From 0da72f4cade78cdddac7611e53fa1a3a87a0de4a Mon Sep 17 00:00:00 2001
From: Daniel Vedder <daniel.vedder@idiv.de>
Date: Wed, 2 Aug 2023 16:47:03 +0200
Subject: [PATCH] Added ALMaSS crop growth data and wrote conversion script
---
data/almass_crop_growth_curves.csv | 650 ++++++
data/almass_crop_growth_curves.pre | 3345 ++++++++++++++++++++++++++++
data/convert_almass_data.py | 135 ++
docs/ALMaSSVegetationModelling.pdf | Bin 0 -> 45357 bytes
4 files changed, 4130 insertions(+)
create mode 100644 data/almass_crop_growth_curves.csv
create mode 100644 data/almass_crop_growth_curves.pre
create mode 100755 data/convert_almass_data.py
create mode 100644 docs/ALMaSSVegetationModelling.pdf
diff --git a/data/almass_crop_growth_curves.csv b/data/almass_crop_growth_curves.csv
new file mode 100644
index 0000000..c8a4587
--- /dev/null
+++ b/data/almass_crop_growth_curves.csv
@@ -0,0 +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
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+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
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+carrots,high,sow,slope,750.0,0.01,0.01,0.016666667
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+carrots,low,janfirst,slope,99999.0,0.0,0.0,0.0
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+carrots,low,sow,slope,375.0,0.002,0.002,0.026666667
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+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
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+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
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diff --git a/data/almass_crop_growth_curves.pre b/data/almass_crop_growth_curves.pre
new file mode 100644
index 0000000..b156948
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diff --git a/data/convert_almass_data.py b/data/convert_almass_data.py
new file mode 100755
index 0000000..271519b
--- /dev/null
+++ b/data/convert_almass_data.py
@@ -0,0 +1,135 @@
+#!/usr/bin/python3
+###
+### ALMaSS uses a pretty crazy file format to specify its crop growth parameters.
+### This script converts the data to a saner long-table CSV format.
+###
+### Daniel Vedder, 02/08/2023
+###
+
+import time
+
+input_file = "almass_crop_growth_curves.pre"
+output_file = "almass_crop_growth_curves.csv"
+
+"""
+Read and parse an ALMaSS crop parameter file, returning it as a long-form array.
+
+Original data format:
+
+- first line: number of curves defined in the file
+
+- curve definition:
+ - first line: curve ID
+ - last figure: crop number
+ - if <100 -> normal growth, if >100 -> low nutrient growth
+ - each curve includes five growth phases
+ - each growth phase consists of a series of 15 inflection points and slopes
+ - four variable columns:
+ - col 1: growing degree-days at inflection point or start marker
+ - col 2: leaf area total slope
+ - col 3: leaf area green slope
+ - col 4: height slope
+ - if col 1 == -1: set variables to values in this row (start of new growth phase)
+ - if col 1 == 99999: no further growth in this growth phase
+
+See `PlantGrowthData::PlantGrowthData()` in `Landscape/plants.cpp` in the ALMaSS code.
+"""
+def parse_almass_file(filename):
+ # read in all lines and split them into their component numbers
+ cf = open(filename, 'r')
+ raw_data = cf.readlines()[1:] # the first line is irrelevant
+ cf.close()
+ for i in range(len(raw_data)):
+ raw_data[i] = list(map(float, raw_data[i].strip().split(sep='\t')))
+ # reformat the data
+ data = []
+ crop_name = ""
+ nutrient_status = ""
+ phases = ["janfirst", "sow", "marchfirst", "harvest1", "harvest2"]
+ growth_phase = -1
+ inflection_point = 0
+ points_per_phase = 15
+ for l in raw_data:
+ # the beginning of a new curve definition is denoted by a single crop number
+ if len(l) == 1:
+ inflection_point = 0
+ growth_phase = -1
+ crop_name, nutrient_status = interpret_crop_number(int(l[0]))
+ #print("Adding crop "+crop_name+" ("+nutrient_status+" nutrients)")
+ continue
+ # there are 15 inflection points per growth phase
+ if inflection_point % points_per_phase == 0: growth_phase += 1
+ inflection_point += 1
+ if (inflection_point-1) % points_per_phase > 0 and (l == [0,0,0,0] or l == [99999,0,0,0]):
+ continue # we can ignore empty inflection points
+ # save each relevant inflection or start point with their associated values
+ 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)
+ return data
+
+"""
+Each growth curve is associated with a crop number, which specifies the crop type
+and nutrient growing conditions.
+
+See `PlantGrowthData::VegTypeToCurveNum()` in `Landscape/plants.cpp` in the ALMaSS code.
+"""
+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 [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" #FIXME 107 not defined, but probable
+ elif i == 7: 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" #FIXME 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 == 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" #FIXME 160 not defined, but probable
+ elif i == 60: crop_type = "beet"
+ #elif i in [65, 165]: crop_type = "NA" #FIXME unknown numbers
+ 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 == 112: crop_type = "heath"
+ #elif i == 121: crop_type = "NA" #FIXME unknown number
+ else:
+ crop_type = "NA"
+ print("WARNING: unknown crop type "+str(i))
+ if i > 100: nutrient_status = "low"
+ else: nutrient_status = "high"
+ return crop_type, nutrient_status
+
+"""
+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")
+ for entry in crop_data:
+ line = ""
+ for e in entry:
+ line += str(e)+","
+ cf.write(line[:-1]+'\n')
+ cf.close()
+
+
+if __name__ == "__main__":
+ data = parse_almass_file(input_file)
+ print_csv_file(data, output_file)
diff --git a/docs/ALMaSSVegetationModelling.pdf b/docs/ALMaSSVegetationModelling.pdf
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--
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