520 lines
28 KiB
C#
520 lines
28 KiB
C#
using System;
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using System.Collections.Generic;
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using System.Diagnostics;
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using System.IO;
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using System.IO.Compression;
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using System.Linq;
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using System.Threading.Tasks;
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using FarmmapsApi;
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using FarmmapsApi.Models;
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using FarmmapsApi.Services;
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using FarmmapsKPI.Models;
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using Microsoft.Extensions.Logging;
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using Newtonsoft.Json;
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using Newtonsoft.Json.Linq;
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using static FarmmapsApiSamples.Constants;
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namespace FarmmapsKPI
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{
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public class KPIApplication : IApplication
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{
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//private const string DownloadFolder = "Downloads";
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private const string SettingsFile = "settings.json";
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private readonly ILogger<KPIApplication> _logger;
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private readonly FarmmapsApiService _farmmapsApiService;
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private readonly KPIService _kpiService;
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private readonly GeneralService _generalService;
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private Settings _settings;
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public KPIApplication(ILogger<KPIApplication> logger, FarmmapsApiService farmmapsApiService,
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GeneralService generalService, KPIService kpiService)
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{
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_logger = logger;
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_farmmapsApiService = farmmapsApiService;
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_generalService = generalService;
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_kpiService = kpiService;
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}
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public async Task RunAsync()
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{
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KPIInput input;
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string fnKPIinput;
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Console.WriteLine("Type name of input json file. Example: KPIinput.json (in same directory as FarmmapsKPI.exe) or for example like this: C:/temp/KPIinputChemieTmp.json");
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fnKPIinput = Console.ReadLine();
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if (string.IsNullOrEmpty(fnKPIinput))
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{
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fnKPIinput = "KPIinput.json";
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}
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var fieldsInputJson = File.ReadAllText(fnKPIinput);
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List<KPIInput> fieldsInputs = JsonConvert.DeserializeObject<List<KPIInput>>(fieldsInputJson);
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// !! this call is needed the first time an api is called with a fresh clientid and secret !!
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await _farmmapsApiService.GetCurrentUserCodeAsync();
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var roots = await _farmmapsApiService.GetCurrentUserRootsAsync();
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//Where to write the output
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string downloadFolder = fieldsInputs[0].DownloadFolder;
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if (string.IsNullOrEmpty(downloadFolder))
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{
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downloadFolder = "Downloads";
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}
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if (!Directory.Exists(downloadFolder))
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Directory.CreateDirectory(downloadFolder);
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//Write the same info to a single csv file. Note this means existing file will be overwritten!
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StreamWriter sw;
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string KPIItemCsv = Path.GetFileNameWithoutExtension(fnKPIinput) + "_Items.csv";
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string KPIItemPathCsv = Path.Combine(downloadFolder, KPIItemCsv);
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List<string> headerList = new List<string> { "parentName", "area_ha", "cropTypeCode", "cropTypeName", "KPIid", "KPIvariable", "KPIvalue", "KPIunit", "KPItargetvalue", "KPIthresholdValue",
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"mbp_productCode","mbp_productName","mbp_quantity","mbp_unitCode","mbp_date","mbp_KPIvariable","mbp_KPIvalue"};
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//Create a new csv file. Means if existing then overwritten !!!
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sw = new StreamWriter(KPIItemPathCsv);
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sw.WriteLine($"FarmmapsKPI backend calculations on input file '{fnKPIinput}' downloaded on {DateTime.Now} with the FarmmapsKPI application in the FarmmapsApSamples.sln");
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sw.WriteLine();
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sw.WriteLine(string.Join(",", headerList));
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// For each input download all KPI's. Keep track to time, important when doing bulk calculations
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var watch = System.Diagnostics.Stopwatch.StartNew();
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TimeSpan tsSofar = new TimeSpan();
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TimeSpan tsRemaining;
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TimeSpan tsTotalEstimated;
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for (int i = 0; i < fieldsInputs.Count; i++)
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//for (int i = 7; i < 8; i++)
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{
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watch.Restart();
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input = fieldsInputs[i];
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_logger.LogInformation(string.Format($"// FarmmapsKPI: Downloading KPI's for field {i + 1} out of {fieldsInputs.Count} to single csv file {KPIItemPathCsv}"));
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try
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{
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await Process(roots, input, sw);
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}
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catch (Exception ex)
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{
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_logger.LogError(ex.Message);
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}
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watch.Stop();
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tsSofar = tsSofar + watch.Elapsed;
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tsTotalEstimated = tsSofar / (i + 1) * fieldsInputs.Count;
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tsRemaining = tsTotalEstimated - tsSofar;
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_logger.LogInformation(string.Format($"// Time (hh:mm:ss): this field: {strTime(watch.Elapsed)}. Sofar: {strTime(tsSofar)}. Estimated total: {strTime(tsTotalEstimated)}. Remaining: {strTime(tsRemaining)}"));
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}
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//Close the csv file, write message to screen
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sw.Close();
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_logger.LogInformation(string.Format($"// FarmmapsKPI:"));
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_logger.LogInformation($"Done! Written all KPI for all fields in '{fnKPIinput}' to output file '{KPIItemPathCsv}'");
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}
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private async Task Process(List<UserRoot> roots, KPIInput input, StreamWriter sw)
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{
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List<Item> cropfieldChildren;
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List<Item> crprecChildren;
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KPIOutput kpio;
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KPIOutput kpioPrevious = new KPIOutput(); //creates a new empty
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//If KPI E1 is calculated, write these sub kpi's to output
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string[] mbp_KPIvariables = new string[] { "aquaticLife", "groundWater", "soilLife" };
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string mbp_KPIvalue;
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string downloadFolder = input.DownloadFolder;
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if (string.IsNullOrEmpty(downloadFolder)) {
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downloadFolder = "Downloads";
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}
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if (!Directory.Exists(downloadFolder))
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Directory.CreateDirectory(downloadFolder);
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// !!specify if you are using an already created cropfield:
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bool useExistingCropfieldWithChildren = input.UseExistingCropfieldWithChildren;
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int cropYear = input.CropYear;
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string fieldName = input.fieldName;
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string fieldGeom = input.GeometryJson.ToString(Formatting.None);
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//Settings
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string settingsfile = $"Settings_{fieldName}.json";
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LoadSettings(settingsfile);
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var uploadedRoot = roots.SingleOrDefault(r => r.Name == "USER_IN");
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if (uploadedRoot == null)
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{
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_logger.LogError("Could not find a needed root item");
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return;
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}
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var myDriveRoot = roots.SingleOrDefault(r => r.Name == "USER_FILES");
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if (myDriveRoot == null)
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{
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_logger.LogError("Could not find a needed root item");
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return;
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}
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// Use already created cropfield or create new one, added a Data input, with field specific data for the KPI calculation
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Item cropfieldItem;
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//1 useExistingCropfieldWithChildren = false -> create new
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//2 useExistingCropfieldWithChildren = true && input.CropfieldItemCode = "" or absent -> read from settings json
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//3 useExistingCropfieldWithChildren = true && input.CropfieldItemCode like "deb48a74c5b54299bb852f17288010e9" in KPIinput -> use this one
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if (useExistingCropfieldWithChildren == false)
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{
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_logger.LogInformation($"Creating cropfield with name '{fieldName}'");
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cropfieldItem = await _generalService.CreateCropfieldItemAsync(myDriveRoot.Code,
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$"{fieldName}", cropYear, input.GeometryJson.ToString(Formatting.None), input.DataCropfield.ToString(Formatting.None), input.StartDate, input.EndDate);
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_settings.CropfieldItemCode = cropfieldItem.Code;
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SaveSettings(settingsfile);
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}
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else if (string.IsNullOrEmpty(input.CropfieldItemCode))
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{
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_logger.LogInformation("reading CropfieldItemCode from settings file");
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cropfieldItem = await _farmmapsApiService.GetItemAsync(_settings.CropfieldItemCode);
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}
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else
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{
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_logger.LogInformation("reading CropfieldItemCode from KPIinput json");
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cropfieldItem = await _farmmapsApiService.GetItemAsync(input.CropfieldItemCode);
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SaveSettings(settingsfile);
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}
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// The cropfieldCharacteristicItem is used to enter crop yields
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Item cropfieldCharacteristicItem;
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//1 useExistingCropfieldWithChildren = false -> create new
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//2 useExistingCropfieldWithChildren = true && input.CropfieldCharacteristicItemCode = "" or absent -> read from settings json
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//3 useExistingCropfieldWithChildren = true && input.CropfieldCharacteristicItemCode like "deb48a74c5b54299bb852f17288010e9" in KPIinput -> use this one
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if (useExistingCropfieldWithChildren == false)
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{
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_logger.LogInformation("CreateCropfieldCharacteristicItemAsync ...");
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cropfieldCharacteristicItem = await _generalService.CreateCropfieldCharacteristicItemAsync(cropfieldItem.Code, cropYear, fieldGeom, input.DataCropfieldCharacteristic.ToString(Formatting.None));
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_settings.CropfieldCharacteristicItemCode = cropfieldCharacteristicItem.Code;
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SaveSettings(settingsfile);
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}
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else if (string.IsNullOrEmpty(input.CropfieldItemCode))
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{
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_logger.LogInformation("reading OperationItemCode from settings file");
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cropfieldCharacteristicItem = await _farmmapsApiService.GetItemAsync(_settings.CropfieldCharacteristicItemCode);
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}
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else
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{
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_logger.LogInformation("reading CropfieldCharacteristicItemCode from KPIinput json");
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cropfieldCharacteristicItem = await _farmmapsApiService.GetItemAsync(input.CropfieldCharacteristicItemCode);
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SaveSettings(settingsfile);
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}
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// Now we can do a first KPI calculation and get the polygon area from the KPI output (where it is based on geometry)
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// We need that because for operations, you need to provide the area on which the operation was applied
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// And if we put that to the crop area, then we neatly get everything on a per ha basis
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_logger.LogInformation($"Getting polygon area (ha))");
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List<Item> KPIItems = await _generalService.GetKpiItemsForCropField(cropfieldItem);
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_logger.LogInformation($"Found {KPIItems.Count} KPI items");
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kpio = JsonConvert.DeserializeObject<KPIOutput>(KPIItems[0].Data.ToString());
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string area_ha = kpio.data.area;
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// turn the area into a JObject for later merging with operation data;
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string strJarea = JsonConvert.SerializeObject(new { area = area_ha });
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JObject Jarea = JObject.Parse(strJarea);
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if (useExistingCropfieldWithChildren == false)
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{
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//Retreiving BOFEK. A cropfield has 1 soil
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//Have a look at the cropfieldChildren before and after running this task, see one child (i.e. soil) has been added)
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//cropfieldChildren = await _farmmapsApiService.GetItemChildrenAsync(cropfieldItem.Code);
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_logger.LogInformation("Get BOFEK for field");
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Item bofekItem = await _generalService.RunBofekTask(cropfieldItem);
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if (bofekItem == null)
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{
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_logger.LogError("Something went wrong while obtaining the BOFEK data");
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return;
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}
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//cropfieldChildren = await _farmmapsApiService.GetItemChildrenAsync(cropfieldItem.Code);
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}
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else
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{
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_logger.LogInformation("For existing cropfield we assume it already has BOFEK soil data");
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}
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// A cropfield has 1 crop recording and the crop recording has 0:many operations
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//So first at the crop recording
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Item crprecItem;
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//1 useExistingCropfieldWithChildren = false -> create new
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//2 useExistingCropfieldWithChildren = true && input.CropRecordingItemCode = "" or absent -> read from settings json
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//3 useExistingCropfieldWithChildren = true && input.CropRecordingItemCode like "deb48a74c5b54299bb852f17288010e9" in KPIinput -> use this one
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if (useExistingCropfieldWithChildren == false)
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{
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_logger.LogInformation("RunCropRecordingTask ...");
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crprecItem = await _generalService.RunCropRecordingTask(cropfieldItem);
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_settings.CropRecordingItemCode = crprecItem.Code;
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SaveSettings(settingsfile);
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}
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else if (string.IsNullOrEmpty(input.CropfieldItemCode))
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{
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_logger.LogInformation("reading CropRecordingItemCode from settings file");
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crprecItem = await _farmmapsApiService.GetItemAsync(_settings.CropRecordingItemCode);
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}
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else
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{
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_logger.LogInformation("reading CropRecordingItemCode from KPIinput json");
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crprecItem = await _farmmapsApiService.GetItemAsync(input.CropRecordingItemCode);
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SaveSettings(settingsfile);
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}
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// Now add the operations
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List<Item> crpOperationItems = new List<Item> { };
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List<string> crpOperationItemCodes = new List<string> { };
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Item crpOperationItem;
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string dataOperation;
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string codeOperation;
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//1 useExistingCropfieldWithChildren = false -> create new
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//2 useExistingCropfieldWithChildren = true && input.OperationItemCode = "" or absent -> read from settings json
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//3 useExistingCropfieldWithChildren = true && input.OperationItemCode like "deb48a74c5b54299bb852f17288010e9" in KPIinput -> use this one
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if (useExistingCropfieldWithChildren == false)
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{
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for (int i = 0; i < input.DataOperations.Length; i++)
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{
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dataOperation = input.DataOperations[i].ToString(Formatting.None);
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dynamic data = JObject.Parse(dataOperation);
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_logger.LogInformation($"CreateOperationItemAsync ... for operation {i}: '{data.name}', on date '{data.from}'");
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// Now check if the operation has a field called area
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string? opArea = data["area"];
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if (string.IsNullOrEmpty(opArea))
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{
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// if not having field area: add it to dataOperation ...
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input.DataOperations[i].Merge(Jarea);
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// ... and update the string
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dataOperation = input.DataOperations[i].ToString(Formatting.None);
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}
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else
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{
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// if yes having field area: compare with polygon area. If not the same, throw warning
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if (data.area != area_ha)
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{
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double differencePercent = 100.0*(Convert.ToDouble(area_ha) / Convert.ToDouble(data.area) - 1.0);
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_logger.LogWarning($"cropfield has area {area_ha}, but in your KPIinput.json or file like that, you have an operation with area {data.area}" +
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$" Difference is {area_ha} / {data.area} - 100% = {differencePercent}%." +
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$" Is that correct? Example if operation was applied in part of field, e.g. in case of variable rate (VRA) application." +
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$" Or did you accidentally fill in area in the KPIinput json? To use cropfield area, omit field 'area' from json" +
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$" then the KPI applicataion will fill in area calculated from geometry");
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}
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}
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//Now after optionally adding the area, add the Operation to the crop recording
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crpOperationItem = await _generalService.CreateOperationItemAsync(crprecItem.Code, cropYear, fieldGeom, dataOperation);
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crpOperationItems.Add(crpOperationItem);
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crpOperationItemCodes.Add(crpOperationItem.Code);
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}
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_settings.OperationItemCodes = crpOperationItemCodes.ToArray();
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SaveSettings(settingsfile);
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}
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else if (string.IsNullOrEmpty(input.CropfieldItemCode))
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{
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_logger.LogInformation("reading OperationItemCode from settings file");
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for (int i = 0; i < _settings.OperationItemCodes.Length; i++)
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{
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codeOperation = _settings.OperationItemCodes[i];
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crpOperationItem = await _farmmapsApiService.GetItemAsync(codeOperation);
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crpOperationItems.Add(crpOperationItem);
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crpOperationItemCodes.Add(crpOperationItem.Code);
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}
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}
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else
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{
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_logger.LogInformation("reading OperationItemCodes from KPIinput json");
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for (int i = 0; i < input.OperationItemCodes.Length; i++)
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{
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codeOperation = input.OperationItemCodes[i];
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crpOperationItem = await _farmmapsApiService.GetItemAsync(codeOperation);
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crpOperationItems.Add(crpOperationItem);
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crpOperationItemCodes.Add(crpOperationItem.Code);
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}
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_settings.OperationItemCodes = crpOperationItemCodes.ToArray();
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SaveSettings(settingsfile);
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}
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// Inspect the children and grandchildren. If all is well, cropfield will have:
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// one crprec, with 0-many operations as children. And the Data of an operation will have specification of how much fertilizer / cropprotection agent was applied
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// one edicrop.characteristic (with yield in the data)
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cropfieldChildren = await _farmmapsApiService.GetItemChildrenAsync(cropfieldItem.Code);
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crprecChildren = await _farmmapsApiService.GetItemChildrenAsync(crprecItem.Code);
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//Now get the KPIs for this cropfield, mounted with operations & cropyield
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// Get KPI data for saving it in a file, here the generalsedrvice is called to get the KPI data
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_logger.LogInformation($"GetKpiItemsForCropField('{cropfieldItem.Code}')");
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//Pesticide KPI's D1 and E1 are retreived from API's of CTBG and CLM and may take a bit longer to retrieve
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int targetKPIitemsCount = 8; //if we know we should be getting 8
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int maxtries = 5; // but don't keep on trying forever; there is a maximum number of tries
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int trycnt = 0;
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_logger.LogInformation($"Firing calls GetKpiItemsForCropField() until we have {targetKPIitemsCount}, but don't keep firing forever, stop after {maxtries} calls");
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while (KPIItems.Count < targetKPIitemsCount & trycnt < maxtries) {
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KPIItems = await _generalService.GetKpiItemsForCropField(cropfieldItem, 5);
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_logger.LogInformation($"Found {KPIItems.Count} KPI items");
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trycnt ++;
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}
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if (KPIItems.Count < targetKPIitemsCount) {
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_logger.LogWarning($"Found {KPIItems.Count} KPIItems while you were aiming for {targetKPIitemsCount} KPIItems");
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}
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//Download KPI's into a json output file for this specific cropfield (with unique cropfieldItem.Code)
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string KPIItemPathJson = Path.Combine(downloadFolder, $"KPIItems_{cropfieldItem.Code}.json");
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var count = 0;
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foreach (Item item in KPIItems)
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{
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//Console.WriteLine($"KPI item #{count}: {item.Name}");
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File.AppendAllText(KPIItemPathJson, item.Data + Environment.NewLine);
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count++;
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}
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_logger.LogInformation($"Downloaded file {KPIItemPathJson}");
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//Write to the csv file that collects all KPI's for all the crop fields
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List<string> dataList;
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foreach (Item item in KPIItems)
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{
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kpio = JsonConvert.DeserializeObject<KPIOutput>(item.Data.ToString());
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if (kpio.id != null)
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{
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if (kpio.id != kpioPrevious.id)
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{
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if (kpio.id != "E1")
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{
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//Make a new dataList = new line to be written
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dataList = new List<string> { };
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//Fill the datalist with this kpi
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dataList.Add(kpio.parentName);
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dataList.Add(kpio.data.area);
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dataList.Add(kpio.data.cropTypeCode);
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dataList.Add(kpio.data.cropTypeName);
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dataList.Add(kpio.id);
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dataList.Add(kpio.quantity); // in KPI output quantity is what we call KPIvariable in headerlist of csv file
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dataList.Add(kpio.value);
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dataList.Add(kpio.unit);
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dataList.Add(kpio.targetValue);
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dataList.Add(kpio.thresholdValue);
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//Write the datalist to a line to the streamwrieter sw for the output csv file
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sw.WriteLine(string.Join(",", dataList));
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}
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else
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{
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//for E1, environmentMeasureData is an array of elements with 1 per pesticide. Inside each element there are multiple mbp_KPIvariables to be written
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foreach (KPIenvironmentMeasureData e in kpio.data.environmentMeasureData)
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{
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foreach (string mbp_KPIvariable in mbp_KPIvariables)
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{
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if (mbp_KPIvariable == "aquaticLife") { mbp_KPIvalue = e.aquaticLife; } else if (mbp_KPIvariable == "groundWater") { mbp_KPIvalue = e.groundWater; } else if (mbp_KPIvariable == "soilLife") { mbp_KPIvalue = e.soilLife; } else { mbp_KPIvalue = ""; }
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//Make a new dataList = new line to be written
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dataList = new List<string> { };
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//Fill the datalist with this kpi
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dataList.Add(kpio.parentName);
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dataList.Add(kpio.data.area);
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dataList.Add(kpio.data.cropTypeCode);
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dataList.Add(kpio.data.cropTypeName);
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dataList.Add(kpio.id); //"E1"
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dataList.Add(kpio.quantity); // "mbp"
|
|
dataList.Add(""); // not here the value
|
|
dataList.Add(""); // not here KPIunit for this indicator
|
|
dataList.Add(""); // not here KPItargetvalue for this indicator
|
|
dataList.Add(""); // not here KPIthresholdValue for this indicator
|
|
dataList.Add(e.productCode);
|
|
dataList.Add(e.productName);
|
|
dataList.Add(e.quantity);
|
|
dataList.Add(e.unitCode);
|
|
dataList.Add(e.date);
|
|
dataList.Add(mbp_KPIvariable);
|
|
dataList.Add(mbp_KPIvalue);
|
|
//Write the datalist to a line to the streamwrieter sw for the output csv file
|
|
sw.WriteLine(string.Join(",", dataList));
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
kpioPrevious = kpio;
|
|
}
|
|
|
|
//Total N applied
|
|
double totalNapplied = 0.0;
|
|
double operationNapplied;
|
|
for (int i = 0; i < crpOperationItemCodes.Count; i++)
|
|
{
|
|
codeOperation = crpOperationItemCodes[i];
|
|
crpOperationItem = await _farmmapsApiService.GetItemAsync(codeOperation);
|
|
dynamic data = JObject.Parse(crpOperationItem.Data.ToString(Formatting.None));
|
|
if (data.n != null)
|
|
{
|
|
operationNapplied = crpOperationItem.Data.GetValue("n").ToObject<double>();
|
|
totalNapplied = totalNapplied + operationNapplied;
|
|
}
|
|
}
|
|
//Also add totalNapplied to the csv
|
|
dataList = new List<string> { };
|
|
//Seems sometimes duplicate KPI items are returned. So check that here and only write if this kpio is different from previous
|
|
dataList.Add(kpioPrevious.parentName);
|
|
try { dataList.Add(kpioPrevious.data.area); } catch { dataList.Add(""); };
|
|
try { dataList.Add(kpioPrevious.data.cropTypeCode); } catch { dataList.Add(""); };
|
|
try { dataList.Add(kpioPrevious.data.cropTypeName); } catch { dataList.Add(""); };
|
|
dataList.Add("");
|
|
dataList.Add("totalNapplied");
|
|
dataList.Add(totalNapplied.ToString());
|
|
dataList.Add("kg/ha");
|
|
dataList.Add("");
|
|
dataList.Add("");
|
|
sw.WriteLine(string.Join(",", dataList));
|
|
|
|
//Clean up. Only newly created fields
|
|
//Look up instruction in Swagger / api / v1 / items /{ code}
|
|
if (useExistingCropfieldWithChildren == false && input.DeleteNewlyCreatedAfterCalc == true)
|
|
{
|
|
// Tested and found that if I delete the parent (cropfieldItem) then
|
|
// automatically deletes children (crprecItem, cropfieldCharacteristicItem, KPIcontainer)
|
|
// and automatically deletes grand children (crprecItem: operations, KPIcontainer: KPI items)
|
|
await _farmmapsApiService.DeleteItemAsync(cropfieldItem.Code);
|
|
//Do we need to wait here for the task to be completed? Or does it continue in the background?
|
|
//await Task.Delay(60000); // wait 60 secs for task to be completed
|
|
//Before the GetItem you will see cropfieldItem, crprecItem etc exist (with data).
|
|
//After the GetItem these cropfieldItem, crprecItem etc are null which means they have been succesfully deleted.
|
|
//// Check if below works, i.e. is item really deleted?
|
|
//cropfieldItem = await _farmmapsApiService.GetItemAsync(cropfieldItem.Code);
|
|
//// Check if croprecording has also been deleted. If not also delete it
|
|
//crprecItem = await _farmmapsApiService.GetItemAsync(crprecItem.Code);
|
|
//// Check if 1 operation has also been deleted. If not also delete it
|
|
//crpOperationItem = await _farmmapsApiService.GetItemAsync(crpOperationItemCodes[0]);
|
|
//// Check if 1 cropfieldCharacteristicItem has also been deleted. If not also delete it
|
|
//cropfieldCharacteristicItem = await _farmmapsApiService.GetItemAsync(cropfieldCharacteristicItem.Code);
|
|
}
|
|
}
|
|
|
|
// Functions to save previously created cropfields
|
|
private void LoadSettings(string file)
|
|
{
|
|
if (File.Exists(file))
|
|
{
|
|
var jsonText = File.ReadAllText(file);
|
|
_settings = JsonConvert.DeserializeObject<Settings>(jsonText);
|
|
}
|
|
else
|
|
{
|
|
_settings = new Settings();
|
|
}
|
|
}
|
|
|
|
private void SaveSettings(string file)
|
|
{
|
|
if (_settings == null)
|
|
return;
|
|
|
|
var json = JsonConvert.SerializeObject(_settings);
|
|
File.WriteAllText(file, json);
|
|
}
|
|
private void SaveInfo(string file)
|
|
{
|
|
if (_settings == null)
|
|
return;
|
|
|
|
var json = JsonConvert.SerializeObject(_settings);
|
|
File.WriteAllText(file, json);
|
|
|
|
}
|
|
private string strTime(TimeSpan ts)
|
|
{
|
|
return String.Format("{0:00}:{1:00}:{2:00}", ts.Hours, ts.Minutes, ts.Seconds);
|
|
}
|
|
}
|
|
}
|