jits
/
FarmMapsApiClient_WURtest
forked from FarmMaps/FarmMapsApiClient
1
0
Fork 0
Code Issues Pull Requests Releases Wiki Activity

update Blight

master
Sijbrandij 2021-03-01 15:56:15 +01:00
parent cf5ac33b3f 3ad594d83f
commit 6d14299852
23 changed files with 1066 additions and 181 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

45
FarmmapsApi/Services/GeneralService.cs
View File

@ -74,6 +74,10 @@ namespace FarmmapsApi.Services
public async Task<Item> GeotiffToShape(Item tiffItem) {
var taskmapRequest = new TaskRequest { TaskType = TASKMAP_TASK };
taskmapRequest.attributes["cellWidth"] = "3";
taskmapRequest.attributes["cellHeight"] = "1";
taskmapRequest.attributes["angle"] = "0";
string itemTaskCode = await _farmmapsApiService.QueueTaskAsync(tiffItem.Code, taskmapRequest);
@ -102,6 +106,47 @@ namespace FarmmapsApi.Services
return taskMapItem;
}
// Create taskmap based on width, height and direction
public async Task<Item> CreateTaskmap(Item cropfieldItem, Item tiffItem, string cellWidth, string cellHeight, string startPoint, string endPoint = null, string angle = null)
{
var taskmapRequest = new TaskRequest { TaskType = TASKMAP_TASK };
taskmapRequest.attributes["inputCode"] = tiffItem.Code;
taskmapRequest.attributes["operation"] = "shape"; // Currently onlye "shape" supported, if ISOXML is supported this should be an input
taskmapRequest.attributes["cellWidth"] = cellWidth; //metres
taskmapRequest.attributes["cellHeight"] = cellHeight; //metres
taskmapRequest.attributes["startPoint"] = startPoint; // Coordinates WGS84
if (angle == null) taskmapRequest.attributes["endPoint"] = endPoint; // Coordinates WGS84
if (endPoint == null) taskmapRequest.attributes["angle"] = angle; // degrees between 0.0 and 360.0
string itemTaskCode = await _farmmapsApiService.QueueTaskAsync(cropfieldItem.Code, taskmapRequest);
await PollTask(TimeSpan.FromSeconds(5), async (tokenSource) => {
var itemTaskStatus = await _farmmapsApiService.GetTaskStatusAsync(cropfieldItem.Code, itemTaskCode);
_logger.LogInformation($"Waiting on conversion to Taskmap; status: {itemTaskStatus.State}");
if (itemTaskStatus.IsFinished)
tokenSource.Cancel();
});
var itemTask = await _farmmapsApiService.GetTaskStatusAsync(cropfieldItem.Code, itemTaskCode);
if (itemTask.State == ItemTaskState.Error)
{
_logger.LogError($"Something went wrong with task execution: {itemTask.Message}");
return null;
}
//the taskmap is a child of the input tiff
var itemName = "Taskmap";
var taskMapItem = await FindChildItemAsync(tiffItem.ParentCode,
SHAPE_PROCESSED_ITEMTYPE, itemName);
if (taskMapItem == null)
{
_logger.LogError("Could not find the shape taskmap as a child item under the input");
return null;
}
return taskMapItem;
}
public async Task<ItemTaskStatus> RunAndWaitForTask(Item subjectItem, string taskIdentifier,
Action<TaskRequest> configureCallback = null, int retrySeconds = 3) {

40
FarmmapsNbs/InputData-NBS.json 100644
View File

@ -0,0 +1,40 @@
[
{
"UseCreatedCropfield": false,
"storeStatistics": false,
"file": "20210127_WDVI_plus03.tif",
"inputVariable": "wdvi",
//"InputLayerName": "Band 1",
"outputFileName": "2021.02.15.Hapreet_Singh_0127-wdvi03_2",
"plantingDate": "2020-04-15",
"measurementDate": "2020-06-27",
"potatoPurposeType": "consumption",
"targetYield": 27,
"fieldName": "Mahindra-Hapreet-Singh",
"geometryJson": {
"type": "Polygon",
"coordinates": [
[
[ 75.929090780177305, 31.639314978348551 ],
[ 75.931353489378182, 31.639409065494881 ],
[ 75.931432810729120, 31.638956841735819 ],
[ 75.929072617175663, 31.638879365370279 ],
[ 75.929090780177305, 31.639314978348551 ]
]
]
},
"GenerateTaskmap": true,
"CellWidth": "3",
"CellHeight": "10",
"StartPoint": {
"type": "Point",
"coordinates": [ 75.931432810729120, 31.638956841735819 ]
},
"EndPoint": {
"type": "Point",
"coordinates": [ 75.929072617175663, 31.638879365370279 ]
} // if no angle
//"Angle": "317.0" // if no endpoint
}
]

7
FarmmapsNbs/Models/NitrogenInput.cs
View File

@ -5,6 +5,7 @@ namespace FarmmapsNbs.Models
{
public class NitrogenInput
{
public bool UseCreatedCropfield { get; set; }
public string File { get; set; }
public string InputVariable { get; set; }
public string OutputFileName { get; set; }
@ -16,6 +17,12 @@ namespace FarmmapsNbs.Models
public string InputLayerName { get; set; }
public string fieldName{ get; set; }
public bool storeSatelliteStatistics { get; set; }
public bool GenerateTaskmap { get; set; }
public string CellWidth { get; set; }
public string CellHeight { get; set; }
public JObject StartPoint { get; set; }
public JObject EndPoint { get; set; }
public string Angle { get; set; }
}

22
FarmmapsNbs/NbsApplication.cs
View File

@ -37,7 +37,7 @@ namespace FarmmapsNbs
public async Task RunAsync()
{
var nitrogenInputJson = File.ReadAllText("NitrogenInput.json");
var nitrogenInputJson = File.ReadAllText("InputData-NBS.json"); //NitrogenInput.json
List<NitrogenInput> nitrogenInputs = JsonConvert.DeserializeObject<List<NitrogenInput>>(nitrogenInputJson);
if (!Directory.Exists(DownloadFolder))
@ -64,7 +64,7 @@ namespace FarmmapsNbs
{
// !!specify if you are using an already created cropfield:
bool useCreatedCropfield = true;
bool useCreatedCropfield = input. UseCreatedCropfield;
var plantingDate = input.PlantingDate;
var FieldName = input.fieldName;
bool StoreStatistics = input.storeSatelliteStatistics;
@ -274,13 +274,25 @@ namespace FarmmapsNbs
_logger.LogError("Could not find item for uploaded data");
return;
}
_logger.LogInformation($"Converting geotiff to shape");
var taskmap = await _generalService.GeotiffToShape(tiffItem);
if (taskmap == null) {
//_logger.LogInformation($"Converting geotiff to shape");
//var taskmap = await _generalService.GeotiffToShape(tiffItem);
//if (taskmap == null) {
// _logger.LogError("Something went wrong with geotiff to shape transformation");
// return;
//}
//ApplicationMap (GEOTIFF) To Taskmap
_logger.LogInformation($"Converting geotiff to taskmap");
var taskmap = await _generalService.CreateTaskmap(cropfieldItem, tiffItem, input.CellWidth, input.CellHeight, input.StartPoint.ToString(Formatting.None),
input.EndPoint.ToString(Formatting.None), input.Angle);
if (taskmap == null)
{
_logger.LogError("Something went wrong with geotiff to shape transformation");
return;
}
_logger.LogInformation("Downloading taskmap");
await _farmmapsApiService.DownloadItemAsync(taskmap.Code,
Path.Combine(DownloadFolder, $"{input.OutputFileName}.taskmap.zip"));

2
FarmmapsPoten/FarmmapsPoten.csproj
View File

@ -13,7 +13,7 @@
<CopyToOutputDirectory>Always</CopyToOutputDirectory>
</None>
<None Update="PotenInput.json">
<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
</None>
</ItemGroup>

10
FarmmapsPoten/Models/PotenInput.cs
View File

@ -5,7 +5,6 @@ namespace FarmmapsPoten.Models
{
public class PotenInput
{
public bool UseShadow { get; set; }
public string File { get; set; }
public string OutputFileName { get; set; }
@ -13,6 +12,15 @@ namespace FarmmapsPoten.Models
public int PlantingYear { get; set; }
public string MeanDensity { get; set; }
public string Variation { get; set; }
public bool UseShadow { get; set; }
public JObject GeometryJson { get; set; }
public bool GenerateTaskmap { get; set; }
public string CellWidth { get; set; }
public string CellHeight { get; set; }
public JObject StartPoint { get; set; }
public JObject EndPoint { get; set; }
public string Angle { get; set; }
}
}

34
FarmmapsPoten/PotenApplication.cs
View File

@ -91,17 +91,6 @@ namespace FarmmapsVRApoten
Path.Combine(DownloadFolder, $"{input.OutputFileName}.shadow.zip"));
}
//Calculating AHN map
_logger.LogInformation("retreiving AHN map for field");
var AHNItem = await _generalService.RunAhnTask(cropfieldItem);
if (AHNItem == null) {
_logger.LogError("Something went wrong while obtaining the AHN map");
return;
}
_logger.LogInformation("Downloading AHN map");
await _farmmapsApiService.DownloadItemAsync(AHNItem.Code,
Path.Combine(DownloadFolder, $"{input.OutputFileName}_AHN.zip"));
_logger.LogInformation("Looking for local data to use");
var localDataAvailable = input.File;
@ -160,6 +149,8 @@ namespace FarmmapsVRApoten
Path.Combine(DownloadFolder, $"VRApoten_inputGeotiff_{input.OutputFileName}.zip"));
}
// create appliance map
_logger.LogInformation("Calculating application map");
@ -180,13 +171,26 @@ namespace FarmmapsVRApoten
? "Download application map completed."
: "Something went wrong while downloading.");
_logger.LogInformation($"Converting geotiff to shape");
var taskmap = await _generalService.GeotiffToShape(applianceMapItem);
if (taskmap == null) {
_logger.LogError("Something went wrong with geotiff to shape transformation");
//GEOTIFF TO Taskmap
_logger.LogInformation($"Converting geotiff to taskmap");
var taskmap = await _generalService.CreateTaskmap(cropfieldItem, applianceMapItem, input.CellWidth, input.CellHeight, input.StartPoint.ToString(Formatting.None),
input.EndPoint.ToString(Formatting.None), input.Angle);
if (taskmap == null)
{
_logger.LogError("Something went wrong with geotiff to taskmap transformation");
return;
}
////GEOTIFF TO SHAPE
//_logger.LogInformation($"Converting geotiff to shape");
//var geotiffToShapeItem= await _generalService.GeotiffToShape(applianceMapItem);
//if (taskmap == null) {
// _logger.LogError("Something went wrong with geotiff to shape transformation");
// return;
//}
_logger.LogInformation("Downloading taskmap");
await _farmmapsApiService.DownloadItemAsync(taskmap.Code,
Path.Combine(DownloadFolder, $"VRApoten_taskmap_{input.OutputFileName}.zip"));

56
FarmmapsPoten/PotenInput.json
View File

@ -1,24 +1,38 @@
[
{
"File": "PlantingSampleDataLutum.zip",
//"File": "Lutum_SampleDataPlanting.zip",
"OutputFileName": "vraPoten_SampleData",
"FieldName": "lutum",
"PlantingYear": 2020,
"MeanDensity": "30",
"Variation": "20",
"UseShadow": false,
"geometryJson": {
"type": "Polygon",
"coordinates": [
[
[ 5.66886041703652044, 52.52929999060298627 ],
[ 5.6716230923214912, 52.52946316399909676 ],
[ 5.67185376229668581, 52.5280565894154563 ],
[ 5.66903207841337231, 52.52790646510525363 ],
[ 5.66886041703652044, 52.52929999060298627 ]
]
]
{
"File": "PlantingSampleDataLutum.zip",
"OutputFileName": "20210216_vraPoten_SampleData",
"FieldName": "lutum",
"PlantingYear": 2020,
"MeanDensity": "30",
"Variation": "20",
"UseShadow": false,
"geometryJson": {
"type": "Polygon",
"coordinates": [
[
[ 5.66886041703652044, 52.52929999060298627 ],
[ 5.6716230923214912, 52.52946316399909676 ],
[ 5.67185376229668581, 52.5280565894154563 ],
[ 5.66903207841337231, 52.52790646510525363 ],
[ 5.66886041703652044, 52.52929999060298627 ]
]
]
},
"GenerateTaskmap": true,
"CellWidth": "3",
"CellHeight": "10",
"StartPoint": {
"type": "Point",
"coordinates": [ 5.66886041703652044, 52.52929999060298627 ]
},
"EndPoint": {
"type": "Point",
"coordinates": [ 5.6716230923214912, 52.52946316399909676 ]
} // if no angle
//"Angle": "317.0" // if no endpoint
}
}
]

21
FarmmapsPoten/PotenService.cs
View File

@ -25,24 +25,13 @@ namespace FarmmapsVRApoten
_generalService = generalService;
}
public async Task<Item> CalculateApplicationMapAsync(Item cropfieldItem, Item inputItem,string meanDensity, string variation)
public async Task<Item> CalculateApplicationMapAsync(Item cropfieldItem, Item inputItem, string meanDensity, string variation)
{
var potenApplicationMapRequest = new TaskRequest() { TaskType = VRAPLANTING_TASK };
if (inputItem != null) {potenApplicationMapRequest.attributes["inputCode"] = inputItem.Code; }
potenApplicationMapRequest.attributes["meanDensity"] = meanDensity;
potenApplicationMapRequest.attributes["variation"] = variation;
//var taskCode = await _farmmapsApiService.QueueTaskAsync(cropfieldItem.Code, potenApplicationMapRequest);
//await PollTask(TimeSpan.FromSeconds(3), async (tokenSource) =>
//{
// _logger.LogInformation("Checking VRAPoten task status");
// var itemTaskStatus = await _farmmapsApiService.GetTaskStatusAsync(cropfieldItem.Code, taskCode);
// // Code
// if (itemTaskStatus.IsFinished)
// tokenSource.Cancel();
//});
var taskCode = await _farmmapsApiService.QueueTaskAsync(cropfieldItem.Code, potenApplicationMapRequest);
_logger.LogInformation($"itemTaskCode: {taskCode}");
@ -50,8 +39,6 @@ namespace FarmmapsVRApoten
_logger.LogInformation($"potenTaskmapRequest type: {potenApplicationMapRequest.TaskType}");
_logger.LogInformation($"cropfieldItemCode: {cropfieldItem.Code}");
await PollTask(TimeSpan.FromSeconds(5), async (tokenSource) => {
var itemTaskStatus = await _farmmapsApiService.GetTaskStatusAsync(cropfieldItem.Code, taskCode);
_logger.LogInformation($"Waiting on calculation of application map; Status: {itemTaskStatus.State}");
@ -60,7 +47,6 @@ namespace FarmmapsVRApoten
});
var itemTask = await _farmmapsApiService.GetTaskStatusAsync(cropfieldItem.Code, taskCode);
if (itemTask.State == ItemTaskState.Error)
{
@ -82,10 +68,9 @@ namespace FarmmapsVRApoten
return applianceMapItem;
}
}
}
}
}

302
FarmmapsPoten_AVRapi/Data/PlantingSampleDataLutum.json 100644
View File

@ -0,0 +1,302 @@
{
"type": "FeatureCollection",
"name": "PlantingSampleDataLutum",
"crs": { "type": "name", "properties": { "name": "urn:ogc:def:crs:OGC:1.3:CRS84" } },
"features": [
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669006678383711, 52.529290221274948 ] } },
{ "type": "Feature", "properties": { "lutum": 13 }, "geometry": { "type": "Point", "coordinates": [ 5.669006104248043, 52.529200349555097 ] } },
{ "type": "Feature", "properties": { "lutum": 13 }, "geometry": { "type": "Point", "coordinates": [ 5.669005530115061, 52.529110477833399 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669004955984766, 52.529020606109889 ] } },
{ "type": "Feature", "properties": { "lutum": 13 }, "geometry": { "type": "Point", "coordinates": [ 5.669004381857157, 52.528930734384545 ] } },
{ "type": "Feature", "properties": { "lutum": 15 }, "geometry": { "type": "Point", "coordinates": [ 5.669003807732236, 52.528840862657354 ] } },
{ "type": "Feature", "properties": { "lutum": 12 }, "geometry": { "type": "Point", "coordinates": [ 5.66900323361, 52.528750990928309 ] } },
{ "type": "Feature", "properties": { "lutum": 15 }, "geometry": { "type": "Point", "coordinates": [ 5.669002659490453, 52.528661119197444 ] } },
{ "type": "Feature", "properties": { "lutum": 14 }, "geometry": { "type": "Point", "coordinates": [ 5.669002085373592, 52.528571247464789 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669001511259415, 52.528481375730252 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669000937147927, 52.528391503993873 ] } },
{ "type": "Feature", "properties": { "lutum": 15 }, "geometry": { "type": "Point", "coordinates": [ 5.669000363039124, 52.52830163225569 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.669154039708354, 52.529289871032709 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.669153465272641, 52.529199999313761 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669152890839613, 52.529110127592965 ] } },
{ "type": "Feature", "properties": { "lutum": 13 }, "geometry": { "type": "Point", "coordinates": [ 5.669152316409275, 52.529020255870378 ] } },
{ "type": "Feature", "properties": { "lutum": 14 }, "geometry": { "type": "Point", "coordinates": [ 5.669151741981626, 52.528930384145944 ] } },
{ "type": "Feature", "properties": { "lutum": 15 }, "geometry": { "type": "Point", "coordinates": [ 5.669151167556664, 52.528840512419642 ] } },
{ "type": "Feature", "properties": { "lutum": 13 }, "geometry": { "type": "Point", "coordinates": [ 5.66915059313439, 52.528750640691563 ] } },
{ "type": "Feature", "properties": { "lutum": 14 }, "geometry": { "type": "Point", "coordinates": [ 5.669150018714802, 52.528660768961629 ] } },
{ "type": "Feature", "properties": { "lutum": 13 }, "geometry": { "type": "Point", "coordinates": [ 5.669149444297904, 52.528570897229841 ] } },
{ "type": "Feature", "properties": { "lutum": 13 }, "geometry": { "type": "Point", "coordinates": [ 5.669148869883696, 52.528481025496269 ] } },
{ "type": "Feature", "properties": { "lutum": 14 }, "geometry": { "type": "Point", "coordinates": [ 5.669148295472175, 52.528391153760822 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.66914772106334, 52.528301282023527 ] } },
{ "type": "Feature", "properties": { "lutum": 15 }, "geometry": { "type": "Point", "coordinates": [ 5.669147146657193, 52.528211410284435 ] } },
{ "type": "Feature", "properties": { "lutum": 14 }, "geometry": { "type": "Point", "coordinates": [ 5.669146572253736, 52.528121538543502 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.669145997852967, 52.528031666800764 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669145423454884, 52.527941795056144 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669301401030309, 52.529289520607428 ] } },
{ "type": "Feature", "properties": { "lutum": 15 }, "geometry": { "type": "Point", "coordinates": [ 5.66930082629455, 52.52919964888941 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669300251561478, 52.529109777169573 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.669299676831097, 52.529019905447882 ] } },
{ "type": "Feature", "properties": { "lutum": 15 }, "geometry": { "type": "Point", "coordinates": [ 5.669299102103404, 52.528930033724393 ] } },
{ "type": "Feature", "properties": { "lutum": 15 }, "geometry": { "type": "Point", "coordinates": [ 5.669298527378404, 52.528840161999021 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669297952656091, 52.528750290271873 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.669297377936467, 52.528660418542835 ] } },
{ "type": "Feature", "properties": { "lutum": 14 }, "geometry": { "type": "Point", "coordinates": [ 5.669296803219534, 52.528570546811963 ] } },
{ "type": "Feature", "properties": { "lutum": 14 }, "geometry": { "type": "Point", "coordinates": [ 5.669296228505289, 52.528480675079251 ] } },
{ "type": "Feature", "properties": { "lutum": 15 }, "geometry": { "type": "Point", "coordinates": [ 5.669295653793735, 52.528390803344763 ] } },
{ "type": "Feature", "properties": { "lutum": 15 }, "geometry": { "type": "Point", "coordinates": [ 5.669295079084868, 52.52830093160842 ] } },
{ "type": "Feature", "properties": { "lutum": 15 }, "geometry": { "type": "Point", "coordinates": [ 5.669294504378692, 52.528211059870216 ] } },
{ "type": "Feature", "properties": { "lutum": 14 }, "geometry": { "type": "Point", "coordinates": [ 5.669293929675204, 52.528121188130193 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669293354974407, 52.528031316388351 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669292780276298, 52.527941444644689 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669448762349575, 52.529289169999203 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669448187313771, 52.529199298282116 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669447612280653, 52.529109426563181 ] } },
{ "type": "Feature", "properties": { "lutum": 19 }, "geometry": { "type": "Point", "coordinates": [ 5.669447037250229, 52.529019554842385 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.669446462222496, 52.52892968311982 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669445887197454, 52.528839811395386 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669445312175103, 52.528749939669105 ] } },
{ "type": "Feature", "properties": { "lutum": 19 }, "geometry": { "type": "Point", "coordinates": [ 5.669444737155444, 52.528660067941011 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669444162138473, 52.528570196211071 ] } },
{ "type": "Feature", "properties": { "lutum": 15 }, "geometry": { "type": "Point", "coordinates": [ 5.669443587124193, 52.528480324479311 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.669443012112604, 52.528390452745711 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669442437103707, 52.528300581010306 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669441862097501, 52.528210709273012 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669441287093983, 52.52812083753394 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.669440712093158, 52.528030965793008 ] } },
{ "type": "Feature", "properties": { "lutum": 16 }, "geometry": { "type": "Point", "coordinates": [ 5.669440137095023, 52.527941094050242 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669596123666151, 52.529288819207963 ] } },
{ "type": "Feature", "properties": { "lutum": 19 }, "geometry": { "type": "Point", "coordinates": [ 5.6695955483303, 52.5291989474918 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.669594972997138, 52.529109075773768 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669594397666672, 52.529019204053945 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669593822338896, 52.52892933233224 ] } },
{ "type": "Feature", "properties": { "lutum": 19 }, "geometry": { "type": "Point", "coordinates": [ 5.669593247013813, 52.528839460608751 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669592671691423, 52.528749588883372 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.669592096371725, 52.528659717156224 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.66959152105472, 52.528569845427207 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.669590945740404, 52.528479973696371 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669590370428786, 52.528390101963666 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.669589795119855, 52.528300230229171 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669589219813616, 52.528210358492849 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669588644510072, 52.528120486754638 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.669588069209219, 52.52803061501465 ] } },
{ "type": "Feature", "properties": { "lutum": 21 }, "geometry": { "type": "Point", "coordinates": [ 5.669587493911057, 52.527940743272772 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.669743484980033, 52.52928846823373 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.669742909344135, 52.529198596518491 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669742333710931, 52.529108724801389 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.669741758080422, 52.529018853082476 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.669741182452603, 52.528928981361695 ] } },
{ "type": "Feature", "properties": { "lutum": 19 }, "geometry": { "type": "Point", "coordinates": [ 5.669740606827482, 52.528839109639122 ] } },
{ "type": "Feature", "properties": { "lutum": 21 }, "geometry": { "type": "Point", "coordinates": [ 5.669740031205053, 52.528749237914688 ] } },
{ "type": "Feature", "properties": { "lutum": 21 }, "geometry": { "type": "Point", "coordinates": [ 5.669739455585318, 52.528659366188421 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669738879968274, 52.528569494460349 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669738304353925, 52.528479622730416 ] } },
{ "type": "Feature", "properties": { "lutum": 17 }, "geometry": { "type": "Point", "coordinates": [ 5.66973772874227, 52.528389750998656 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.66973715313331, 52.528299879265084 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.669736577527043, 52.528210007529651 ] } },
{ "type": "Feature", "properties": { "lutum": 19 }, "geometry": { "type": "Point", "coordinates": [ 5.669736001923469, 52.528120135792392 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669735426322587, 52.528030264053307 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.669890846291222, 52.529288117076518 ] } },
{ "type": "Feature", "properties": { "lutum": 21 }, "geometry": { "type": "Point", "coordinates": [ 5.669890270355278, 52.529198245362174 ] } },
{ "type": "Feature", "properties": { "lutum": 21 }, "geometry": { "type": "Point", "coordinates": [ 5.669889694422031, 52.529108373646018 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669889118491477, 52.529018501928007 ] } },
{ "type": "Feature", "properties": { "lutum": 19 }, "geometry": { "type": "Point", "coordinates": [ 5.669888542563618, 52.528928630208178 ] } },
{ "type": "Feature", "properties": { "lutum": 22 }, "geometry": { "type": "Point", "coordinates": [ 5.669887966638455, 52.528838758486494 ] } },
{ "type": "Feature", "properties": { "lutum": 22 }, "geometry": { "type": "Point", "coordinates": [ 5.669887390715987, 52.528748886762969 ] } },
{ "type": "Feature", "properties": { "lutum": 22 }, "geometry": { "type": "Point", "coordinates": [ 5.669886814796213, 52.528659015037654 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.669886238879136, 52.528569143310477 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.669885662964753, 52.528479271581489 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.669885087053065, 52.528389399850646 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.669884511144072, 52.528299528117998 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.669883935237774, 52.528209656383481 ] } },
{ "type": "Feature", "properties": { "lutum": 19 }, "geometry": { "type": "Point", "coordinates": [ 5.66988335933417, 52.528119784647131 ] } },
{ "type": "Feature", "properties": { "lutum": 18 }, "geometry": { "type": "Point", "coordinates": [ 5.669882783433263, 52.528029912908977 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.670038207599717, 52.529287765736285 ] } },
{ "type": "Feature", "properties": { "lutum": 19 }, "geometry": { "type": "Point", "coordinates": [ 5.670037631363726, 52.529197894022879 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670037055130432, 52.529108022307639 ] } },
{ "type": "Feature", "properties": { "lutum": 21 }, "geometry": { "type": "Point", "coordinates": [ 5.670036478899838, 52.529018150590574 ] } },
{ "type": "Feature", "properties": { "lutum": 19 }, "geometry": { "type": "Point", "coordinates": [ 5.670035902671936, 52.528928278871632 ] } },
{ "type": "Feature", "properties": { "lutum": 19 }, "geometry": { "type": "Point", "coordinates": [ 5.670035326446734, 52.528838407150914 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.670034750224229, 52.528748535428306 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.670034174004417, 52.528658663703865 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.670033597787302, 52.528568791977627 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.670033021572887, 52.528478920249526 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670032445361164, 52.528389048519642 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.670031869152139, 52.528299176787897 ] } },
{ "type": "Feature", "properties": { "lutum": 22 }, "geometry": { "type": "Point", "coordinates": [ 5.670031292945811, 52.528209305054318 ] } },
{ "type": "Feature", "properties": { "lutum": 22 }, "geometry": { "type": "Point", "coordinates": [ 5.670030716742176, 52.528119433318885 ] } },
{ "type": "Feature", "properties": { "lutum": 19 }, "geometry": { "type": "Point", "coordinates": [ 5.670030140541242, 52.52802956158164 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.670186145444245, 52.529377285923772 ] } },
{ "type": "Feature", "properties": { "lutum": 21 }, "geometry": { "type": "Point", "coordinates": [ 5.670185568905514, 52.52928741421308 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.670184992369477, 52.52919754250059 ] } },
{ "type": "Feature", "properties": { "lutum": 22 }, "geometry": { "type": "Point", "coordinates": [ 5.670184415836139, 52.529107670786267 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.670183839305502, 52.529017799070111 ] } },
{ "type": "Feature", "properties": { "lutum": 21 }, "geometry": { "type": "Point", "coordinates": [ 5.670183262777561, 52.528927927352115 ] } },
{ "type": "Feature", "properties": { "lutum": 22 }, "geometry": { "type": "Point", "coordinates": [ 5.670182686252317, 52.528838055632299 ] } },
{ "type": "Feature", "properties": { "lutum": 21 }, "geometry": { "type": "Point", "coordinates": [ 5.670182109729772, 52.528748183910643 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.670181533209922, 52.52865831218714 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670180956692772, 52.528568440461825 ] } },
{ "type": "Feature", "properties": { "lutum": 21 }, "geometry": { "type": "Point", "coordinates": [ 5.670180380178322, 52.528478568734663 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670179803666567, 52.52838869700566 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670179227157511, 52.528298825274803 ] } },
{ "type": "Feature", "properties": { "lutum": 22 }, "geometry": { "type": "Point", "coordinates": [ 5.670178650651151, 52.528208953542183 ] } },
{ "type": "Feature", "properties": { "lutum": 20 }, "geometry": { "type": "Point", "coordinates": [ 5.67017807414749, 52.528119081807688 ] } },
{ "type": "Feature", "properties": { "lutum": 22 }, "geometry": { "type": "Point", "coordinates": [ 5.670177497646527, 52.528029210071367 ] } },
{ "type": "Feature", "properties": { "lutum": 21 }, "geometry": { "type": "Point", "coordinates": [ 5.670333507047393, 52.529376934216629 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670332930208612, 52.529287062506896 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670332353372531, 52.529197190795308 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670331776539151, 52.52910731908193 ] } },
{ "type": "Feature", "properties": { "lutum": 21 }, "geometry": { "type": "Point", "coordinates": [ 5.670331199708469, 52.529017447366684 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670330622880485, 52.528927575649611 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670330046055202, 52.528837703930698 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670329469232617, 52.528747832209973 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670328892412731, 52.528657960487401 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670328315595544, 52.528568088762988 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.67032773878106, 52.528478217036756 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670327161969271, 52.528388345308677 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670326585160184, 52.528298473578765 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670326008353794, 52.52820860184702 ] } },
{ "type": "Feature", "properties": { "lutum": 22 }, "geometry": { "type": "Point", "coordinates": [ 5.670325431550103, 52.528118730113469 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670324854749113, 52.528028858378079 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.67048086864784, 52.529376582326506 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670480291509012, 52.529286710617704 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670479714372884, 52.529196838907055 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670479137239461, 52.529106967194558 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670478560108735, 52.529017095480263 ] } },
{ "type": "Feature", "properties": { "lutum": 22 }, "geometry": { "type": "Point", "coordinates": [ 5.670477982980711, 52.5289272237641 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670477405855387, 52.528837352046096 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670476828732764, 52.528747480326295 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.67047625161284, 52.528657608604661 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670475674495618, 52.528567736881193 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670475097381098, 52.528477865155843 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670474520269277, 52.528387993428701 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670473943160156, 52.528298121699713 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670473366053738, 52.52820824996892 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670472788950019, 52.528118378236279 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670472211849, 52.528028506501805 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.670628230245586, 52.529376230253412 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.670627652806711, 52.529286358545527 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670627075370538, 52.529196486835779 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670626497937069, 52.529106615124242 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670625920506301, 52.52901674341085 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670625343078235, 52.528926871695603 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.670624765652872, 52.528836999978552 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670624188230208, 52.528747128259667 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670623610810248, 52.528657256538921 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.670623033392991, 52.528567384816377 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.670622455978436, 52.528477513091964 ] } },
{ "type": "Feature", "properties": { "lutum": 23 }, "geometry": { "type": "Point", "coordinates": [ 5.670621878566583, 52.528387641365747 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670621301157429, 52.52829776963771 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.67062072375098, 52.528207897907812 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670620146347232, 52.528118026176088 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670619568946186, 52.528028154442524 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670775591840631, 52.529375877997303 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670775014101707, 52.529286006290334 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670774436365489, 52.529196134581525 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670773858631976, 52.529106262870911 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.670773280901165, 52.52901639115845 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670772703173058, 52.52892651944412 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670772125447654, 52.528836647727985 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.670771547724952, 52.528746776010017 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670770970004954, 52.528656904290216 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670770392287662, 52.528567032568581 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.670769814573072, 52.528477160845142 ] } },
{ "type": "Feature", "properties": { "lutum": 24 }, "geometry": { "type": "Point", "coordinates": [ 5.670769236861187, 52.528387289119834 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670768659152, 52.528297417392693 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670768081445522, 52.528207545663754 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670767503741745, 52.528117673932925 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670766926040671, 52.528027802200249 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.67092295343297, 52.529375525558216 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.670922375394001, 52.52928565385217 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.670921797357738, 52.529195782144292 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.670921219324179, 52.529105910434581 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.670920641293326, 52.529016038723007 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670920063265176, 52.528926167009637 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.670919485239732, 52.528836295294447 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670918907216992, 52.52874642357736 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670918329196958, 52.528656551858511 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670917751179629, 52.528566680137807 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.670917173165005, 52.52847680841527 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670916595153083, 52.528386936690872 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.67091601714387, 52.528297064964669 ] } },
{ "type": "Feature", "properties": { "lutum": 25 }, "geometry": { "type": "Point", "coordinates": [ 5.670915439137358, 52.528207193236646 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.670914861133554, 52.528117321506784 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.670914283132454, 52.528027449775095 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.671070315022605, 52.529375172936099 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.671069736683591, 52.529285301230992 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.671069158347279, 52.529195429524037 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.671068580013677, 52.529105557815264 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.671068001682782, 52.529015686104621 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.671067423354591, 52.52892581439216 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.671066845029107, 52.528835942677908 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.67106626670633, 52.528746070961773 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.671065688386258, 52.528656199243834 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.671065110068891, 52.528566327524032 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.671064531754232, 52.528476455802441 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.67106395344228, 52.528386584078959 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.671063375133032, 52.528296712353679 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.671062796826493, 52.528206840626574 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.671062218522659, 52.528116968897628 ] } },
{ "type": "Feature", "properties": { "lutum": 26 }, "geometry": { "type": "Point", "coordinates": [ 5.671061640221531, 52.528027097166849 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.671217676609535, 52.529374820131018 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671217097970472, 52.52928494842682 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.671216519334117, 52.529195076720818 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671215940700469, 52.529105205012932 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.67121536206953, 52.529015333303256 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.671214783441298, 52.52892546159174 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671214204815774, 52.528835589878348 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.67121362619296, 52.528745718163179 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.671213047572849, 52.528655846446135 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671212468955447, 52.528565974727286 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.671211890340752, 52.528476103006554 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671211311728769, 52.52838623128406 ] } },
{ "type": "Feature", "properties": { "lutum": 27 }, "geometry": { "type": "Point", "coordinates": [ 5.67121073311949, 52.528296359559697 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671210154512919, 52.528206487833543 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.671209575909057, 52.528116616105528 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671208997307901, 52.528026744375651 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.671365038193755, 52.529374467142929 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.671364459254646, 52.529284595439655 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.671363880318245, 52.529194723734562 ] } },
{ "type": "Feature", "properties": { "lutum": 32 }, "geometry": { "type": "Point", "coordinates": [ 5.671363301384553, 52.529104852027658 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.671362722453573, 52.529014980318877 ] } },
{ "type": "Feature", "properties": { "lutum": 28 }, "geometry": { "type": "Point", "coordinates": [ 5.671362143525299, 52.528925108608256 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671361564599734, 52.528835236895866 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671360985676879, 52.528745365181578 ] } },
{ "type": "Feature", "properties": { "lutum": 32 }, "geometry": { "type": "Point", "coordinates": [ 5.671360406756732, 52.528655493465472 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.671359827839296, 52.528565621747525 ] } },
{ "type": "Feature", "properties": { "lutum": 32 }, "geometry": { "type": "Point", "coordinates": [ 5.671359248924568, 52.528475750027788 ] } },
{ "type": "Feature", "properties": { "lutum": 32 }, "geometry": { "type": "Point", "coordinates": [ 5.671358670012548, 52.528385878306167 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.671358091103239, 52.528296006582757 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.671357512196637, 52.528206134857442 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671356933292747, 52.528116263130357 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.671512399775269, 52.529374113971883 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.671511820536112, 52.529284242269519 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671511241299665, 52.529194370565364 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.67151066206593, 52.52910449885934 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.671510082834905, 52.529014627151504 ] } },
{ "type": "Feature", "properties": { "lutum": 32 }, "geometry": { "type": "Point", "coordinates": [ 5.67150950360659, 52.528924755441842 ] } },
{ "type": "Feature", "properties": { "lutum": 32 }, "geometry": { "type": "Point", "coordinates": [ 5.671508924380984, 52.528834883730326 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.671508345158092, 52.528745012016955 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671507765937908, 52.528655140301815 ] } },
{ "type": "Feature", "properties": { "lutum": 32 }, "geometry": { "type": "Point", "coordinates": [ 5.671507186720435, 52.528565268584806 ] } },
{ "type": "Feature", "properties": { "lutum": 33 }, "geometry": { "type": "Point", "coordinates": [ 5.671506607505673, 52.528475396865979 ] } },
{ "type": "Feature", "properties": { "lutum": 33 }, "geometry": { "type": "Point", "coordinates": [ 5.671506028293621, 52.528385525145282 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.67150544908428, 52.528295653422774 ] } },
{ "type": "Feature", "properties": { "lutum": 29 }, "geometry": { "type": "Point", "coordinates": [ 5.671504869877649, 52.52820578169846 ] } },
{ "type": "Feature", "properties": { "lutum": 33 }, "geometry": { "type": "Point", "coordinates": [ 5.671504290673729, 52.528115909972264 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.671658602278375, 52.52919401721315 ] } },
{ "type": "Feature", "properties": { "lutum": 32 }, "geometry": { "type": "Point", "coordinates": [ 5.671658022744594, 52.529104145508029 ] } },
{ "type": "Feature", "properties": { "lutum": 32 }, "geometry": { "type": "Point", "coordinates": [ 5.671657443213525, 52.529014273801138 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.67165686368517, 52.528924402092414 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.671656284159525, 52.52883453038185 ] } },
{ "type": "Feature", "properties": { "lutum": 34 }, "geometry": { "type": "Point", "coordinates": [ 5.671655704636593, 52.528744658669403 ] } },
{ "type": "Feature", "properties": { "lutum": 34 }, "geometry": { "type": "Point", "coordinates": [ 5.671655125116374, 52.528654786955173 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671654545598865, 52.528564915239095 ] } },
{ "type": "Feature", "properties": { "lutum": 31 }, "geometry": { "type": "Point", "coordinates": [ 5.671653966084067, 52.528475043521155 ] } },
{ "type": "Feature", "properties": { "lutum": 30 }, "geometry": { "type": "Point", "coordinates": [ 5.671653386571983, 52.528385171801425 ] } },
{ "type": "Feature", "properties": { "lutum": 32 }, "geometry": { "type": "Point", "coordinates": [ 5.67165280706261, 52.528295300079861 ] } },
{ "type": "Feature", "properties": { "lutum": 32 }, "geometry": { "type": "Point", "coordinates": [ 5.67165222755595, 52.528205428356415 ] } },
{ "type": "Feature", "properties": { "lutum": 33 }, "geometry": { "type": "Point", "coordinates": [ 5.671651648051999, 52.528115556631185 ] } },
{ "type": "Feature", "properties": { "lutum": 34 }, "geometry": { "type": "Point", "coordinates": [ 5.671800165038228, 52.528294946553906 ] } },
{ "type": "Feature", "properties": { "lutum": 33 }, "geometry": { "type": "Point", "coordinates": [ 5.671799585231536, 52.528205074831419 ] } },
{ "type": "Feature", "properties": { "lutum": 34 }, "geometry": { "type": "Point", "coordinates": [ 5.671799005427561, 52.528115203107113 ] } }
]
}

BIN
FarmmapsPoten_AVRapi/Data/PlantingSampleDataLutum.zip 100644
View File

Binary file not shown.

24
FarmmapsPoten_AVRapi/FarmmapsPoten_AVRapi.csproj 100644
View File

@ -0,0 +1,24 @@
<Project Sdk="Microsoft.NET.Sdk">
<PropertyGroup>
<OutputType>Exe</OutputType>
<TargetFramework>netcoreapp3.1</TargetFramework>
</PropertyGroup>
<ItemGroup>
<None Update="appsettings.json">
<CopyToOutputDirectory>Always</CopyToOutputDirectory>
</None>
<None Update="Data\**\*">
<CopyToOutputDirectory>Always</CopyToOutputDirectory>
</None>
<None Update="PotenInputAVR.json">
<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory>
</None>
</ItemGroup>
<ItemGroup>
<ProjectReference Include="..\FarmmapsApi\FarmmapsApi.csproj" />
</ItemGroup>
</Project>

27
FarmmapsPoten_AVRapi/Models/PotenInputAVR.cs 100644
View File

@ -0,0 +1,27 @@
using System;
using Newtonsoft.Json.Linq;
namespace FarmmapsPoten_AVRapi.Models
{
public class PotenInputAVR
{
public string File { get; set; }
public string OutputFileName { get; set; }
public string FieldName { get; set; }
public int PlantingYear { get; set; }
public string MeanDensity { get; set; }
public string Variation { get; set; }
public bool UseShadow { get; set; }
public bool ConvertToCountPerArea { get; set; }
public string Rijbreedte_m { get; set; }
public JObject GeometryJson { get; set; }
public bool GenerateTaskmap { get; set; }
public string CellWidth { get; set; }
public string CellHeight { get; set; }
public JObject StartPoint { get; set; }
public JObject EndPoint { get; set; }
public string Angle { get; set; }
}
}

228
FarmmapsPoten_AVRapi/PotenApplicationAVR.cs 100644
View File

@ -0,0 +1,228 @@
using System;
using System.Collections.Generic;
using System.IO;
using System.Linq;
using System.Threading.Tasks;
using FarmmapsApi;
using FarmmapsApi.Models;
using FarmmapsApi.Services;
using FarmmapsPoten_AVRapi.Models;
using Microsoft.Extensions.Logging;
using Newtonsoft.Json;
using static FarmmapsApiSamples.Constants;
namespace FarmmapsVRApoten
{
public class PotenApplicationAVR : IApplication
{
private const string DownloadFolder = "Downloads";
private readonly ILogger<PotenApplicationAVR> _logger;
private readonly FarmmapsApiService _farmmapsApiService;
private readonly PotenServiceAVR _potenService;
private readonly GeneralService _generalService;
public PotenApplicationAVR(ILogger<PotenApplicationAVR> logger, FarmmapsApiService farmmapsApiService,
GeneralService generalService, PotenServiceAVR potenService)
{
_logger = logger;
_farmmapsApiService = farmmapsApiService;
_generalService = generalService;
_potenService = potenService;
}
public async Task RunAsync()
{
// read field data from separate json file
var VRAPotenInputJson = File.ReadAllText("PotenInputAVR.json");
List<PotenInputAVR> potenInputs = JsonConvert.DeserializeObject<List<PotenInputAVR>>(VRAPotenInputJson);
if (!Directory.Exists(DownloadFolder))
Directory.CreateDirectory(DownloadFolder);
// !! this call is needed the first time an api is called with a fresh clientid and secret !!
await _farmmapsApiService.GetCurrentUserCodeAsync();
var roots = await _farmmapsApiService.GetCurrentUserRootsAsync();
foreach (var input in potenInputs)
{
try
{
await Process(roots, input);
}
catch (Exception ex)
{
_logger.LogError(ex.Message);
}
}
}
private async Task Process(List<UserRoot> roots, PotenInputAVR input)
{
var meanDensity = input.MeanDensity;
var variation = input.Variation;
var fieldName = input.FieldName;
bool useShadow = input.UseShadow;
bool convertToCountPerArea = input.ConvertToCountPerArea;
string rijBreedte_m = input.Rijbreedte_m;
var myDrive = roots.SingleOrDefault(r => r.Name == "My drive");
if (myDrive == null)
{
_logger.LogError("Could not find a needed root item");
return;
}
var uploadedRoot = roots.SingleOrDefault(r => r.Name == "Uploaded");
if (uploadedRoot == null)
{
_logger.LogError("Could not find a needed root item");
return;
}
_logger.LogInformation("Creating cropfield");
var cropfieldItem = await _generalService.CreateCropfieldItemAsync(myDrive.Code,
$"VRA Poten cropfield {input.OutputFileName}", input.PlantingYear,
input.GeometryJson.ToString(Formatting.None));
//Calculating shadow map
if (useShadow)
{
_logger.LogInformation("Calculate shadow map for field");
var shadowItem = await _generalService.RunShadowTask(cropfieldItem);
if (shadowItem == null)
{
_logger.LogError("Something went wrong while obtaining the shadow map");
return;
}
_logger.LogInformation("Downloading shadow map");
await _farmmapsApiService.DownloadItemAsync(shadowItem.Code,
Path.Combine(DownloadFolder, $"{input.OutputFileName}.shadow.zip"));
}
_logger.LogInformation("Looking for local data to use");
var localDataAvailable = input.File;
var geotiffItem = (Item)null;
if (String.IsNullOrEmpty(localDataAvailable))
{
_logger.LogInformation("Could not find item for uploaded data, using BOFEK");
//Retreiving BOFEK
_logger.LogInformation("Get BOFEK for field");
var bofekItem = await _generalService.RunBofekTask(cropfieldItem);
if (bofekItem == null)
{
_logger.LogError("Something went wrong while obtaining the BOFEK data");
return;
}
_logger.LogInformation("Downloading Bofek map");
await _farmmapsApiService.DownloadItemAsync(bofekItem.Code,
Path.Combine(DownloadFolder, $"{input.OutputFileName}.BOFEK.zip"));
}
else if (input.File.Contains(".tif") || input.File.Contains(".geotiff"))
{
_logger.LogInformation("input = tiff data");
var dataPath = Path.Combine("Data", input.File);
geotiffItem = await _generalService.UploadDataAsync(uploadedRoot, GEOTIFF_PROCESSED_ITEMTYPE, dataPath,
Path.GetFileNameWithoutExtension(input.File));
if (geotiffItem == null)
{
_logger.LogError("Could not find item for uploaded data");
return;
}
}
else
{
var isGeoJson = input.File.Contains("json");
var dataPath = Path.Combine("Data", input.File);
var shapeItem = isGeoJson
? await _generalService.UploadDataAsync(uploadedRoot, SHAPE_PROCESSED_ITEMTYPE, dataPath,
Path.GetFileNameWithoutExtension(input.File))
: await _generalService.UploadZipWithShapeAsync(uploadedRoot, dataPath,
Path.GetFileNameWithoutExtension(input.File));
if (shapeItem == null)
{
_logger.LogError("Something went wrong while searching for the shape file");
return;
}
// transform shape to geotiff as VRA poten only supports tiff input item
_logger.LogInformation($"Converting shape to geotiff");
geotiffItem = await _generalService.ShapeToGeotiff(shapeItem);
if (geotiffItem == null)
{
_logger.LogError("Something went wrong with shape to geotiff transformation");
return;
}
_logger.LogInformation("Downloading geotiff file");
await _farmmapsApiService.DownloadItemAsync(geotiffItem.Code,
Path.Combine(DownloadFolder, $"VRApoten_inputGeotiff_{input.OutputFileName}.zip"));
}
// create appliance map
_logger.LogInformation("Calculating application map");
// INPUT IS NEEDED as GEOTIFF
var applianceMapItem =
await _potenService.CalculateApplicationMapAsync(cropfieldItem, geotiffItem, meanDensity, variation);
if (applianceMapItem == null)
{
return;
}
_logger.LogInformation("Downloading application map");
await _farmmapsApiService.DownloadItemAsync(applianceMapItem.Code,
Path.Combine(DownloadFolder, $"VRApoten_appliancemap_{input.OutputFileName}.zip"));
string finalOutput = Path.Combine(DownloadFolder, $"VRApoten_appliancemap_{input.OutputFileName}.zip");
_logger.LogInformation(File.Exists(finalOutput)
? "Download application map completed."
: "Something went wrong while downloading.");
// if convertToCountPerArea == True, than recalculate pootafstand in cm to # of poters/m2 from the geotiffItem with the use of the zoneringsTask
if (convertToCountPerArea)
{
applianceMapItem =
await _potenService.ConvertToCountPerAreaTroughZonering(cropfieldItem, applianceMapItem, input.Rijbreedte_m);
}
//Appliancemap (GEOTIFF) TO Taskmap
if (input.GenerateTaskmap == true)
{
_logger.LogInformation($"Converting geotiff to taskmap");
var taskmap = await _generalService.CreateTaskmap(cropfieldItem, applianceMapItem, input.CellWidth, input.CellHeight, input.StartPoint.ToString(Formatting.None),
input.EndPoint.ToString(Formatting.None), input.Angle);
if (taskmap == null)
{
_logger.LogError("Something went wrong with geotiff to shape transformation");
return;
}
_logger.LogInformation("Downloading taskmap");
await _farmmapsApiService.DownloadItemAsync(taskmap.Code,
Path.Combine(DownloadFolder, $"VRApoten_taskmap_{input.OutputFileName}.zip"));
}
}
}
}

41
FarmmapsPoten_AVRapi/PotenInputAVR.json 100644
View File

@ -0,0 +1,41 @@
[
{
"File": "PlantingSampleDataLutum.zip",
"OutputFileName": "20210216_SampleData_CovertArea",
"FieldName": "lutum",
"PlantingYear": 2021,
"MeanDensity": "30",
"Variation": "20",
"UseShadow": false,
"ConvertToCountPerArea": true,
"Rijbreedte_m": "0.75", //as string
"geometryJson": {
"type": "Polygon",
"coordinates": [
[
[ 5.66886041703652044, 52.52929999060298627 ],
[ 5.6716230923214912, 52.52946316399909676 ],
[ 5.67185376229668581, 52.5280565894154563 ],
[ 5.66903207841337231, 52.52790646510525363 ],
[ 5.66886041703652044, 52.52929999060298627 ]
]
]
},
// if taskmap is not generated, output is only geotiff
"GenerateTaskmap": true,
"CellWidth": "3",
"CellHeight": "10",
"StartPoint": {
"type": "Point",
"coordinates": [ 5.66886041703652044, 52.52929999060298627 ]
},
"EndPoint": {
"type": "Point",
"coordinates": [ 5.6716230923214912, 52.52946316399909676 ]
} // if no angle
//"Angle": "317.0" // if no endpoint
}
]

120
FarmmapsPoten_AVRapi/PotenServiceAVR.cs 100644
View File

@ -0,0 +1,120 @@
using System;
using System.Globalization;
using System.Threading.Tasks;
using FarmmapsApi.Models;
using FarmmapsApi.Services;
using Microsoft.Extensions.Logging;
using Newtonsoft.Json;
using static FarmmapsApi.Extensions;
using static FarmmapsApiSamples.Constants;
namespace FarmmapsVRApoten
{
public class PotenServiceAVR
{
private readonly ILogger<PotenServiceAVR> _logger;
private readonly FarmmapsApiService _farmmapsApiService;
private readonly GeneralService _generalService;
public PotenServiceAVR(ILogger<PotenServiceAVR> logger, FarmmapsApiService farmmapsApiService,
GeneralService generalService)
{
_logger = logger;
_farmmapsApiService = farmmapsApiService;
_generalService = generalService;
}
public async Task<Item> CalculateApplicationMapAsync(Item cropfieldItem, Item inputItem, string meanDensity, string variation)
{
var potenApplicationMapRequest = new TaskRequest() { TaskType = VRAPLANTING_TASK };
if (inputItem != null) { potenApplicationMapRequest.attributes["inputCode"] = inputItem.Code; }
potenApplicationMapRequest.attributes["meanDensity"] = meanDensity;
potenApplicationMapRequest.attributes["variation"] = variation;
var taskCode = await _farmmapsApiService.QueueTaskAsync(cropfieldItem.Code, potenApplicationMapRequest);
_logger.LogInformation($"itemTaskCode: {taskCode}");
_logger.LogInformation($"potenTaskmapRequest: {potenApplicationMapRequest}");
_logger.LogInformation($"potenTaskmapRequest type: {potenApplicationMapRequest.TaskType}");
_logger.LogInformation($"cropfieldItemCode: {cropfieldItem.Code}");
await PollTask(TimeSpan.FromSeconds(5), async (tokenSource) =>
{
var itemTaskStatus = await _farmmapsApiService.GetTaskStatusAsync(cropfieldItem.Code, taskCode);
_logger.LogInformation($"Waiting on calculation of application map; Status: {itemTaskStatus.State}");
if (itemTaskStatus.IsFinished)
tokenSource.Cancel();
});
var itemTask = await _farmmapsApiService.GetTaskStatusAsync(cropfieldItem.Code, taskCode);
if (itemTask.State == ItemTaskState.Error)
{
_logger.LogError($"Something went wrong with task execution: {itemTask.Message}");
return null;
}
var itemName = $"VRAPoten";
var applianceMapItem = await _generalService.FindChildItemAsync(cropfieldItem.Code,
GEOTIFF_PROCESSED_ITEMTYPE, itemName,
i => i.Updated >= itemTask.Finished.GetValueOrDefault(DateTime.UtcNow) &&
i.Name.ToLower().Contains(itemName.ToLower()));
if (applianceMapItem == null)
{
_logger.LogError("Could not find the VRAPoten geotiff child item under cropfield");
return null;
}
return applianceMapItem;
}
// Extra task making use of the zonering task to convert the planting distance in cm to number of seeds per m2 !!! mind the hardcoded values !!!
public async Task<Item> ConvertToCountPerAreaTroughZonering(Item cropfieldItem, Item geotiffItem, string rijBreedte_m)
{
var zoneringTaskRequest = new TaskRequest() { TaskType = VRAZONERING_TASK };
zoneringTaskRequest.attributes["formula"] = $"((100/[0])/{rijBreedte_m})";
zoneringTaskRequest.attributes["output"] = "{\"Name\":\"CountPerAreaConversion\",\"Quantity\":\"CountPerArea\",\"Unit\":\"#/m2\"}";
zoneringTaskRequest.attributes["inputs"] = $"[{{\"ItemCode\":\"{geotiffItem.Code}\",\"LayerName\":\"Appliancemap\"}}]";
var taskCode = await _farmmapsApiService.QueueTaskAsync(cropfieldItem.Code, zoneringTaskRequest);
await PollTask(TimeSpan.FromSeconds(5), async (tokenSource) =>
{
var itemTaskStatus = await _farmmapsApiService.GetTaskStatusAsync(cropfieldItem.Code, taskCode);
_logger.LogInformation($"Waiting on convertion to Count per area through zoneringTast; Status: {itemTaskStatus.State}");
if (itemTaskStatus.IsFinished)
tokenSource.Cancel();
});
var itemTask = await _farmmapsApiService.GetTaskStatusAsync(cropfieldItem.Code, taskCode);
if (itemTask.State == ItemTaskState.Error)
{
_logger.LogError($"Something went wrong with task execution: {itemTask.Message}");
return null;
}
var applianceMapItem = await _generalService.FindChildItemAsync(cropfieldItem.Code,
GEOTIFF_PROCESSED_ITEMTYPE, "CountPerAreaConversion",
i => i.Updated >= itemTask.Finished.GetValueOrDefault(DateTime.UtcNow) &&
i.Name.ToLower().Contains("CountPerAreaConversion".ToLower()));
if (applianceMapItem == null)
{
_logger.LogError("Could not find the converted to count per area geotiff child item under cropfield");
return null;
}
return applianceMapItem;
}
}
}

23
FarmmapsPoten_AVRapi/Program.cs 100644
View File

@ -0,0 +1,23 @@
using System.Threading.Tasks;
using FarmmapsApi;
using Microsoft.Extensions.DependencyInjection;
using Microsoft.Extensions.Logging;
namespace FarmmapsVRApoten
{
class Program : FarmmapsProgram<PotenApplicationAVR>
{
private static async Task Main(string[] args)
{
await new Program().Start(args);
}
protected override void Configure(IServiceCollection serviceCollection)
{
serviceCollection.AddLogging(opts => opts
.AddConsole()
.AddFilter("System.Net.Http", LogLevel.Warning))
.AddTransient<PotenServiceAVR>();
}
}
}

10
FarmmapsPoten_AVRapi/appsettings.json 100644
View File

@ -0,0 +1,10 @@
{
"Authority": "https://accounts.test.farmmaps.eu/",
"Endpoint": "https://test.farmmaps.eu/",
"BasePath": "api/v1",
"DiscoveryEndpointUrl": "https://accounts.test.farmmaps.eu/.well-known/openid-configuration",
"RedirectUri": "http://example.nl/api",
"ClientId": "",
"ClientSecret": "",
"Scopes": [ "api" ]
}

BIN
FarmmapsZonering/Data/VRApoten_appliancemap_20210215_vraPoten_SampleData_CovertArea.tif 100644
View File

Binary file not shown.

4
FarmmapsZonering/FarmmapsZonering.csproj
View File

@ -23,5 +23,9 @@
<ItemGroup>
<ProjectReference Include="..\FarmmapsApi\FarmmapsApi.csproj" />
</ItemGroup>
<ItemGroup>
<Folder Include="Data" />
</ItemGroup>
</Project>

15
FarmmapsZonering/Services/ZoneringService.cs
View File

@ -48,18 +48,11 @@ namespace FarmmapsZonering.Services
_logger.LogError($"Something went wrong with task execution: {itemTask.Message}");
return null;
}
var uploadedFilesChildren = await _farmmapsApiService.GetItemChildrenAsync(cropfieldItem.Code);
//int last = uploadedFilesChildren.Count - 1;
//var applianceMapItem = uploadedFilesChildren[last];
var itemName = output.Name;
//var itemName = $"VRAZonering";
var applianceMapItem = await _generalService.FindChildItemAsync(cropfieldItem.Code,
GEOTIFF_PROCESSED_ITEMTYPE, itemName,
i => i.Updated >= itemTask.Finished.GetValueOrDefault(DateTime.UtcNow) &&
i.Name.ToLower().Contains(itemName.ToLower()));
GEOTIFF_PROCESSED_ITEMTYPE, output.Name,
i => i.Updated >= itemTask.Finished.GetValueOrDefault(DateTime.UtcNow) &&
i.Name.ToLower().Contains(output.Name.ToLower()));
if (applianceMapItem == null)
{

31
FarmmapsZonering/ZoneringApplication.cs
View File

@ -91,7 +91,7 @@ namespace FarmmapsZonering
}
Item cropfieldItem;
if (string.IsNullOrEmpty(_settings.CropfieldItemCode) || input.CreateNewCropfield == true)
if (input.CreateNewCropfield == true) // || string.IsNullOrEmpty(_settings.CropfieldItemCode) ## CHECK IT!!
{
_logger.LogInformation("Creating cropfield");
@ -102,6 +102,7 @@ namespace FarmmapsZonering
_settings.CropfieldName = cropfieldItem.Name;
_settings.CropfieldItemCode = cropfieldItem.Code;
SaveSettings(settingsfile);
}
else
{
@ -142,19 +143,20 @@ namespace FarmmapsZonering
var inputOneItem = await _generalService.UploadDataAsync(uploadedRoot, GEOTIFF_PROCESSED_ITEMTYPE,
Path.Combine("Data", $"{input.InputItemOne}"), Path.GetFileNameWithoutExtension($"{input.InputItemOne}"));
if (inputOneItem == null) {
if (inputOneItem == null)
{
_logger.LogError("Could not find item for uploaded data");
return;
}
var inputTwoItem = await _generalService.UploadDataAsync(uploadedRoot, GEOTIFF_PROCESSED_ITEMTYPE,
Path.Combine("Data", $"{input.InputItemTwo}"), Path.GetFileNameWithoutExtension($"{input.InputItemTwo}"));
if (inputTwoItem == null) {
_logger.LogError("Could not find item for uploaded data");
return;
}
//var inputTwoItem = await _generalService.UploadDataAsync(uploadedRoot, GEOTIFF_PROCESSED_ITEMTYPE,
// Path.Combine("Data", $"{input.InputItemTwo}"), Path.GetFileNameWithoutExtension($"{input.InputItemTwo}"));
//if (inputTwoItem == null) {
// _logger.LogError("Could not find item for uploaded data");
// return;
//}
var outputItem = await _zoneringService.CreateApplicationMapAsync(cropfieldItem, input.Formula, new Output()
{
@ -167,16 +169,15 @@ namespace FarmmapsZonering
{
ItemCode = inputOneItem.Code,
LayerName = inputOneItem.Data["layers"][0]["name"].ToString()
},
new InputParameter()
{
ItemCode = inputTwoItem.Code,
LayerName = inputTwoItem.Data["layers"][0]["name"].ToString()
//},
//new InputParameter()
//{
// ItemCode = inputTwoItem.Code,
// LayerName = inputTwoItem.Data["layers"][0]["name"].ToString()
});
_logger.LogInformation("Downloading output");
_logger.LogInformation($"outputitem: {outputItem} with code {outputItem.Code} and date {outputItem.DataDate}");
//_logger.LogInformation($"Data: {outputItem.Data}");
await _farmmapsApiService.DownloadItemAsync(outputItem.Code,

185
FarmmapsZonering/ZoneringInput.json
View File

@ -1,102 +1,99 @@
//[
//Formule kan meerdere inputs aan
// Met blokhaken en een nummer specificeer je een input:
//[0], [10]. etc...
// Aan de hand van de volgorde van input wordt momenteel bepaald welk nummer bij welk input hoort.
//[0] is dus de eerst tiff opgegeven.Als het goed is maakt het nummer nu niks uit, dus als er 2 inputs zijn en in de formule staan[0] en[10] dan zal die nog steeds werken.
//De volgorde van de tiff kun je verslepen, bij de formule inputs kun je de input van het ene[0] slot naar het andere slepen[10]
//Functies: abs, min en max
//Constanten: pi en e
//if ([0] -[1])/ ([0] +[1]) < 0 then 0
//else if ([0] -[1])/ ([0] +[1]) > 1 then 1
//else ([0] -[1]) / ([0] +[1])
//{
// "InputItemOne": "20201106_Sentinel2_L2A_B04.tiff",
// "InputItemTwo": "20201106_Sentinel2_L2A_B08.tiff",
// "Formula": "([1]-[0])/([1]+[0])",
// "CreatedLayerName": "Biomassa",
// "CalculatedQuantity": "NDVI",
// "CalculatedUnit": "ndviValue",
// "OutputFileName": "FullField_NDVI",
// "CropFieldName": "FullField",
// "CreateNewCropfield": false,
// "CropYear": 2020,
// "geometryJson": {
// "type": "Polygon",
// "coordinates": [
// [
// [ 4.9593709, 52.8014339 ],
// [ 4.9675488, 52.7943149 ],
// [ 4.9735195, 52.7968665 ],
// [ 4.9667833, 52.8030414 ],
// [ 4.9593709, 52.8014339 ]
// ]
// ]
// },
[
//{
// "InputItemOne": "20210127_L2A_B08_(Raw).tiff",
// "InputItemTwo": "20210127_L2A_B04_(Raw).tiff",
// "Formula": "([0]-[1])/([0]+[1])+0.3",
// "CalculatedLayerName": "Biomassa",
// "CalculatedQuantity": "NDVI",
// "CalculatedUnit": "wdviValue",
// "OutputFileName": "20210212_NDVI-test",
// "CropFieldName": "Mahindra-Hapreet_Singh-2",
// "UseShadow": false,
// "GetWatBal": false,
// "GetVanDerSat": false,
// "storeVanDerSatStatistics": false,
// "CropYear": 2020,
// "geometryJson": {
// "type": "Polygon",
// "coordinates": [
// [
// [ 31.63887936537028, 75.92907261717566 ],
// [ 31.63895684173582, 75.93143281072912 ],
// [ 31.63940906549488, 75.93135348937818 ],
// [ 31.63931497834855, 75.9290907801773 ],
// [ 31.63887936537028, 75.92907261717566 ]
// ]
// ]
//Formule kan meerdere inputs aan
// Met blokhaken en een nummer specificeer je een input:
//[0], [10]. etc...
// Aan de hand van de volgorde van input wordt momenteel bepaald welk nummer bij welk input hoort.
//[0] is dus de eerst tiff opgegeven.Als het goed is maakt het nummer nu niks uit, dus als er 2 inputs zijn en in de formule staan[0] en[10] dan zal die nog steeds werken.
//De volgorde van de tiff kun je verslepen, bij de formule inputs kun je de input van het ene[0] slot naar het andere slepen[10]
//Functies: abs, min en max
//Constanten: pi en e
// }
//}
//if ([0] -[1])/ ([0] +[1]) < 0 then 0
//else if ([0] -[1])/ ([0] +[1]) > 1 then 1
//else ([0] -[1]) / ([0] +[1])
{
"InputItemOne": "2020-04-22_sentinel-2_l2a_b08.tiff",
"InputItemTwo": "2020-04-22_sentinel-2_l2a_b04.tiff",
"Formula": "([0]-[1])/([0]+[1])",
"CalculatedLayerName": "Biomassa",
"CalculatedQuantity": "NDVI",
"CalculatedUnit": "ndviValue",
"OutputFileName": "20210212_NDVI-test_FS",
"CropFieldName": "MestSiloAduard",
"UseShadow": false,
"GetWatBal": false,
"GetVanDerSat": false,
"storeVanDerSatStatistics": false,
"CropYear": 2020,
"geometryJson": {
"type": "Polygon",
"coordinates": [
[
[ 6.48274677, 53.25861525 ],
[ 6.48740108, 53.25799841 ],
[ 6.48756130, 53.25934424 ],
[ 6.48285892, 53.25953650 ],
[ 6.48274677, 53.25861525 ]
]
]
//{
// "InputItemOne": "20201106_Sentinel2_L2A_B04.tiff",
// "InputItemTwo": "20201106_Sentinel2_L2A_B08.tiff",
// "Formula": "([1]-[0])/([1]+[0])",
// "CreatedLayerName": "Biomassa",
// "CalculatedQuantity": "NDVI",
// "CalculatedUnit": "ndviValue",
// "OutputFileName": "FullField_NDVI",
// "CropFieldName": "FullField",
// "CreateNewCropfield": false,
// "CropYear": 2020,
// "geometryJson": {
// "type": "Polygon",
// "coordinates": [
// [
// [ 4.9593709, 52.8014339 ],
// [ 4.9675488, 52.7943149 ],
// [ 4.9735195, 52.7968665 ],
// [ 4.9667833, 52.8030414 ],
// [ 4.9593709, 52.8014339 ]
// ]
// ]
// }
//,
//{
// "InputItemOne": "data_9001.tif",
// "InputItemTwo": "data_times_two_4326.tiff",
// "Formula": "if [0] >= 1.28 then [1] else 0",
// "CreatedLayerName": "Biomassa",
// "CalculatedQuantity": "NDVI",
// "CalculatedUnit": "ndviValue",
// "OutputFileName": "Zoning",
// "CropFieldName": "Data_whole",
// "UseShadow": false,
// "GetWatBal": false,
// "GetVanDerSat": false,
// "storeVanDerSatStatistics": false,
// "CropYear": 2020,
// "geometryJson": {
// "type": "Polygon",
// "coordinates": [
// [
// [ 5.66886041703652044, 52.52929999060298627 ],
// [ 5.6716230923214912, 52.52946316399909676 ],
// [ 5.67185376229668581, 52.5280565894154563 ],
// [ 5.66903207841337231, 52.52790646510525363 ],
// [ 5.66886041703652044, 52.52929999060298627 ]
// ]
// ]
// }
//},
{
"InputItemOne": "VRApoten_appliancemap_20210215_vraPoten_SampleData_CovertArea.tif",
//"InputItemTwo": "",
"Formula": "((100/[0])/0.75)",
"LayerName": "CountPerAreaConversion",
"CalculatedQuantity": "CountPerArea",
"CalculatedUnit": "#/m2",
"OutputFileName": "CountPerAreaConversionOutput",
"CropFieldName": "ZoningCpA",
"CreateNewCropfield": true,
"UseShadow": false,
"GetWatBal": false,
"GetVanDerSat": false,
"storeVanDerSatStatistics": false,
"CropYear": 2020,
"geometryJson": {
"type": "Polygon",
"coordinates": [
[
[ 5.66886041703652044, 52.52929999060298627 ],
[ 5.6716230923214912, 52.52946316399909676 ],
[ 5.67185376229668581, 52.5280565894154563 ],
[ 5.66903207841337231, 52.52790646510525363 ],
[ 5.66886041703652044, 52.52929999060298627 ]
]
]
}
}
}
]