diff --git a/data/almass_crop_growth_curves.csv b/data/almass_crop_growth_curves.csv index c8a4587cda26910b73869c940fe73ebfa338d3c2..9fbba748596a09735a3b25a00e909def1e375c71 100644 --- a/data/almass_crop_growth_curves.csv +++ b/data/almass_crop_growth_curves.csv @@ -1,650 +1,650 @@ -crop_name,nutrient_status,growth_phase,point_type,GDD,LAI_total,LAI_green,height -spring barley,high,janfirst,slope,99999.0,0.0,0.0,0.0 -spring barley,high,sow,start,-1.0,0.0,0.0,0.0 -spring barley,high,sow,slope,83.0,0.005466667,0.005466667,0.066666667 -spring barley,high,sow,slope,158.0,0.01,0.009866667,0.066666667 -spring barley,high,sow,slope,233.0,0.018266667,0.0184,0.106666667 -spring barley,high,sow,slope,308.0,0.033378378,0.033378378,0.081081081 -spring barley,high,sow,slope,382.0,0.0,0.0,0.060773481 -spring barley,high,sow,slope,563.0,0.0,0.0,0.154639175 -spring barley,high,sow,slope,660.0,0.0,0.0,0.066666667 -spring barley,high,sow,slope,675.0,0.0,0.0,0.138095238 -spring barley,high,sow,slope,885.0,0.0,-0.016233766,-0.029220779 -spring barley,high,sow,slope,1193.0,0.0,0.0,-0.035830619 -spring barley,high,sow,slope,1500.0,0.0,0.0,-0.000609143 -spring barley,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -spring barley,high,harvest1,start,-1.0,0.3,0.0,10.0 -spring barley,high,harvest2,slope,99999.0,0.0,0.0,0.0 -spring barley,low,janfirst,slope,99999.0,0.0,0.0,0.0 -spring barley,low,sow,start,-1.0,0.0,0.0,0.0 -spring barley,low,sow,slope,83.0,0.003333333,0.003333333,0.066666667 -spring barley,low,sow,slope,158.0,0.006,0.006,0.066666667 -spring barley,low,sow,slope,233.0,0.010933333,0.010933333,0.194666667 -spring barley,low,sow,slope,308.0,0.009932886,0.009932886,0.195973154 -spring barley,low,sow,slope,457.0,0.0,0.0,0.195180723 -spring barley,low,sow,slope,540.0,0.0,0.0,0.0 -spring barley,low,sow,slope,623.0,0.0,0.0,-1.333333333 -spring barley,low,sow,slope,638.0,0.0,-0.006160164,0.0 -spring barley,low,sow,slope,1125.0,0.0,0.0,-0.000505694 -spring barley,low,marchfirst,slope,99999.0,0.0,0.0,0.0 -spring barley,low,harvest1,start,-1.0,0.2,0.0,10.0 -spring barley,low,harvest2,slope,99999.0,0.0,0.0,0.0 -winter wheat,high,janfirst,slope,99999.0,0.0,0.0,0.0 -winter wheat,high,sow,start,-1.0,0.0,0.0,0.0 -winter wheat,high,sow,slope,83.0,0.002304147,0.002304147,0.055299539 -winter wheat,high,sow,slope,300.0,0.0,0.0,0.0 -winter wheat,high,marchfirst,slope,0.0,0.0,0.0,0.0 -winter wheat,high,marchfirst,slope,107.0,0.006666667,0.006666667,0.0 -winter wheat,high,marchfirst,slope,182.0,0.016,0.016,0.172 -winter wheat,high,marchfirst,slope,257.0,0.036363636,0.036363636,0.172727273 -winter wheat,high,marchfirst,slope,334.0,0.0,0.0,0.17593985 -winter wheat,high,marchfirst,slope,600.0,0.0,0.0,0.0 -winter wheat,high,marchfirst,slope,1087.0,0.0,-0.016722408,0.0 -winter wheat,high,marchfirst,slope,1386.0,0.0,0.0,-0.000861955 -winter wheat,high,harvest1,start,-1.0,0.3,0.0,10.0 -winter wheat,high,harvest2,slope,99999.0,0.0,0.0,0.0 -winter wheat,low,janfirst,slope,99999.0,0.0,0.0,0.0 -winter wheat,low,sow,start,-1.0,0.0,0.0,0.0 -winter wheat,low,sow,slope,83.0,0.003225806,0.003225806,0.055299539 -winter wheat,low,sow,slope,300.0,0.0,0.0,0.0 -winter wheat,low,marchfirst,slope,0.0,0.0,0.0,0.0 -winter wheat,low,marchfirst,slope,107.0,0.002666667,0.002666667,0.0 -winter wheat,low,marchfirst,slope,182.0,0.010666667,0.010666667,0.149333333 -winter wheat,low,marchfirst,slope,257.0,0.012295082,0.012295082,0.151639344 -winter wheat,low,marchfirst,slope,379.0,0.0,0.0,0.150678733 -winter wheat,low,marchfirst,slope,600.0,0.0,0.0,0.0 -winter wheat,low,marchfirst,slope,750.0,0.0,-0.005,0.0 -winter wheat,low,marchfirst,slope,1350.0,0.0,0.0,-0.000658902 -winter wheat,low,harvest1,start,-1.0,0.42,0.0,10.0 -winter wheat,low,harvest2,slope,99999.0,0.0,0.0,0.0 -undersown spring barley,high,janfirst,slope,99999.0,0.0,0.0,0.0 -undersown spring barley,high,sow,start,-1.0,0.0,0.0,0.0 -undersown spring barley,high,sow,slope,83.0,0.005466667,0.005466667,0.066666667 -undersown spring barley,high,sow,slope,158.0,0.01,0.009866667,0.066666667 -undersown spring barley,high,sow,slope,233.0,0.018266667,0.0184,0.212 -undersown spring barley,high,sow,slope,308.0,0.033378378,0.033378378,0.213513514 -undersown spring barley,high,sow,slope,382.0,0.0,0.0,0.21160221 -undersown spring barley,high,sow,slope,563.0,0.0,0.0,0.0 -undersown spring barley,high,sow,slope,660.0,0.0,0.0,-1.333333333 -undersown spring barley,high,sow,slope,675.0,0.0,0.0,0.0 -undersown spring barley,high,sow,slope,885.0,0.0,-0.016233766,0.0 -undersown spring barley,high,sow,slope,1193.0,0.0,0.0,-0.000607251 -undersown spring barley,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -undersown spring barley,high,harvest1,start,-1.0,0.275,0.165,5.0 -undersown spring barley,high,harvest1,slope,0.0,0.005625,0.003375,0.1 -undersown spring barley,high,harvest1,slope,40.0,0.002857143,0.005714286,0.0 -undersown spring barley,high,harvest1,slope,75.0,0.012,0.012,0.013333333 -undersown spring barley,high,harvest1,slope,150.0,0.022666667,0.024,0.08 -undersown spring barley,high,harvest1,slope,225.0,0.040909091,0.040909091,0.068181818 -undersown spring barley,high,harvest1,slope,269.0,0.0,0.0,0.08203125 -undersown spring barley,high,harvest1,slope,525.0,-5.03e-05,-5.03e-05,-0.000402115 -undersown spring barley,high,harvest2,start,-1.0,0.5,0.5,10.0 -undersown spring barley,high,harvest2,slope,0.0,0.008,0.008,0.133333333 -undersown spring barley,high,harvest2,slope,75.0,0.018666667,0.018666667,0.08 -undersown spring barley,high,harvest2,slope,150.0,0.04,0.04,0.04 -undersown spring barley,high,harvest2,slope,225.0,0.0,0.0,0.07 -undersown spring barley,high,harvest2,slope,525.0,-5.03e-05,-5.03e-05,-0.000402115 -undersown spring barley,low,janfirst,slope,99999.0,0.0,0.0,0.0 -undersown spring barley,low,sow,start,-1.0,0.0,0.0,0.0 -undersown spring barley,low,sow,slope,83.0,0.003333333,0.003333333,0.066666667 -undersown spring barley,low,sow,slope,158.0,0.006,0.006,0.066666667 -undersown spring barley,low,sow,slope,233.0,0.010933333,0.010933333,0.194666667 -undersown spring barley,low,sow,slope,308.0,0.009932886,0.009932886,0.195973154 -undersown spring barley,low,sow,slope,457.0,0.0,0.0,0.195180723 -undersown spring barley,low,sow,slope,540.0,0.0,0.0,0.0 -undersown spring barley,low,sow,slope,623.0,0.0,0.0,-1.333333333 -undersown spring barley,low,sow,slope,638.0,0.0,-0.006160164,0.0 -undersown spring barley,low,sow,slope,1125.0,0.0,0.0,-0.000505694 -undersown spring barley,low,marchfirst,slope,99999.0,0.0,0.0,0.0 -undersown spring barley,low,harvest1,start,-1.0,0.7,0.5,9.0 -undersown spring barley,low,harvest1,slope,0.0,0.0,0.001333333,0.0 -undersown spring barley,low,harvest1,slope,75.0,0.017333333,0.018666667,0.013333333 -undersown spring barley,low,harvest1,slope,150.0,0.04,0.04,0.08 -undersown spring barley,low,harvest1,slope,225.0,0.0,0.0,0.08 -undersown spring barley,low,harvest1,slope,525.0,0.0,-5.03e-05,-0.000402115 -undersown spring barley,low,harvest2,start,-1.0,0.5,0.5,10.0 -undersown spring barley,low,harvest2,slope,0.0,0.008,0.008,0.133333333 -undersown spring barley,low,harvest2,slope,75.0,0.018666667,0.018666667,0.0 -undersown spring barley,low,harvest2,slope,150.0,0.04,0.04,0.08 -undersown spring barley,low,harvest2,slope,225.0,0.0,0.0,0.08 -undersown spring barley,low,harvest2,slope,525.0,-5.03e-05,-5.03e-05,-0.000402115 -peas/beans,high,janfirst,slope,99999.0,0.0,0.0,0.0 -peas/beans,high,sow,start,-1.0,0.0,0.0,0.0 -peas/beans,high,sow,slope,113.0,0.001069519,0.001069519,0.064171123 -peas/beans,high,sow,slope,300.0,0.012,0.012,0.186666667 -peas/beans,high,sow,slope,375.0,0.037333333,0.037333333,0.2 -peas/beans,high,sow,slope,450.0,0.06875,0.06875,0.1875 -peas/beans,high,sow,slope,466.0,0.0,0.0,0.192513369 -peas/beans,high,sow,slope,653.0,-0.005952381,-0.011904762,-0.130952381 -peas/beans,high,sow,slope,1073.0,0.0,0.0,-0.000252714 -peas/beans,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -peas/beans,high,harvest1,start,-1.0,0.2,0.0,5.0 -peas/beans,high,harvest2,slope,99999.0,0.0,0.0,0.0 -spring rape,high,janfirst,slope,99999.0,0.0,0.0,0.0 -spring rape,high,sow,start,-1.0,0.0,0.0,0.0 -spring rape,high,sow,slope,105.0,0.005333333,0.005333333,0.04 -spring rape,high,sow,slope,180.0,0.010666667,0.010666667,0.026666667 -spring rape,high,sow,slope,255.0,0.018666667,0.018666667,0.066666667 -spring rape,high,sow,slope,330.0,0.034285714,0.034285714,0.171428571 -spring rape,high,sow,slope,400.0,0.0,0.0,0.453781513 -spring rape,high,sow,slope,638.0,0.0,0.0,0.0 -spring rape,high,sow,slope,1121.0,0.0,-0.028901734,0.0 -spring rape,high,sow,slope,1294.0,0.0,0.0,-0.001317056 -spring rape,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -spring rape,high,harvest1,start,-1.0,0.1,0.0,10.0 -spring rape,high,harvest2,slope,99999.0,0.0,0.0,0.0 -spring rape,low,janfirst,slope,99999.0,0.0,0.0,0.0 -spring rape,low,sow,start,-1.0,0.0,0.0,0.0 -spring rape,low,sow,slope,105.0,0.002666667,0.002666667,0.04 -spring rape,low,sow,slope,180.0,0.005333333,0.005333333,0.026666667 -spring rape,low,sow,slope,255.0,0.009333333,0.009333333,0.053333333 -spring rape,low,sow,slope,330.0,0.017346939,0.017346939,0.163265306 -spring rape,low,sow,slope,428.0,0.0,0.0,0.357142857 -spring rape,low,sow,slope,638.0,0.0,0.0,0.0 -spring rape,low,sow,slope,900.0,0.0,-0.00887574,0.0 -spring rape,low,sow,slope,1238.0,0.0,0.0,-0.001012545 -spring rape,low,marchfirst,slope,99999.0,0.0,0.0,0.0 -spring rape,low,harvest1,start,-1.0,0.1,0.0,10.0 -spring rape,low,harvest2,slope,99999.0,0.0,0.0,0.0 -winter rape,high,janfirst,slope,99999.0,0.0,0.0,0.0 -winter rape,high,sow,start,-1.0,0.0,0.0,0.0 -winter rape,high,sow,slope,105.0,0.004,0.004,0.04 -winter rape,high,sow,slope,180.0,0.004,0.004,0.026666667 -winter rape,high,sow,slope,255.0,0.0075,0.0075,0.058333333 -winter rape,high,sow,slope,375.0,0.002222222,0.002222222,0.013333333 -winter rape,high,sow,slope,600.0,0.0,0.0,0.0 -winter rape,high,marchfirst,slope,0.0,0.0,0.0,0.0 -winter rape,high,marchfirst,slope,92.0,0.013333333,0.013333333,0.106666667 -winter rape,high,marchfirst,slope,167.0,0.029850746,0.029850746,0.388059701 -winter rape,high,marchfirst,slope,234.0,0.0,0.0,0.435146444 -winter rape,high,marchfirst,slope,473.0,0.0,0.0,0.0 -winter rape,high,marchfirst,slope,869.0,0.0,-0.009960159,0.0 -winter rape,high,marchfirst,slope,1371.0,0.0,0.0,-0.001520866 -winter rape,high,harvest1,start,-1.0,0.1,0.0,10.0 -winter rape,high,harvest2,slope,99999.0,0.0,0.0,0.0 -NA,low,janfirst,slope,99999.0,0.0,0.0,0.0 -NA,low,sow,start,-1.0,0.0,0.0,0.0 -NA,low,sow,slope,105.0,0.002666667,0.002666667,0.04 -NA,low,sow,slope,180.0,0.005333333,0.005333333,0.026666667 -NA,low,sow,slope,255.0,0.011666667,0.011666667,0.041666667 -NA,low,sow,slope,375.0,0.002222222,0.002222222,0.017777778 -NA,low,sow,slope,600.0,-2.52e-05,-2.52e-05,-0.000140846 -NA,low,marchfirst,slope,0.0,0.0,0.0,0.0 -NA,low,marchfirst,slope,107.0,0.004,0.004,0.106666667 -NA,low,marchfirst,slope,182.0,0.014634146,0.014634146,0.329268293 -NA,low,marchfirst,slope,264.0,0.0,0.0,0.334821429 -NA,low,marchfirst,slope,488.0,0.0,0.0,0.0 -NA,low,marchfirst,slope,713.0,0.0,-0.005714286,0.0 -NA,low,marchfirst,slope,1238.0,0.0,0.0,-0.001215055 -NA,low,harvest1,start,-1.0,0.1,0.0,10.0 -NA,low,harvest2,slope,99999.0,0.0,0.0,0.0 -carrots,high,janfirst,slope,99999.0,0.0,0.0,0.0 -carrots,high,sow,start,-1.0,0.0,0.0,0.0 -carrots,high,sow,slope,225.0,0.000266667,0.000266667,0.026666667 -carrots,high,sow,slope,300.0,0.001066667,0.001066667,0.026666667 -carrots,high,sow,slope,375.0,0.002,0.002,0.026666667 -carrots,high,sow,slope,450.0,0.003333333,0.003333333,0.026666667 -carrots,high,sow,slope,525.0,0.009333333,0.009333333,0.053333333 -carrots,high,sow,slope,600.0,0.005333333,0.005333333,0.053333333 -carrots,high,sow,slope,750.0,0.01,0.01,0.016666667 -carrots,high,sow,slope,1050.0,-5.05e-05,-5.05e-05,-0.000252655 -carrots,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -carrots,high,harvest1,start,-1.0,0.0,0.0,0.0 -carrots,high,harvest2,slope,99999.0,0.0,0.0,0.0 -carrots,low,janfirst,slope,99999.0,0.0,0.0,0.0 -carrots,low,sow,start,-1.0,0.0,0.0,0.0 -carrots,low,sow,slope,225.0,0.000266667,0.000266667,0.026666667 -carrots,low,sow,slope,300.0,0.001066667,0.001066667,0.026666667 -carrots,low,sow,slope,375.0,0.002,0.002,0.026666667 -carrots,low,sow,slope,450.0,0.003333333,0.004666667,0.026666667 -carrots,low,sow,slope,525.0,0.008,0.006666667,0.04 -carrots,low,sow,slope,600.0,0.004,0.004,0.046666667 -carrots,low,sow,slope,750.0,0.004333333,0.004333333,0.013333333 -carrots,low,sow,slope,1050.0,-3.03e-05,-3.03e-05,-0.000222337 -carrots,low,marchfirst,slope,99999.0,0.0,0.0,0.0 -carrots,low,harvest1,start,-1.0,0.0,0.0,0.0 -carrots,low,harvest2,slope,99999.0,0.0,0.0,0.0 -winter rye,high,janfirst,slope,99999.0,0.0,0.0,0.0 -winter rye,high,sow,start,-1.0,0.0,0.0,0.0 -winter rye,high,sow,slope,83.0,0.002304147,0.002304147,0.069124424 -winter rye,high,sow,slope,300.0,0.0,0.0,0.0 -winter rye,high,marchfirst,slope,0.0,0.0,0.0,0.0 -winter rye,high,marchfirst,slope,107.0,0.014666667,0.014666667,0.066666667 -winter rye,high,marchfirst,slope,182.0,0.050746269,0.050746269,0.298507463 -winter rye,high,marchfirst,slope,249.0,0.0,0.0,0.234741784 -winter rye,high,marchfirst,slope,675.0,0.0,0.0,0.0 -winter rye,high,marchfirst,slope,1082.0,-0.006920415,-0.017301038,0.0 -winter rye,high,marchfirst,slope,1371.0,0.0,0.0,-0.001419475 -winter rye,high,harvest1,start,-1.0,0.3,0.0,10.0 -winter rye,high,harvest2,slope,99999.0,0.0,0.0,0.0 -winter rye,low,janfirst,slope,99999.0,0.0,0.0,0.0 -winter rye,low,sow,start,-1.0,0.0,0.0,0.0 -winter rye,low,sow,slope,83.0,0.002304147,0.002304147,0.069124424 -winter rye,low,sow,slope,300.0,-5.02e-06,-5.02e-06,-0.000150453 -winter rye,low,marchfirst,slope,0.0,0.0,0.0,0.0 -winter rye,low,marchfirst,slope,107.0,0.006666667,0.006666667,0.066666667 -winter rye,low,marchfirst,slope,182.0,0.024390244,0.024390244,0.243902439 -winter rye,low,marchfirst,slope,264.0,0.0,0.0,0.194647202 -winter rye,low,marchfirst,slope,675.0,0.0,0.0,0.0 -winter rye,low,marchfirst,slope,750.0,0.0,-0.005,0.0 -winter rye,low,marchfirst,slope,1350.0,0.0,0.0,-0.001216434 -winter rye,low,harvest1,start,-1.0,0.2,0.0,10.0 -winter rye,low,harvest2,slope,99999.0,0.0,0.0,0.0 -triticale,high,janfirst,slope,99999.0,0.0,0.0,0.0 -triticale,high,sow,start,-1.0,0.0,0.0,0.0 -triticale,high,sow,slope,83.0,0.002304147,0.002304147,0.046082949 -triticale,high,sow,slope,300.0,0.0,0.0,0.0 -triticale,high,marchfirst,slope,0.0,0.0,0.0,0.0 -triticale,high,marchfirst,slope,107.0,0.009333333,0.009333333,0.066666667 -triticale,high,marchfirst,slope,182.0,0.026666667,0.026666667,0.133333333 -triticale,high,marchfirst,slope,257.0,0.048648649,0.048648649,0.27027027 -triticale,high,marchfirst,slope,294.0,0.0,0.0,0.196850394 -triticale,high,marchfirst,slope,675.0,0.0,0.0,0.073710074 -triticale,high,marchfirst,slope,1082.0,0.0,-0.017301038,0.0 -triticale,high,marchfirst,slope,1371.0,0.0,0.0,-0.001419475 -triticale,high,harvest1,start,-1.0,0.3,0.0,10.0 -triticale,high,harvest2,slope,99999.0,0.0,0.0,0.0 -NA,low,janfirst,slope,99999.0,0.0,0.0,0.0 -NA,low,sow,start,-1.0,0.0,0.0,0.0 -NA,low,sow,slope,83.0,0.002304147,0.002304147,0.046082949 -NA,low,sow,slope,300.0,0.0,0.0,0.0 -NA,low,marchfirst,slope,0.0,0.0,0.0,0.0 -NA,low,marchfirst,slope,107.0,0.005333333,0.005333333,0.066666667 -NA,low,marchfirst,slope,182.0,0.009756098,0.009756098,0.097560976 -NA,low,marchfirst,slope,264.0,0.029545455,0.029545455,0.272727273 -NA,low,marchfirst,slope,308.0,0.0,0.0,0.177111717 -NA,low,marchfirst,slope,675.0,0.0,0.0,0.0 -NA,low,marchfirst,slope,750.0,0.0,-0.005,0.0 -NA,low,marchfirst,slope,1350.0,0.0,0.0,-0.001013695 -NA,low,harvest1,start,-1.0,0.2,0.0,10.0 -NA,low,harvest2,slope,99999.0,0.0,0.0,0.0 -winter barley,high,janfirst,slope,99999.0,0.0,0.0,0.0 -winter barley,high,sow,start,-1.0,0.0,0.0,0.0 -winter barley,high,sow,slope,83.0,0.002304147,0.002304147,0.046082949 -winter barley,high,sow,slope,300.0,0.0,0.0,0.0 -winter barley,high,marchfirst,slope,0.0,0.0,0.0,0.0 -winter barley,high,marchfirst,slope,107.0,0.014666667,0.014666667,0.133333333 -winter barley,high,marchfirst,slope,182.0,0.050746269,0.050746269,0.298507463 -winter barley,high,marchfirst,slope,249.0,0.0,0.0,0.18115942 -winter barley,high,marchfirst,slope,525.0,0.0,0.0,0.0 -winter barley,high,marchfirst,slope,715.0,0.0,-0.01754386,0.0 -winter barley,high,marchfirst,slope,1000.0,0.0,0.0,-0.0009091 -winter barley,high,harvest1,start,-1.0,0.3,0.0,10.0 -winter barley,high,harvest2,slope,99999.0,0.0,0.0,0.0 -winter barley,low,janfirst,slope,99999.0,0.0,0.0,0.0 -winter barley,low,sow,start,-1.0,0.0,0.0,0.0 -winter barley,low,sow,slope,83.0,0.002304147,0.002304147,0.046082949 -winter barley,low,sow,slope,300.0,0.0,0.0,0.0 -winter barley,low,marchfirst,slope,0.0,0.0,0.0,0.0 -winter barley,low,marchfirst,slope,107.0,0.006666667,0.006666667,0.133333333 -winter barley,low,marchfirst,slope,182.0,0.024390244,0.024390244,0.243902439 -winter barley,low,marchfirst,slope,264.0,0.0,0.0,0.153256705 -winter barley,low,marchfirst,slope,525.0,0.0,0.0,0.0 -winter barley,low,marchfirst,slope,638.0,0.0,-0.008902077,0.0 -winter barley,low,marchfirst,slope,975.0,0.0,0.0,-0.000807885 -winter barley,low,harvest1,start,-1.0,0.2,0.0,10.0 -winter barley,low,harvest2,slope,99999.0,0.0,0.0,0.0 -NA,high,janfirst,slope,99999.0,0.0,0.0,0.0 -NA,high,sow,start,-1.0,0.0,0.0,0.0 -NA,high,sow,slope,83.0,0.004,0.004,0.066666667 -NA,high,sow,slope,158.0,0.006666667,0.006666667,0.066666667 -NA,high,sow,slope,233.0,0.010666667,0.010666667,0.173333333 -NA,high,sow,slope,308.0,0.017333333,0.017333333,0.173333333 -NA,high,sow,slope,383.0,0.028,0.028,0.173333333 -NA,high,sow,slope,458.0,0.0,0.0,0.174657534 -NA,high,sow,slope,750.0,0.0,0.0,0.0 -NA,high,sow,slope,900.0,0.0,-0.014792899,0.0 -NA,high,sow,slope,1238.0,0.0,0.0,-0.001012545 -NA,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -NA,high,harvest1,start,-1.0,0.3,0.0,10.0 -NA,high,harvest2,slope,99999.0,0.0,0.0,0.0 -NA,low,janfirst,slope,99999.0,0.0,0.0,0.0 -NA,low,sow,start,-1.0,0.0,0.0,0.0 -NA,low,sow,slope,83.0,0.002666667,0.002666667,0.066666667 -NA,low,sow,slope,158.0,0.004,0.004,0.066666667 -NA,low,sow,slope,233.0,0.006666667,0.006666667,0.16 -NA,low,sow,slope,308.0,0.009333333,0.009333333,0.16 -NA,low,sow,slope,383.0,0.017333333,0.017333333,0.16 -NA,low,sow,slope,458.0,0.0,0.0,0.150684932 -NA,low,sow,slope,750.0,0.0,0.0,0.0 -NA,low,sow,slope,788.0,0.0,-0.007281553,0.0 -NA,low,sow,slope,1200.0,0.0,0.0,-0.00091094 -NA,low,marchfirst,slope,99999.0,0.0,0.0,0.0 -NA,low,harvest1,start,-1.0,0.2,0.0,10.0 -NA,low,harvest2,slope,99999.0,0.0,0.0,0.0 -spring rape,high,janfirst,slope,99999.0,0.0,0.0,0.0 -spring rape,high,sow,start,-1.0,0.0,0.0,0.0 -spring rape,high,sow,slope,113.0,0.001785714,0.001785714,0.107142857 -spring rape,high,sow,slope,225.0,0.010666667,0.010666667,0.106666667 -spring rape,high,sow,slope,300.0,0.02,0.02,0.133333333 -spring rape,high,sow,slope,375.0,0.033333333,0.033333333,0.186666667 -spring rape,high,sow,slope,450.0,0.0,0.0,0.177339901 -spring rape,high,sow,slope,653.0,0.0,0.0,0.0 -spring rape,high,sow,slope,1050.0,0.0,-0.014792899,0.0 -spring rape,high,sow,slope,1388.0,0.0,0.0,-0.000811269 -spring rape,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -spring rape,high,harvest1,start,-1.0,0.2,0.0,10.0 -spring rape,high,harvest2,slope,99999.0,0.0,0.0,0.0 -beet,high,janfirst,slope,99999.0,0.0,0.0,0.0 -beet,high,sow,start,-1.0,0.0,0.0,0.0 -beet,high,sow,slope,150.0,0.005,0.005,0.033333333 -beet,high,sow,slope,210.0,0.005555556,0.005555556,0.088888889 -beet,high,sow,slope,300.0,0.010666667,0.010666667,0.066666667 -beet,high,sow,slope,375.0,0.017333333,0.017333333,0.066666667 -beet,high,sow,slope,450.0,0.028,0.028,0.066666667 -beet,high,sow,slope,525.0,0.0,0.0,0.066666667 -beet,high,sow,slope,825.0,0.0,-5.04e-05,-0.000453748 -beet,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -beet,high,harvest1,start,-1.0,0.0,0.0,0.0 -beet,high,harvest2,slope,99999.0,0.0,0.0,0.0 -NA,low,janfirst,slope,99999.0,0.0,0.0,0.0 -NA,low,sow,start,-1.0,0.0,0.0,0.0 -NA,low,sow,slope,150.0,0.001666667,0.001666667,0.033333333 -NA,low,sow,slope,210.0,0.004444444,0.004444444,0.088888889 -NA,low,sow,slope,300.0,0.006666667,0.006666667,0.066666667 -NA,low,sow,slope,375.0,0.009333333,0.009333333,0.066666667 -NA,low,sow,slope,450.0,0.017333333,0.017333333,0.066666667 -NA,low,sow,slope,525.0,0.0,0.0,0.066666667 -NA,low,sow,slope,750.0,0.0,-3.02e-05,-0.000403027 -NA,low,marchfirst,slope,99999.0,0.0,0.0,0.0 -NA,low,harvest1,start,-1.0,0.0,0.0,0.0 -NA,low,harvest2,slope,99999.0,0.0,0.0,0.0 -maize,high,janfirst,slope,99999.0,0.0,0.0,0.0 -maize,high,sow,start,-1.0,0.0,0.0,0.0 -maize,high,sow,slope,150.0,0.001587302,0.001587302,0.095238095 -maize,high,sow,slope,465.0,0.006666667,0.006666667,0.166666667 -maize,high,sow,slope,525.0,0.012,0.012,0.133333333 -maize,high,sow,slope,600.0,0.03047619,0.03047619,0.476190476 -maize,high,sow,slope,705.0,0.0,0.0,0.512820513 -maize,high,sow,slope,900.0,0.0,0.0,0.0 -maize,high,sow,slope,1356.0,0.0,-0.008726003,0.0 -maize,high,sow,slope,1929.0,0.0,0.0,-0.00203936 -maize,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -maize,high,harvest1,start,-1.0,0.2,0.0,10.0 -maize,high,harvest2,slope,99999.0,0.0,0.0,0.0 -maize,low,janfirst,slope,99999.0,0.0,0.0,0.0 -maize,low,sow,start,-1.0,0.0,0.0,0.0 -maize,low,sow,slope,150.0,0.001269841,0.001269841,0.079365079 -maize,low,sow,slope,465.0,0.003333333,0.003333333,0.15 -maize,low,sow,slope,525.0,0.006666667,0.006666667,0.12 -maize,low,sow,slope,600.0,0.018095238,0.018095238,0.352380952 -maize,low,sow,slope,705.0,0.0,0.0,0.41025641 -maize,low,sow,slope,900.0,0.0,0.0,0.0 -maize,low,sow,slope,1275.0,0.0,-0.005,0.0 -maize,low,sow,slope,1875.0,0.0,0.0,-0.00163059 -maize,low,marchfirst,slope,99999.0,0.0,0.0,0.0 -maize,low,harvest1,start,-1.0,0.2,0.0,10.0 -maize,low,harvest2,slope,99999.0,0.0,0.0,0.0 -permanent grassland, grazed,high,janfirst,start,-1.0,3.0,1.0,30.0 -permanent grassland, grazed,high,janfirst,slope,0.0,-0.005,-0.0025,-0.05 -permanent grassland, grazed,high,janfirst,slope,200.0,-2e-05,-5.01e-06,-0.000200403 -permanent grassland, grazed,high,sow,slope,99999.0,0.0,0.0,0.0 -permanent grassland, grazed,high,marchfirst,slope,0.0,0.0,0.0,-0.044247788 -permanent grassland, grazed,high,marchfirst,slope,113.0,0.008928571,0.008928571,0.026785714 -permanent grassland, grazed,high,marchfirst,slope,225.0,0.013333333,0.02,0.026666667 -permanent grassland, grazed,high,marchfirst,slope,300.0,0.012,0.025333333,0.066666667 -permanent grassland, grazed,high,marchfirst,slope,375.0,8.89e-05,8.89e-05,0.04 -permanent grassland, grazed,high,marchfirst,slope,1500.0,-5.08e-05,-5.08e-05,-0.000710667 -permanent grassland, grazed,high,harvest1,slope,99999.0,0.0,0.0,0.0 -permanent grassland, grazed,high,harvest2,slope,99999.0,0.0,0.0,0.0 -permanent grassland, seeded,high,janfirst,start,-1.0,1.5,1.0,10.0 -permanent grassland, seeded,high,sow,slope,99999.0,0.0,0.0,0.0 -permanent grassland, seeded,high,marchfirst,slope,0.0,0.0,0.0,0.0 -permanent grassland, seeded,high,marchfirst,slope,107.0,0.0,0.004651163,0.0 -permanent grassland, seeded,high,marchfirst,slope,150.0,0.006666667,0.010666667,0.12 -permanent grassland, seeded,high,marchfirst,slope,225.0,0.022666667,0.022666667,0.12 -permanent grassland, seeded,high,marchfirst,slope,300.0,0.040625,0.040625,0.28125 -permanent grassland, seeded,high,marchfirst,slope,332.0,0.0,0.0,0.098939929 -permanent grassland, seeded,high,marchfirst,slope,615.0,0.0,0.0,0.0 -permanent grassland, seeded,high,marchfirst,slope,825.0,0.0,0.0,0.0 -permanent grassland, seeded,high,marchfirst,slope,1050.0,0.0,-0.016666667,0.0 -permanent grassland, seeded,high,marchfirst,slope,1350.0,-5.07e-05,0.0,-0.000658902 -permanent grassland, seeded,high,harvest1,start,-1.0,0.5,0.0,10.0 -permanent grassland, seeded,high,harvest2,slope,99999.0,0.0,0.0,0.0 -NA,high,janfirst,start,-1.0,1.5,1.0,10.0 -NA,high,sow,slope,99999.0,0.0,0.0,0.0 -NA,high,marchfirst,slope,0.0,0.0,0.0,0.0 -NA,high,marchfirst,slope,107.0,0.0,0.004651163,0.0 -NA,high,marchfirst,slope,150.0,0.006666667,0.010666667,0.08 -NA,high,marchfirst,slope,225.0,0.020408163,0.020408163,0.081632653 -NA,high,marchfirst,slope,274.0,-3.01e-05,-3.01e-05,-0.000200552 -NA,high,harvest1,slope,99999.0,0.0,0.0,0.0 -NA,high,harvest2,slope,99999.0,0.0,0.0,0.0 -fodder/clover,high,janfirst,start,-1.0,1.5,1.0,10.0 -fodder/clover,high,sow,slope,99999.0,0.0,0.0,0.0 -fodder/clover,high,marchfirst,slope,0.0,0.0,0.0,0.0 -fodder/clover,high,marchfirst,slope,107.0,-0.006976744,0.004651163,0.0 -fodder/clover,high,marchfirst,slope,150.0,0.010666667,0.010666667,0.12 -fodder/clover,high,marchfirst,slope,225.0,0.022666667,0.022666667,0.12 -fodder/clover,high,marchfirst,slope,300.0,0.040625,0.040625,0.28125 -fodder/clover,high,marchfirst,slope,332.0,0.0,0.0,0.083333333 -fodder/clover,high,marchfirst,slope,488.0,-5.02e-05,-5.02e-05,-0.000502457 -fodder/clover,high,harvest1,start,-1.0,0.5,0.5,10.0 -fodder/clover,high,harvest1,slope,0.0,0.016666667,0.016666667,0.333333333 -fodder/clover,high,harvest1,slope,30.0,0.006666667,0.006666667,0.0 -fodder/clover,high,harvest1,slope,75.0,0.012,0.012,0.0 -fodder/clover,high,harvest1,slope,150.0,0.026666667,0.026666667,0.12 -fodder/clover,high,harvest1,slope,225.0,0.043333333,0.043333333,0.1 -fodder/clover,high,harvest1,slope,255.0,0.0,0.0,0.120171674 -fodder/clover,high,harvest1,slope,488.0,-5.02e-05,-5.02e-05,-0.000502457 -fodder/clover,high,harvest2,slope,99999.0,0.0,0.0,0.0 -NA,high,janfirst,slope,0.0,-1.5e-05,-1e-05,-0.000100001 -NA,high,sow,slope,99999.0,0.0,0.0,0.0 -NA,high,marchfirst,slope,0.0,0.0,0.0,0.0 -NA,high,marchfirst,slope,107.0,0.0,0.004651163,0.0 -NA,high,marchfirst,slope,150.0,0.006666667,0.010666667,0.12 -NA,high,marchfirst,slope,225.0,0.022666667,0.022666667,0.12 -NA,high,marchfirst,slope,300.0,0.040625,0.040625,0.28125 -NA,high,marchfirst,slope,332.0,0.0,0.0,0.083333333 -NA,high,marchfirst,slope,488.0,-5.02e-05,-5.02e-05,-0.000502457 -NA,high,harvest1,start,-1.0,0.5,0.5,10.0 -NA,high,harvest1,slope,0.0,0.016666667,0.016666667,0.333333333 -NA,high,harvest1,slope,30.0,0.006666667,0.006666667,0.0 -NA,high,harvest1,slope,75.0,0.012,0.012,0.0 -NA,high,harvest1,slope,150.0,0.026666667,0.026666667,0.12 -NA,high,harvest1,slope,225.0,0.043333333,0.043333333,0.1 -NA,high,harvest1,slope,255.0,0.0,0.0,0.120171674 -NA,high,harvest1,slope,488.0,-5.02e-05,-5.02e-05,-0.000502457 -NA,high,harvest2,slope,99999.0,0.0,0.0,0.0 -NA,low,janfirst,slope,0.0,-1.5e-05,-1e-05,-0.000100001 -NA,low,sow,slope,99999.0,0.0,0.0,0.0 -NA,low,marchfirst,slope,0.0,0.0,0.0,0.0 -NA,low,marchfirst,slope,107.0,0.0,0.004651163,0.0 -NA,low,marchfirst,slope,150.0,0.001333333,0.005333333,0.08 -NA,low,marchfirst,slope,225.0,0.010666667,0.010666667,0.08 -NA,low,marchfirst,slope,300.0,0.021333333,0.021333333,0.08 -NA,low,marchfirst,slope,375.0,0.0,0.0,0.08 -NA,low,marchfirst,slope,525.0,-4.02e-05,-4.02e-05,-0.000402115 -NA,low,harvest1,start,-1.0,0.5,0.5,10.0 -NA,low,harvest1,slope,0.0,0.016666667,0.016666667,0.333333333 -NA,low,harvest1,slope,30.0,0.004444444,0.004444444,0.0 -NA,low,harvest1,slope,75.0,0.006666667,0.006666667,0.0 -NA,low,harvest1,slope,150.0,0.012,0.012,0.08 -NA,low,harvest1,slope,225.0,0.025333333,0.025333333,0.08 -NA,low,harvest1,slope,300.0,0.0,0.0,0.08 -NA,low,harvest1,slope,525.0,-4.02e-05,-4.02e-05,-0.000402115 -NA,low,harvest2,start,-1.0,0.0,0.0,0.0 -natural grass,high,janfirst,start,-1.0,4.83,0.0,70.25454545 -natural grass,high,janfirst,slope,105.0,-9.81e-06,0.0,-0.000142697 -natural grass,high,sow,slope,99999.0,0.0,0.0,0.0 -natural grass,high,marchfirst,slope,0.0,0.002249135,0.003460208,0.03271469 -natural grass,high,marchfirst,slope,289.0,0.001231527,0.0,0.017913121 -natural grass,high,marchfirst,slope,695.0,0.001552795,-0.00310559,0.02258611 -natural grass,high,marchfirst,slope,1017.0,0.0,0.0,0.0 -natural grass,high,marchfirst,slope,2619.0,-0.003988095,0.0,-0.058008658 -natural grass,high,marchfirst,slope,2787.0,0.0,0.0,0.0 -natural grass,high,harvest1,start,-1.0,1.0,0.0,10.0 -natural grass,high,harvest1,slope,0.0,0.012110727,0.003460208,0.19188424 -natural grass,high,harvest1,slope,289.0,0.001231527,0.0,0.017913121 -natural grass,high,harvest1,slope,695.0,0.001552795,-0.00310559,0.02258611 -natural grass,high,harvest1,slope,1017.0,0.0,0.0,0.0 -natural grass,high,harvest1,slope,2619.0,-0.003988095,0.0,-0.058008658 -natural grass,high,harvest1,slope,2787.0,0.0,0.0,0.0 -natural grass,high,harvest2,slope,99999.0,0.0,0.0,0.0 -no growth,high,janfirst,slope,99999.0,0.0,0.0,0.0 -no growth,high,sow,slope,99999.0,0.0,0.0,0.0 -no growth,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -no growth,high,harvest1,slope,99999.0,0.0,0.0,0.0 -no growth,high,harvest2,slope,99999.0,0.0,0.0,0.0 -permanent set-aside,high,janfirst,start,-1.0,2.55024,0.8,30.0 -permanent set-aside,high,janfirst,slope,105.0,-5.18e-06,0.0,5.01e-05 -permanent set-aside,high,sow,slope,99999.0,0.0,0.0,0.0 -permanent set-aside,high,marchfirst,slope,0.0,0.002101038,0.000941176,0.017301038 -permanent set-aside,high,marchfirst,slope,289.0,0.000650246,0.001970443,0.017241379 -permanent set-aside,high,marchfirst,slope,695.0,0.0,0.0,0.02484472 -permanent set-aside,high,marchfirst,slope,1017.0,-0.000220824,0.0,-0.006242197 -permanent set-aside,high,marchfirst,slope,2619.0,0.0,-0.003571429,-0.05952381 -permanent set-aside,high,marchfirst,slope,2787.0,-2.62e-05,-1.03e-05,-0.000308604 -permanent set-aside,high,harvest1,start,-1.0,0.6,0.4,15.0 -permanent set-aside,high,harvest1,slope,0.0,0.006145329,0.001384083,0.069204152 -permanent set-aside,high,harvest1,slope,289.0,0.000650246,0.001970443,0.007389163 -permanent set-aside,high,harvest1,slope,695.0,0.000819876,0.0,0.01242236 -permanent set-aside,high,harvest1,slope,1017.0,0.0,0.0,0.0 -permanent set-aside,high,harvest1,slope,2619.0,-0.002105714,-0.003571429,-0.029761905 -permanent set-aside,high,harvest1,slope,2787.0,0.0,-1.03e-05,0.0 -permanent set-aside,high,harvest2,slope,99999.0,0.0,0.0,0.0 -oats,high,janfirst,slope,99999.0,0.0,0.0,0.0 -oats,high,sow,slope,0.0,0.0,0.0,0.0 -oats,high,sow,slope,83.0,0.005466667,0.005466667,0.066666667 -oats,high,sow,slope,158.0,0.01,0.009866667,0.093333333 -oats,high,sow,slope,233.0,0.018266667,0.0184,0.306666667 -oats,high,sow,slope,308.0,0.033378378,0.033378378,0.540540541 -oats,high,sow,slope,382.0,0.0,0.0,0.359116022 -oats,high,sow,slope,563.0,0.0,0.0,0.0 -oats,high,sow,slope,660.0,0.0,0.0,0.0 -oats,high,sow,slope,675.0,0.0,0.0,0.0 -oats,high,sow,slope,938.0,-0.011450382,-0.019083969,0.0 -oats,high,sow,slope,1200.0,0.0,0.0,0.0 -oats,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -oats,high,harvest1,start,-1.0,0.3,0.0,10.0 -oats,high,harvest2,slope,99999.0,0.0,0.0,0.0 -oats,low,janfirst,slope,99999.0,0.0,0.0,0.0 -oats,low,sow,slope,0.0,0.0,0.0,0.0 -oats,low,sow,slope,83.0,0.003333333,0.003333333,0.066666667 -oats,low,sow,slope,158.0,0.006,0.006,0.093333333 -oats,low,sow,slope,233.0,0.010933333,0.010933333,0.306666667 -oats,low,sow,slope,308.0,0.009932886,0.009932886,0.268456376 -oats,low,sow,slope,457.0,0.0,0.0,0.662650602 -oats,low,sow,slope,540.0,0.0,0.0,0.0 -oats,low,sow,slope,623.0,0.0,0.0,0.0 -oats,low,sow,slope,675.0,-0.00307377,-0.006147541,0.0 -oats,low,sow,slope,1163.0,0.0,0.0,0.0 -oats,low,marchfirst,slope,99999.0,0.0,0.0,0.0 -oats,low,harvest1,start,-1.0,0.3,0.0,10.0 -oats,low,harvest2,slope,99999.0,0.0,0.0,0.0 -potatoes,high,janfirst,slope,99999.0,0.0,0.0,0.0 -potatoes,high,sow,slope,0.0,0.0,0.0,0.0 -potatoes,high,sow,slope,225.0,0.006666667,0.006666667,0.133333333 -potatoes,high,sow,slope,300.0,0.002666667,0.002666667,0.133333333 -potatoes,high,sow,slope,375.0,0.004,0.004,0.133333333 -potatoes,high,sow,slope,450.0,0.005333333,0.005333333,0.133333333 -potatoes,high,sow,slope,525.0,0.009333333,0.009333333,0.133333333 -potatoes,high,sow,slope,600.0,0.012,0.012,0.0 -potatoes,high,sow,slope,675.0,0.0,0.0,0.0 -potatoes,high,sow,slope,938.0,-0.016666667,-0.02,-0.266666667 -potatoes,high,sow,slope,1088.0,0.0,0.0,0.0 -potatoes,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -potatoes,high,harvest1,start,-1.0,0.0,0.0,0.0 -potatoes,high,harvest2,slope,99999.0,0.0,0.0,0.0 -potatoes,low,janfirst,slope,99999.0,0.0,0.0,0.0 -potatoes,low,sow,slope,0.0,0.0,0.0,0.0 -potatoes,low,sow,slope,225.0,0.008,0.008,0.133333333 -potatoes,low,sow,slope,300.0,0.005333333,0.005333333,0.133333333 -potatoes,low,sow,slope,375.0,0.006666667,0.006666667,0.133333333 -potatoes,low,sow,slope,450.0,0.009333333,0.009333333,0.133333333 -potatoes,low,sow,slope,525.0,0.014666667,0.014666667,0.133333333 -potatoes,low,sow,slope,600.0,0.022666667,0.022666667,0.133333333 -potatoes,low,sow,slope,675.0,0.0,0.0,0.0 -potatoes,low,sow,slope,1200.0,-0.017777778,-0.022222222,-0.222222222 -potatoes,low,sow,slope,1425.0,0.0,0.0,0.0 -potatoes,low,marchfirst,slope,99999.0,0.0,0.0,0.0 -potatoes,low,harvest1,start,-1.0,0.0,0.0,0.0 -potatoes,low,harvest2,slope,99999.0,0.0,0.0,0.0 -NA,high,janfirst,start,-1.0,1.0,1.0,10.0 -NA,high,sow,slope,99999.0,0.0,0.0,0.0 -NA,high,marchfirst,start,-1.0,1.1,1.0,10.0 -NA,high,marchfirst,slope,64.0,0.038461538,0.038461538,0.0 -NA,high,marchfirst,slope,90.0,0.022222222,0.022222222,0.0 -NA,high,marchfirst,slope,135.0,0.022222222,0.022222222,0.0 -NA,high,marchfirst,slope,180.0,0.0,0.0,0.0 -NA,high,marchfirst,slope,199.0,0.0,0.0,0.0 -NA,high,marchfirst,slope,308.0,0.0,0.0,0.0 -NA,high,marchfirst,slope,413.0,-0.007633588,-0.007633588,0.0 -NA,high,marchfirst,slope,675.0,-0.004444444,-0.004444444,0.0 -NA,high,marchfirst,slope,900.0,-9.08e-06,-9.08e-06,0.0 -NA,high,harvest1,start,-1.0,1.2,0.2,10.0 -NA,high,harvest1,slope,0.0,0.019642857,0.0,0.0 -NA,high,harvest1,slope,140.0,0.020833333,0.0,0.0 -NA,high,harvest1,slope,188.0,0.0,0.0,0.0 -NA,high,harvest1,slope,207.0,0.0,0.0,0.0 -NA,high,harvest1,slope,769.0,-0.013333333,0.0,0.0 -NA,high,harvest1,slope,844.0,-1.01e-05,0.0,0.0 -NA,high,harvest2,slope,99999.0,0.0,0.0,0.0 -heath,low,janfirst,start,-1.0,3.1878,1.0,46.368 -heath,low,janfirst,slope,105.0,-6.47e-06,0.0,-9.42e-05 -heath,low,sow,slope,99999.0,0.0,0.0,0.0 -heath,low,marchfirst,start,-1.0,2.541,0.66,36.96 -heath,low,marchfirst,slope,0.0,0.007958478,0.001176471,0.016608997 -heath,low,marchfirst,slope,289.0,0.000812808,0.002463054,0.01182266 -heath,low,marchfirst,slope,695.0,0.0,0.0,0.0 -heath,low,marchfirst,slope,1017.0,-0.00027603,0.0,-0.004014981 -heath,low,marchfirst,slope,2619.0,0.0,0.0,0.0 -heath,low,marchfirst,slope,2787.0,-3.28e-05,-2.06e-05,-0.000476978 -heath,low,harvest1,start,-1.0,0.66,0.5,10.0 -heath,low,harvest1,slope,0.0,0.00799308,0.001730104,0.114878893 -heath,low,harvest1,slope,289.0,0.000812808,0.002463054,0.01182266 -heath,low,harvest1,slope,695.0,0.001024845,0.0,0.014906832 -heath,low,harvest1,slope,1017.0,0.0,0.0,0.0 -heath,low,harvest1,slope,2619.0,-0.002632143,0.0,-0.038285714 -heath,low,harvest1,slope,2787.0,0.0,-2.06e-05,0.0 -heath,low,harvest2,slope,99999.0,0.0,0.0,0.0 -lawn,high,janfirst,start,-1.0,2.415,0.0,35.12727273 -lawn,high,janfirst,slope,105.0,-4.91e-06,0.0,-7.13e-05 -lawn,high,janfirst,slope,0.0,-2.5e-06,0.0,0.5 -lawn,high,sow,slope,99999.0,0.0,0.0,0.0 -lawn,high,marchfirst,start,-1.0,1.925,0.0,28.0 -lawn,high,marchfirst,slope,0.0,0.000865052,0.0,0.012582573 -lawn,high,marchfirst,slope,289.0,0.000615764,-0.001231527,0.008956561 -lawn,high,marchfirst,slope,695.0,0.0,0.0,0.0 -lawn,high,marchfirst,slope,1017.0,-0.000209114,0.0,-0.003041652 -lawn,high,marchfirst,slope,2619.0,0.0,0.0,0.0 -lawn,high,marchfirst,slope,2787.0,-2.48e-05,0.0,0.513973303 -lawn,high,harvest1,start,-1.0,0.5,0.0,5.0 -lawn,high,harvest1,slope,0.0,0.006055363,0.001730104,0.09594212 -lawn,high,harvest1,slope,289.0,0.000615764,0.0,0.008956561 -lawn,high,harvest1,slope,695.0,0.000776398,-0.001552795,0.011293055 -lawn,high,harvest1,slope,1017.0,0.0,0.0,0.0 -lawn,high,harvest1,slope,2619.0,-0.001994048,0.0,-0.029004329 -lawn,high,harvest1,slope,2787.0,0.0,0.0,0.0 -lawn,high,harvest1,slope,0.0,-2.5e-06,0.0,0.5 -lawn,high,harvest2,slope,99999.0,0.0,0.0,0.0 -permanent grassland, low yield,high,janfirst,start,-1.0,3.0,1.0,20.0 -permanent grassland, low yield,high,janfirst,slope,0.0,-0.005,-0.0025,-0.025 -permanent grassland, low yield,high,janfirst,slope,200.0,-2e-05,-5.01e-06,-0.000150302 -permanent grassland, low yield,high,sow,slope,99999.0,0.0,0.0,0.0 -permanent grassland, low yield,high,marchfirst,slope,0.0,0.0,0.0,-0.026548673 -permanent grassland, low yield,high,marchfirst,slope,113.0,0.008928571,0.008928571,0.053571429 -permanent grassland, low yield,high,marchfirst,slope,225.0,0.013333333,0.02,0.026666667 -permanent grassland, low yield,high,marchfirst,slope,300.0,0.012,0.025333333,0.066666667 -permanent grassland, low yield,high,marchfirst,slope,375.0,8.89e-05,8.89e-05,0.031111111 -permanent grassland, low yield,high,marchfirst,slope,1500.0,-5.08e-05,-5.08e-05,-0.000609143 -permanent grassland, low yield,high,harvest1,slope,99999.0,0.0,0.0,0.0 -permanent grassland, low yield,high,harvest2,slope,99999.0,0.0,0.0,0.0 -lucerne,high,janfirst,slope,99999.0,0.0,0.0,0.0 -lucerne,high,sow,start,-1.0,0.0,0.0,0.0 -lucerne,high,sow,slope,107.0,-0.006976744,0.004651163,0.0 -lucerne,high,sow,slope,150.0,0.010666667,0.010666667,0.12 -lucerne,high,sow,slope,225.0,0.022666667,0.022666667,0.12 -lucerne,high,sow,slope,300.0,0.040625,0.040625,0.28125 -lucerne,high,sow,slope,332.0,0.0,0.0,0.083333333 -lucerne,high,sow,slope,488.0,-5.02457e-05,-5.02457e-05,-0.000502457 -lucerne,high,marchfirst,slope,99999.0,0.0,0.0,0.0 -lucerne,high,harvest1,start,-1.0,0.5,0.5,10.0 -lucerne,high,harvest1,slope,0.0,0.016666667,0.016666667,0.333333333 -lucerne,high,harvest1,slope,30.0,0.006666667,0.006666667,0.0 -lucerne,high,harvest1,slope,75.0,0.012,0.012,0.0 -lucerne,high,harvest1,slope,150.0,0.026666667,0.026666667,0.12 -lucerne,high,harvest1,slope,225.0,0.043333333,0.043333333,0.1 -lucerne,high,harvest1,slope,255.0,0.0,0.0,0.120171674 -lucerne,high,harvest1,slope,488.0,-5.02457e-05,-5.02457e-05,-0.000502457 -lucerne,high,harvest2,slope,99999.0,0.0,0.0,0.0 +curve_id,crop_name,nutrient_status,growth_phase,point_type,GDD,LAI_total,LAI_green,height +1,spring barley,high,janfirst,slope,99999.0,0.0,0.0,0.0 +1,spring barley,high,sow,start,-1.0,0.0,0.0,0.0 +1,spring barley,high,sow,slope,83.0,0.005466667,0.005466667,0.066666667 +1,spring barley,high,sow,slope,158.0,0.01,0.009866667,0.066666667 +1,spring barley,high,sow,slope,233.0,0.018266667,0.0184,0.106666667 +1,spring barley,high,sow,slope,308.0,0.033378378,0.033378378,0.081081081 +1,spring barley,high,sow,slope,382.0,0.0,0.0,0.060773481 +1,spring barley,high,sow,slope,563.0,0.0,0.0,0.154639175 +1,spring barley,high,sow,slope,660.0,0.0,0.0,0.066666667 +1,spring barley,high,sow,slope,675.0,0.0,0.0,0.138095238 +1,spring barley,high,sow,slope,885.0,0.0,-0.016233766,-0.029220779 +1,spring barley,high,sow,slope,1193.0,0.0,0.0,-0.035830619 +1,spring barley,high,sow,slope,1500.0,0.0,0.0,-0.000609143 +1,spring barley,high,marchfirst,slope,99999.0,0.0,0.0,0.0 +1,spring barley,high,harvest1,start,-1.0,0.3,0.0,10.0 +1,spring barley,high,harvest2,slope,99999.0,0.0,0.0,0.0 +101,spring barley,low,janfirst,slope,99999.0,0.0,0.0,0.0 +101,spring barley,low,sow,start,-1.0,0.0,0.0,0.0 +101,spring barley,low,sow,slope,83.0,0.003333333,0.003333333,0.066666667 +101,spring barley,low,sow,slope,158.0,0.006,0.006,0.066666667 +101,spring barley,low,sow,slope,233.0,0.010933333,0.010933333,0.194666667 +101,spring barley,low,sow,slope,308.0,0.009932886,0.009932886,0.195973154 +101,spring barley,low,sow,slope,457.0,0.0,0.0,0.195180723 +101,spring barley,low,sow,slope,540.0,0.0,0.0,0.0 +101,spring barley,low,sow,slope,623.0,0.0,0.0,-1.333333333 +101,spring barley,low,sow,slope,638.0,0.0,-0.006160164,0.0 +101,spring barley,low,sow,slope,1125.0,0.0,0.0,-0.000505694 +101,spring barley,low,marchfirst,slope,99999.0,0.0,0.0,0.0 +101,spring barley,low,harvest1,start,-1.0,0.2,0.0,10.0 +101,spring barley,low,harvest2,slope,99999.0,0.0,0.0,0.0 +4,winter wheat,high,janfirst,slope,99999.0,0.0,0.0,0.0 +4,winter wheat,high,sow,start,-1.0,0.0,0.0,0.0 +4,winter wheat,high,sow,slope,83.0,0.002304147,0.002304147,0.055299539 +4,winter wheat,high,sow,slope,300.0,0.0,0.0,0.0 +4,winter wheat,high,marchfirst,slope,0.0,0.0,0.0,0.0 +4,winter 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+7,triticale,high,sow,slope,83.0,0.002304147,0.002304147,0.046082949 +7,triticale,high,sow,slope,300.0,0.0,0.0,0.0 +7,triticale,high,marchfirst,slope,0.0,0.0,0.0,0.0 +7,triticale,high,marchfirst,slope,107.0,0.009333333,0.009333333,0.066666667 +7,triticale,high,marchfirst,slope,182.0,0.026666667,0.026666667,0.133333333 +7,triticale,high,marchfirst,slope,257.0,0.048648649,0.048648649,0.27027027 +7,triticale,high,marchfirst,slope,294.0,0.0,0.0,0.196850394 +7,triticale,high,marchfirst,slope,675.0,0.0,0.0,0.073710074 +7,triticale,high,marchfirst,slope,1082.0,0.0,-0.017301038,0.0 +7,triticale,high,marchfirst,slope,1371.0,0.0,0.0,-0.001419475 +7,triticale,high,harvest1,start,-1.0,0.3,0.0,10.0 +7,triticale,high,harvest2,slope,99999.0,0.0,0.0,0.0 +107,triticale,low,janfirst,slope,99999.0,0.0,0.0,0.0 +107,triticale,low,sow,start,-1.0,0.0,0.0,0.0 +107,triticale,low,sow,slope,83.0,0.002304147,0.002304147,0.046082949 +107,triticale,low,sow,slope,300.0,0.0,0.0,0.0 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+70,lucerne,high,sow,slope,488.0,-5.02457e-05,-5.02457e-05,-0.000502457 +70,lucerne,high,marchfirst,slope,99999.0,0.0,0.0,0.0 +70,lucerne,high,harvest1,start,-1.0,0.5,0.5,10.0 +70,lucerne,high,harvest1,slope,0.0,0.016666667,0.016666667,0.333333333 +70,lucerne,high,harvest1,slope,30.0,0.006666667,0.006666667,0.0 +70,lucerne,high,harvest1,slope,75.0,0.012,0.012,0.0 +70,lucerne,high,harvest1,slope,150.0,0.026666667,0.026666667,0.12 +70,lucerne,high,harvest1,slope,225.0,0.043333333,0.043333333,0.1 +70,lucerne,high,harvest1,slope,255.0,0.0,0.0,0.120171674 +70,lucerne,high,harvest1,slope,488.0,-5.02457e-05,-5.02457e-05,-0.000502457 +70,lucerne,high,harvest2,slope,99999.0,0.0,0.0,0.0 diff --git a/data/convert_almass_data.py b/data/convert_almass_data.py index f07105119daa29e73ad62308bb6cb107112219a1..4de31a6488f4f2d32744fc4d9decb1978d12373f 100755 --- a/data/convert_almass_data.py +++ b/data/convert_almass_data.py @@ -41,6 +41,7 @@ def parse_almass_file(filename): raw_data[i] = list(map(float, raw_data[i].strip().split(sep='\t'))) # reformat the data data = [] + curve_id = 0 crop_name = "" nutrient_status = "" phases = ["janfirst", "sow", "marchfirst", "harvest1", "harvest2"] @@ -50,9 +51,10 @@ def parse_almass_file(filename): for l in raw_data: # the beginning of a new curve definition is denoted by a single crop number if len(l) == 1: + curve_id = int(l[0]) inflection_point = 0 growth_phase = -1 - crop_name, nutrient_status = interpret_crop_number(int(l[0])) + crop_name, nutrient_status = interpret_crop_number(curve_id) #print("Adding crop "+crop_name+" ("+nutrient_status+" nutrients)") continue # there are 15 inflection points per growth phase @@ -64,7 +66,8 @@ def parse_almass_file(filename): if l[0] == -1: point_type = "start" else: point_type = "slope" #if l[0] == -1 or l[0] == 99999: l[0] = 0 #XXX should we keep sign-post values? - data.append([crop_name, nutrient_status, phases[growth_phase], point_type]+l) + data.append([curve_id, crop_name, nutrient_status, + phases[growth_phase], point_type]+l) return data """ @@ -76,35 +79,32 @@ See `PlantGrowthData::VegTypeToCurveNum()` in `Landscape/plants.cpp` in the ALMa def interpret_crop_number(i): if i in [1, 101]: crop_type = "spring barley" elif i in [2, 102]: crop_type = "winter barley" - #elif i in [3, 103]: crop_type = "NA" #FIXME unknown numbers + elif i in [3, 103]: crop_type = "spring wheat" elif i in [4, 104]: crop_type = "winter wheat" elif i in [5, 105]: crop_type = "winter rye" elif i in [6, 106]: crop_type = "oats" - elif i in [7, 107]: crop_type = "triticale" #XXX 107 not defined, but probable - #elif i == 7: crop_type = "triticale" + elif i in [7, 107]: crop_type = "triticale" elif i in [8, 108]: crop_type = "maize" elif i in [13, 113]: crop_type = "undersown spring barley" elif i in [21, 121]: crop_type = "spring rape" - #elif i == 22: crop_type = "winter rape" - elif i in [22, 122]: crop_type = "winter rape" #XXX 122 not defined, but probable - elif i == 25: crop_type = "permanent grassland, low yield" - elif i == 26: crop_type = "permanent grassland, grazed" - elif i == 27: crop_type = "permanent grassland, seeded" - #elif i == 28: crop_type = "NA" #FIXME unknown number -> 81 (PTCloverGrassGrazed1)? + elif i in [22, 122]: crop_type = "winter rape" + elif i == 25: crop_type = "permanent grassland (low yield)" + elif i == 26: crop_type = "permanent grassland (grazed)" + elif i == 27: crop_type = "permanent grassland (seeded)" + #elif i == 28: crop_type = "NA" #XXX unknown number that appears in the data elif i == 29: crop_type = "fodder/clover" elif i == 30: crop_type = "peas/beans" elif i in [41, 141]: crop_type = "carrots" elif i in [50, 150]: crop_type = "potatoes" - elif i in [60, 160]: crop_type = "beet" #XXX 160 not defined, but probable - #elif i == 60: crop_type = "beet" - #elif i in [65, 165]: crop_type = "NA" #FIXME unknown numbers + elif i in [60, 160]: crop_type = "beet" + elif i in [65, 165]: crop_type = "silage clover/grass" elif i == 70: crop_type = "lucerne" elif i == 80: crop_type = "tulips" elif i == 90: crop_type = "natural grass" elif i == 91: crop_type = "no growth" elif i == 92: crop_type = "permanent set-aside" elif i == 94: crop_type = "lawn" - #elif i == 99: crop_type = "NA" #FIXME unknown number + #elif i == 99: crop_type = "NA" #XXX unknown number that appears in the data elif i == 112: crop_type = "heath" else: crop_type = "NA" @@ -118,7 +118,7 @@ Reformat the crop parameters and output them as a long-form CSV table. """ def print_csv_file(crop_data, filename): cf = open(filename, 'w') - cf.write("crop_name,nutrient_status,growth_phase,point_type,GDD,LAI_total,LAI_green,height\n") + cf.write("curve_id,crop_name,nutrient_status,growth_phase,point_type,GDD,LAI_total,LAI_green,height\n") for entry in crop_data: line = "" for e in entry: diff --git a/data/crop_data_general.csv b/data/crop_data_general.csv new file mode 100644 index 0000000000000000000000000000000000000000..c8f2fdbcf3a091d1892de9de5740e6c5a9e5f0e7 --- /dev/null +++ b/data/crop_data_general.csv @@ -0,0 +1,21 @@ +name,minsowdate,maxsowdate,minharvestdate,maxharvestdate,mingrowthtemp +"winter barley","15 September","30 September",NA,NA,NA +"spring barley","1 March","10 April",NA,NA,NA +"peas/beans",NA,NA,NA,NA,NA +"spring rape",NA,NA,NA,NA,NA +"winter rape",NA,NA,NA,NA,NA +"winter rye",NA,NA,NA,NA,NA +"winter wheat","15 October","31 October",NA,NA,NA +"beet",NA,NA,NA,NA,NA +"maize",NA,NA,NA,NA,NA +"permanent grassland (grazed)",NA,NA,NA,NA,NA +"permanent grassland (seeded)",NA,NA,NA,NA,NA +"fodder/clover",NA,NA,NA,NA,NA +"natural grass",NA,NA,NA,NA,NA +"potatoes",NA,NA,NA,NA,NA +"undersown spring barley",NA,NA,NA,NA,NA +"carrots",NA,NA,NA,NA,NA +"oats",NA,NA,NA,NA,NA +"permanent set-aside",NA,NA,NA,NA,NA +"lucerne",NA,NA,NA,NA,NA +"triticale","25 September","10 October",NA,NA,NA