Maize Phenology Model
Example input data
{
"sowingDate": "2020-11-18",
"timeZone": "GMT+01:00",
"observations": [{
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-15T23:00:00Z",
"value": 28.808570075757572
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-16T23:00:00Z",
"value": 24.803124999999998
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-17T23:00:00Z",
"value": 23.585416666666664
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-18T23:00:00Z",
"value": 22.24021464646464
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-19T23:00:00Z",
"value": 21.294791666666672
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-20T23:00:00Z",
"value": 22.479513888888892
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-21T23:00:00Z",
"value": 23.483680555555555
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-22T23:00:00Z",
"value": 23.693749999999994
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-23T23:00:00Z",
"value": 24.222569444444446
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-24T23:00:00Z",
"value": 24.49965277777778
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-25T23:00:00Z",
"value": 24.984722222222228
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-26T23:00:00Z",
"value": 25.753472222222225
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-27T23:00:00Z",
"value": 26.517013888888894
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-28T23:00:00Z",
"value": 25.756597222222215
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-11-29T23:00:00Z",
"value": 24.773611111111112
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-12-01T23:00:00Z",
"value": 24.747045454545454
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-12-02T23:00:00Z",
"value": 23.485416666666666
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-12-03T23:00:00Z",
"value": 24.048611111111114
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-12-04T23:00:00Z",
"value": 25.025000000000002
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-12-05T23:00:00Z",
"value": 25.715277777777786
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-12-06T23:00:00Z",
"value": 25.610416666666666
}, {
"elementMeasurementTypeId": "TM",
"logIntervalId": 2,
"timeMeasured": "2020-12-07T23:00:00Z",
"value": 25.48472222222222
}]
}Example output data
[{
"validTimeStart": "2020-11-17T23:00:00.000+00:00",
"validTimeEnd": "2020-11-17T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"13.59\",\"MAIZEPHENO.DC\":\"13.59\",\"MAIZEPHENO.PHASE\":\"VE\",\"WEATHER.TM\":\"23.59\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-18T23:00:00.000+00:00",
"validTimeEnd": "2020-11-18T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"25.83\",\"MAIZEPHENO.DC\":\"12.24\",\"MAIZEPHENO.PHASE\":\"VE\",\"WEATHER.TM\":\"22.24\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-19T23:00:00.000+00:00",
"validTimeEnd": "2020-11-19T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"37.12\",\"MAIZEPHENO.DC\":\"11.29\",\"MAIZEPHENO.PHASE\":\"VE\",\"WEATHER.TM\":\"21.29\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-20T23:00:00.000+00:00",
"validTimeEnd": "2020-11-20T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"49.6\",\"MAIZEPHENO.DC\":\"12.48\",\"MAIZEPHENO.PHASE\":\"VE\",\"WEATHER.TM\":\"22.48\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-21T23:00:00.000+00:00",
"validTimeEnd": "2020-11-21T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"63.08\",\"MAIZEPHENO.DC\":\"13.48\",\"MAIZEPHENO.PHASE\":\"VE\",\"WEATHER.TM\":\"23.48\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-22T23:00:00.000+00:00",
"validTimeEnd": "2020-11-22T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"76.78\",\"MAIZEPHENO.DC\":\"13.69\",\"MAIZEPHENO.PHASE\":\"V2\",\"WEATHER.TM\":\"23.69\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-23T23:00:00.000+00:00",
"validTimeEnd": "2020-11-23T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"91\",\"MAIZEPHENO.DC\":\"14.22\",\"MAIZEPHENO.PHASE\":\"V2\",\"WEATHER.TM\":\"24.22\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-24T23:00:00.000+00:00",
"validTimeEnd": "2020-11-24T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"105.5\",\"MAIZEPHENO.DC\":\"14.5\",\"MAIZEPHENO.PHASE\":\"V2\",\"WEATHER.TM\":\"24.5\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-25T23:00:00.000+00:00",
"validTimeEnd": "2020-11-25T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"120.48\",\"MAIZEPHENO.DC\":\"14.98\",\"MAIZEPHENO.PHASE\":\"V3\",\"WEATHER.TM\":\"24.98\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-26T23:00:00.000+00:00",
"validTimeEnd": "2020-11-26T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"136.24\",\"MAIZEPHENO.DC\":\"15.75\",\"MAIZEPHENO.PHASE\":\"V3\",\"WEATHER.TM\":\"25.75\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-27T23:00:00.000+00:00",
"validTimeEnd": "2020-11-27T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"152.75\",\"MAIZEPHENO.DC\":\"16.52\",\"MAIZEPHENO.PHASE\":\"V3\",\"WEATHER.TM\":\"26.52\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-28T23:00:00.000+00:00",
"validTimeEnd": "2020-11-28T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"168.51\",\"MAIZEPHENO.DC\":\"15.76\",\"MAIZEPHENO.PHASE\":\"V3\",\"WEATHER.TM\":\"25.76\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-29T23:00:00.000+00:00",
"validTimeEnd": "2020-11-29T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"183.29\",\"MAIZEPHENO.DC\":\"14.77\",\"MAIZEPHENO.PHASE\":\"V3\",\"WEATHER.TM\":\"24.77\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-11-30T23:00:00.000+00:00",
"validTimeEnd": "2020-11-30T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"183.29\",\"MAIZEPHENO.DC\":\"null\",\"MAIZEPHENO.PHASE\":\"V3\",\"WEATHER.TM\":\"null\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-12-01T23:00:00.000+00:00",
"validTimeEnd": "2020-12-01T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"198.03\",\"MAIZEPHENO.DC\":\"14.75\",\"MAIZEPHENO.PHASE\":\"V4-V6\",\"WEATHER.TM\":\"24.75\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-12-02T23:00:00.000+00:00",
"validTimeEnd": "2020-12-02T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"211.52\",\"MAIZEPHENO.DC\":\"13.49\",\"MAIZEPHENO.PHASE\":\"V4-V6\",\"WEATHER.TM\":\"23.49\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-12-03T23:00:00.000+00:00",
"validTimeEnd": "2020-12-03T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"225.57\",\"MAIZEPHENO.DC\":\"14.05\",\"MAIZEPHENO.PHASE\":\"V4-V6\",\"WEATHER.TM\":\"24.05\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-12-04T23:00:00.000+00:00",
"validTimeEnd": "2020-12-04T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"240.59\",\"MAIZEPHENO.DC\":\"15.03\",\"MAIZEPHENO.PHASE\":\"V4-V6\",\"WEATHER.TM\":\"25.03\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-12-05T23:00:00.000+00:00",
"validTimeEnd": "2020-12-05T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"256.31\",\"MAIZEPHENO.DC\":\"15.72\",\"MAIZEPHENO.PHASE\":\"V4-V6\",\"WEATHER.TM\":\"25.72\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-12-06T23:00:00.000+00:00",
"validTimeEnd": "2020-12-06T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"271.92\",\"MAIZEPHENO.DC\":\"15.61\",\"MAIZEPHENO.PHASE\":\"V7-V9\",\"WEATHER.TM\":\"25.61\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}, {
"validTimeStart": "2020-12-07T23:00:00.000+00:00",
"validTimeEnd": "2020-12-07T23:00:00.000+00:00",
"validGeometry": null,
"warningStatus": 0,
"allValues": "{\"MAIZEPHENO.HEAT_SUM\":\"287.4\",\"MAIZEPHENO.DC\":\"15.48\",\"MAIZEPHENO.PHASE\":\"V7-V9\",\"WEATHER.TM\":\"25.48\"}",
"keys": "[\"MAIZEPHENO.HEAT_SUM\",\"MAIZEPHENO.DC\",\"MAIZEPHENO.PHASE\",\"WEATHER.TM\"]"
}]