208684,0,0,0
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-1/03/2021 12:00:00 am,203.24076309731089,0,0.11042053291552367,2.7943613053086498,0,0,0,0,0.57881664802040356,0,0,0
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+24/03/2022 12:00:00 am,-275.38913508043487,1.486756055024216,0.0013112641260590863,1.7253153440710378,0,970.82536814805633,160.9526268245462,0,0.2705461536486895,0,0,0.44711936896708326
+25/03/2022 12:00:00 am,-275.06461776559269,1.4048716059818389,0.0013529518997188461,1.7280359689242855,0,972.23023975403817,161.18553974869582,0,0.28577382238604754,0,0,0.43243776595721301
+26/03/2022 12:00:00 am,-274.70112288776562,1.3332720383953074,0.0012914341464806967,1.6954754820759148,0,973.56351179243347,161.40658221821923,0,0.27791034333533382,0,0,0.41786896486172126
+27/03/2022 12:00:00 am,-274.27843387786697,1.2684939585574284,0.0012865545071321094,1.6898964139489197,0,974.8320057509909,161.6168851639801,0,0.28124545564003728,0,0,0.40337825739926081
+28/03/2022 12:00:00 am,-273.78201562621683,1.2368053581365075,0.0012988799803110851,1.7319247298063638,0,976.06881110912741,161.82193447335536,0,0.28019583474110848,0,0,0.38860120661568565
+29/03/2022 12:00:00 am,-273.1741990646301,1.187983263524643,0.0014086641625397078,1.7943911609488592,0,977.25679437265205,162.01888959336077,0,0.30507269024191647,0,0,0.37374606219907941
+30/03/2022 12:00:00 am,-272.47541481922201,1.1088978040020265,0.0014969763882248799,1.8061850730218889,0,978.36569217665408,162.20273317665584,0,0.33700808164111012,0,0,0.35923800059594541
+31/03/2022 12:00:00 am,-271.74205313967332,1.0404503085288752,0.0014700499596358441,1.7723419381179537,0,979.40614248518295,162.3752288857014,0,0.34224500074376307,0,0,0.34500760524358887
+1/04/2022 12:00:00 am,-270.94285317550919,0.99026539954900272,0.0014995344242123565,1.7879658292889136,0,980.39640788473196,162.53940446510029,0,0.35537105902252836,0,0,0.33085530352426362
+2/04/2022 12:00:00 am,-270.11104071397352,0.93692889201588514,0.0014744800506605316,1.7672668735008616,0,981.33333677674784,162.69473741298717,0,0.35823176867091289,0,0,0.31686786614133766
+3/04/2022 12:00:00 am,-269.1760072448813,0.89870152435230466,0.0015708070258995122,1.8321641864186329,0,982.23203830110015,162.84373266570873,0,0.38548985307408212,0,0,0.30285439754740118
+4/04/2022 12:00:00 am,-268.21662463635488,0.86241192840532221,0.0015241463571129543,1.8202703905746211,0,983.09445022950547,162.98671148541806,0,0.37768958528322494,0,0,0.28880622067211753
+5/04/2022 12:00:00 am,-267.12265348986273,0.81745185610975568,0.001677679649318975,1.9097453229525996,0,983.91190208561522,163.12223639840465,0,0.42591271097287514,0,0,0.27489687692222259
+6/04/2022 12:00:00 am,-265.98640814728736,0.77408147271466987,0.0016755933994545558,1.9086512218905685,0,984.68598355832989,163.2505709583547,0,0.43675492910291513,0,0,0.26114372043839029
+7/04/2022 12:00:00 am,-264.83117678654418,0.72681163651009228,0.0016477350149273207,1.8803952622383344,0,985.41279519483999,163.37106867703929,0,0.44530975441105286,0,0,0.24766823020533546
+8/04/2022 12:00:00 am,-263.71422957630864,0.67345435689446731,0.0015493940539528239,1.7888521730760731,0,986.08624955173445,163.48272032041916,0,0.44036986943900847,0,0,0.23465262470013137
+9/04/2022 12:00:00 am,-262.60249065604859,0.63086368357073752,0.0015003253393217619,1.7411022784915087,0,986.71711323530519,163.58731087848483,0,0.44331491464333156,0,0,0.22195807079738883
+10/04/2022 12:00:00 am,-261.36419748469092,0.60172003276056785,0.0016305381854948564,1.8383826659327414,0,987.31883326806576,163.68706972602143,0,0.49219767732903086,0,0,0.2093589646683513
+11/04/2022 12:00:00 am,-260.05361717019298,0.58106235914465287,0.0016403624424015106,1.8900023112002178,0,987.89989562721041,163.78340374872175,0,0.50877726059680151,0,0,0.19669911904695597
+12/04/2022 12:00:00 am,-258.64596635124349,0.56584146563909599,0.0016387703911533436,1.9718535141974298,0,988.46573709284951,163.87721430749878,0,0.52819721590882007,0,0,0.18386573201882478
+13/04/2022 12:00:00 am,-256.91317160312161,0.54303302188009184,0.0016133499337342982,2.2742144200682497,0,989.0087701147296,163.96724346638939,0,0.63597145518168474,0,0,0.1710410220610302
+14/04/2022 12:00:00 am,-255.05371724660506,0.5117961634329049,0.0015590933963380849,2.3696914265531062,0,989.52056627816251,164.05209388295856,0,0.68446821640055366,0,0,0.15845927007266622
+15/04/2022 12:00:00 am,-253.25621855876247,0.4728728476248989,0.001477297797890742,2.2688942376696004,0,989.9934391257874,164.13049122348582,0,0.68823629913742945,0,0,0.14637211109350012
+16/04/2022 12:00:00 am,-251.20986980320814,0.45576950931490501,0.0014586163158014642,2.5006596485534334,0,990.44920863510231,164.20605301055645,0,0.76049140056077846,0,0,0.13426759797366047
+17/04/2022 12:00:00 am,-248.96778682510632,0.45496239704061736,0.0014915740202070538,2.6955538011222253,0,990.90417103214293,164.28148098690795,0,0.78334969367552998,0,0,0.12170320012597007
+18/04/2022 12:00:00 am,-246.53977378142991,0.44518481157410861,0.0014974197995485383,2.8717004354509785,0,991.34935584371703,164.35528794251101,0,0.81452395117755394,0,0,0.10890452137918608
+19/04/2022 12:00:00 am,-244.04201421298526,0.41525029982494743,0.001432194180452484,2.9115776740891599,0,991.76460614354198,164.42413207116618,0,0.85318526517247806,0,0,0.096478956656884413
+20/04/2022 12:00:00 am,-241.64171090834816,0.39016085163382286,0.0013798577010675217,2.7890842985698558,0,992.15476699517581,164.48881663341075,0,0.84164791838812825,0,0,0.084339735255697545
+21/04/2022 12:00:00 am,-239.13810953439645,0.37934158515270155,0.0013745252338850378,2.8815684338705454,0,992.53410858032851,164.55170747515976,0,0.8570282720955662,0,0,0.07207035779945857
+22/04/2022 12:00:00 am,-236.6347085676488,0.36709964097224201,0.0013633598811395586,2.86913724783876,0,992.90120822130075,164.61256873142622,0,0.84771149739486407,0,0,0.059722886710188251
+23/04/2022 12:00:00 am,-234.19640664485576,0.34686963124863723,0.0013208845144276893,2.783850669527268,0,993.24807785254939,164.67007606502796,0,0.84085636260809249,0,0,0.047592342379338022
+24/04/2022 12:00:00 am,-231.77051110632965,0.33419063018345696,0.0013040499105159142,2.7587821187990595,0,993.58226848273284,164.72548135371625,0,0.83252688260043528,0,0,0.03544444390781424
+25/04/2022 12:00:00 am,-229.22651061318408,0.32082203441984802,0.0012829746703459932,2.8635395528950847,0,993.90309051715269,164.778670269949,0,0.86346184533456027,0,0,0.02332257664730094
+26/04/2022 12:00:00 am,-226.69408521698659,0.29672738202089022,0.0012178886015306034,2.8279348896168361,0,994.19981789917358,164.82786454644196,0,0.89092268630032656,0,0,0.011677948255311594
+27/04/2022 12:00:00 am,-224.16810223287337,0.28736595083785232,0.0012071463929146375,2.8121417885581561,0,994.48718385001143,164.87550679618613,0,0.88173504949047055,0,0,0
diff --git a/TestComponents/TestSets/WS2/Outputs/4-3Maize-A.csv b/TestComponents/TestSets/WS2/Outputs/4-3Maize-A.csv
index 5ce3622..986b86f 100644
--- a/TestComponents/TestSets/WS2/Outputs/4-3Maize-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/4-3Maize-A.csv
@@ -1,589 +1,589 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
-22/07/2021 12:00:00 am,0,1.540028818365073,0,0.54788476722539037,0,230.23298977955795,42.862524693002811,0,0.94999999999999996,0,0,0.99999999999971578
-23/07/2021 12:00:00 am,57.278183567787806,0,6.7510257614656073,0.52715780632220322,0,0,0,0,0.96227272727272728,0,0,0
-24/07/2021 12:00:00 am,64.08598975800723,0,6.2803753252838224,0.52743086493560165,0,0,0,0,0.98545730027548217,0,0,0
-25/07/2021 12:00:00 am,70.512960306085532,0,5.8942792263302159,0.53269132174808853,0,0,0,0,0.9792919734535438,0,0,0
-26/07/2021 12:00:00 am,76.410721027917575,0,5.3750680466622036,0.52269267516983886,0,0,0,0,0.9963925374519047,0,0,0
-27/07/2021 12:00:00 am,81.52222850963561,0,5.0078868991962402,0.52377946774261785,0,0,0,0.42015888522081379,1,0.89515418811899394,0,0
-28/07/2021 12:00:00 am,86.258430242636805,0,4.7967676072759033,0.54036785641567486,0,0,0,0.60093373069036682,1,1.2099999999999937,0,0
-29/07/2021 12:00:00 am,90.442955283303291,0,4.5571878217041188,0.55424047583549463,0,0,0,0.92690325687312713,1,1.7800000000000011,0,0
-30/07/2021 12:00:00 am,93.740017549327803,0,4.0595226176231378,0.53285625453752783,0,0,0,1.2953166061361616,1,2.3999999999999915,0,0
-31/07/2021 12:00:00 am,97.812417799716783,0,3.7011638694448479,0.52329023043277778,0,0,0,0.15205384948864839,1,0.26999999999999602,0,0
-1/08/2021 12:00:00 am,101.62212704649994,0,3.4889711551721092,0.53137304585289269,0,0,0,0.2106349542418359,1,0.35999999999999943,0,0
-2/08/2021 12:00:00 am,104.6666994067168,0,3.3496069989765758,0.55069492184428148,0,0,0,0.85572956060400696,1,1.4200000000000017,0,0
-3/08/2021 12:00:00 am,108.00120538602329,0,3.3365382177515244,0.59491987859770978,0,0,0,0.59695211704274309,1,0.95999999999999375,0,0
-4/08/2021 12:00:00 am,111.49468447960039,0,3.0762344046672965,0.59698763479812633,0,0,0,0.17974294588832621,1,0.28000000000000114,0,0
-5/08/2021 12:00:00 am,111.66153160746299,0,2.7127225236629613,0.57218828226863505,0,0,0,3.1180636780690016,1,4.8499999999999943,0,0
-6/08/2021 12:00:00 am,112.2073249796789,0,2.4735799567497594,0.56593620759028629,0,0,0,2.4937227921241361,1,3.8599999999999994,0,0
-7/08/2021 12:00:00 am,113.3106569864897,0,2.2951958639681038,0.56960181054175452,0,0,0,1.7614656676990597,1,2.6999999999999886,0,0
-8/08/2021 12:00:00 am,114.0012751582538,0,2.1468257797684771,0.5785424243656635,0,0,0,2.0347500323700412,1,3.0999999999999943,0,0
-9/08/2021 12:00:00 am,114.71019206614021,0,1.9836920959479301,0.5810966769115653,0,0,0,1.8558718649731001,1,2.8100000000000023,0,0
-10/08/2021 12:00:00 am,116.90721287578106,0,1.7486701512472678,0.55604699995189066,0,0,0,0.10769634155830254,1,0.1600000000000108,0,0
-11/08/2021 12:00:00 am,119.0815579841252,0,1.6170539299655644,0.55729117837857456,0,0,0,0,0.9993939393939395,0,0,0
-12/08/2021 12:00:00 am,120.17851254904252,0,1.578691738364185,0.59126823355507085,0,0,0,1.0730054070019317,1,1.5507272727272863,0,0
-13/08/2021 12:00:00 am,121.2101605614727,0,1.4512422919956549,0.59232690936440879,0,0,0,1.0119211889298727,1,1.4500000000000028,0,0
-14/08/2021 12:00:00 am,123.10757589693371,0,1.3134073514601283,0.5840079840008785,0,0,0,0,0.9993939393939395,0,0,0
-15/08/2021 12:00:00 am,121.08312092322072,0,1.1824638312749158,0.57207316840753519,0,0,0,3.77899197339545,1,5.4206666666666763,0,0
-16/08/2021 12:00:00 am,120.3947809963685,0,1.0440017524145446,0.54822733894020315,0,0,0,2.2805690182069722,1,3.2900000000000063,0,0
-17/08/2021 12:00:00 am,121.62267601925394,0,0.96111134134905285,0.54688438994437605,0,0,0,0.28010070840798279,1,0.40000000000000568,0,0
-18/08/2021 12:00:00 am,121.56057555957433,0,0.91787180170985039,0.5667939712609964,0,0,0,1.5467662326504581,1,2.2099999999999937,0,0
-19/08/2021 12:00:00 am,122.01326448390957,0,0.85495959865416182,0.57420517871744892,0,0,0,0.97647585303637952,1,1.3900000000000006,0,0
-20/08/2021 12:00:00 am,122.37594517858815,0,0.80745182268540816,0.5909743716410516,0,0,0,1.0357454996478681,1,1.4699999999999989,0,0
-21/08/2021 12:00:00 am,123.066060565162,0,0.77294855134105944,0.61864338045421208,0,0,0,0.70147654522141989,1,0.98999999999999488,0,0
-22/08/2021 12:00:00 am,124.33865268296546,0,0.69341380509675332,0.60781388120338697,0,0,0,0.028635568496677258,1,0.039999999999992042,0,0
-23/08/2021 12:00:00 am,125.16899621934093,0,0.61902965445725044,0.59326897038146964,0,0,0,0.38195508846326232,1,0.53000000000000114,0,0
-24/08/2021 12:00:00 am,125.97001267076152,0,0.55459523658925036,0.58005088475329059,0,0,0,0.33362966992195164,1,0.45999999999999375,0,0
-25/08/2021 12:00:00 am,125.64156810923464,0,0.50894405955912703,0.58045743842548769,0,0,0,1.4178460595114901,1,1.960000000000008,0,0
-26/08/2021 12:00:00 am,125.56268696240976,0,0.48625548700381671,0.60602079183885438,0,0,0,1.1711574256675605,1,1.6199999999999903,0,0
-27/08/2021 12:00:00 am,126.12882989110682,0,0.44511983763696605,0.60757460757941872,0,0,0,0.48655151651933137,1,0.67000000000000171,0,0
-28/08/2021 12:00:00 am,126.79550886115818,0,0.39331420614416857,0.58727970554224862,0,0,0,0.31391494163505412,1,0.43000000000000682,0,0
-29/08/2021 12:00:00 am,127.73329498991281,0,0.35651503591256528,0.58127109284205747,0,0,0,0,0.99318181818181839,0,0,0
-30/08/2021 12:00:00 am,128.66549629652749,0,0.3350953759687485,0.59710593064592421,0,0,0,0,0.99558884297520678,0,0,0
-31/08/2021 12:00:00 am,128.11164270564549,0,0.32565613486248424,0.63696363848677184,0,0,0,1.5164733642312738,1,2.0559214876033138,0,0
-1/09/2021 12:00:00 am,129.05323922642899,0,0.29845059147677944,0.64314592930671566,0,0,0,0,0.99212121212121218,0,0,0
-2/09/2021 12:00:00 am,128.60116931484475,0,0.26601216545114426,0.63143190517403314,0,0,0,1.3495139822094004,1,1.822606060606077,0,0
-3/09/2021 12:00:00 am,128.71825269432421,0,0.23966876800631098,0.62593075365619477,0,0,0,0.74851614218305895,1,1.0100000000000051,0,0
-4/09/2021 12:00:00 am,129.56695434543263,0,0.21910685891975845,0.62959479218867243,0,0,0,0,0.99833333333333329,0,0,0
-5/09/2021 12:00:00 am,129.45769737898496,0,0.20500643089096116,0.64936608815665176,0,0,0,0.96362948549530048,1,1.2928333333333342,0,0
-6/09/2021 12:00:00 am,127.849886244987,0,0.1843108289532438,0.64438692976007961,0,0,0,2.4365088927112843,1,3.3100000000000023,0,0
-7/09/2021 12:00:00 am,128.35675861288522,0,0.16672618089280888,0.64314592930671566,0,0,0,0.30299974230132348,1,0.40999999999999659,0,0
-8/09/2021 12:00:00 am,127.91205130663762,0,0.14945472837091245,0.63573171930865557,0,0,0,1.2298937539271564,1,1.6700000000000017,0,0
-9/09/2021 12:00:00 am,128.15875148701414,0,0.13423560883464347,0.62898317601985476,0,0,0,0.51651860447796816,1,0.70000000000000284,0,0
-10/09/2021 12:00:00 am,127.17860122907607,0,0.12260102945612061,0.63265853483164902,0,0,0,1.7354098222258403,1,2.3699999999999903,0,0
-11/09/2021 12:00:00 am,127.74012093352496,0,0.1115013851548099,0.63388667518324815,0,0,0,0.18386835588916473,1,0.25,0,0
-12/09/2021 12:00:00 am,126.60281297415395,0,0.10036883772673377,0.62837193716369211,0,0,0,1.8660487342614605,1,2.5599999999999881,0,0
-13/09/2021 12:00:00 am,127.30678300317031,0,0.093745474686514285,0.64687347670953788,0,0,0,0.036648922379698461,1,0.049999999999997158,0,0
-14/09/2021 12:00:00 am,124.28149512049042,0,0.092028790700538821,0.70377438568772677,0,0,0,3.8210910590681624,1,5.3399999999999892,0,0
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diff --git a/TestComponents/TestSets/WS2/Outputs/4-4Oni-A.csv b/TestComponents/TestSets/WS2/Outputs/4-4Oni-A.csv
index b3a4b61..9a8bde8 100644
--- a/TestComponents/TestSets/WS2/Outputs/4-4Oni-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/4-4Oni-A.csv
@@ -1,512 +1,512 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 27/04/2022 12:00:00 am,0,0.28736595083785232,0,0.93868104041460121,0,994.48718385001143,164.87550679618613,0,1,0,0,0
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diff --git a/TestComponents/TestSets/WS2/Outputs/4-5Pot-B.csv b/TestComponents/TestSets/WS2/Outputs/4-5Pot-B.csv
index 9cec580..86b1c58 100644
--- a/TestComponents/TestSets/WS2/Outputs/4-5Pot-B.csv
+++ b/TestComponents/TestSets/WS2/Outputs/4-5Pot-B.csv
@@ -1,309 +1,309 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 19/09/2023 12:00:00 am,0,0.16802065927419108,0,1.0841484774096912,0,377.70564088724132,359.71965798784879,0,0.90000000000000002,0,0,0
-20/09/2023 12:00:00 am,50.882786841505052,0,-0.19967212360305997,1.0824589651081087,0,0,0,0,0.92121212121212126,0,0,0
-21/09/2023 12:00:00 am,51.841410907184041,0,-0.19592275925411951,1.1545468249331101,0,0,0,0,0.968957759412305,0,0,0
-22/09/2023 12:00:00 am,52.822243730127887,0,-0.18027929267439269,1.1611121156182405,0,0,0,0,0.97040001252191344,0,0,0
-23/09/2023 12:00:00 am,53.818917747239063,0,-0.1644380985070637,1.1611121156182405,0,0,0,0,0.99331152727500394,0,0,0
-24/09/2023 12:00:00 am,54.909336945417877,0,-0.16047847331400411,1.2508976714928164,0,0,0,0,0.99336269311515524,0,0,0
-25/09/2023 12:00:00 am,55.217392714834816,0,-0.15096415934171925,1.3126981354347498,0,0,0,0.85367820667609273,1,2.6852123593699417,0,0
-26/09/2023 12:00:00 am,55.689293669479056,0,-0.1248810039341588,1.2156081400510694,0,0,0,0.61882618147266799,1,1.9300000000000068,0,0
-27/09/2023 12:00:00 am,56.763818960856746,0,-0.10864059642534096,1.1831658878030269,0,0,0,0,0.97999999999999987,0,0,0
-28/09/2023 12:00:00 am,57.907542187095231,0,-0.10143985794872323,1.2451630841872083,0,0,0,0,0.97493939393939377,0,0,0
-29/09/2023 12:00:00 am,58.564707729926489,0,-0.088064594930986395,1.2303301088807919,0,0,0,0.48509997111854936,1,1.4386515151515056,0,0
-30/09/2023 12:00:00 am,59.470682840900452,0,-0.076685587560897162,1.2291937110389535,0,0,0,0.24653301250409607,1,0.71999999999999886,0,0
-1/10/2023 12:00:00 am,59.817537540313225,0,-0.068460809380557208,1.2763255188432969,0,0,0,0.86101001004996314,1,2.5,0,0
-2/10/2023 12:00:00 am,60.018731586638751,0,-0.058090369388765328,1.2821491019059823,0,0,0,1.0228646861916888,1,2.960000000000008,0,0
-3/10/2023 12:00:00 am,60.495801857049678,0,-0.048081912201059396,1.2809830646017208,0,0,0,0.75583088198974036,1,2.1699999999999875,0,0
-4/10/2023 12:00:00 am,61.020936616274284,0,-0.039107808484947881,1.2915011850180571,0,0,0,0.72725861730850294,1,2.0699999999999932,0,0
-5/10/2023 12:00:00 am,61.998342779967821,0,-0.030036502630838235,1.2751627828742342,0,0,0,0.26772011654986105,1,0.75,0,0
-6/10/2023 12:00:00 am,63.245661044841391,0,-0.022040737020174284,1.2693590018937488,0,0,0,0,0.99787878787878792,0,0,0
-7/10/2023 12:00:00 am,64.444467852241701,0,-0.014547694679226453,1.2451630841872083,0,0,0,0.031808582107673823,1,0.085727272727268655,0,0
-8/10/2023 12:00:00 am,64.961047931061088,0,-0.007992772261895098,1.2314671635674728,0,0,0,0.70689431248618306,1,1.8900000000000006,0,0
-9/10/2023 12:00:00 am,65.89965868666583,0,-0.0020582967430575749,1.2821491019059823,0,0,0,0.34148004955817968,1,0.90000000000000568,0,0
-10/10/2023 12:00:00 am,67.151573404435482,0,0.003816053873564762,1.2751627828742342,0,2.5288244286804464,1.9745337269303365,0.027064118978148633,1,0.069999999999993179,0,0.0080245249633942653
-11/10/2023 12:00:00 am,68.302527592883649,0.12289040206040625,0.0091167395381042127,1.264727850970472,0,2.6517148307408527,2.0704878947374379,0,0.9939393939393939,0,0,0.009605715796857003
-12/10/2023 12:00:00 am,68.959878022932202,0.1345270499634772,0.014822067220988444,1.3269486581705163,0,2.7862418807043299,2.1755280842914182,0.54989324537948381,1,1.3849759735034439,0,0.011585748771510574
-13/10/2023 12:00:00 am,70.205305765881135,0.1453352423164227,0.02048908725219345,1.3702738980131621,0,2.9315771230207526,2.2890074284525745,0,0.99621212121212122,0,0,0.0140429066999856
-14/10/2023 12:00:00 am,71.428107306410638,0.15056436210058344,0.024862305184991662,1.3485035974450841,0,3.082141485121336,2.4065697264395816,0,0.98348002098987441,0,0,0.016967027857593849
-15/10/2023 12:00:00 am,72.597525396260053,0.15228045033325976,0.027852724675069496,1.293845815507616,0,3.2344219354545958,2.5254719648571613,0,0.9804812014971328,0,0,0.02034906541711401
-16/10/2023 12:00:00 am,73.756775244782574,0.1588136059913241,0.031243597577099713,1.2868198569367466,0,3.3932355414459199,2.6494753625501057,0,0.98729199354034203,0,0,0.02436706682974921
-17/10/2023 12:00:00 am,74.935202753613439,0.16945661685778424,0.035185990253909338,1.3126981354347498,0,3.5626921583037041,2.7817889393419124,0,0.97328858921005301,0,0,0.029248585853388395
-18/10/2023 12:00:00 am,76.149733444864239,0.18321982816435867,0.03959784531530719,1.3581526740998369,0,3.7459119864680628,2.9248489818066568,0,0.98873673079433899,0,0,0.035266722608435837
-19/10/2023 12:00:00 am,77.355867114080525,0.1920514398591866,0.042448694322136937,1.3557364147533426,0,3.9379634263272494,3.0748048431178239,0,0.98072577163840247,0,0,0.042456742473892188
-20/10/2023 12:00:00 am,78.486637547398345,0.19467517214662822,0.042583296878522248,1.2828623085859314,0,4.1326385984738776,3.2268093432483709,0,0.94719121721036337,0,0,0.050722923806831036
-21/10/2023 12:00:00 am,79.602668665059724,0.20515594345178467,0.044472247426096345,1.2767148136870579,0,4.3377945419256623,3.3869973440567698,0,0.9383093030242835,0,0,0.060556660400067859
-22/10/2023 12:00:00 am,80.747393796081653,0.22751847661099056,0.048096135192484013,1.3241474724404427,0,4.5653130185366528,3.5646462549392974,0,0.91703455141738988,0,0,0.072869799486633871
-23/10/2023 12:00:00 am,81.859703283105887,0.24402609677277631,0.049226443124187114,1.3071091406728232,0,4.8093391153094291,3.755184495895961,0,0.88816511220841854,0,0,0.087778003291613033
-24/10/2023 12:00:00 am,82.954077184401797,0.25343381704792467,0.050377783250137753,1.29742993509369,0,5.0627729323573538,3.9530683875692705,0,0.89331999099088266,0,0,0.10516296070884848
-25/10/2023 12:00:00 am,84.006552331798687,0.26828981655568818,0.050601937621827631,1.2701630263307571,0,5.331062748913042,4.162552005875499,0,0.86981197665758669,0,0,0.125682447516485
-26/10/2023 12:00:00 am,85.014460218101547,0.28339776752776213,0.050500145018528286,1.2408055088120908,0,5.6144605164408041,4.3838320772691146,0,0.84684604764868399,0,0,0.14967051999693481
-27/10/2023 12:00:00 am,85.966550246989229,0.30003702195219617,0.049805059429420595,1.2023219914104544,0,5.9144975383930003,4.6181042602064979,0,0.81575938835256823,0,0,0.1775279251768456
-28/10/2023 12:00:00 am,86.928465408878509,0.32363319678616786,0.05186709214666152,1.2336812665287733,0,6.2381307351791682,4.8708005941081822,0,0.81230494067263848,0,0,0.21016617729660009
-29/10/2023 12:00:00 am,87.928873782346571,0.35021998861975412,0.055163984553903589,1.2954643775339145,0,6.5883507237989223,5.1442561853829405,0,0.82431739757964417,0,0,0.24809495332103182
-30/10/2023 12:00:00 am,88.956728145380382,0.36563911504111601,0.057502978709186081,1.3359904993657508,0,6.9539898388400383,5.4297511989337108,0,0.85608539493922475,0,0,0.28998087128578337
-31/10/2023 12:00:00 am,89.928417798732724,0.37448015782338384,0.055997351227409453,1.2901724599483166,0,7.3284699966634221,5.7221493952269586,0,0.85358831092373333,0,0,0.33454097441819658
-1/11/2023 12:00:00 am,90.816810624963892,0.38962935562422629,0.053469906926570943,1.2245522749288247,0,7.7180993522876484,6.026376250581885,0,0.82185864198265268,0,0,0.38180055472257401
-2/11/2023 12:00:00 am,91.680651067287073,0.41697674959511488,0.053799777817529204,1.2270174141007648,0,8.1350761018827633,6.3519562497639397,0,0.80616039994396282,0,0,0.43236727541154096
-3/11/2023 12:00:00 am,92.485673988561359,0.44859743590891554,0.052787071871676972,1.2008332853115165,0,8.5836735377916789,6.7022260260958717,0,0.76811498601332606,0,0,0.48562279983344425
-4/11/2023 12:00:00 am,93.237143906745004,0.46715609946427783,0.05136994283267704,1.1672560748152443,0,9.0508296372559567,7.0669866095796205,0,0.75494666664001064,0,0,0.53872120231162379
-5/11/2023 12:00:00 am,94.040708803770883,0.48389869818671016,0.05426582276594516,1.2331977724466496,0,9.5347283354426668,7.4448199969634627,0,0.80936280698067065,0,0,0.5902646334990076
-6/11/2023 12:00:00 am,94.835660881012714,0.50694645403379113,0.054803003459197086,1.2470955278164237,0,10.041674789476458,7.8406493237782851,0,0.81931105644863278,0,0,0.6398291541711284
-7/11/2023 12:00:00 am,95.58167563018614,0.53512523739996354,0.053799084481614301,1.2273409020917865,0,10.576800026876422,8.2584809523382727,0,0.80109931818077207,0,0,0.68687265145269005
-8/11/2023 12:00:00 am,96.381088864301461,0.56927127051593018,0.057270613363021639,1.3114138912682363,0,11.146071297392352,8.7029741764063129,0,0.83902889376935363,0,0,0.73095275096140711
-9/11/2023 12:00:00 am,97.12064245936638,0.60258134798454499,0.055896239156099981,1.2862387038933651,0,11.748652645376897,9.1734762726848906,0,0.81554296752415034,0,0,0.77124226123686945
-10/11/2023 12:00:00 am,97.806978226840641,0.63998697365978607,0.054928881974934285,1.2713938591591212,0,12.388639619036683,9.6731850899343019,0,0.79495768774846087,0,0,0.80751170209744749
-11/11/2023 12:00:00 am,98.447740243544587,0.68436269483801837,0.054525320194443339,1.2705993913475164,0,13.073002313874701,10.207542954831913,0,0.77654593457249399,0,0,0.83979649317576543
-12/11/2023 12:00:00 am,99.022908606428146,0.72234593972866712,0.053004800585524592,1.2445095020267032,0,13.795348253603368,10.771558552090948,0,0.75503845868909014,0,0,0.86770989282839206
-13/11/2023 12:00:00 am,99.470510451010867,0.72939761658424729,0.047721150662397349,1.1292783105045758,0,14.524745870187616,11.341080175638261,0,0.7157426311329137,0,0,0.8906003085943881
-14/11/2023 12:00:00 am,99.879067432104563,0.74406589353887043,0.046374997326203982,1.1062478773063669,0,15.268811763726486,11.922054949999204,0,0.72267818370810399,0,0,0.90950892370592484
-15/11/2023 12:00:00 am,100.23711114438491,0.79859439983512459,0.046158244475055454,1.1104798676404246,0,16.067406163561611,12.545606177489896,0,0.7011665731809994,0,0,0.9258163486702804
-16/11/2023 12:00:00 am,100.54694880082883,0.8515974026534785,0.04594768925675119,1.1154873698406533,0,16.919003566215089,13.210542728337355,0,0.6861868658100837,0,0,0.93962865949562913
-17/11/2023 12:00:00 am,100.80509286760366,0.89363385262611317,0.04514905558875526,1.1066288638121944,0,17.812637418841202,13.908301798332451,0,0.67641873157937604,0,0,0.95104735310778588
-18/11/2023 12:00:00 am,101.02180419925348,0.93327871188498435,0.044648036623183174,1.1053420069116147,0,18.745916130726187,14.637016007331368,0,0.67554431415782001,0,0,0.96039733098749547
-19/11/2023 12:00:00 am,101.15578634841225,0.94625266209845194,0.04153373269375038,1.0387010785634678,0,19.692168792824639,15.375860418323535,0,0.65475000628473101,0,0,0.96783015539926076
-20/11/2023 12:00:00 am,101.17968240558113,0.95462270283654149,0.037273249886542459,0.94124551011888835,0,20.64679149566118,16.121240248519069,0,0.60903246083277074,0,0,0.97373722683657649
-21/11/2023 12:00:00 am,101.10277531410166,1.0197981633000381,0.035593963857241562,0.90729710796333674,0,21.666589658961218,16.917509789915524,0,0.55711285011237099,0,0,0.97870303214650778
-22/11/2023 12:00:00 am,100.9875621080146,1.1039882940444627,0.036979158390316513,0.95179592956707992,0,22.770577953005681,17.779515904695323,0,0.55645892243039152,0,0,0.98289375385516575
-23/11/2023 12:00:00 am,100.80047508293592,1.1624486567863279,0.036122884116942089,0.93923874759070392,0,23.933026609792009,18.687168509050764,0,0.53519975539452358,0,0,0.9863080026673009
-24/11/2023 12:00:00 am,100.57195677776872,1.2526284986426717,0.037542593899907217,0.98656759957556173,0,25.18565510843468,19.665234518629244,0,0.53886790917937222,0,0,0.98913597453429392
-25/11/2023 12:00:00 am,100.27963866897326,1.3245755831504127,0.037435081613198307,0.99482239274175777,0,26.510230691585093,20.699477597403853,0,0.52926732515342756,0,0,0.99141827241236402
-26/11/2023 12:00:00 am,99.946334005706433,1.3905580362724166,0.037912760194357631,1.0193406128112394,0,27.90078872785751,21.785240496058954,0,0.53793111216517708,0,0,0.99324056083093204
-27/11/2023 12:00:00 am,99.538453562574546,1.4399157396062918,0.036584618516483758,0.99545067795791731,0,29.340704467463802,22.909542428429184,0,0.52244489718579934,0,0,0.99467478810306464
-28/11/2023 12:00:00 am,99.081089237190838,1.4916860445996925,0.03624092527634204,0.99808079393963611,0,30.832390512063494,24.074267180234241,0,0.52504766862871988,0,0,0.99580535611828014
-29/11/2023 12:00:00 am,98.551896152768407,1.5617920573304183,0.035752395422859351,0.99684657748512262,0,32.394182569393912,25.293731472288702,0,0.51319564597870604,0,0,0.99670559343238685
-30/11/2023 12:00:00 am,97.913878737146945,1.6148318291109334,0.033424021985702268,0.94339039150376247,0,34.009014398504846,26.554609797307076,0,0.47118352746341979,0,0,0.99741312739871657
-1/12/2023 12:00:00 am,97.210036106316579,1.6828183443569031,0.033108240092477814,0.94586747343406785,0,35.691832742861749,27.868572735795301,0,0.46401454056429853,0,0,0.99797358057581276
-2/12/2023 12:00:00 am,96.448390172958796,1.7349282741977703,0.032526826647227836,0.94075551419276005,0,37.426761017059519,29.223223676507732,0,0.45984229436721324,0,0,0.99841280322934112
-3/12/2023 12:00:00 am,95.617448892671121,1.8256789390434207,0.032841422863908676,0.96189623589183726,0,39.25243995610294,30.648733727266247,0,0.45503572987175422,0,0,0.998763644675283
-4/12/2023 12:00:00 am,94.715806165796465,1.9042522644422633,0.032688193072583971,0.96992134449501766,0,41.156692220545203,32.135594688462632,0,0.44693059912164962,0,0,0.99904047413538521
-5/12/2023 12:00:00 am,93.810984197774829,1.9452331572574764,0.033480964177300621,1.0069302250585446,0,43.101925377802679,33.654453978252185,0,0.48055219314319975,0,0,0.9992544701527436
-6/12/2023 12:00:00 am,92.819348157688822,1.9925311192149024,0.031785922272609568,0.96910915685628818,0,45.094456497017582,35.210244033199196,0,0.45111731118021386,0,0,0.99942076787855005
-7/12/2023 12:00:00 am,91.738774326405718,2.0736540752564991,0.031126992244029594,0.96195325172936441,0,47.168110572274081,36.829375778030148,0,0.42720545308494595,0,0,0.99955201203864597
-8/12/2023 12:00:00 am,90.595162833324679,2.1036756374219721,0.029703096578449717,0.93036104776249073,0,49.271786209696053,38.471948686414621,0,0.40705078288654389,0,0,0.99965300774157961
-9/12/2023 12:00:00 am,89.461061437775641,2.1254488180440134,0.030269795069541416,0.96107762742542879,0,51.397235027740066,40.131522331976896,0,0.44042963834197391,0,0,0.99973071518943601
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diff --git a/TestComponents/TestSets/WS2/Outputs/5-1Pot-A.csv b/TestComponents/TestSets/WS2/Outputs/5-1Pot-A.csv
index 4696801..8456322 100644
--- a/TestComponents/TestSets/WS2/Outputs/5-1Pot-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/5-1Pot-A.csv
@@ -1,484 +1,484 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 20/10/2020 12:00:00 am,0,0.8644783071372899,0,1.1477396721951028,0,275.00767722828863,255.1340755535881,0,0.94999999999999996,0,0,0.99999999864120381
-21/10/2020 12:00:00 am,50.854863976553339,0,-0.35477004008204849,1.2096340166353903,0,0,0,0,0.97296969696969704,0,0,0
-22/10/2020 12:00:00 am,51.682314721395834,0,-0.30843960621952848,1.135890351062022,0,0,0,0,0.97575033976124903,0,0,0
-23/10/2020 12:00:00 am,52.51869841792,0,-0.28174775611634206,1.1181314526405055,0,0,0,0,0.94501604427192032,0,0,0
-24/10/2020 12:00:00 am,53.396875504009756,0,-0.26762917345702886,1.1458062595467879,0,0,0,0,0.92224872611057573,0,0,0
-25/10/2020 12:00:00 am,54.386310212385951,0,-0.27144159971022108,1.2608763080864152,0,0,0,0,0.93491927470176095,0,0,0
-26/10/2020 12:00:00 am,55.443489942366213,0,-0.25941870238481513,1.3165984323650781,0,0,0,0,0.97218363495904403,0,0,0
-27/10/2020 12:00:00 am,56.064863190569824,0,-0.22762022027139106,1.2640745497564976,0,0,0,0.41508108128149918,1,1.2858861291025647,0,0
-28/10/2020 12:00:00 am,56.885901343889387,0,-0.21741325342053663,1.3233980580172213,0,0,0,0.28494665127712016,1,0.87000000000000455,0,0
-29/10/2020 12:00:00 am,57.921585554531163,0,-0.18258573420205026,1.2182699448438263,0,0,0,0,0.95772727272727287,0,0,0
-30/10/2020 12:00:00 am,58.936735986111749,0,-0.16147075683721512,1.1766211884178053,0,0,0,0,0.96415798898071636,0,0,0
-31/10/2020 12:00:00 am,59.951206418506018,0,-0.14587267832901629,1.1603431107232813,0,0,0,0,0.95947784101344036,0,0,0
-1/11/2020 12:00:00 am,61.022381414817588,0,-0.1389266521037098,1.2101016484152798,0,0,0,0,0.93405098580818224,0,0,0
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-3/11/2020 12:00:00 am,63.440484938701722,0,-0.12238581850542607,1.3143366489056494,0,0,0,0,0.96256781052751583,0,0,0
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-5/11/2020 12:00:00 am,65.357488394144085,0.23058399196940638,-0.08564477915161417,1.1293299578322908,0,6.0877033994715868,4.7765355160979386,0,0.89053399888478724,0,0,0.008987750546955128
-6/11/2020 12:00:00 am,66.175478771146985,0.24448716050926844,-0.078209418415571275,1.1406869559277404,0,6.3321905599808552,4.9683650992382447,0,0.87979992063981305,0,0,0.010433762634188395
-7/11/2020 12:00:00 am,67.028681283299321,0.2627863828735082,-0.073240590282029672,1.189229485307874,0,6.5949769428543634,5.1745526232643293,0,0.88189212366561864,0,0,0.012170155438086779
-8/11/2020 12:00:00 am,67.908457387152524,0.27928199229394224,-0.067251705911401949,1.2263098020585579,0,6.8742589351483057,5.3936829368920263,0,0.88650132123690417,0,0,0.014236990101219314
-9/11/2020 12:00:00 am,68.739755340443963,0.28057052706710373,-0.056806882120820301,1.1686753624793556,0,7.1548294622154094,5.6138242610279336,0,0.88175749070572806,0,0,0.016559102925568642
-10/11/2020 12:00:00 am,69.61536292172174,0.29675010489500675,-0.052431908205802458,1.2247895943785929,0,7.4515795671104161,5.8466604099703776,0,0.90302969626215457,0,0,0.019301375488642948
-11/11/2020 12:00:00 am,70.430901920635648,0.28973889925999519,-0.043002211196727202,1.1482801093706347,0,7.7413184663704113,6.073995424818607,0,0.90990848476971709,0,0,0.022281056299591553
-12/11/2020 12:00:00 am,71.167594907444396,0.28875499542097938,-0.034765435793810084,1.0602134180235394,0,8.0300734617913907,6.3005584487659831,0,0.88289435794256321,0,0,0.025565663430521586
-13/11/2020 12:00:00 am,71.868761770592201,0.30020280485210016,-0.029542773891740204,1.0309124418916509,0,8.3302762666434909,6.5361036560986427,0,0.85818874418049174,0,0,0.029332738929630817
-14/11/2020 12:00:00 am,72.603697729596306,0.3330185398371821,-0.027062610572174073,1.0950171094134609,0,8.663294806480673,6.7973967544433247,0,0.8452253624877637,0,0,0.033954619148737014
-15/11/2020 12:00:00 am,73.476767524753186,0.37978817401208254,-0.026355694151335207,1.2792136633202864,0,9.0430829804927555,7.0953862560212348,0,0.88058582033560706,0,0,0.039825347666710087
-16/11/2020 12:00:00 am,74.425412921049926,0.40140369589341951,-0.022435520393493391,1.3724846125836652,0,9.444486676386175,7.410335734324387,0,0.92294270155338698,0,0,0.046762065236925048
-17/11/2020 12:00:00 am,75.383848463898858,0.40435596524792317,-0.016939590577409902,1.3797310986742672,0,9.8488426416340982,7.727601623020675,0,0.96912804321739532,0,0,0.05454782037933173
-18/11/2020 12:00:00 am,76.24007616648484,0.40592903887847953,-0.011034100157650606,1.2731908416221145,0,10.254771680512578,8.0461017771817431,0,0.93100856822976485,0,0,0.063203653025910911
-19/11/2020 12:00:00 am,77.081720666382537,0.42762893132541357,-0.0069779638605496075,1.2762513950836605,0,10.682400611837991,8.38162810692444,0,0.9206818128095321,0,0,0.073263855889474136
-20/11/2020 12:00:00 am,77.878132943906593,0.44737644644975916,-0.0031705890126971781,1.2469593129865018,0,11.12977705828775,8.7326487374167954,0,0.89695050143453658,0,0,0.084850142336535248
-21/11/2020 12:00:00 am,78.625787133888764,0.46840275500748518,0.00011701269431529937,1.2159399322953395,0,11.598179813295236,9.1001670359143159,0,0.8711955912547753,0,0,0.098164230056856677
-22/11/2020 12:00:00 am,79.320009908150794,0.507516017185905,0.0029847628555614847,1.198754028592369,0,12.105695830481141,9.498374392942825,0,0.82231600477536704,0,0,0.11396458343000793
-23/11/2020 12:00:00 am,79.97283934748117,0.52915648741114119,0.005494142522455725,1.1764917842190683,0,12.634852317892282,9.9135613016730257,0,0.80724263405851349,0,0,0.13194892963305715
-24/11/2020 12:00:00 am,80.646607310506184,0.58648135974118532,0.0084252062093552738,1.2518241165568451,0,13.221333677633467,10.373726467501626,0,0.79638622783379898,0,0,0.15363612431298931
-25/11/2020 12:00:00 am,81.387464439556936,0.61799372003799036,0.011800905978689435,1.3470499431100558,0,13.839327397671457,10.85861687013576,0,0.84422023200225815,0,0,0.17838648401076376
-26/11/2020 12:00:00 am,82.090600798396423,0.65913785552629989,0.01440778729487846,1.3478664270709038,0,14.498465253197757,11.375789795676003,0,0.82428372875152667,0,0,0.20675976908461155
-27/11/2020 12:00:00 am,82.884754654980171,0.67985671917354651,0.018222022157766027,1.4557885535995145,0,15.178321972371304,11.909219161711171,0,0.89736061344838303,0,0,0.23790917869388223
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+28/01/2022 12:00:00 am,86.355699602883419,0.14191875627784611,0.0040318004456052492,1.2725715836479623,0,157.50599415202137,127.28677182020382,0,0.66365124676403209,0,0,0.24839608107882816
+29/01/2022 12:00:00 am,87.475919314966944,0.13999631328263717,0.0041322288288219156,1.2560837965373399,0,157.64599046530401,127.39990833212144,0,0.61676418860168725,0,0,0.23319509049601247
+30/01/2022 12:00:00 am,88.57646355874202,0.13390670088449497,0.0040743606571220781,1.2303765840024359,0,157.7798971661885,127.50812358940385,0,0.59470172884978145,0,0,0.21789784034222359
+31/01/2022 12:00:00 am,89.592872381523449,0.12496696634261184,0.0038892866617796784,1.1374865024622636,0,157.90486413253112,127.60911429655474,0,0.55500439803502755,0,0,0.20288134727043952
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diff --git a/TestComponents/TestSets/WS2/Outputs/5-2Oni-A.csv b/TestComponents/TestSets/WS2/Outputs/5-2Oni-A.csv
index f4bc298..f80e4bd 100644
--- a/TestComponents/TestSets/WS2/Outputs/5-2Oni-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/5-2Oni-A.csv
@@ -1,597 +1,597 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/03/2021 12:00:00 am,0,0.66122486956766124,0,1.651584115563222,0,299.78907608223597,235.22058735142727,0,0.90000000000000002,0,0,0.64513548361290063
-26/03/2021 12:00:00 am,50.508329549857258,0,-1.2139620703134077,1.7222916201706664,0,0,0,0,0.92392424242424231,0,0,0
-27/03/2021 12:00:00 am,51.17458816263634,0,-1.0750147345976753,1.7412733473767525,0,0,0,0,0.91606970844811741,0,0,0
-28/03/2021 12:00:00 am,51.882144681699685,0,-0.8372803464140719,1.5448368654774158,0,0,0,0,0.90346370622199945,0,0,0
-29/03/2021 12:00:00 am,52.722099611682509,0,-0.76384617306066005,1.6038011030434813,0,0,0,0,0.90659795304591306,0,0,0
-30/03/2021 12:00:00 am,53.676735514092208,0,-0.67654109939477003,1.63117700180447,0,0,0,0,0.90563291030036519,0,0,0
-31/03/2021 12:00:00 am,54.676270203045632,0,-0.56106103316617162,1.5605957221195967,0,0,0,0,0.90325543623306359,0,0,0
-1/04/2021 12:00:00 am,55.714534305171078,0,-0.46896399816226264,1.5072281002877137,0,0,0,0,0.89165615423214373,0,0,0
-2/04/2021 12:00:00 am,56.736249858712767,0,-0.37644634943998856,1.3981619029816774,0,0,0,0,0.86848603895162146,0,0,0
-3/04/2021 12:00:00 am,57.957496176588045,0,-0.36465148805276382,1.5858978059280389,0,0,0,0,0.90588021432580257,0,0,0
-4/04/2021 12:00:00 am,59.303151242601082,0,-0.31768234841128429,1.6633374144243187,0,0,0,0,0.96036691630499182,0,0,0
-5/04/2021 12:00:00 am,60.575291290090803,0,-0.23607603870843352,1.5082160861981506,0,0,0,0,0.98702707947394208,0,0,0
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diff --git a/TestComponents/TestSets/WS2/Outputs/5-3Gra-A.csv b/TestComponents/TestSets/WS2/Outputs/5-3Gra-A.csv
index 21e373a..3898037 100644
--- a/TestComponents/TestSets/WS2/Outputs/5-3Gra-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/5-3Gra-A.csv
@@ -1,611 +1,611 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 14/02/2022 12:00:00 am,0,0.062920276575397338,0,1.6044118597764532,0,159.0985738955267,128.57379797757906,0,0.59999999999999998,0,0,0
-15/02/2022 12:00:00 am,50.871716120188374,0,-0.65727764183083826,1.5289937620192111,0,0,0,0,0.5917575757575757,0,0,0
-16/02/2022 12:00:00 am,51.736634295666832,0,-0.5845217792123617,1.4494399546908157,0,0,0,0,0.56803000918273638,0,0,0
-17/02/2022 12:00:00 am,52.677287100068533,0,-0.57201070597026193,1.5126635103719659,0,0,0,0,0.58145750414892727,0,0,0
-18/02/2022 12:00:00 am,53.695378546505644,0,-0.55618525640275585,1.5742767028398674,0,0,0,0,0.59354015582096198,0,0,0
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+24/09/2023 12:00:00 am,112.51259821034569,0.24415716718922909,0.00023039766352050961,1.4359463039597571,0,188.96045198082982,144.92478066296781,2.2683728947972539,1,3.5016572515337003,0,0.80851085219769603
+25/09/2023 12:00:00 am,113.76145918836394,0.24942296331008151,0.00023475488288804414,1.4980491864454568,0,189.2098749441399,145.11607766650002,0,0.99090909090909074,0,0,0.80111191534817505
+26/09/2023 12:00:00 am,114.96636217970827,0.2366034459808759,0.0002250362226972058,1.441281401102501,0,189.44647839012077,145.29754263524572,0,0.97339690194498385,0,0,0.79396958902522718
+27/09/2023 12:00:00 am,116.20170475067077,0.23966628477577956,0.00022771047020109236,1.4747811452680772,0,189.68614467489655,145.48135667352375,0,0.95239551438823111,0,0,0.78660731082235957
+28/09/2023 12:00:00 am,117.48940280888607,0.24086330111393295,0.00022907492333290591,1.5283322844058946,0,189.92700797601049,145.66608877337734,0,0.99849250469515372,0,0,0.77907395893511011
+29/09/2023 12:00:00 am,118.82009951547317,0.24258935631010559,0.00023102215483872257,1.5730550407423762,0,190.16959733232059,145.85214468553175,0,0.99608032663780033,0,0,0.77134509426570963
+30/09/2023 12:00:00 am,118.15735851222762,0.23565458045203513,0.0002258105190169335,1.5547898401304883,0,190.40525191277263,146.03288191401649,1.9821020734430213,1,2.9135708359026893,0,0.76369565666405803
+1/10/2023 12:00:00 am,119.37814266605187,0.21537192811652517,0.00020977798102106426,1.4359463039597571,0,190.62062384088915,146.19806319462865,0,0.99818181818181806,0,0,0.756577769438879
+2/10/2023 12:00:00 am,120.61734989285058,0.21832469546913558,0.00021242500148499488,1.4857692997049583,0,190.83894853635829,146.36550912457056,0.028449802438588474,1,0.040966589637108086,0,0.74923382055933818
+3/10/2023 12:00:00 am,120.8599490868108,0.23069104204736846,0.00022332921645862314,1.6142778199865861,0,191.06963957840566,146.5424395262454,1.1412109131954524,1,1.6399999999999864,0,0.74132777243111359
+4/10/2023 12:00:00 am,122.1273120561747,0.20910454215660934,0.00020568463729953024,1.4762618268832226,0,191.27874412056227,146.7028139833871,0,0.98333333333333317,0,0,0.73402659197266829
+5/10/2023 12:00:00 am,123.39247584413285,0.20453258479690817,0.00020228757055673618,1.4694940851844989,0,191.48327670535917,146.85968194003831,0,0.9813646134665519,0,0,0.72675596038643386
+6/10/2023 12:00:00 am,124.65299704764931,0.1997293338369559,0.00019868190206540071,1.4600518554513515,0,191.68300603919613,147.01286600366035,0,0.96504902694907524,0,0,0.71952809722129507
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+9/10/2023 12:00:00 am,128.44215397128139,0.18443913721904437,0.00018706024351455852,1.4200152886491848,0,192.26184558768293,147.45681178027189,0,0.98122870190369738,0,0,0.69782006862810986
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+11/10/2023 12:00:00 am,130.80469922876915,0.19252866082280207,0.00019454806445029504,1.5477999729656193,0,192.63233943507939,147.74096509917038,0.20754110314052418,1,0.27557582306488371,0,0.6832849152300835
+12/10/2023 12:00:00 am,132.17628883881116,0.19040288011990469,0.00019322760161721853,1.5617992625602888,0,192.82274231519929,147.88699616201828,0,0.98803030303030293,0,0,0.67560492875622091
+13/10/2023 12:00:00 am,133.49695708549649,0.18030325914148193,0.00018489488296036249,1.5007866109438759,0,193.00304557434077,148.02528123706958,0,0.99935856403932177,0,0,0.66819377235781574
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+15/10/2023 12:00:00 am,133.82375024710694,0.18134829085224169,0.00018684966630022615,1.5772888803557714,0,193.37048229423641,148.30708986675998,1.4177206995875358,1,1.8400000000000034,0,0.65265050617682363
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diff --git a/TestComponents/TestSets/WS2/Outputs/5-4Pot-B.csv b/TestComponents/TestSets/WS2/Outputs/5-4Pot-B.csv
index 253584e..7061fec 100644
--- a/TestComponents/TestSets/WS2/Outputs/5-4Pot-B.csv
+++ b/TestComponents/TestSets/WS2/Outputs/5-4Pot-B.csv
@@ -1,597 +1,597 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 10/11/2022 12:00:00 am,0,0.01601546085123573,0,1.7216890764316339,0,41.235064083655992,38.255186405735529,0,0.90000000000000002,0,0,0
-11/11/2022 12:00:00 am,51.747512193081299,0,-0.054993820564658326,1.8025060136459596,0,0,0,0,0.9205757575757576,0,0,0
-12/11/2022 12:00:00 am,53.388342220617808,0,-0.047566607800906387,1.6883966353374165,0,0,0,0,0.92678084940312211,0,0,0
-13/11/2022 12:00:00 am,54.905372018906753,0,-0.0407204834088878,1.5577502816978328,0,0,0,0,0.89904488913724023,0,0,0
-14/11/2022 12:00:00 am,56.382242786768991,0,-0.036837272803837307,1.5137080406660763,0,0,0,0,0.8737131332327549,0,0,0
-15/11/2022 12:00:00 am,57.95272172889775,0,-0.036334487972189689,1.606813430100948,0,0,0,0,0.86019968593489071,0,0,0
-16/11/2022 12:00:00 am,59.789346297735456,0,-0.039039024137265788,1.8756635929749728,0,0,0,0,0.89510761115732584,0,0,0
-17/11/2022 12:00:00 am,61.762214099306782,0,-0.038101523405417226,2.0109693249767404,0,0,0,0,0.93707719043141746,0,0,0
-18/11/2022 12:00:00 am,63.714087850678183,0,-0.034102830053680366,1.9859765814250818,0,0,0,0,0.98277048720852744,0,0,0
-19/11/2022 12:00:00 am,65.547808270436349,0,-0.02904293266986796,1.8627633524280338,0,0,0,0,0.94401330911836534,0,0,0
-20/11/2022 12:00:00 am,67.387776282710959,0,-0.026452090860069943,1.8664201031346883,0,0,0,0,0.93329386384979152,0,0,0
-21/11/2022 12:00:00 am,69.187445931118745,0,-0.023463055409670419,1.8231327038174465,0,0,0,0,0.90927558746196835,0,0,0
-22/11/2022 12:00:00 am,70.944414197941001,0,-0.02077815704484165,1.7777464238671032,0,0,0,0,0.8834125549240569,0,0,0
-23/11/2022 12:00:00 am,72.679124671753797,0,-0.018601937008629166,1.7533124108214242,0,0,0,0,0.8346780876717147,0,0,0
-24/11/2022 12:00:00 am,74.38466329220077,0,-0.016567987956397245,1.7221066084033607,0,0,0,0,0.82016559050772186,0,0,0
-25/11/2022 12:00:00 am,76.203168970938179,0,-0.015920659430051165,1.8344263381674608,0,0,0,0,0.81013617412953631,0,0,0
-26/11/2022 12:00:00 am,78.164251537303642,0,-0.015301687369951522,1.9763842537354175,0,0,0,0,0.85908851822948207,0,0,0
-27/11/2022 12:00:00 am,80.130623687742045,0,-0.013549343061056263,1.9799214934994678,0,0,0,0,0.83999014893929935,0,0,0
-28/11/2022 12:00:00 am,82.258607207895309,0,-0.012805438941628555,2.1407889590948961,0,0,0,0,0.91425726487403736,0,0,0
-29/11/2022 12:00:00 am,84.100328507812833,0,-0.0096497461414445374,1.8513710460589714,0,0,0,0,0.86664434374487476,0,0,0
-30/11/2022 12:00:00 am,86.192086961813501,0,-0.0094796951002821261,2.1012381491009506,0,0,0,0,0.8963829925945993,0,0,0
-1/12/2022 12:00:00 am,88.403116727925493,0,-0.0084514097830703516,2.2194811758950599,0,0,0,0,0.95451564826228941,0,0,0
-2/12/2022 12:00:00 am,90.55300379155689,0,-0.0068070636337717039,2.1566941272651707,0,0,0,0,0.91505458156088904,0,0,0
-3/12/2022 12:00:00 am,92.656022050419139,0,-0.0054314088120049897,2.108449667674257,0,0,0,0,0.90286392407536498,0,0,0
-4/12/2022 12:00:00 am,94.832597778861143,0,-0.0044555063067781564,2.1810312347487835,0,0,0,0,0.896379547875234,0,0,0
-5/12/2022 12:00:00 am,96.904898698193662,0,-0.0032361156133740021,2.0755370349459024,0,3.736355801201487,2.8656289678163316,0,0.86679831414938713,0,0,0.0074194135301827125
-6/12/2022 12:00:00 am,98.881661935727394,0.10293069699540869,-0.0023473431532609057,2.0820412776824062,0,3.8392864981968957,2.9445725167397825,0,0.86862355178728845,0,0,0.0082247122519413692
-7/12/2022 12:00:00 am,100.77248985820597,0.10199973939632301,-0.00147538856450391,1.9943030504394024,0,3.9412862375932187,3.0228020600369776,0,0.87052091345838134,0,0,0.0090841640153366508
-8/12/2022 12:00:00 am,102.70234080060246,0.1005177178017771,-0.00079077911547664748,2.0311594393137336,0,4.0418039553949958,3.0998949546213037,0,0.92465755995053145,0,0,0.0099937150641396712
-9/12/2022 12:00:00 am,104.66935951633774,0.107472797217393,-0.00012913006616543932,2.0746206430188403,0,4.1492767526123888,3.1823221048566683,0,0.89960354626943917,0,0,0.011038031410940247
-10/12/2022 12:00:00 am,106.93025008140883,0.11595911227851108,0.00061804345823368578,2.3762316338913823,0,4.2652358648908999,3.2712579045791443,0,0.95636628638829668,0,0,0.012251864505422953
-11/12/2022 12:00:00 am,109.29354553886668,0.12498110485697467,0.0014367411700832999,2.4868398211447436,0,4.3902169697478746,3.3671131960887672,0,0.94261060230953964,0,0,0.013666105349323859
-12/12/2022 12:00:00 am,111.51658620761908,0.12461945913102568,0.0020191177423071194,2.3456410101411165,0,4.5148364288789002,3.4626911204193767,0,0.92857216832085532,0,0,0.015190934723114502
-13/12/2022 12:00:00 am,113.62327518076907,0.12715746182858201,0.0024574427919269448,2.2313889921866559,0,4.6419938907074823,3.5602155868989369,0,0.89646190242831858,0,0,0.016870418396401625
-14/12/2022 12:00:00 am,115.5379931786556,0.12524197940872117,0.0026557771669688535,2.0373042001282831,0,4.7672358701162034,3.6562709583025055,0,0.86778193652336411,0,0,0.018652146229655029
-15/12/2022 12:00:00 am,117.43057595105734,0.12499971803284637,0.0029761832010213318,2.014606307233568,0,4.8922355881490498,3.7521405253412263,0,0.88666810931507201,0,0,0.020562081391456835
-16/12/2022 12:00:00 am,119.39878764083153,0.13660796132290365,0.0034400325354789762,2.1013796185616207,0,5.0288435494719534,3.8569131305292439,0,0.85620801448932948,0,0,0.022806146607270317
-17/12/2022 12:00:00 am,121.40386713066567,0.14032256998144543,0.00382380878845201,2.1415782510271448,0,5.1691661194533989,3.9645346855342467,0,0.8709838556147883,0,0,0.025288796866816225
-18/12/2022 12:00:00 am,123.39472994734304,0.1477920396879151,0.0040979871072717167,2.1345568692580033,0,5.316958159141314,4.0778850120759964,0,0.84301234841089789,0,0,0.028106294122816351
-19/12/2022 12:00:00 am,125.48229264660156,0.14778104417328741,0.0045559189762265362,2.2307878244555903,0,5.4647392033146014,4.1912269055169098,0,0.90549279499579238,0,0,0.031139901733581447
-20/12/2022 12:00:00 am,127.47892598588318,0.14469698869757242,0.0045968561581331002,2.1367334718210667,0,5.6094361920121738,4.302203457116792,0,0.91974144524432178,0,0,0.034327803210096819
-21/12/2022 12:00:00 am,129.38995717745564,0.14954639139332215,0.0046141946421763835,2.0559633883236228,0,5.758982583405496,4.416899298201117,0,0.88178602995641986,0,0,0.037856903880183895
-22/12/2022 12:00:00 am,131.21122672824043,0.15408977546662683,0.0045793238799854974,1.9707800023714042,0,5.9130723588721228,4.5350797252577397,0,0.84443147074744462,0,0,0.041750814627680481
-23/12/2022 12:00:00 am,133.03025879355448,0.1647312884442389,0.0047350680661538691,1.9790282856921309,0,6.0778036473163617,4.6614217486591842,0,0.80680340249219806,0,0,0.046212172779379959
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-25/12/2022 12:00:00 am,136.9141097076764,0.17981947036120349,0.0054927083464775261,2.187075898714224,0,6.4274091081419167,4.9295545468060649,0,0.84933156862042047,0,0,0.056744649530239902
-26/12/2022 12:00:00 am,138.87580480725393,0.19042205987496086,0.0054992156833040262,2.1466179437691824,0,6.6178311680168775,5.0756003197256225,0,0.80435545417437615,0,0,0.063112754297166784
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+14/06/2024 12:00:00 am,274.20528264304806,0.011928971414768341,0.0032068832449887452,1.2016793538969637,0,41.0967331272265,38.126852022329274,2.0365974174488302,1,1.2900000000000063,0,0.13490796242731773
+15/06/2024 12:00:00 am,272.66394404623537,0.013018827331400473,0.0034188793013281149,1.3411478162135917,0,41.1097519545579,38.138930035966794,2.8728864649962409,1,1.8299999999999983,0,0.12411061300512138
+16/06/2024 12:00:00 am,271.49223850074065,0.012768083491295101,0.0033991004030720084,1.3543142181200996,0,41.122520038049196,38.150775425924536,2.5166507805265614,1,1.6099999999999994,0,0.11320667573078103
+17/06/2024 12:00:00 am,265.58597021118976,0.012505202273125349,0.0033768471011010881,1.3662339479119796,0,41.135025240322321,38.162376931939647,7.263373882290872,1,4.75,0,0.10220680938951088
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diff --git a/TestComponents/TestSets/WS2/Outputs/6-1Maize-A.csv b/TestComponents/TestSets/WS2/Outputs/6-1Maize-A.csv
index 31a010e..a47735b 100644
--- a/TestComponents/TestSets/WS2/Outputs/6-1Maize-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/6-1Maize-A.csv
@@ -1,398 +1,398 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/10/2020 12:00:00 am,0,2.034429372770262,0,1.299126630235945,0,275.00767722828851,255.13407555358799,0,0.94999999999999996,0,0,0.99999999864120381
-16/10/2020 12:00:00 am,51.034528712484082,0,-0.35359896284981696,1.3881276753338974,0,0,0,0,0.95352272727272713,0,0,0
-17/10/2020 12:00:00 am,52.081586857187403,0,-0.3224771581907947,1.3695353028941135,0,0,0,0,0.96782036845730002,0,0,0
-18/10/2020 12:00:00 am,53.071769799236144,0,-0.2764218042859794,1.2666047463347245,0,0,0,0,0.9406418396438555,0,0,0
-19/10/2020 12:00:00 am,54.102156642372655,0,-0.26175517393586323,1.2921420170723752,0,0,0,0,0.91913972774332753,0,0,0
-20/10/2020 12:00:00 am,55.103550492024006,0,-0.23193969765451472,1.2333335473058675,0,0,0,0,0.89512715234132423,0,0,0
-21/10/2020 12:00:00 am,56.19675831338791,0,-0.23072544296944497,1.3239332643333508,0,0,0,0,0.92002571304690195,0,0,0
-22/10/2020 12:00:00 am,57.246060399460454,0,-0.20171940933728028,1.2510214954098209,0,0,0,0,0.92498828972133251,0,0,0
-23/10/2020 12:00:00 am,58.276106441674649,0,-0.18112809405602848,1.2111741362702222,0,0,0,0,0.89652290404439416,0,0,0
-24/10/2020 12:00:00 am,59.347492290037351,0,-0.17236522860718884,1.2437510769698898,0,0,0,0,0.87572470127410673,0,0,0
-25/10/2020 12:00:00 am,60.544867316599984,0,-0.17517092336255979,1.3725459499251873,0,0,0,0,0.8904465364148999,0,0,0
-26/10/2020 12:00:00 am,61.832984476813067,0,-0.16993152299541103,1.4580486832084922,0,0,0,0,0.9293617786237407,0,0,0
-27/10/2020 12:00:00 am,63.134387681784979,0,-0.15419779171738757,1.4556009966893002,0,0,0,0,0.9783352121260247,0,0,0
-28/10/2020 12:00:00 am,64.512219174569822,0,-0.14608142250771916,1.5239129152925579,0,0,0,0,0.99247225050046817,0,0,0
-29/10/2020 12:00:00 am,65.782042659997757,0,-0.12054989819751816,1.3903733836254644,0,0,0,0,0.95056336445355172,0,0,0
-30/10/2020 12:00:00 am,67.025333416204788,0,-0.10619355461260893,1.3494843108196324,0,0,0,0,0.95733925083291105,0,0,0
-31/10/2020 12:00:00 am,68.256086462684408,0,-0.094617484654705653,1.3253705311343227,0,0,0,0,0.95297937693015322,0,0,0
-1/11/2020 12:00:00 am,69.549633299037438,0,-0.089166483522996831,1.3827133198760364,0,0,0,0,0.92789713724446321,0,0,0
-2/11/2020 12:00:00 am,71.034496817819146,0,-0.090545373560562581,1.5754088923422724,0,0,0,0,0.96878970543263765,0,0,0
-3/11/2020 12:00:00 am,72.464722190902549,0,-0.076388491155591876,1.5066138642390035,0,0,0,0,0.95690358735861603,0,0,0
-4/11/2020 12:00:00 am,73.78110841917983,0,-0.061780867494964475,1.3781670957722412,0,0,0,0,0.92458478079963291,0,0,0
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-16/11/2020 12:00:00 am,88.44685554021396,0.4195685744865969,-0.0035452532911142143,1.5768182014734065,0,8.8237181793728094,7.0977867746652468,0,0.92112417226011201,0,0,0.010106874379321533
-17/11/2020 12:00:00 am,89.611141678908339,0.42497327683493324,0.00047815038924259312,1.5887812651400652,0,9.2486914562077427,7.4396346943955614,0,0.96756205338481527,0,0,0.011723620083990713
-18/11/2020 12:00:00 am,90.649517207873984,0.42889149613077393,0.0037431870861599492,1.4635238380102618,0,9.6775829523385166,7.7846344243415802,0,0.9296104976182632,0,0,0.013524013384577196
-19/11/2020 12:00:00 am,91.669521061610865,0.45419549071534604,0.0066763638121312141,1.4675229806400987,0,10.131778443053863,8.1499886527493057,0,0.91954814065960389,0,0,0.015624441139502258
-20/11/2020 12:00:00 am,92.635350037783525,0.47769761143359801,0.0091306248063309781,1.4343959627999265,0,10.609476054487461,8.5342479547574737,0,0.8961296069717678,0,0,0.018058754730245537
-21/11/2020 12:00:00 am,93.543184707198705,0.50283124851274508,0.011194577557205321,1.3994713403707169,0,11.112307303000206,8.9387247198841511,0,0.87080378057624952,0,0,0.020881916506711236
-22/11/2020 12:00:00 am,94.389395390990217,0.54781707424914927,0.013086583281858744,1.3809411747588021,0,11.660124377249355,9.3793880213970056,0,0.82262761502131088,0,0,0.024275504370631328
-23/11/2020 12:00:00 am,95.18660275856621,0.57438814047261211,0.014679261799084742,1.356916246249505,0,12.234512517721967,9.841425052056211,0,0.80847177634550216,0,0,0.028204672729188748
-24/11/2020 12:00:00 am,96.009621459965757,0.64031603416867711,0.017468827823034161,1.4458659077451905,0,12.874828551890644,10.356494389782,0,0.7987081071716875,0,0,0.033050529050443034
-25/11/2020 12:00:00 am,96.909994475160261,0.67878963571719098,0.020761734360254636,1.5584009165514474,0,13.553618187607835,10.902511839708735,0,0.84784026657202483,0,0,0.03874357385853644
-26/11/2020 12:00:00 am,97.765705792972113,0.7284212820207685,0.022634445176218598,1.5614981546563904,0,14.282039469628604,11.488452917699874,0,0.82895086132782314,0,0,0.045510447781884789
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diff --git a/TestComponents/TestSets/WS2/Outputs/6-2Gra-A.csv b/TestComponents/TestSets/WS2/Outputs/6-2Gra-A.csv
index 1977648..c34ce74 100644
--- a/TestComponents/TestSets/WS2/Outputs/6-2Gra-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/6-2Gra-A.csv
@@ -1,326 +1,326 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/04/2021 12:00:00 am,0,0.001576173806226322,0,1.0950874536563138,0,4.3616008531026687,3.9868928760319919,0,0.59999999999999998,0,0,0
-26/04/2021 12:00:00 am,51.037019464893916,0,-0.0099743501234490911,1.046993815017363,0,0,0,0,0.59696969696969704,0,0,0
-27/04/2021 12:00:00 am,52.237948582020998,0,-0.011126640617784168,1.2120557577448619,0,0,0,0,0.65216299357208452,0,0,0
-28/04/2021 12:00:00 am,53.484403072506154,0,-0.011083499256216,1.2575379897413757,0,0,0,0,0.72370470566547018,0,0,0
-29/04/2021 12:00:00 am,54.793172063083567,0,-0.011146819838756164,1.3199158104161723,0,0,0,0,0.77805631012676013,0,0,0
-30/04/2021 12:00:00 am,56.190908865322271,0,-0.011371033307141849,1.4091078355458491,0,1.9522696563827304,1.811187669495697,0,0.84096533105997562,0,0,0.0087705867159881632
-1/05/2021 12:00:00 am,57.258448095477,0.099273665001111011,-0.0090865133503613346,1.1758994085062062,0,2.0515433213838414,1.9032872610494624,0,0.82330191911260964,0,0,0.011091593024334283
-2/05/2021 12:00:00 am,58.29425464124791,0.10394398095951685,-0.0085322411355578665,1.1482827678659779,0,2.1554873023433583,1.9997196652599514,0,0.80712953608648152,0,0,0.014009858894271972
-3/05/2021 12:00:00 am,59.473062354273857,0.12081449871334948,-0.0093295484551798452,1.3089517601944727,0,2.2763018010567078,2.1118034287147194,0,0.82183874712371774,0,0,0.018117290206350729
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diff --git a/TestComponents/TestSets/WS2/Outputs/6-3Cab-A.csv b/TestComponents/TestSets/WS2/Outputs/6-3Cab-A.csv
index 358ea03..d679662 100644
--- a/TestComponents/TestSets/WS2/Outputs/6-3Cab-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/6-3Cab-A.csv
@@ -1,290 +1,290 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/11/2021 12:00:00 am,0,0.042868487893471752,0,2.312116075664072,0,101.7574968516027,94.403927743186088,0,0.94999999999999996,0,0,0
-16/11/2021 12:00:00 am,52.462937953028081,0,-0.15253549064566521,2.6154734436737503,0,0,0,0,0.98029545454545453,0,0,0
-17/11/2021 12:00:00 am,54.595803342367063,0,-0.14120091720739006,2.6594009221884605,0,0,0,0.3853346156420866,1,1.2258549999999957,0,0
-18/11/2021 12:00:00 am,56.115066300450138,0,-0.12327531832056887,2.5504120308827365,0,0,0,0.90787375447910157,1,2.8100000000000023,0,0
-19/11/2021 12:00:00 am,58.448676594739929,0,-0.10771775816230378,2.4413280524520915,0,0,0,0,0.96030303030303032,0,0,0
-20/11/2021 12:00:00 am,60.794011313610469,0,-0.098500037836999343,2.443834756707536,0,0,0,0,0.94877897153351698,0,0,0
-21/11/2021 12:00:00 am,63.091455626613417,0,-0.087791915759371841,2.3852362287623263,0,0,0,0,0.92400520958900301,0,0,0
-22/11/2021 12:00:00 am,65.337344737636812,0,-0.078177804649203542,2.3240669156725939,0,0,0,0,0.89742131827123806,0,0,0
-23/11/2021 12:00:00 am,67.55716155491946,0,-0.070430002513242607,2.2902468197958927,0,0,0,0,0.84786118299737268,0,0,0
-24/11/2021 12:00:00 am,69.741668193642198,0,-0.063181185779281557,2.2476878245020169,0,0,0,0,0.83268154131235417,0,0,0
-25/11/2021 12:00:00 am,72.072891547778113,0,-0.061236065737403589,2.3924594198733153,0,0,0,0,0.82203201646248458,0,0,0
-26/11/2021 12:00:00 am,74.588558990614558,0,-0.059483980441150663,2.5751514232775894,0,0,0,0,0.87039497564684332,0,0,0
-27/11/2021 12:00:00 am,77.113316982532709,0,-0.053383352595941957,2.5781413445140964,0,0,0,0,0.85075012758148827,0,0,0
-28/11/2021 12:00:00 am,79.847103369751423,0,-0.05128532174978484,2.7850717089684989,0,0,0,0,0.92452652327815077,0,0,0
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-2/12/2021 12:00:00 am,90.507873914384732,0,-0.030550223635678941,2.7981683936852013,0,0,0,0,0.92317441959498781,0,0,0
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-6/12/2021 12:00:00 am,101.37380658340805,0,-0.014907977139861917,2.6967027934594681,0,0,0,0,0.87529596028880485,0,0,0
-7/12/2021 12:00:00 am,103.94431085171782,0,-0.01160955529852381,2.582113823608287,0,0,0,0,0.87690941204353656,0,0,0
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diff --git a/TestComponents/TestSets/WS2/Outputs/6-4Gra-B.csv b/TestComponents/TestSets/WS2/Outputs/6-4Gra-B.csv
index 9b1faab..703ab6f 100644
--- a/TestComponents/TestSets/WS2/Outputs/6-4Gra-B.csv
+++ b/TestComponents/TestSets/WS2/Outputs/6-4Gra-B.csv
@@ -1,321 +1,321 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 20/04/2022 12:00:00 am,0,24.944584371883138,0,1.8318842399839934,0,1605.1573670627849,1043.3522885908103,0,0.94999999999999996,0,0,0.99999989228437147
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+5/03/2023 12:00:00 am,246.8832267395556,1.1646700650444899,0.0062144953430731675,0.99066865854647346,0,126.31518805832253,102.25515223768966,0,0.30072712574711918,0,0,0.99999865419722522
diff --git a/TestComponents/TestSets/WS2/Outputs/6-5Wat-A.csv b/TestComponents/TestSets/WS2/Outputs/6-5Wat-A.csv
index adfef6e..04606e9 100644
--- a/TestComponents/TestSets/WS2/Outputs/6-5Wat-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/6-5Wat-A.csv
@@ -1,398 +1,398 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/09/2022 12:00:00 am,0,0.056297730048072481,0,2.1803161306540741,0,58.745897283697381,54.500588300305182,0,0.90000000000000002,0,0,0
-16/09/2022 12:00:00 am,52.139700311360187,0,-0.061966525045736277,2.2016668364059231,0,0,0,0,0.91362121212121217,0,0,0
-17/09/2022 12:00:00 am,54.598604261257854,0,-0.066330239572115812,2.5252341894697867,0,0,0,0,0.95507898071625341,0,0,0
-18/09/2022 12:00:00 am,56.889570209023312,0,-0.057402782985288364,2.348368730750745,0,0,0,0,0.985537939030804,0,0,0
-19/09/2022 12:00:00 am,57.078990071736982,0,-0.049497993567907739,2.165898457317557,0,0,0,1.9269806010359802,1,5.8635603743133089,0,0
-20/09/2022 12:00:00 am,58.582417561997225,0,-0.045900603182305488,2.1429632580707842,0,0,0,0.59363516462823551,1,1.7599999999999909,0,0
-21/09/2022 12:00:00 am,60.574166883360135,0,-0.040861068500322117,2.0326103898632266,0,0,0,0,0.99484848484848476,0,0,0
-22/09/2022 12:00:00 am,62.167717044070763,0,-0.039540482781213526,2.0955073099571364,0,0,0,0.46241666646529189,1,1.2918999999999983,0,0
-23/09/2022 12:00:00 am,64.391289421416701,0,-0.039918578343189126,2.2634909556891332,0,0,0,0,0.99484848484848498,0,0,0
-24/09/2022 12:00:00 am,65.444646437532654,0,-0.039573747278307481,2.4150006021141373,0,0,0,1.3220698387198726,1,3.5086545454545472,0,0
-25/09/2022 12:00:00 am,67.925928618980208,0,-0.038164177574345981,2.5194463590219054,0,0,0,0,0.99090909090909074,0,0,0
-26/09/2022 12:00:00 am,70.316008215863746,0,-0.033893668607028693,2.4239732654905706,0,0,0,0,0.9736418732782367,0,0,0
-27/09/2022 12:00:00 am,72.767428747469225,0,-0.032030278186862993,2.4834508097923451,0,0,0,0,0.95340819767927176,0,0,0
-28/09/2022 12:00:00 am,75.288196405777043,0,-0.030457642362773374,2.5703770237735508,0,0,0,0.019151723102946393,1,0.044181585775092458,0,0
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-30/09/2022 12:00:00 am,79.12026533570122,0,-0.025842779922654824,2.61487382203764,0,0,0,1.3738838110947615,1,3.015939393939405,0,0
-1/10/2022 12:00:00 am,81.513460480550236,0,-0.021805457265120287,2.4150006021141373,0,0,0,0,0.99818181818181806,0,0,0
-2/10/2022 12:00:00 am,83.970442799716622,0,-0.020609313243059257,2.4987938222310668,0,0,0,0.021202189821623176,1,0.043854545454536265,0,0
-3/10/2022 12:00:00 am,85.854406027164814,0,-0.020284835921236977,2.7149217881592591,0,0,0,0.81067372478983535,1,1.6400000000000006,0,0
-4/10/2022 12:00:00 am,88.320456082375188,0,-0.016753926365946636,2.4828039815763292,0,0,0,0,0.98333333333333317,0,0,0
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-8/10/2022 12:00:00 am,98.158268185373217,0,-0.01085280369339936,2.4646082756284744,0,0,0,0,0.98541487337066602,0,0,0
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-27/10/2022 12:00:00 am,144.80254833387673,0,0.0034824525485619429,2.9088458333418501,0,0,0,0,0.94864646902758576,0,0,0
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+13/10/2023 12:00:00 am,286.50355709389044,0.028738667429655251,0.0022550316777798507,2.524050209314701,0,14.456606309742236,10.279528188642898,0,0.9994477512922898,0,0,0.41338976243582837
+14/10/2023 12:00:00 am,286.87924089164557,0.0284339771856299,0.0023206978410654777,2.671759243210575,0,14.485040286927866,10.299746479418234,2.2699621661109179,1,1.3742945830454545,0,0.39396205288053743
+15/10/2023 12:00:00 am,286.47281852144783,0.026532778744712715,0.0022729690121954249,2.65271311696198,0,14.511573065672579,10.318612902227679,3.0348756774272232,1,1.8400000000000034,0,0.37465614714690965
+16/10/2023 12:00:00 am,289.01420407210321,0.024189965860760054,0.0021809579934801704,2.5633945585226829,0,14.535763031533339,10.335813442286684,0,0.98015151515151533,0,0,0.35592880956618256
diff --git a/TestComponents/TestSets/WS2/Outputs/6-6Pars-A.csv b/TestComponents/TestSets/WS2/Outputs/6-6Pars-A.csv
index a844b3f..98fee33 100644
--- a/TestComponents/TestSets/WS2/Outputs/6-6Pars-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/6-6Pars-A.csv
@@ -1,606 +1,606 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 22/03/2023 12:00:00 am,0,0.59143565368228224,0,4.6011338205850469,0,78.649079357068743,63.668302336674692,0,0.94999999999999996,0,0,0.99999865419722522
-23/03/2023 12:00:00 am,54.496066850877078,0,-0.12351743277730212,4.6195842836543841,0,0,0,0,0.94568181818181807,0,0,0
-24/03/2023 12:00:00 am,58.904358089712446,0,-0.094444265273238598,4.5027355041086059,0,0,0,0,0.97229152892561965,0,0,0
-25/03/2023 12:00:00 am,63.564803555054823,0,-0.075170090543471735,4.7356155558858521,0,0,0,0,0.98043291657275233,0,0,0
-26/03/2023 12:00:00 am,68.264427704749153,0,-0.054111544015641444,4.7912070442671082,0,0,0,0.037471350557139474,1,0.095337823192778615,0,0
-27/03/2023 12:00:00 am,73.121101145526453,0,-0.03556622091773376,4.8922396616950303,0,0,0,0,0.98909090909090913,0,0,0
-28/03/2023 12:00:00 am,77.513894914000332,0,-0.017326292507973351,4.4101200609818587,0,0,0,0,0.97400661157024793,0,0,0
-29/03/2023 12:00:00 am,82.06896362759349,0,-0.0052326026507949486,4.5603013162439439,0,0,0,0,0.97462910343100428,0,0,0
-30/03/2023 12:00:00 am,86.718877638490824,0,0.0060980085281736596,4.6438160023691699,0,0,0,0,0.97105619992069458,0,0,0
-31/03/2023 12:00:00 am,91.190312136729844,0,0.015150426069516332,4.4562840721695141,0,0,0,0,0.96623030880245042,0,0,0
-1/04/2023 12:00:00 am,95.536145038350028,0,0.022146164983363859,4.3236867366368221,0,0,0,0,0.95241736461424309,0,0,0
-2/04/2023 12:00:00 am,99.565358963020842,0,0.026107683118678837,4.0031062415521284,0,0,0,0,0.92728631936229844,0,0,0
-3/04/2023 12:00:00 am,104.11379079197424,0,0.034935928184616882,4.5134959007687714,0,0,0,0,0.96272939452285244,0,0,0
-4/04/2023 12:00:00 am,107.94471246764549,0,0.038984236779935788,4.42074779289152,0,0,0,0.62881035400020802,1,1.0117626645032232,0,0
-5/04/2023 12:00:00 am,110.92444700716496,0,0.038744303758389664,4.0075456004693724,0,0,0,1.0665553647082873,1,1.6700000000000017,0,0
-6/04/2023 12:00:00 am,114.79682430262348,0,0.039580206862347422,3.8327970885961617,0,0,0,0,0.98439393939393938,0,0,0
-7/04/2023 12:00:00 am,118.34463862010355,0,0.038053464084844668,3.5097608533952287,0,0,0,0,0.97318836088154281,0,0,0
-8/04/2023 12:00:00 am,121.14230644473857,0,0.041676804656432198,3.700855102152429,0,0,0,0.94486408217384688,1,1.3546710227272882,0,0
-9/04/2023 12:00:00 am,123.3196902069932,0,0.044990287593217326,3.8719484986418724,0,0,0,1.7395550239804567,1,2.4499999999999886,0,0
-10/04/2023 12:00:00 am,125.50665235173557,0,0.046661284514913026,3.9179314453547707,0,0,0,1.7776305851273151,1,2.460000000000008,0,0
-11/04/2023 12:00:00 am,129.38593449162187,0,0.046485051290131363,3.8327970885961617,0,0,0,0,0.99530303030303025,0,0,0
-12/04/2023 12:00:00 am,132.35482226562345,0,0.050734814472433554,4.1289456297232308,0,0,0,1.2107926701940699,1,1.5888772727272737,0,0
-13/04/2023 12:00:00 am,134.18943908571214,0,0.049120762474557544,3.9642445867694001,0,0,0,2.1787485291552846,1,2.8199999999999932,0,0
-14/04/2023 12:00:00 am,135.63168355697019,0,0.044587937442385872,3.5842036747947104,0,0,0,2.1865471409790316,1,2.7999999999999972,0,0
-15/04/2023 12:00:00 am,139.34966919373346,0,0.045716051192323803,3.6722695855709553,0,0,0,0,0.98242424242424242,0,0,0
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-1/05/2023 12:00:00 am,175.34452338057099,0,0.03099080284406841,3.1002658061537565,0,0,0,0,0.97833333333333328,0,0,0
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+10/11/2024 12:00:00 am,503.4171319622892,0.0050100915810702418,1.8265350711921258E-05,3.4259108948351744,0,8.8046794407210669,8.1684037780127099,0,0.89712451450272723,0,0,0.098148719688263775
+11/11/2024 12:00:00 am,506.62463325842151,0.0044605174934506664,1.6985281892090143E-05,3.2119448283438667,0,8.8091399582145176,8.1725419534216712,0,0.90400133273734717,0,0,0.078840730324248764
+12/11/2024 12:00:00 am,509.58646044217249,0.0040723738017920397,1.6171115003515979E-05,2.9658833864378016,0,8.8132123320163096,8.1763200345854443,0,0.8771072523575828,0,0,0.06028672829374393
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+15/11/2024 12:00:00 am,519.10818222690489,0.0040827096878093272,1.8049413324838781E-05,3.5837963877295276,0,8.8251222759685586,8.1873692989942697,0,0.87595450215943615,0,0,0
diff --git a/TestComponents/TestSets/WS2/Outputs/7-1BS-A.csv b/TestComponents/TestSets/WS2/Outputs/7-1BS-A.csv
index 19ab6e8..c30cfc3 100644
--- a/TestComponents/TestSets/WS2/Outputs/7-1BS-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/7-1BS-A.csv
@@ -1,234 +1,234 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/11/2020 12:00:00 am,0,0.034335928735757193,0,1.8263568394007621,0,84.951394430410403,78.812328817275272,0,0.59999999999999998,0,0,0
-16/11/2020 12:00:00 am,51.746735974021512,0,-0.089199200232122383,1.8359351742536327,0,0,0,0,0.56863636363636361,0,0,0
-17/11/2020 12:00:00 am,53.455244010935644,0,-0.081642811503021051,1.7901508484171536,0,0,0,0,0.54489531680440773,0,0,0
-18/11/2020 12:00:00 am,54.998070458582532,0,-0.06925026330022574,1.6120767109471164,0,0,0,0,0.51763825444527911,0,0,0
-19/11/2020 12:00:00 am,56.432427927618136,0,-0.060785299891240541,1.4951427689268506,0,0,0,0,0.49960863175329556,0,0,0
-20/11/2020 12:00:00 am,57.883114364591307,0,-0.058137876630510676,1.508824313603679,0,0,0,0,0.4796388738450863,0,0,0
-21/11/2020 12:00:00 am,59.408166284541757,0,-0.057685178087686473,1.5827370980381372,0,0,0,0,0.47611968301998914,0,0,0
-22/11/2020 12:00:00 am,60.891942273333235,0,-0.052922671658888754,1.5366986604503716,0,0,0,0,0.4626687358958384,0,0,0
-23/11/2020 12:00:00 am,62.308222279890025,0,-0.047721401848250633,1.464001408405037,0,0,0,0,0.43636756276465116,0,0,0
-24/11/2020 12:00:00 am,63.747470343871811,0,-0.045839695723023821,1.4850877597048135,0,0,0,0,0.42624330431697249,0,0,0
-25/11/2020 12:00:00 am,65.245512536750553,0,-0.045010903504250743,1.543053096382984,0,0,0,0,0.44429493778434881,0,0,0
-26/11/2020 12:00:00 am,66.7727547780148,0,-0.043195932501154388,1.5704381737653998,0,0,0,0,0.46095654874679404,0,0,0
-27/11/2020 12:00:00 am,68.31512946964223,0,-0.041007703724575295,1.5833823953520025,0,0,0,0,0.45812360854250117,0,0,0
-28/11/2020 12:00:00 am,69.938259056313484,0,-0.040465405653972497,1.6635949923252291,0,0,0,0,0.48575345091270178,0,0,0
-29/11/2020 12:00:00 am,71.524362618492859,0,-0.037019645734711504,1.6231232079140869,0,0,0,0,0.47172439114382225,0,0,0
-30/11/2020 12:00:00 am,73.106446924909477,0,-0.034574247612817688,1.616658554029448,0,0,0,0,0.46261151968011427,0,0,0
-1/12/2020 12:00:00 am,74.671509650288343,0,-0.032012697781607979,1.59707542316048,0,0,0,0,0.45017916673368175,0,0,0
-2/12/2020 12:00:00 am,76.296658931523567,0,-0.031058400531173369,1.6562076817663991,0,0,0,0,0.44342289778910937,0,0,0
-3/12/2020 12:00:00 am,77.963293734254023,0,-0.029664167548390852,1.6962989702788409,0,0,0,0,0.43645105902725667,0,0,0
-4/12/2020 12:00:00 am,79.631770293868342,0,-0.027599074319696992,1.6960756339340191,0,0,0,0,0.44995696525099066,0,0,0
-5/12/2020 12:00:00 am,81.280081292160631,0,-0.025316431197022871,1.6736274294893163,0,0,0,0,0.43011187101909443,0,0,0
-6/12/2020 12:00:00 am,82.99857386928575,0,-0.024444567325933919,1.7429371444510506,0,0,0,0,0.43814834198271263,0,0,0
-7/12/2020 12:00:00 am,84.663717193203837,0,-0.021890618218551205,1.6870339421366338,0,0,0,0,0.41796370239925235,0,0,0
-8/12/2020 12:00:00 am,86.264516888657482,0,-0.019468926668086972,1.6202686221217273,0,0,0,0,0.40825769128658851,0,0,0
-9/12/2020 12:00:00 am,87.84543599666496,0,-0.017790494744045704,1.598709602751522,0,0,0,0,0.40855371117591749,0,0,0
-10/12/2020 12:00:00 am,89.423074726913967,0,-0.016403501590349201,1.5940422318393472,0,0,0,0,0.40381479366259043,0,0,0
-11/12/2020 12:00:00 am,91.024714208915682,0,-0.015344259033440277,1.6169837410351611,0,0,0,0,0.39639302204068938,0,0,0
-12/12/2020 12:00:00 am,92.637976796703981,0,-0.01419136027595802,1.6274539480642587,0,1.8496898196939329,1.4092874816715679,0,0.3804255342373552,0,0,0.0079619402285968262
-13/12/2020 12:00:00 am,94.10379133983723,0.14378231959113985,-0.012960260637418397,1.6225571233617984,0,1.9934721392850727,1.5188359156457698,0,0.37134156295603848,0,0,0.01008584103549039
-14/12/2020 12:00:00 am,95.540465103704534,0.15329341292794507,-0.011687401007701492,1.6016545778029569,0,2.1467655522130178,1.6356308969242044,0,0.37055633693467493,0,0,0.012742151434173019
-15/12/2020 12:00:00 am,96.924516827144856,0.16365449612447591,-0.010366931854368655,1.5580731514191593,0,2.3104200483374937,1.7603200368285665,0,0.3554356908042548,0,0,0.016061097842952829
-16/12/2020 12:00:00 am,98.289002074496153,0.17752554449609681,-0.0093879641766489996,1.5513987560240436,0,2.4879455928335905,1.895577594539879,0,0.3413386475461514,0,0,0.020269828921446385
-17/12/2020 12:00:00 am,99.650462816334013,0.19219409950576205,-0.0085565998160586076,1.5622114411596728,0,2.6801396923393526,2.0420111941633166,0,0.33901866053836993,0,0,0.025593336144537508
-18/12/2020 12:00:00 am,101.05370852743239,0.20728485501855598,-0.0079623081870645596,1.6184928743039992,0,2.8874245473579085,2.1999425122726923,0,0.36445280616569198,0,0,0.032290437213807553
-19/12/2020 12:00:00 am,102.43777512984359,0.22416788891895756,-0.0070765022661749555,1.6153109935963212,0,3.1115924362768661,2.3707370943061838,0,0.35615298501501191,0,0,0.040718205481143313
-20/12/2020 12:00:00 am,103.77314582579204,0.24066965361358195,-0.0061309396419542139,1.5821712892039852,0,3.352262089890448,2.5541044494403415,0,0.34027412763313747,0,0,0.051208790299171809
-21/12/2020 12:00:00 am,105.04420689030803,0.25724506421318338,-0.0052239890518186449,1.5335301177809781,0,3.6095071541036314,2.7501006888408619,0,0.31969508828292215,0,0,0.064138623829342822
-22/12/2020 12:00:00 am,106.22654711298652,0.27177635223089069,-0.0043436872376549918,1.4584602621470339,0,3.8812835063345221,2.9571683857786835,0,0.29458763239353425,0,0,0.079770754430345259
-23/12/2020 12:00:00 am,107.38858378272252,0.29197963810382133,-0.0037617961034170921,1.4577781039432345,0,4.1732631444383435,3.1796290624292145,0,0.29155056909852389,0,0,0.098829483095247084
-24/12/2020 12:00:00 am,108.53848966581924,0.31699567195884981,-0.0032338960032418651,1.4701354510588094,0,4.4902588163971933,3.4211495743978615,0,0.28382429054959918,0,0,0.12211702315974686
-25/12/2020 12:00:00 am,109.63902108111719,0.33749207389731861,-0.0026491076544092884,1.4406725968496834,0,4.8277508902945119,3.6782863926053428,0,0.27379799424131751,0,0,0.14971580200898366
-26/12/2020 12:00:00 am,110.67505356620254,0.35688401199678843,-0.002097254976841878,1.3950137520589765,0,5.1846349022913003,3.9501980207933722,0,0.25962948904199706,0,0,0.18173953889987587
-27/12/2020 12:00:00 am,111.66800979665983,0.38868692259097326,-0.0016456812819238831,1.383288834330195,0,5.5733218248822736,4.2463404380055429,0,0.22928164518173338,0,0,0.21942220251324032
-28/12/2020 12:00:00 am,112.61088753820188,0.42060483121503633,-0.001219082103859348,1.3647016548609319,0,5.9939266560973099,4.5668012617884264,0,0.2013422880897216,0,0,0.2627122637664141
-29/12/2020 12:00:00 am,113.485214168735,0.44251231411185188,-0.00081267333258705499,1.3176516179775557,0,6.4364389702091618,4.9039535011117428,0,0.1883262711278999,0,0,0.31004080566913789
-30/12/2020 12:00:00 am,114.33984481298707,0.47185191108601643,-0.00047245510089499732,1.3269550104389802,0,6.9082908812951782,5.2634597190820411,0,0.19786372012746858,0,0,0.36125925708614443
-31/12/2020 12:00:00 am,115.16534949401402,0.50901416213843564,-0.00014027972599994776,1.3346591228913964,0,7.4173050434336139,5.6512800330922781,0,0.18922725504221014,0,0,0.41593763040882054
-1/01/2021 12:00:00 am,115.95357479716886,0.55019091692152866,0.00018171548910528301,1.3382345045872546,0,7.9674959603551425,6.0704731126515368,0,0.17405290034015605,0,0,0.4728489609223186
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-1/02/2021 12:00:00 am,118.21725116604173,2.0358742675229351,0.006398320708257188,1.6052057137678062,0,50.305931227513966,38.328328554296363,0,0.22632844105653985,0,0,0.93962936040343636
-2/02/2021 12:00:00 am,117.77369673787365,1.9848451799750606,0.0061862285759435309,1.535104523231047,0,52.290776407489027,39.840591548563069,0,0.2116289400615039,0,0,0.93971459803913704
-3/02/2021 12:00:00 am,117.32449386091341,1.92482729188756,0.0059790065793441372,1.4696454083479729,0,54.215603699376587,41.307126628096448,0,0.20017553554052692,0,0,0.93977893772391552
-4/02/2021 12:00:00 am,116.8830471769017,1.912292690596054,0.0060099034329004208,1.4648361031514463,0,56.127896389972641,42.764111535217253,0,0.19021381713887281,0,0,0.93982897749220173
-5/02/2021 12:00:00 am,116.45831261668262,1.8867667674435324,0.006019356635305062,1.4560128505891505,0,58.014663157416173,44.201648119936138,0,0.18242222716293532,0,0,0.93986772651095118
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-8/02/2021 12:00:00 am,115.51731138134754,1.6808608160917515,0.0059413069620970482,1.4111550281494345,0,63.223320766633556,48.170149155530332,0,0.22844295323149286,0,0,0.93993668400486807
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-11/02/2021 12:00:00 am,115.01050032374181,1.6250490246389404,0.0064791488634086125,1.5185842317190938,0,68.192860580976912,51.956465204553844,0,0.22820341215824147,0,0,0.93997038077905826
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-13/02/2021 12:00:00 am,115.11562951805661,1.5121569237763879,0.0069821002868868387,1.625753132608232,0,71.273932215367537,54.30394835456574,0,0.28931645203320489,0,0,0.93998226472641755
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-17/02/2021 12:00:00 am,115.86586049702044,1.2127310674053007,0.0063029472702318401,1.457395033828186,0,76.512190720863998,58.295002453991621,0,0.25456250765432603,0,0,0.93999337418845441
-18/02/2021 12:00:00 am,116.18192994019161,1.1843009222744456,0.0064652890417091768,1.493905076403907,0,77.696491643138444,59.19732696620072,0,0.24689852532451939,0,0,0.93999483853512711
-19/02/2021 12:00:00 am,116.56887407817078,1.1321130972603157,0.0065479733964353137,1.5125092618430536,0,78.82860474039876,60.059889326018116,0,0.25163038395557075,0,0,0.93999598452111788
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-21/02/2021 12:00:00 am,117.49492129992149,1.0435239191555041,0.0065996023992109798,1.5250304920846292,0,80.947605738136559,61.674366276675478,0,0.22538255018647793,0,0,0.93999758617937001
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-23/02/2021 12:00:00 am,118.58822451246219,0.89112384478947604,0.0061836658945242373,1.4313143055803113,0,82.825051018811294,63.104800776237184,0,0.22149984700723613,0,0,0.93999854288322038
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-1/03/2021 12:00:00 am,122.47594079406633,0.61550333659681655,0.0058665118354697121,1.3716763478094021,0,87.056308971845723,66.32861635950151,0,0.19975184419973199,0,0,0.86997867787009975
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-8/03/2021 12:00:00 am,128.24950871099611,0.38441811798188041,0.0054501526236414577,1.2988691716898397,0,90.315051232558631,68.811467605758949,0,0.1691364755133912,0,0,0.68992349725393176
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diff --git a/TestComponents/TestSets/WS2/Outputs/7-2Gra-A.csv b/TestComponents/TestSets/WS2/Outputs/7-2Gra-A.csv
index ce7c8e9..86edcbe 100644
--- a/TestComponents/TestSets/WS2/Outputs/7-2Gra-A.csv
+++ b/TestComponents/TestSets/WS2/Outputs/7-2Gra-A.csv
@@ -1,363 +1,363 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 19/03/2021 12:00:00 am,0,0.1731633241266195,0,1.639222704312671,0,93.066491123495894,70.907802760758784,0,0.59999999999999998,0,0,0.41821635124026479
-20/03/2021 12:00:00 am,51.588600159710538,0,-0.094275423191112623,1.6828755829016546,0,0,0,0,0.59893939393939399,0,0,0
-21/03/2021 12:00:00 am,53.165140243186471,0,-0.075092330013042857,1.6516324134889775,0,0,0,0,0.59005785123966936,0,0,0
-22/03/2021 12:00:00 am,54.819013062225316,0,-0.061360721528030238,1.7152335405668777,0,0,0,0,0.6069185950413224,0,0,0
-23/03/2021 12:00:00 am,56.561489332714963,0,-0.047671738800350361,1.7901480092900033,0,0,0,0,0.63553302466816941,0,0,0
-24/03/2021 12:00:00 am,58.341687352833418,0,-0.032914309028968969,1.8131123291474216,0,0,0,0,0.68553071593375536,0,0,0
-25/03/2021 12:00:00 am,60.082051688192578,0,-0.018639780280791163,1.7590041156399516,0,0,0,0,0.69521355028191989,0,0,0
-26/03/2021 12:00:00 am,61.840103831349396,0,-0.0068906000497228614,1.764942743206537,0,0,0,0,0.68527960102668106,0,0,0
-27/03/2021 12:00:00 am,63.642061521146012,0,0.003881304366669891,1.7980763854299415,0,0,0,0,0.6886536791633876,0,0,0
-28/03/2021 12:00:00 am,65.466998519913602,0,0.013837459120004558,1.8110995396475797,0,0,0,0,0.67943806853221356,0,0,0
-29/03/2021 12:00:00 am,67.326834048196389,0,0.023075891911379598,1.8367596363714103,0,0,0,0,0.68012772330438065,0,0,0
-30/03/2021 12:00:00 am,69.1854484352029,0,0.030959397712212455,1.8276549892943017,0,0,0,0,0.67118252376024223,0,0,0
-31/03/2021 12:00:00 am,71.017362807417058,0,0.037245524949830022,1.7946688472643342,0,0,0,0,0.66967781063101983,0,0,0
-1/04/2021 12:00:00 am,72.831588447220014,0,0.042615245215301911,1.7716103945876578,0,0,0,0,0.68516068807490227,0,0,0
-2/04/2021 12:00:00 am,74.610767894429245,0,0.046603669400105963,1.7325757778091302,0,0,0,0,0.67195738824164852,0,0,0
-3/04/2021 12:00:00 am,76.381297603752344,0,0.050477178768628006,1.720052530554474,0,0,0,0,0.67301960838401031,0,0,0
-4/04/2021 12:00:00 am,78.141476164810186,0,0.053684018101295194,1.7064945429565457,0,0,0,0,0.67658847348287043,0,0,0
-5/04/2021 12:00:00 am,79.994413318642373,0,0.059744667219103764,1.7931924866130757,0,1.7498295364649041,1.6233770113688075,0,0.70257236223638897,0,0,0.012274958422439506
-6/04/2021 12:00:00 am,81.565546046164741,0.23491251489303555,0.060940160960583967,1.745105081454821,0,1.9847420513579397,1.8413134265527762,0,0.69580914083586631,0,0,0.022221915308797101
-7/04/2021 12:00:00 am,83.065864204881791,0.25886126217366257,0.061517186897878551,1.6976622339928424,0,2.2436033135316023,2.0814679178271702,0,0.69853379733978815,0,0,0.039354038028995349
-8/04/2021 12:00:00 am,84.490934575944138,0.28461208812818573,0.061486692824742395,1.6481957663657831,0,2.528215401659788,2.3455123355242176,0,0.69820321640541361,0,0,0.067916534595548278
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diff --git a/TestComponents/TestSets/WS2/Outputs/7-3BS-B.csv b/TestComponents/TestSets/WS2/Outputs/7-3BS-B.csv
index 14dda9a..5b6ded9 100644
--- a/TestComponents/TestSets/WS2/Outputs/7-3BS-B.csv
+++ b/TestComponents/TestSets/WS2/Outputs/7-3BS-B.csv
@@ -1,394 +1,394 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 5/07/2021 12:00:00 am,0,0.046185068582275335,0,1.3787770479388177,0,84.951394430410403,78.812328817275272,0,0.94999999999999996,0,0,0
-6/07/2021 12:00:00 am,51.061323444888266,0,-0.076991018083668455,1.4249541650375577,0,0,0,0.28663970206562112,1,0.97499999999999432,0,0
-7/07/2021 12:00:00 am,51.576054862909224,0,-0.074583597380199762,1.459387431830903,0,0,0,0.87007241642974642,1,2.9300000000000068,0,0
-8/07/2021 12:00:00 am,52.522667552590029,0,-0.072068497202072535,1.4934542696385598,0,0,0,0.47477308275568303,1,1.5699999999999932,0,0
-9/07/2021 12:00:00 am,53.65168699962031,0,-0.068548732632703474,1.5064718320850419,0,0,0,0.30890365242205631,1,1,0,0
-10/07/2021 12:00:00 am,54.866137664687152,0,-0.061980821442054912,1.4438563368978068,0,0,0,0.16742485038890934,1,0.53000000000000114,0,0
-11/07/2021 12:00:00 am,55.583382175346102,0,-0.056841722307355291,1.4013362790905144,0,0,0,0.62725004612420687,1,1.9599999999999937,0,0
-12/07/2021 12:00:00 am,55.987756287294204,0,-0.055150584937486036,1.4394800917807757,0,0,0,0.97995539489518779,1,3.0400000000000063,0,0
-13/07/2021 12:00:00 am,56.925627922846388,0,-0.052003148267228516,1.4388972367987094,0,0,0,0.44902245297930182,1,1.3700000000000045,0,0
-14/07/2021 12:00:00 am,57.913169075290597,0,-0.047353682239708372,1.3883406604949338,0,0,0,0.35344582581101669,1,1.0600000000000023,0,0
-15/07/2021 12:00:00 am,57.32804929567024,0,-0.045206941220220065,1.4042029181690947,0,0,0,1.9441157565692295,1,5.8900000000000006,0,0
-16/07/2021 12:00:00 am,58.446144208347114,0,-0.044124057544867146,1.4549810198471878,0,0,0,0.29276204962544455,1,0.86999999999999034,0,0
-17/07/2021 12:00:00 am,58.329465967238789,0,-0.042383947440894021,1.4873445906372866,0,0,0,1.5616388843047131,1,4.6500000000000057,0,0
-18/07/2021 12:00:00 am,57.878871427164107,0,-0.039624785254862904,1.4818447313679208,0,0,0,1.8928144861877401,1,5.6799999999999926,0,0
-19/07/2021 12:00:00 am,58.584379729100341,0,-0.036975211846809852,1.4744332035499601,0,0,0,0.73194968976691188,1,2.1700000000000017,0,0
-20/07/2021 12:00:00 am,59.055843116776302,0,-0.034825231712778182,1.4821416876183815,0,0,0,0.97585306822964146,1,2.8700000000000045,0,0
-21/07/2021 12:00:00 am,60.401823205330594,0,-0.032759043220364381,1.4900249151347789,0,0,0,0.11128578336012682,1,0.32000000000000739,0,0
-22/07/2021 12:00:00 am,61.419732623328677,0,-0.030767482459248652,1.4977854302151812,0,0,0,0.44910852975785343,1,1.269999999999996,0,0
-23/07/2021 12:00:00 am,62.067857328539972,0,-0.029600872758472785,1.54611132732088,0,0,0,0.86838574935111579,1,2.4299999999999926,0,0
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diff --git a/TestComponents/TestSets/WS2/Outputs/7-4Gra-B.csv b/TestComponents/TestSets/WS2/Outputs/7-4Gra-B.csv
index 6b79fdf..0fd4022 100644
--- a/TestComponents/TestSets/WS2/Outputs/7-4Gra-B.csv
+++ b/TestComponents/TestSets/WS2/Outputs/7-4Gra-B.csv
@@ -1,384 +1,384 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 15/03/2022 12:00:00 am,0,0.25039941165329083,0,1.6117118466128848,0,145.01057919242388,110.48425081327534,0,0.94999999999999996,0,0,0.41821635124026435
-16/03/2022 12:00:00 am,51.450842171061183,0,-0.21412513028222752,1.6649673013434068,0,0,0,0,0.93628787878787856,0,0,0
-17/03/2022 12:00:00 am,52.962495036343718,0,-0.15120337439942727,1.6628562396819637,0,0,0,0,0.91765530303030285,0,0,0
-18/03/2022 12:00:00 am,54.475768751163521,0,-0.094764617436174037,1.6080383322559826,0,0,0,0,0.92518612258953148,0,0,0
-19/03/2022 12:00:00 am,55.963862260188293,0,-0.049727062276669676,1.5378205713014379,0,0,0,0,0.88688079790675334,0,0,0
-20/03/2022 12:00:00 am,57.494470650236252,0,-0.015167398179304126,1.5457757882272634,0,2.6513789947670721,2.4597754345983582,0,0.86923529080263773,0,0,0.010367351532257318
-21/03/2022 12:00:00 am,58.742696454131313,0.25471578031004594,0.013895650259214243,1.489045933945889,0,2.906094775077118,2.6960840198469356,0,0.84549627853543763,0,0,0.015990898614599146
-22/03/2022 12:00:00 am,60.019344814626372,0.28194378337852877,0.03898555705709339,1.5196065868164965,0,3.1880385584556468,2.9576529595047507,0,0.84939420886032335,0,0,0.024710357804896037
-23/03/2022 12:00:00 am,61.332170281753811,0.30967022282796952,0.062316482428390163,1.5601792075270144,0,3.4977087812836163,3.2449446701361677,0,0.86635042697613085,0,0,0.038056106083642238
-24/03/2022 12:00:00 am,62.641680606438797,0.32485134309582975,0.081055893031358739,1.5533057747494532,0,3.822560124379446,3.546320427891088,0,0.90514750108832298,0,0,0.057219412057041869
-25/03/2022 12:00:00 am,63.88062620657805,0.34209466769895203,0.092651054037129477,1.4883892138010812,0,4.1646547920783981,3.8636934106196081,0,0.90551966586681765,0,0,0.084102790894669668
-26/03/2022 12:00:00 am,65.083208313091632,0.37660397816732782,0.10393971876191799,1.4752463659189863,0,4.5412587702457259,4.2130818669271868,0,0.88550004404320926,0,0,0.12255122746404032
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-28/03/2022 12:00:00 am,67.411248899482175,0.45714254825165934,0.12241821288514965,1.4778604455559206,0,5.4123888668039823,5.0212592026013514,0,0.86062645548191163,0,0,0.2470612974321181
-29/03/2022 12:00:00 am,68.518886848246296,0.50256307333706829,0.12930946089702422,1.4808915612041751,0,5.9149519401410506,5.4875042413417949,0,0.85198640234836054,0,0,0.33629868420575809
-30/03/2022 12:00:00 am,69.554802839690851,0.54987123822477546,0.13203304491807577,1.4537541847512572,0,6.4648231783658261,5.997638690866733,0,0.8322722966350623,0,0,0.43953567584142933
-31/03/2022 12:00:00 am,70.503637440902864,0.59061803683642111,0.13155462336652457,1.4078980146819013,0,7.0554412152022472,6.545575346134898,0,0.82004137814375055,0,0,0.54697112533958403
-1/04/2022 12:00:00 am,71.3791782100528,0.62455162840333678,0.13054145790959826,1.3695509396436727,0,7.679992843605584,7.1249933607669007,0,0.82460446576417268,0,0,0.64773016691008245
-2/04/2022 12:00:00 am,72.154768477020852,0.67367887064393095,0.12764877981600486,1.3216203577959813,0,8.3536717142495149,7.7499884067744524,0,0.80081860340211819,0,0,0.73656665462347093
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diff --git a/TestComponents/TestSets/WS2/Outputs/7-5BS-C.csv b/TestComponents/TestSets/WS2/Outputs/7-5BS-C.csv
index a867994..ea0d41d 100644
--- a/TestComponents/TestSets/WS2/Outputs/7-5BS-C.csv
+++ b/TestComponents/TestSets/WS2/Outputs/7-5BS-C.csv
@@ -1,452 +1,452 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 1/08/2022 12:00:00 am,0,0.050383768240209292,0,1.3625606282742209,0,133.40003672224935,123.75979969349306,0,0.59999999999999998,0,0,0
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-3/08/2022 12:00:00 am,52.87193993422369,0,-0.086180647325481544,1.5880887600615876,0,0,0,0,0.62501698806244266,0,0,0
-4/08/2022 12:00:00 am,54.464122226459104,0,-0.08742917154642621,1.6796114637818358,0,0,0,0,0.6655848352672733,0,0,0
-5/08/2022 12:00:00 am,56.076204731074093,0,-0.084576232678411856,1.696658737293395,0,0,0,0,0.71111119457261485,0,0,0
-6/08/2022 12:00:00 am,57.719868544817992,0,-0.08232441069899199,1.7259882244428955,0,0,0,0,0.75878796073190069,0,0,0
-7/08/2022 12:00:00 am,59.499432958368487,0,-0.084881995190439874,1.8644464087409391,0,0,0,0,0.79581183423263591,0,0,0
-8/08/2022 12:00:00 am,61.39484683429243,0,-0.085778254651924346,1.9811921305758695,0,0,0,0,0.79953703774891338,0,0,0
-9/08/2022 12:00:00 am,63.334082953857632,0,-0.083062772880846958,2.022298892446047,0,0,0,0,0.81682098834893968,0,0,0
-10/08/2022 12:00:00 am,65.208185262215196,0,-0.075981915860512284,1.9500842242180705,0,0,0,0,0.84194421130570307,0,0,0
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-25/08/2022 12:00:00 am,95.238112187065752,0,-0.034653415846143343,2.178587838216024,0,0,0,0,0.89765867571189462,0,0,0
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diff --git a/TestComponents/TestSets/WS2/Outputs/7-6Gra-C.csv b/TestComponents/TestSets/WS2/Outputs/7-6Gra-C.csv
index e948960..22ce9b8 100644
--- a/TestComponents/TestSets/WS2/Outputs/7-6Gra-C.csv
+++ b/TestComponents/TestSets/WS2/Outputs/7-6Gra-C.csv
@@ -1,442 +1,442 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 10/02/2023 12:00:00 am,0,0.1125479613400131,0,2.7521702021470453,0,38.339684050875398,29.211187848286016,0,0.59999999999999998,0,0,0.41821635124026435
-11/02/2023 12:00:00 am,52.785145780387722,0,-0.045576536169589024,2.8307223165573112,0,0,0,0,0.6189393939393939,0,0,0
-12/02/2023 12:00:00 am,55.650538417474351,0,-0.035957165464078997,2.9013498025507016,0,0,0,0,0.63741046831955916,0,0,0
-13/02/2023 12:00:00 am,58.78228981975009,0,-0.028168838300388188,3.1599202405761297,0,0,0,0,0.70046581517655881,0,0,0
-14/02/2023 12:00:00 am,61.754278710192949,0,-0.017329433924708648,2.9893183243675643,0,0,0,0,0.67225223686906621,0,0,0
-15/02/2023 12:00:00 am,64.578542321982098,0,-0.0090525974480328841,2.8333162092371893,0,0,0,0,0.65990170556738748,0,0,0
-16/02/2023 12:00:00 am,67.295552724369628,0,-0.0027198242802410344,2.7197302266677634,0,0,0,0,0.65360478143365586,0,0,0
-17/02/2023 12:00:00 am,70.021213918840971,0,0.0024639304234118087,2.7231972640479225,0,0,0,0,0.64176809179045202,0,0,0
-18/02/2023 12:00:00 am,72.791517513321708,0,0.0071870952880022099,2.7631164991927304,0,0,0,0,0.62792294627714917,0,0,0
-19/02/2023 12:00:00 am,75.601234424272135,0,0.011508720971897701,2.7982081899785283,0,0,0,0,0.63192819994007077,0,0,0
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-21/02/2023 12:00:00 am,81.120100619096405,0,0.017867013218113292,2.7180468302441732,0,0,0,0,0.58311595082792489,0,0,0
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-26/02/2023 12:00:00 am,93.394974998289811,0,0.022752497423122797,2.2684000765030157,0,0,0,0,0.53706086109251994,0,0,0
-27/02/2023 12:00:00 am,95.799695705246251,0,0.024826930795188495,2.3798937761612526,0,0,0,0,0.54900101972162096,0,0,0
-28/02/2023 12:00:00 am,98.204642340043577,0,0.025647420057909098,2.3792992147394219,0,0,0,0,0.54322974425406567,0,0,0
-1/03/2023 12:00:00 am,100.59306233210755,0,0.026142814460355712,2.3622771776036218,0,0,0,0,0.53781698741404038,0,0,0
-2/03/2023 12:00:00 am,102.91111440385109,0,0.025894579984844901,2.2921574917586804,0,0,0,0,0.51728593213528939,0,0,0
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diff --git a/TestComponents/TestSets/WS2/Outputs/8-1Wheat.csv b/TestComponents/TestSets/WS2/Outputs/8-1Wheat.csv
index ceac10d..e65eecb 100644
--- a/TestComponents/TestSets/WS2/Outputs/8-1Wheat.csv
+++ b/TestComponents/TestSets/WS2/Outputs/8-1Wheat.csv
@@ -1,681 +1,681 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 17/03/2021 12:00:00 am,0,2.8396956075041544,0,4.1368346565994214,0,1594.3566521179157,1333.5847903105482,0,0.90000000000000002,0,0,0.64513548361290085
-18/03/2021 12:00:00 am,50.000559191938464,0,-3.922863064593427,3.9234222565318895,0,0,0,0,0.8877272727272727,0,0,0
-19/03/2021 12:00:00 am,50.344449738600737,0,-3.5315931960991795,3.8754837427614528,0,0,0,0,0.86476308539944891,0,0,0
-20/03/2021 12:00:00 am,51.000223621861238,0,-3.1946558658511632,3.8504297491116581,0,0,0,0,0.83544701978462288,0,0,0
-21/03/2021 12:00:00 am,51.937319024283866,0,-2.878744406746744,3.8158398091693786,0,0,0,0,0.80915803724700031,0,0,0
-22/03/2021 12:00:00 am,53.152590900621348,0,-2.6358527690769122,3.8511246454143913,0,0,0,0,0.83883889352475649,0,0,0
-23/03/2021 12:00:00 am,54.470935080764825,0,-2.1696818236905209,3.4880260038339994,0,0,0,0,0.81566723511404526,0,0,0
-24/03/2021 12:00:00 am,55.941857361289799,0,-1.9289593248806263,3.3998816054056018,0,0,0,0,0.80130963868565575,0,0,0
-25/03/2021 12:00:00 am,57.634685873263138,0,-1.8057199172538425,3.4985484292271862,0,0,0,0,0.78641551491327688,0,0,0
-26/03/2021 12:00:00 am,59.491491177734382,0,-1.6309263886589136,3.4877316931301579,0,0,0,0,0.77885861060569306,0,0,0
-27/03/2021 12:00:00 am,61.590462813449228,0,-1.5292633255102572,3.628234961225107,0,0,0,0,0.78329578444638648,0,0,0
-28/03/2021 12:00:00 am,63.922888450998066,0,-1.4112544082320433,3.7436800457808839,0,0,0,0,0.78688289466180994,0,0,0
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diff --git a/TestComponents/TestSets/WS2/Outputs/8-2Peas.csv b/TestComponents/TestSets/WS2/Outputs/8-2Peas.csv
index 3d56864..830b451 100644
--- a/TestComponents/TestSets/WS2/Outputs/8-2Peas.csv
+++ b/TestComponents/TestSets/WS2/Outputs/8-2Peas.csv
@@ -1,557 +1,557 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 26/01/2022 12:00:00 am,0,0.11224015414961741,0,4.0374968687036406,0,267.77433780051922,152.06812803088854,0,0.90000000000000002,0,0,0
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-28/01/2022 12:00:00 am,40.146295698043772,0,-7.7647540091487421,3.3143128247716471,0,0,0,0,0.82907369146005505,0,0,0
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-30/01/2022 12:00:00 am,32.604968676996137,0,-6.6756377582600912,3.1642657977112782,0,0,0,0,0.73145685366057267,0,0,0
-31/01/2022 12:00:00 am,28.679798582426347,0,-7.8819271975384666,3.9567571029686777,0,0,0,0,0.87998284959537765,0,13.200000000000005,0
-1/02/2022 12:00:00 am,25.175925944329663,0,-7.5456434294276562,4.0417707913309728,0,0,0,0,0.86449914447083742,0,0,0
-2/02/2022 12:00:00 am,22.418784679241227,0,-6.4177415069821748,3.6606002418937384,0,0,0,0,0.82186586817278162,0,0,0
-3/02/2022 12:00:00 am,20.233921301222459,0,-5.5183784610341817,3.3335150830154148,0,0,0,0,0.7821269351362351,0,0,0
-4/02/2022 12:00:00 am,18.350300135106178,0,-5.2055486820171879,3.3219275159009061,0,0,0,0,0.79005541340807506,0,0,0
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diff --git a/TestComponents/TestSets/WS2/Outputs/8-3Oat.csv b/TestComponents/TestSets/WS2/Outputs/8-3Oat.csv
index 671e574..1ceeca1 100644
--- a/TestComponents/TestSets/WS2/Outputs/8-3Oat.csv
+++ b/TestComponents/TestSets/WS2/Outputs/8-3Oat.csv
@@ -1,357 +1,357 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 25/01/2023 12:00:00 am,0,0.21511124610702836,0,3.5943706015636048,0,293.67779337133896,154.50958531850296,0,0.90000000000000002,0,0,0
-26/01/2023 12:00:00 am,51.624677751377355,0,-2.1169459157534516,3.741623667130809,0,0,0,0,0.90227272727272723,0,0,0
-27/01/2023 12:00:00 am,53.392306019642,0,-1.6227090966925748,3.3903373649572197,0,0,0,0,0.88015495867768589,0,0,0
-28/01/2023 12:00:00 am,55.213123330524802,0,-1.2496310919622777,3.0704484028450789,0,0,0,0,0.83105348422238912,0,0,0
-29/01/2023 12:00:00 am,57.213742661230661,0,-1.0538686028287465,3.0544879335346122,0,0,0,0,0.78155900951665402,0,0,0
-30/01/2023 12:00:00 am,59.295673985512934,0,-0.84870110124651177,2.9306324255287879,0,0,0,0,0.73318707254741244,0,0,0
-31/01/2023 12:00:00 am,62.101779163761805,0,-0.85760816797727024,3.6637133462261393,0,0,0,0,0.88158199129382064,0,13.200000000000005,0
-1/02/2023 12:00:00 am,65.178121444422885,0,-0.66561083300082835,3.7419531136619142,0,0,0,0,0.86599167672271748,0,0,0
-2/02/2023 12:00:00 am,68.128241572892563,0,-0.4385739024419486,3.3886940309116169,0,0,0,0,0.82325889827453647,0,0,0
-3/02/2023 12:00:00 am,70.936466512510961,0,-0.27733069893451479,3.0855556385529219,0,0,0,0,0.78342076460953158,0,0,0
-4/02/2023 12:00:00 am,73.839123661610898,0,-0.17184111628725951,3.074498265387192,0,0,0,0,0.79126886862621215,0,0,0
-5/02/2023 12:00:00 am,76.510954393692728,0,-0.073409633651170481,2.745240365732994,0,0,0,0,0.7549666172982995,0,0,0
-6/02/2023 12:00:00 am,78.994336630864993,0,-0.0070255240759031778,2.4904077612481608,0,0,0,0,0.71692328710658959,0,0,0
-7/02/2023 12:00:00 am,82.077283013037786,0,0.060814313048243918,3.0221320691245577,0,0,0,0,0.88938248182740232,0,13.200000000000005,0
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-11/02/2023 12:00:00 am,94.945756041800152,0,0.28857710229979716,2.9474543205570205,0,0,0,0,0.79474326355798741,0,0,0
-12/02/2023 12:00:00 am,98.39434875248196,0,0.34866907428441962,3.0999236363973979,0,0,0,0,0.81185614120700933,0,0,0
-13/02/2023 12:00:00 am,101.51390189308461,0,0.34671472309166962,2.7728384175109895,0,0,0,0,0.80173584345151794,0,0,0
-14/02/2023 12:00:00 am,104.49867454415339,0,0.35570323100896228,2.6290694200598175,0,0,0,0,0.82210885686515867,0,0,0
-15/02/2023 12:00:00 am,107.52540892593571,0,0.3814494923848093,2.6452848893975225,0,0,0,0,0.80511184519241508,0,0,0
-16/02/2023 12:00:00 am,110.54753077397777,0,0.39894124081421278,2.6231806072278521,0,0,0,0,0.77543907787888933,0,0,0
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+8/01/2024 12:00:00 am,-920.69703418650988,20.298902649568845,0.006638194561894295,2.5650022928815726,0,1646.8277166104374,1273.8655040037434,0,0.75216273810572487,0,0,0.89800887094049364
+9/01/2024 12:00:00 am,-937.91842447555246,20.43976211048971,0.006774136360498062,3.211597685086601,0,1667.2674787209271,1289.6762093981042,0,0.89521089535367371,0,13.200000000000005,0.89821300061519005
+10/01/2024 12:00:00 am,-954.87974930266205,20.185476972323386,0.006776949328813231,3.2173751958850145,0,1687.4529556932505,1305.2902184031441,0,0.88346417208257633,0,0,0.89839850635850527
+11/01/2024 12:00:00 am,-970.62024812271216,18.714420806310955,0.0063268066378370236,2.9675951796230415,0,1706.1673764995614,1319.7663259231444,0,0.87000017285366937,0,0,0.89855713013253558
+12/01/2024 12:00:00 am,-986.32624696793425,18.6037881364025,0.0063797800012146411,2.8914095111791487,0,1724.7711646359639,1334.1568560992669,0,0.82962605410645529,0,0,0.89870286405838684
+13/01/2024 12:00:00 am,-1001.4572406526823,17.794927852660521,0.006174669173255154,2.6577594987392419,0,1742.5660924886245,1347.9217111044986,0,0.78170517646964299,0,0,0.89883177474350529
+14/01/2024 12:00:00 am,-1016.3026077992358,17.29660750023254,0.0060850958500324737,2.4451552578289992,0,1759.862699988857,1361.3011019227374,0,0.71900020940329201,0,0,0.89894781826846959
+15/01/2024 12:00:00 am,-1030.8927155939164,17.759284894061011,0.0063794574923150549,3.1627976418881083,0,1777.621984882918,1375.038386141443,0,0.86140910211024435,0,13.200000000000005,0.89905801275835695
diff --git a/TestComponents/TestSets/WS2/Outputs/9-1Pumpkin.csv b/TestComponents/TestSets/WS2/Outputs/9-1Pumpkin.csv
index 339d36f..f8c4908 100644
--- a/TestComponents/TestSets/WS2/Outputs/9-1Pumpkin.csv
+++ b/TestComponents/TestSets/WS2/Outputs/9-1Pumpkin.csv
@@ -1,520 +1,520 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 20/09/2020 12:00:00 am,0,0.066329547450287407,0,1.3885439614102735,0,49.016255890895714,45.474065523780205,0,0.90000000000000002,0,0,0.6451354836129003
-21/09/2020 12:00:00 am,51.366362713604929,0,-0.041384052931896467,1.407746766536826,0,0,0,0,0.87803030303030294,0,0,0
-22/09/2020 12:00:00 am,52.742419374171057,0,-0.039535992241436987,1.4155926528075649,0,0,0,0,0.85988980716253427,0,0,0
-23/09/2020 12:00:00 am,54.213713713857288,0,-0.040011806496334248,1.5113061461825603,0,0,0,0,0.85240896568995728,0,0,0
-24/09/2020 12:00:00 am,55.664594232261564,0,-0.037283157709483941,1.4881636761137582,0,0,0,0,0.85854808794177673,0,0,0
-25/09/2020 12:00:00 am,57.060556545848208,0,-0.033936328017330902,1.4298986416039776,0,0,0,0,0.84869179383480298,0,0,0
-26/09/2020 12:00:00 am,58.481115482248363,0,-0.032681267767528499,1.4532402041676842,0,0,0,0,0.84540603163474959,0,0,0
-27/09/2020 12:00:00 am,59.830042015432625,0,-0.029385754833062272,1.3783122880173289,0,0,0,0,0.83193672139348596,0,0,0
-28/09/2020 12:00:00 am,61.13888705682627,0,-0.027050003399110956,1.3358950447927589,0,0,0,0,0.81203589625401595,0,0,0
-29/09/2020 12:00:00 am,62.524904231727191,0,-0.027146778995466359,1.413163953896388,0,0,0,0,0.79315547672731823,0,0,0
-30/09/2020 12:00:00 am,63.912949422523951,0,-0.025713582995408879,1.4137587737921669,0,0,0,0,0.78024329128048442,0,0,0
-1/10/2020 12:00:00 am,65.16477214529273,0,-0.021983537881786364,1.2738062606505682,0,0,0,0,0.75659771206531456,0,0,0
-2/10/2020 12:00:00 am,66.450386523670218,0,-0.021438722382977726,1.30705310076047,0,0,0,0,0.74692386973527092,0,0,0
-3/10/2020 12:00:00 am,67.820023909519193,0,-0.021626721767357193,1.3912641076163332,0,0,0,0,0.76727698415519163,0,0,0
-4/10/2020 12:00:00 am,69.180607690202166,0,-0.020300412983890459,1.380884193666857,0,0,0,0,0.75866245914184172,0,0,0
-5/10/2020 12:00:00 am,70.4247587516236,0,-0.017576787096398316,1.2617278485178349,0,0,0,0,0.73641414641937242,0,0,0
-6/10/2020 12:00:00 am,71.598346083632961,0,-0.015752741534140469,1.1893400735435005,0,0,0,0,0.71845049453124854,0,0,0
-7/10/2020 12:00:00 am,72.851814428420468,0,-0.015974460512929167,1.2694428053004416,0,0,0,0,0.72627615462002693,0,0,0
-8/10/2020 12:00:00 am,74.110507168944466,0,-0.015193356116493417,1.2738860966404999,0,0,0,0,0.7788055065732381,0,0,0
-9/10/2020 12:00:00 am,75.252948789137974,0,-0.013084653166851812,1.155526273360364,0,0,0,0,0.77436047453594836,0,0,0
-10/10/2020 12:00:00 am,76.588941758015991,0,-0.014485245239474143,1.3504782141174829,0,0,0,0,0.78666033319199902,0,0,0
-11/10/2020 12:00:00 am,78.119358778728156,0,-0.015559879522137221,1.5459769002343087,0,0,0,0,0.78938789380448393,0,0,0
-12/10/2020 12:00:00 am,79.581785169179923,0,-0.013886865839218387,1.4763132562909949,0,0,0,0,0.78424812271307487,0,0,0
-13/10/2020 12:00:00 am,81.06567173998468,0,-0.013158373541212076,1.4970449443459686,0,0,0,0,0.79202928002785589,0,0,0
-14/10/2020 12:00:00 am,82.473054498181696,0,-0.01165391654972181,1.4190366747467333,0,0,0,0,0.77797349239031044,0,0,0
-15/10/2020 12:00:00 am,83.716016134205631,0,-0.0096541573305500838,1.2526157933544806,0,0,0,0,0.74909283893679679,0,0,0
-16/10/2020 12:00:00 am,85.051582355412066,0,-0.0097355265470416841,1.3453017477534854,0,0,0,0,0.71868227704895216,0,0,0
-17/10/2020 12:00:00 am,86.56034132349258,0,-0.010238873457403708,1.5189978415379182,0,0,0,0,0.71948142557355477,0,0,0
-18/10/2020 12:00:00 am,88.008100790792611,0,-0.0091034862237880931,1.4568629535238178,0,0,0,0,0.77195875687411064,0,0,0
-19/10/2020 12:00:00 am,89.319145604326849,0,-0.0076628568512359108,1.3187076703854781,0,0,0,0,0.75071851976715009,0,0,0
-20/10/2020 12:00:00 am,90.73287104402695,0,-0.007672697838924547,1.4213981375390292,0,0,0,0,0.73113605056702424,0,0,0
-21/10/2020 12:00:00 am,92.115798637446858,0,-0.0069396854882286529,1.3898672789081385,0,0,0,0,0.71277105386942907,0,0,0
-22/10/2020 12:00:00 am,93.404236161662055,0,-0.0059846328440394947,1.2944221570592358,0,0,0,0,0.71692622128102912,0,0,0
-23/10/2020 12:00:00 am,95.060451389080555,0,-0.007043987282076225,1.6632592147005747,0,0,0,0,0.88160903345357911,0,13.200000000000005,0
-24/10/2020 12:00:00 am,96.800956546472136,0,-0.0066563520062180581,1.7471615093978008,0,0,0,0,0.8396097391539088,0,0,0
-25/10/2020 12:00:00 am,98.527280262760897,0,-0.0058893364523158187,1.7322130527410713,0,0,0,0,0.84499347986416196,0,0,0
-26/10/2020 12:00:00 am,100.21739229755607,0,-0.0051171725580330119,1.6952292073532036,0,0,0,0,0.84538773538589951,0,0,0
-27/10/2020 12:00:00 am,101.83241351089183,0,-0.0043235217798132108,1.6193447351155619,0,0,0,0,0.81714048841147435,0,0,0
-28/10/2020 12:00:00 am,103.45423353422599,0,-0.0038151773557947299,1.6256352006899584,0,0,0,0,0.80590252237690918,0,0,0
-29/10/2020 12:00:00 am,105.07738366926706,0,-0.0033185117897355232,1.6264686468308052,0,0,0,0,0.79501922208344833,0,0,0
-30/10/2020 12:00:00 am,106.62313407187727,0,-0.0027202687087513056,1.5484706713189726,0,0,0,0,0.76379084263015884,0,0,0
-31/10/2020 12:00:00 am,108.21437294560822,0,-0.002375780288762952,1.5936146540197074,0,0,0,0,0.73871260974348241,0,0,0
-1/11/2020 12:00:00 am,110.34220327033758,0,-0.0025434366082174309,2.130373761337585,0,0,0,0,0.89991964788179579,0,13.200000000000005,0
-2/11/2020 12:00:00 am,112.4581647412156,0,-0.0018572679095659739,2.1178187387875864,0,0,0,0,0.85416742893210018,0,0,0
-3/11/2020 12:00:00 am,114.37200213657451,0,-0.0011426150086116804,1.9149800103675312,0,0,0,0,0.81556889557581502,0,0,0
-4/11/2020 12:00:00 am,116.07795360056508,0,-0.00061627734157010394,1.7065677413321418,0,0,0,0,0.77922793890106368,0,0,0
-5/11/2020 12:00:00 am,117.64134054723631,0,-0.00025155769107920722,1.5636385043623078,0,0,0,0,0.78317680265464529,0,0,0
-6/11/2020 12:00:00 am,118.99918187310439,0,1.1633218816919921E-05,1.3578296926492632,0,0,0,0,0.75972455889359369,0,0,0
-7/11/2020 12:00:00 am,120.40953737308627,0,0.00022720579445290046,1.4101282941874094,0,0,0,0,0.74001064088663171,0,0,0
-8/11/2020 12:00:00 am,122.01544861287162,0,0.00051202134187655624,1.6053992184434838,0,0,0,0,0.74770707853926976,0,0,0
-9/11/2020 12:00:00 am,123.62830017636593,0,0.00077102348535762477,1.6120805400089524,0,0,0,0,0.74744988498036913,0,0,0
-10/11/2020 12:00:00 am,125.27793818197812,0,0.0010395803399486647,1.6485984252722361,0,0,0,0,0.73940716398144002,0,0,0
-11/11/2020 12:00:00 am,126.94072765877249,0,0.0012897284542123799,1.6614997483401617,0,0,0,0,0.76495285553391135,0,0,0
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-13/11/2020 12:00:00 am,130.05358278565964,0,0.0016196682248718064,1.5716950046304992,0,0,0,0,0.7323058354285259,0,0,0
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-15/11/2020 12:00:00 am,133.65436325465632,0,0.0025908883195171484,2.039667313861429,0,0,0,0,0.8630918717062962,0,13.200000000000005,0
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-8/12/2020 12:00:00 am,170.47454031566443,0.75563146273099946,0.0052427098524556737,2.0318749126367091,0,13.932452121010886,10.245277923329215,0,0.7857563119474299,0,0,0.17282484492663505
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diff --git a/TestComponents/TestSets/WS2/Outputs/9-2TurfGrass.csv b/TestComponents/TestSets/WS2/Outputs/9-2TurfGrass.csv
index b929253..1835ac7 100644
--- a/TestComponents/TestSets/WS2/Outputs/9-2TurfGrass.csv
+++ b/TestComponents/TestSets/WS2/Outputs/9-2TurfGrass.csv
@@ -1,704 +1,704 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 13/04/2021 12:00:00 am,0,0.086886911025430891,0,2.3394360598673387,0,241.52027486876645,195.16789888385171,0,0.90000000000000002,0,0,0
-14/04/2021 12:00:00 am,51.433762644353372,0,-0.7497842785894423,2.1835469229428139,0,0,0,0,0.90772727272727283,0,0,0
-15/04/2021 12:00:00 am,52.876195634657847,0,-0.69229608305620427,2.1347290733606781,0,0,0,0,0.89741184573002775,0,0,0
-16/04/2021 12:00:00 am,54.466748837730066,0,-0.70007696841979428,2.2906301714920132,0,0,0,0,0.88778154061273917,0,0,0
-17/04/2021 12:00:00 am,56.275788998817077,0,-0.72543095987611927,2.5344711209631332,0,0,0,0,0.91777471538576361,0,0,0
-18/04/2021 12:00:00 am,58.112661403208108,0,-0.66899184979854676,2.5058642541895759,0,0,0,0,0.97260305389390134,0,0,0
-19/04/2021 12:00:00 am,59.820556806553085,0,-0.56813322166183911,2.2760286250068127,0,0,0,0,0.96106298911433363,0,0,0
-20/04/2021 12:00:00 am,61.626013340299188,0,-0.55039718162832596,2.3558537153744274,0,0,0,0,0.9583705530145924,0,0,0
-21/04/2021 12:00:00 am,63.604815977254333,0,-0.55034537237170689,2.5291480093268568,0,0,0,0,0.97271308506272369,0,0,0
-22/04/2021 12:00:00 am,65.623444350942108,0,-0.51051963563908576,2.5291480093268568,0,0,0,0,0.98896678654643166,0,0,0
-23/04/2021 12:00:00 am,67.668329503849691,0,-0.47027643712556433,2.5151615900331521,0,0,0,0,0.97372956196294136,0,0,0
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+26/02/2023 12:00:00 am,461.02384581014991,7.6055170936656395,0.021059548960685959,3.3202467592890907,0,298.81645114696937,59.893493476081012,0,0.89781200227812008,0,13.200000000000005,0.99999999996544098
+27/02/2023 12:00:00 am,456.70275398157912,7.5326408072714344,0.021018120934549245,3.1905308577660771,0,306.34909195424081,61.403303833965481,0,0.85281200227824416,0,0,0.99999999997831912
+28/02/2023 12:00:00 am,452.54904767684985,7.2580719099181579,0.020402635935127478,3.0839629692537991,0,313.60716386415896,62.858080774515521,0,0.83766048712682672,0,0,0.99999999998632716
+1/03/2023 12:00:00 am,448.53619491764027,7.0570001332912966,0.020055960117794314,3.0240914139638879,0,320.66416399745026,64.272555746765619,0,0.82250897197537942,0,0,0.99999999999137734
+2/03/2023 12:00:00 am,444.62416439230731,6.74407260472384,0.019392622990096697,2.8126494564007771,0,327.4082366021741,65.624308861437953,0,0.78175139621785517,0,0,0.99999999999452416
+3/03/2023 12:00:00 am,440.79360452977397,6.7524552147372106,0.019789361742034828,2.9021059904618602,0,334.16069181691131,66.977742150666316,0,0.77250897197547064,0,0,0.99999999999657674
+4/03/2023 12:00:00 am,437.1731022362888,6.2249338092184985,0.018481792266726416,2.5859497234665709,0,340.38562562612981,68.225441301969369,0,0.73023624470276893,0,0,0.9999999999978133
+5/03/2023 12:00:00 am,433.87138167230506,5.7008090252692227,0.017204200574646222,2.3818842607108421,0,346.08643465139903,69.368087119670406,0,0.71811503258157439,0,0,0.99999999999857048
+6/03/2023 12:00:00 am,430.58970550178583,5.8397975739022741,0.018041496718929295,2.5400799066641451,0,351.92623222530131,70.538591208557108,0,0.70932715379370848,0,0,0.99999999999909006
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+8/03/2023 12:00:00 am,425.75847799837544,5.3941587911238003,0.017511009641204112,3.0945204389238872,0,363.2605526286635,72.810393990930365,0,0.85599382046038719,0,0,0.99999999999964184
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diff --git a/TestComponents/TestSets/WS2/Outputs/9-3Broccoli.csv b/TestComponents/TestSets/WS2/Outputs/9-3Broccoli.csv
index 512ef04..4b30e4b 100644
--- a/TestComponents/TestSets/WS2/Outputs/9-3Broccoli.csv
+++ b/TestComponents/TestSets/WS2/Outputs/9-3Broccoli.csv
@@ -1,732 +1,732 @@
 Date,SoilMineralN,UptakeN,ResidueN,SoilOMN,FertiliserN,CropN,ProductN,LostN,RSWC,Drainage,Irrigation,Green cover
 20/02/2022 12:00:00 am,0,0.6677792517961052,0,4.5127351530273101,0,378.25740486654661,185.42333642937524,0,0.90000000000000002,0,0,0.64513548361290085
-21/02/2022 12:00:00 am,45.413283512186389,0,-9.2256964013873777,4.6389799135737695,0,0,0,0,0.89227272727272733,0,0,0
-22/02/2022 12:00:00 am,41.601764515890324,0,-8.2758362250717532,4.4643172287756832,0,0,0,0,0.93898760330578512,0,0,0
-23/02/2022 12:00:00 am,38.672885846636184,0,-6.9100153089972132,3.9811366397430747,0,0,0,0,0.94294731404958698,0,0,0
-24/02/2022 12:00:00 am,36.062614375410135,0,-6.765600313841265,4.1553288426152148,0,0,0,0,0.91675082644628103,0,0,0
-25/02/2022 12:00:00 am,33.901348461163579,0,-6.2803602312581788,4.1190943170116263,0,0,0,0,0.8853318394690709,0,0,0
-26/02/2022 12:00:00 am,32.288005971897903,0,-5.3512923308686666,3.7379498416029913,0,0,0,0,0.84201878737601421,0,0,0
-27/02/2022 12:00:00 am,31.021941718524708,0,-4.8965454351840805,3.6304811818108873,0,0,0,0,0.80587530990190426,0,0,0
-28/02/2022 12:00:00 am,30.056420385330032,0,-4.5172898689013081,3.5517685357066315,0,0,0,0,0.80013590093696341,0,0,0
-1/03/2022 12:00:00 am,29.352310013818286,0,-4.2306723921690761,3.5265620206573316,0,0,0,0,0.79467476634608036,0,0,0
-2/03/2022 12:00:00 am,28.909904987544763,0,-3.7686002361892434,3.3261952099157224,0,0,0,0,0.76480564994893974,0,0,0
-3/03/2022 12:00:00 am,28.666489907768366,0,-3.7319659661078717,3.4885508863314723,0,0,0,0,0.76803565336073842,0,0,0
-4/03/2022 12:00:00 am,28.632213526649011,0,-3.192103708108931,3.1578273269895774,0,0,0,0,0.73771260455124588,0,0,0
-5/03/2022 12:00:00 am,28.753369950595349,0,-2.8337092218159938,2.9548656457623315,0,0,0,0,0.73751354676861347,0,0,0
-6/03/2022 12:00:00 am,29.045403408305042,0,-2.9142737346844996,3.2063071923941915,0,0,0,0,0.74184999064230406,0,0,0
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-8/03/2022 12:00:00 am,30.113913403583105,0,-2.5270574646450541,3.1204236310630673,0,0,0,0,0.71700322852360865,0,0,0
-9/03/2022 12:00:00 am,30.764761921079081,0,-2.1501479396052474,2.8009964571012249,0,0,0,0,0.70916066731351624,0,0,0
-10/03/2022 12:00:00 am,31.723708792126622,0,-2.5249767472453186,3.4839236182928577,0,0,0,0,0.88439197334766029,0,13.200000000000005,0
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-13/03/2022 12:00:00 am,35.552515376599203,0,-2.0084880350357963,3.3847133435665526,0,0,0,0,0.88309549936137277,0,0,0
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-17/03/2022 12:00:00 am,42.74862970276002,0,-1.6020384397232021,3.6012465061284344,0,0,0,0,0.90180145099682929,0,0,0
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-1/04/2022 12:00:00 am,78.193685077197685,0,-0.37894241777821946,3.1109659636477001,0,0,0,0,0.76836724342871621,0,0,0
-2/04/2022 12:00:00 am,80.869828254806606,0,-0.32391982706730005,3.0000630046762149,0,0,0,0,0.77730045652654689,0,0,0
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+3/02/2024 12:00:00 am,-7.8222524353147156,12.299449240548711,0.0025237367999864091,4.4301547524336451,0,926.63360727373788,764.13159582412663,0,0.88005673473909884,0,13.200000000000005,0.78463061699644943
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+5/02/2024 12:00:00 am,-22.862472741702177,11.232653636493637,0.0022696154475738695,3.8314131865439958,0,949.85686762413809,783.28223622017288,0,0.82897274102222729,0,0,0.78673764166037596
+6/02/2024 12:00:00 am,-30.105777788615637,10.663919928464225,0.0021428720347529406,3.4184720095160124,0,960.52078755260231,792.07604435395342,0,0.77764774897122191,0,0,0.78762710867673602
+7/02/2024 12:00:00 am,-37.214927252534189,10.248234596273278,0.0020539920240878473,3.1370311403306399,0,970.76902214887559,800.52706511875158,0,0.73580176007636378,0,0,0.78843846636501014
+8/02/2024 12:00:00 am,-43.746474124863816,10.509817226175301,0.0021141682659191474,3.9761561855797569,0,981.27883937505089,809.19379525439285,0,0.87762880337727545,0,13.200000000000005,0.78922825532440288
+9/02/2024 12:00:00 am,-50.322147571605818,10.765889601259005,0.0021789631557993516,4.1880371913612047,0,992.0447289763099,818.07169082919268,0,0.87611281911228234,0,0,0.78999484240732776
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+11/02/2024 12:00:00 am,-63.107822050159356,10.30457598739531,0.0020888751825367535,3.8374713186090901,0,1012.5311635288418,834.96545747492178,0,0.81557780103565303,0,0,0.79134170859361208
+12/02/2024 12:00:00 am,-69.441607856765359,10.322835391691683,0.0021046424989492607,3.98694494258674,0,1022.8539989205335,843.47799643246162,0,0.82333466758927676,0,0,0.79196795218397953
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+16/02/2024 12:00:00 am,-91.443963901438124,8.7093956553433145,0.0017798105605209003,3.2399588097686958,0,1058.2566294991218,872.67213356286368,0,0.75595987916172624,0,0,0.79387218669943105
+17/02/2024 12:00:00 am,-97.136155943738046,8.8698726372144847,0.0018279722873018045,3.1758526226272576,0,1067.1265021363363,879.98651314053996,0,0.70294172147040312,0,0,0.79429448764108446
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+19/02/2024 12:00:00 am,-107.10240157356242,9.0823446247377433,0.0019140550348453189,4.1148679187961257,0,1085.3870956573651,895.04478035466809,0,0.8303922975426371,0,0,0.79510044094717136
+20/02/2024 12:00:00 am,-111.62155131276116,8.8817336547701871,0.0018850046831033751,4.3606989108883489,0,1094.2688293121353,902.36894090532189,0,0.87310084567973623,0,0,0.79546303758900727
diff --git a/TestGraphs/MakeConfigs/WS1.ipynb b/TestGraphs/MakeConfigs/WS1.ipynb
new file mode 100644
index 0000000..cc6a558
--- /dev/null
+++ b/TestGraphs/MakeConfigs/WS1.ipynb
@@ -0,0 +1,129 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "5d0cd442-4d73-4aaa-90f0-63dd7945be5f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "9f1dfee6-ad9f-4a0e-8324-31498e929c91",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "Sites = {\n",
+    " 1: 'LincolnRot1',\n",
+    " 2: 'LincolnRot2',\n",
+    " 3: 'HawksBayRot3',\n",
+    " 4: 'HawksBayRot4'\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "83ad032a-d4db-4bb3-b289-c9c5679888dc",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "try: \n",
+    "    if os.environ[\"GITHUB_WORKSPACE\"] != None:\n",
+    "        root = os.environ[\"GITHUB_WORKSPACE\"]\n",
+    "        path = os.path.join(root,\"TestComponents\", \"TestSets\", \"WS1\")\n",
+    "except:\n",
+    "    rootfrags = os.path.abspath('WS1.py').split(\"\\\\\")\n",
+    "    root = \"\"\n",
+    "    for d in rootfrags:\n",
+    "        if d == \"FieldNBalance\":\n",
+    "            break\n",
+    "        else:\n",
+    "            root += d + \"\\\\\"\n",
+    "    path = os.path.join(root,\"FieldNBalance\",\"TestComponents\", \"TestSets\", \"WS1\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "cb5c353f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Configs = pd.read_excel(os.path.join(path, \"FieldConfigs.xlsx\"),sheet_name=Sites[1],nrows=45,usecols=lambda x: 'Unnamed' not in x,keep_default_na=False)\n",
+    "Configs.set_index('Name',inplace=True)\n",
+    "for s in range(1,5):\n",
+    "    sites = pd.read_excel(os.path.join(path, \"FieldConfigs.xlsx\"),sheet_name=Sites[s],nrows=45,usecols=lambda x: 'Unnamed' not in x,keep_default_na=False)\n",
+    "    sites.set_index('Name',inplace=True)\n",
+    "    if s != 1:\n",
+    "        Configs = pd.concat([Configs,sites],axis=1)\n",
+    "    #set the other N treatments\n",
+    "    nlast = \"_N1_\"\n",
+    "    for n in [\"_N2_\",\"_N3_\",\"_N4_\"]:\n",
+    "        sites.columns = [sites.columns[x].replace(nlast,n) for x in range(sites.columns.size)]\n",
+    "        Configs = pd.concat([Configs,sites],axis=1)\n",
+    "        nlast = n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "f1eb965a-7faa-4228-8052-754213d42587",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "CSConfigs = Configs.transpose()\n",
+    "CSConfigs.to_csv(os.path.join(path, \"FieldConfigs.csv\"),header=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "acea3a05-e847-42d0-afa6-82245a56da6a",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "Configs.to_pickle(os.path.join(path, \"FieldConfigs.pkl\"))"
+   ]
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "formats": "ipynb,py:light"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/TestGraphs/MakeConfigs/WS1.py b/TestGraphs/MakeConfigs/WS1.py
new file mode 100644
index 0000000..d2760ca
--- /dev/null
+++ b/TestGraphs/MakeConfigs/WS1.py
@@ -0,0 +1,57 @@
+# ---
+# jupyter:
+#   jupytext:
+#     formats: ipynb,py:light
+#     text_representation:
+#       extension: .py
+#       format_name: light
+#       format_version: '1.5'
+#       jupytext_version: 1.15.0
+#   kernelspec:
+#     display_name: Python 3 (ipykernel)
+#     language: python
+#     name: python3
+# ---
+
+import os
+import pandas as pd
+
+Sites = {
+ 1: 'LincolnRot1',
+ 2: 'LincolnRot2',
+ 3: 'HawksBayRot3',
+ 4: 'HawksBayRot4'
+}
+
+try: 
+    if os.environ["GITHUB_WORKSPACE"] != None:
+        root = os.environ["GITHUB_WORKSPACE"]
+        path = os.path.join(root,"TestComponents", "TestSets", "WS1")
+except:
+    rootfrags = os.path.abspath('WS1.py').split("\\")
+    root = ""
+    for d in rootfrags:
+        if d == "FieldNBalance":
+            break
+        else:
+            root += d + "\\"
+    path = os.path.join(root,"FieldNBalance","TestComponents", "TestSets", "WS1")
+
+Configs = pd.read_excel(os.path.join(path, "FieldConfigs.xlsx"),sheet_name=Sites[1],nrows=45,usecols=lambda x: 'Unnamed' not in x,keep_default_na=False)
+Configs.set_index('Name',inplace=True)
+for s in range(1,5):
+    sites = pd.read_excel(os.path.join(path, "FieldConfigs.xlsx"),sheet_name=Sites[s],nrows=45,usecols=lambda x: 'Unnamed' not in x,keep_default_na=False)
+    sites.set_index('Name',inplace=True)
+    if s != 1:
+        Configs = pd.concat([Configs,sites],axis=1)
+    #set the other N treatments
+    nlast = "_N1_"
+    for n in ["_N2_","_N3_","_N4_"]:
+        sites.columns = [sites.columns[x].replace(nlast,n) for x in range(sites.columns.size)]
+        Configs = pd.concat([Configs,sites],axis=1)
+        nlast = n
+
+CSConfigs = Configs.transpose()
+CSConfigs.to_csv(os.path.join(path, "FieldConfigs.csv"),header=True)
+
+Configs.to_pickle(os.path.join(path, "FieldConfigs.pkl"))
diff --git a/TestGraphs/MakeGraphs/WS1.ipynb b/TestGraphs/MakeGraphs/WS1.ipynb
new file mode 100644
index 0000000..2a1b6d0
--- /dev/null
+++ b/TestGraphs/MakeGraphs/WS1.ipynb
@@ -0,0 +1,521 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "5d0cd442-4d73-4aaa-90f0-63dd7945be5f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os \n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import datetime as dt\n",
+    "import matplotlib.dates as mdates\n",
+    "\n",
+    "CBcolors = {\n",
+    "    'blue':    '#377eb8', \n",
+    "    'orange':  '#ff7f00',\n",
+    "    'green':   '#4daf4a',\n",
+    "    'pink':    '#f781bf',\n",
+    "    'brown':   '#a65628',\n",
+    "    'purple':  '#984ea3',\n",
+    "    'gray':    '#999999',\n",
+    "    'red':     '#e41a1c',\n",
+    "    'yellow':  '#dede00'\n",
+    "} "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "9f1dfee6-ad9f-4a0e-8324-31498e929c91",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "try: \n",
+    "    if os.environ[\"GITHUB_WORKSPACE\"] != None:\n",
+    "        root = os.environ[\"GITHUB_WORKSPACE\"]\n",
+    "        inPath = os.path.join(root, \"TestComponents\", \"TestSets\", \"WS1\")\n",
+    "        outPath = os.path.join(root, \"TestGraphs\", \"Outputs\")  \n",
+    "except: \n",
+    "    rootfrags = os.path.abspath('WS1.py').split(\"\\\\\")\n",
+    "    root = \"\"\n",
+    "    for d in rootfrags:\n",
+    "        if d == \"FieldNBalance\":\n",
+    "            break\n",
+    "        else:\n",
+    "            root += d + \"\\\\\"\n",
+    "    inPath = os.path.join(root,\"FieldNBalance\",\"TestComponents\", \"TestSets\", \"WS1\")\n",
+    "    outPath = os.path.join(root,\"FieldNBalance\",\"TestGraphs\", \"Outputs\")   "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "05fb1f35-c392-4a2c-b8ef-283cb8edab2b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "Configs = pd.read_pickle(os.path.join(inPath, \"FieldConfigs.pkl\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "d59b0fce-0c79-46fb-a0df-85c0c1d6e5bf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "observedCrop = pd.read_csv(os.path.join(inPath, \"CropData.csv\"), index_col=0)\n",
+    "observedCrop.sort_index(axis=0,inplace=True)\n",
+    "observedCrop['Date'] = pd.to_datetime(observedCrop['Date'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "5ce08860-81d3-4145-b86c-6f7d9d2f5b09",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "observedSoil = pd.read_csv(os.path.join(inPath, \"SoilData.csv\"),index_col=0)\n",
+    "observedSoil.sort_index(axis=0,inplace=True)\n",
+    "observedSoil['Date'] = pd.to_datetime(observedSoil['Date'])\n",
+    "observedSoil['SoilMineralN'] = observedSoil.loc[:,['SoilN0_15', 'SoilN15_30']].sum(axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "acea3a05-e847-42d0-afa6-82245a56da6a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "testFiles = []\n",
+    "tests = []\n",
+    "for file in os.listdir(os.path.join(inPath,\"Outputs\")):\n",
+    "    if file.endswith('.csv'):\n",
+    "        testFiles.append(file)\n",
+    "        tests.append(file.replace(\".csv\",\"\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "7f8c350e-5706-4a7f-8215-b4de9b0611a8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Alltests =[]\n",
+    "for t in testFiles[:]:  \n",
+    "    testframe = pd.read_csv(os.path.join(inPath, \"Outputs\", t),index_col=0,dayfirst=True,date_format='%d/%m/%Y %H:%M:%S %p')  \n",
+    "    Alltests.append(testframe)   \n",
+    "\n",
+    "AllData = pd.concat(Alltests,axis=1,keys=tests)\n",
+    "AllData.sort_index(axis=0,inplace=True)\n",
+    "AllData.index = pd.to_datetime(AllData.index)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "6831bdcc-74f0-4aec-8cf4-33f42a53bd3e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "TestsFrame = pd.DataFrame(index = tests,data=[x.split('_') for x in tests],columns = ['Site','N','Irr','Crop'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "a1061e31-acfc-4d92-993e-d5652b37d854",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "ObsPredIndex = pd.MultiIndex.from_product([tests,AllData.index],names=['Treatment','Date'])\n",
+    "ObsPredCropN = pd.DataFrame(index = ObsPredIndex, columns = ['obs','pred'])\n",
+    "ObsPredCropN.loc[:,'Site'] =  [TestsFrame.loc[x,'Site'] for x in ObsPredCropN.index.get_level_values(0)]\n",
+    "ObsPredCropN.set_index('Site',append=True,inplace=True)\n",
+    "ObsPredCropN = ObsPredCropN.reorder_levels(['Site','Treatment','Date'],axis=0)\n",
+    "ObsPredCropN = ObsPredCropN.sort_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "b809e313",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ObsCropN = observedCrop.loc[:,['Date','CropN']]\n",
+    "ObsCropN.loc[:,'Date'] = [(ObsCropN.iloc[x,0] + dt.timedelta(hours=12)) for x in range(ObsCropN.index.size)]\n",
+    "ObsCropN.set_index('Date',append=True,inplace=True)\n",
+    "ObsCropN.columns = ['obs']\n",
+    "ObsCropN = ObsCropN.groupby(['Site','Date']).mean()\n",
+    "for t in tests:\n",
+    "    s = TestsFrame.loc[t,'Site']\n",
+    "    obst = TestsFrame.loc[t,'Site']+\"_\"+TestsFrame.loc[t,'N']+\"_\"+TestsFrame.loc[t,'Irr']\n",
+    "    obs = ObsCropN.loc[obst,:]\n",
+    "    obs.sort_index(inplace=True)\n",
+    "    dates = AllData.loc[Configs.loc[\"PriorHarvestDate\",t]:Configs.loc[\"CurrentHarvestDate\",t],(t,'CropN')].index\n",
+    "    Pred = AllData.loc[dates,(t,'CropN')]\n",
+    "    pred = Pred.reindex(obs.index.values)\n",
+    "    pred.sort_index(axis=0, inplace=True)\n",
+    "    for d in obs.index.values:\n",
+    "        ObsPredCropN.loc[(s,t,d),'pred'] = pred[d]\n",
+    "        ObsPredCropN.loc[(s,t,d), 'obs'] = obs.loc[d,'obs']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "7005a019-cef9-416a-93df-632f8ff16abf",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "sites = list(ObsPredCropN.index.get_level_values(0).drop_duplicates())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "5d27aefa",
+   "metadata": {
+    "lines_to_next_cell": 2
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "graph = plt.figure(figsize=(10,10))\n",
+    "pos = 1\n",
+    "for s in sites:\n",
+    "    Obs = ObsPredCropN.loc[s,'obs']\n",
+    "    Pred = ObsPredCropN.loc[s,'pred']\n",
+    "    #RegStats = MUte.MathUtilities.CalcRegressionStats('LN',Pred,Obs)\n",
+    "    ax = graph.add_subplot(3,3,pos)\n",
+    "    plt.plot(Obs,Pred,'o')\n",
+    "    maxval = max(ObsPredCropN.loc[s,'obs'].max(),ObsPredCropN.loc[s,'pred'].max()) * 1.05\n",
+    "    plt.ylim(-10,maxval)\n",
+    "    plt.xlim(-10,maxval)\n",
+    "    plt.plot([0,maxval],[0,maxval],'-')\n",
+    "    plt.text(0.05,0.9,'site '+str(s),transform = ax.transAxes)\n",
+    "    #plt.text(0.05,0.8,'NSE = ' +str(RegStats.NSE),transform = ax.transAxes)\n",
+    "    pos +=1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "c37831a0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'Observed')"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Obs = ObsPredCropN.obs.values\n",
+    "Pred = ObsPredCropN.pred.values\n",
+    "graph = plt.figure(figsize = (5,5))\n",
+    "ax = graph.add_subplot(1,1,1)\n",
+    "plt.plot(Obs,Pred,'o')\n",
+    "#RegStats = MUte.MathUtilities.CalcRegressionStats('LN',Pred,Obs)\n",
+    "#plt.text(0.05,0.8,'NSE = ' +str(RegStats.NSE),transform = ax.transAxes)\n",
+    "plt.ylabel('Predicted')\n",
+    "plt.xlabel('Observed')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3d2652d3-2e23-4521-a964-61a415ef7e43",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "2adaa765",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ObsSoilN = observedSoil.loc[:,['Date','SoilMineralN']]\n",
+    "ObsSoilN.loc[:,'Date'] = [(ObsSoilN.iloc[x,0] + dt.timedelta(hours=12)) for x in range(ObsSoilN.index.size)]\n",
+    "ObsSoilN.set_index('Date',append=True,inplace=True)\n",
+    "ObsSoilN.columns = ['obs']\n",
+    "ObsSoilN = ObsSoilN.groupby(['Site','Date']).mean()\n",
+    "blankIndex = pd.MultiIndex.from_product([[],[],[]], names = ['site','test','date'])\n",
+    "ObsPredSoilN = pd.DataFrame(index = blankIndex, columns = ['obs','pred'])\n",
+    "for t in tests:\n",
+    "    s = TestsFrame.loc[t,'Site']\n",
+    "    obst = TestsFrame.loc[t,'Site']+\"_\"+TestsFrame.loc[t,'N']+\"_\"+TestsFrame.loc[t,'Irr']\n",
+    "    obs = ObsSoilN.loc[obst,:]\n",
+    "    dates = AllData.loc[Configs.loc[\"PriorHarvestDate\",t]:Configs.loc[\"CurrentHarvestDate\",t],(t,'SoilMineralN')].index\n",
+    "    Pred = AllData.loc[dates,(t,'SoilMineralN')]\n",
+    "    pred = Pred.reindex(obs.index.values)\n",
+    "    for d in obs.index.values:\n",
+    "        ObsPredSoilN.loc[(s,t,d),'pred'] = pred[d]\n",
+    "        ObsPredSoilN.loc[(s,t,d), 'obs'] = obs.loc[d,'obs']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "c5527019",
+   "metadata": {
+    "lines_to_next_cell": 2
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "graph = plt.figure(figsize=(10,10))\n",
+    "pos = 1\n",
+    "for s in sites:\n",
+    "    Obs = ObsPredSoilN.loc[s,'obs']\n",
+    "    Pred = ObsPredSoilN.loc[s,'pred']\n",
+    "    #RegStats = MUte.MathUtilities.CalcRegressionStats('LN',Pred,Obs)\n",
+    "    ax = graph.add_subplot(3,3,pos)\n",
+    "    plt.plot(Obs,Pred,'o')\n",
+    "    maxval = max(ObsPredSoilN.loc[s,'obs'].max(),ObsPredSoilN.loc[s,'pred'].max()) * 1.05\n",
+    "    plt.ylim(-10,maxval)\n",
+    "    plt.xlim(-10,maxval)\n",
+    "    plt.plot([0,maxval],[0,maxval],'-')\n",
+    "    plt.text(0.05,0.9,'site '+str(s),transform = ax.transAxes)\n",
+    "    #plt.text(0.05,0.8,'NSE = ' +str(RegStats.NSE),transform = ax.transAxes)\n",
+    "    pos +=1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "2c588eb7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'Observed')"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Obs = ObsPredSoilN.obs.values\n",
+    "Pred = ObsPredSoilN.pred.values\n",
+    "graph = plt.figure(figsize = (5,5))\n",
+    "ax = graph.add_subplot(1,1,1)\n",
+    "plt.plot(Obs,Pred,'o')\n",
+    "#RegStats = MUte.MathUtilities.CalcRegressionStats('LN',Pred,Obs)\n",
+    "#plt.text(0.05,0.8,'NSE = ' +str(RegStats.NSE),transform = ax.transAxes)\n",
+    "plt.ylabel('Predicted')\n",
+    "plt.xlabel('Observed')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "1861c207-3fc4-4a5e-bf97-3841637a4ac1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def setEdgeColor(treat):\n",
+    "    if \"_N1_\" in treat:\n",
+    "        return CBcolors['red']\n",
+    "    if \"_N2_\" in treat:\n",
+    "        return CBcolors['orange']\n",
+    "    if \"_N3_\" in treat:\n",
+    "        return CBcolors['green']\n",
+    "    else:\n",
+    "        return CBcolors['blue']\n",
+    "\n",
+    "def setFillColor(treat):\n",
+    "    if \"_Irr1_\" in treat:\n",
+    "        return 'white'\n",
+    "    else:\n",
+    "        return setEdgeColor(treat)\n",
+    "    \n",
+    "def setLineStyle(treat):\n",
+    "    if \"_Irr1_\" in treat:\n",
+    "        return '-'\n",
+    "    else:\n",
+    "        return '--'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "4bf95856-fee2-4436-bee1-b4d30efbc1e7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1200 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1200 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1200 with 8 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1200 with 8 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for s in sites:\n",
+    "    Graph = plt.figure(figsize=(10,12))\n",
+    "    testsAtSite = TestsFrame.loc[TestsFrame.Site==s,:].index.values\n",
+    "    cropsAtSite = []\n",
+    "    for t in testsAtSite:\n",
+    "        cropsAtSite.append(t.split(\"_\")[3])\n",
+    "    cropsAtSite = list(set(cropsAtSite))\n",
+    "    pos = 1\n",
+    "    row_num=int(len(testsAtSite)/8)\n",
+    "    for cro in cropsAtSite:\n",
+    "        for v in ['SoilMineralN','CropN']:\n",
+    "            ax = Graph.add_subplot(row_num,2,pos)\n",
+    "            pos+=1\n",
+    "            for i in ['Irr1','Irr2']:\n",
+    "                for n in ['N1','N2','N3','N4']:\n",
+    "                    test = s+\"_\"+n+\"_\"+i+\"_\"+cro\n",
+    "                    mec = setEdgeColor(test)\n",
+    "                    mfc = setFillColor(test)\n",
+    "                    dates = AllData.loc[Configs.loc[\"PriorHarvestDate\",test]:Configs.loc[\"CurrentHarvestDate\",test],(test,v)].index\n",
+    "                    Data = AllData.loc[dates,(test,v)]\n",
+    "                    plt.plot(Data,setLineStyle(test),color=mec,label=i)\n",
+    "\n",
+    "                    site = s+\"_\"+n+\"_\"+i\n",
+    "                    if v == 'CropN':\n",
+    "                        sData = observedCrop.loc[site,:]\n",
+    "                    if v == 'SoilMineralN':\n",
+    "                        sData = observedSoil.loc[site,:]\n",
+    "                    dFilter = [dates.min() <= sData['Date'].iloc[x] <= dates.max() for x in range(len(sData['Date']))]\n",
+    "                    plt.plot(sData.loc[dFilter,'Date'],sData.loc[dFilter,v],'o',mec=mec,mfc=mfc)\n",
+    "            plt.title(s+cro)\n",
+    "            plt.xticks(rotation=60)\n",
+    "            ax.xaxis.set_major_formatter(mdates.DateFormatter('%#d-%b-%y'))\n",
+    "            #plt.legend()\n",
+    "    Graph.tight_layout(pad=1.5)\n",
+    "    plt.savefig(os.path.join(outPath, \"WS1_\"+s+\"TimeCourse.png\"))"
+   ]
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "formats": "ipynb,py:light"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/TestGraphs/MakeGraphs/WS1.py b/TestGraphs/MakeGraphs/WS1.py
new file mode 100644
index 0000000..7d1335a
--- /dev/null
+++ b/TestGraphs/MakeGraphs/WS1.py
@@ -0,0 +1,245 @@
+# ---
+# jupyter:
+#   jupytext:
+#     formats: ipynb,py:light
+#     text_representation:
+#       extension: .py
+#       format_name: light
+#       format_version: '1.5'
+#       jupytext_version: 1.15.0
+#   kernelspec:
+#     display_name: Python 3 (ipykernel)
+#     language: python
+#     name: python3
+# ---
+
+# +
+import os 
+import pandas as pd
+import matplotlib.pyplot as plt
+import datetime as dt
+import matplotlib.dates as mdates
+
+CBcolors = {
+    'blue':    '#377eb8', 
+    'orange':  '#ff7f00',
+    'green':   '#4daf4a',
+    'pink':    '#f781bf',
+    'brown':   '#a65628',
+    'purple':  '#984ea3',
+    'gray':    '#999999',
+    'red':     '#e41a1c',
+    'yellow':  '#dede00'
+} 
+# -
+
+try: 
+    if os.environ["GITHUB_WORKSPACE"] != None:
+        root = os.environ["GITHUB_WORKSPACE"]
+        inPath = os.path.join(root, "TestComponents", "TestSets", "WS1")
+        outPath = os.path.join(root, "TestGraphs", "Outputs")  
+except: 
+    rootfrags = os.path.abspath('WS1.py').split("\\")
+    root = ""
+    for d in rootfrags:
+        if d == "FieldNBalance":
+            break
+        else:
+            root += d + "\\"
+    inPath = os.path.join(root,"FieldNBalance","TestComponents", "TestSets", "WS1")
+    outPath = os.path.join(root,"FieldNBalance","TestGraphs", "Outputs")   
+
+Configs = pd.read_pickle(os.path.join(inPath, "FieldConfigs.pkl"))
+
+observedCrop = pd.read_csv(os.path.join(inPath, "CropData.csv"), index_col=0)
+observedCrop.sort_index(axis=0,inplace=True)
+observedCrop['Date'] = pd.to_datetime(observedCrop['Date'])
+
+observedSoil = pd.read_csv(os.path.join(inPath, "SoilData.csv"),index_col=0)
+observedSoil.sort_index(axis=0,inplace=True)
+observedSoil['Date'] = pd.to_datetime(observedSoil['Date'])
+observedSoil['SoilMineralN'] = observedSoil.loc[:,['SoilN0_15', 'SoilN15_30']].sum(axis=1)
+
+testFiles = []
+tests = []
+for file in os.listdir(os.path.join(inPath,"Outputs")):
+    if file.endswith('.csv'):
+        testFiles.append(file)
+        tests.append(file.replace(".csv",""))
+
+# +
+Alltests =[]
+for t in testFiles[:]:  
+    testframe = pd.read_csv(os.path.join(inPath, "Outputs", t),index_col=0,dayfirst=True,date_format='%d/%m/%Y %H:%M:%S %p')  
+    Alltests.append(testframe)   
+
+AllData = pd.concat(Alltests,axis=1,keys=tests)
+AllData.sort_index(axis=0,inplace=True)
+AllData.index = pd.to_datetime(AllData.index)
+# -
+
+TestsFrame = pd.DataFrame(index = tests,data=[x.split('_') for x in tests],columns = ['Site','N','Irr','Crop'])
+
+ObsPredIndex = pd.MultiIndex.from_product([tests,AllData.index],names=['Treatment','Date'])
+ObsPredCropN = pd.DataFrame(index = ObsPredIndex, columns = ['obs','pred'])
+ObsPredCropN.loc[:,'Site'] =  [TestsFrame.loc[x,'Site'] for x in ObsPredCropN.index.get_level_values(0)]
+ObsPredCropN.set_index('Site',append=True,inplace=True)
+ObsPredCropN = ObsPredCropN.reorder_levels(['Site','Treatment','Date'],axis=0)
+ObsPredCropN = ObsPredCropN.sort_index()
+
+ObsCropN = observedCrop.loc[:,['Date','CropN']]
+ObsCropN.loc[:,'Date'] = [(ObsCropN.iloc[x,0] + dt.timedelta(hours=12)) for x in range(ObsCropN.index.size)]
+ObsCropN.set_index('Date',append=True,inplace=True)
+ObsCropN.columns = ['obs']
+ObsCropN = ObsCropN.groupby(['Site','Date']).mean()
+for t in tests:
+    s = TestsFrame.loc[t,'Site']
+    obst = TestsFrame.loc[t,'Site']+"_"+TestsFrame.loc[t,'N']+"_"+TestsFrame.loc[t,'Irr']
+    obs = ObsCropN.loc[obst,:]
+    obs.sort_index(inplace=True)
+    dates = AllData.loc[Configs.loc["PriorHarvestDate",t]:Configs.loc["CurrentHarvestDate",t],(t,'CropN')].index
+    Pred = AllData.loc[dates,(t,'CropN')]
+    pred = Pred.reindex(obs.index.values)
+    pred.sort_index(axis=0, inplace=True)
+    for d in obs.index.values:
+        ObsPredCropN.loc[(s,t,d),'pred'] = pred[d]
+        ObsPredCropN.loc[(s,t,d), 'obs'] = obs.loc[d,'obs']
+
+sites = list(ObsPredCropN.index.get_level_values(0).drop_duplicates())
+
+graph = plt.figure(figsize=(10,10))
+pos = 1
+for s in sites:
+    Obs = ObsPredCropN.loc[s,'obs']
+    Pred = ObsPredCropN.loc[s,'pred']
+    #RegStats = MUte.MathUtilities.CalcRegressionStats('LN',Pred,Obs)
+    ax = graph.add_subplot(3,3,pos)
+    plt.plot(Obs,Pred,'o')
+    maxval = max(ObsPredCropN.loc[s,'obs'].max(),ObsPredCropN.loc[s,'pred'].max()) * 1.05
+    plt.ylim(-10,maxval)
+    plt.xlim(-10,maxval)
+    plt.plot([0,maxval],[0,maxval],'-')
+    plt.text(0.05,0.9,'site '+str(s),transform = ax.transAxes)
+    #plt.text(0.05,0.8,'NSE = ' +str(RegStats.NSE),transform = ax.transAxes)
+    pos +=1
+
+
+Obs = ObsPredCropN.obs.values
+Pred = ObsPredCropN.pred.values
+graph = plt.figure(figsize = (5,5))
+ax = graph.add_subplot(1,1,1)
+plt.plot(Obs,Pred,'o')
+#RegStats = MUte.MathUtilities.CalcRegressionStats('LN',Pred,Obs)
+#plt.text(0.05,0.8,'NSE = ' +str(RegStats.NSE),transform = ax.transAxes)
+plt.ylabel('Predicted')
+plt.xlabel('Observed')
+
+
+
+ObsSoilN = observedSoil.loc[:,['Date','SoilMineralN']]
+ObsSoilN.loc[:,'Date'] = [(ObsSoilN.iloc[x,0] + dt.timedelta(hours=12)) for x in range(ObsSoilN.index.size)]
+ObsSoilN.set_index('Date',append=True,inplace=True)
+ObsSoilN.columns = ['obs']
+ObsSoilN = ObsSoilN.groupby(['Site','Date']).mean()
+blankIndex = pd.MultiIndex.from_product([[],[],[]], names = ['site','test','date'])
+ObsPredSoilN = pd.DataFrame(index = blankIndex, columns = ['obs','pred'])
+for t in tests:
+    s = TestsFrame.loc[t,'Site']
+    obst = TestsFrame.loc[t,'Site']+"_"+TestsFrame.loc[t,'N']+"_"+TestsFrame.loc[t,'Irr']
+    obs = ObsSoilN.loc[obst,:]
+    dates = AllData.loc[Configs.loc["PriorHarvestDate",t]:Configs.loc["CurrentHarvestDate",t],(t,'SoilMineralN')].index
+    Pred = AllData.loc[dates,(t,'SoilMineralN')]
+    pred = Pred.reindex(obs.index.values)
+    for d in obs.index.values:
+        ObsPredSoilN.loc[(s,t,d),'pred'] = pred[d]
+        ObsPredSoilN.loc[(s,t,d), 'obs'] = obs.loc[d,'obs']
+
+graph = plt.figure(figsize=(10,10))
+pos = 1
+for s in sites:
+    Obs = ObsPredSoilN.loc[s,'obs']
+    Pred = ObsPredSoilN.loc[s,'pred']
+    #RegStats = MUte.MathUtilities.CalcRegressionStats('LN',Pred,Obs)
+    ax = graph.add_subplot(3,3,pos)
+    plt.plot(Obs,Pred,'o')
+    maxval = max(ObsPredSoilN.loc[s,'obs'].max(),ObsPredSoilN.loc[s,'pred'].max()) * 1.05
+    plt.ylim(-10,maxval)
+    plt.xlim(-10,maxval)
+    plt.plot([0,maxval],[0,maxval],'-')
+    plt.text(0.05,0.9,'site '+str(s),transform = ax.transAxes)
+    #plt.text(0.05,0.8,'NSE = ' +str(RegStats.NSE),transform = ax.transAxes)
+    pos +=1
+
+
+Obs = ObsPredSoilN.obs.values
+Pred = ObsPredSoilN.pred.values
+graph = plt.figure(figsize = (5,5))
+ax = graph.add_subplot(1,1,1)
+plt.plot(Obs,Pred,'o')
+#RegStats = MUte.MathUtilities.CalcRegressionStats('LN',Pred,Obs)
+#plt.text(0.05,0.8,'NSE = ' +str(RegStats.NSE),transform = ax.transAxes)
+plt.ylabel('Predicted')
+plt.xlabel('Observed')
+
+
+# +
+def setEdgeColor(treat):
+    if "_N1_" in treat:
+        return CBcolors['red']
+    if "_N2_" in treat:
+        return CBcolors['orange']
+    if "_N3_" in treat:
+        return CBcolors['green']
+    else:
+        return CBcolors['blue']
+
+def setFillColor(treat):
+    if "_Irr1_" in treat:
+        return 'white'
+    else:
+        return setEdgeColor(treat)
+    
+def setLineStyle(treat):
+    if "_Irr1_" in treat:
+        return '-'
+    else:
+        return '--'
+
+
+# -
+
+for s in sites:
+    Graph = plt.figure(figsize=(10,12))
+    testsAtSite = TestsFrame.loc[TestsFrame.Site==s,:].index.values
+    cropsAtSite = []
+    for t in testsAtSite:
+        cropsAtSite.append(t.split("_")[3])
+    cropsAtSite = list(set(cropsAtSite))
+    pos = 1
+    row_num=int(len(testsAtSite)/8)
+    for cro in cropsAtSite:
+        for v in ['SoilMineralN','CropN']:
+            ax = Graph.add_subplot(row_num,2,pos)
+            pos+=1
+            for i in ['Irr1','Irr2']:
+                for n in ['N1','N2','N3','N4']:
+                    test = s+"_"+n+"_"+i+"_"+cro
+                    mec = setEdgeColor(test)
+                    mfc = setFillColor(test)
+                    dates = AllData.loc[Configs.loc["PriorHarvestDate",test]:Configs.loc["CurrentHarvestDate",test],(test,v)].index
+                    Data = AllData.loc[dates,(test,v)]
+                    plt.plot(Data,setLineStyle(test),color=mec,label=i)
+
+                    site = s+"_"+n+"_"+i
+                    if v == 'CropN':
+                        sData = observedCrop.loc[site,:]
+                    if v == 'SoilMineralN':
+                        sData = observedSoil.loc[site,:]
+                    dFilter = [dates.min() <= sData['Date'].iloc[x] <= dates.max() for x in range(len(sData['Date']))]
+                    plt.plot(sData.loc[dFilter,'Date'],sData.loc[dFilter,v],'o',mec=mec,mfc=mfc)
+            plt.title(s+cro)
+            plt.xticks(rotation=60)
+            ax.xaxis.set_major_formatter(mdates.DateFormatter('%#d-%b-%y'))
+            #plt.legend()
+    Graph.tight_layout(pad=1.5)
+    plt.savefig(os.path.join(outPath, "WS1_"+s+"TimeCourse.png"))