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README.md

Yellow Stemborer (Scirpophaga incertulas) temperature model

The model is a simple day-degree model, where a certain heat sum leads to a transition of one phase to another. It is designed to fit into the VIPS automatic pest prediction system.

Authors

Tor-Einar Skog, NIBIO

Input data

Input data are provided as Json

Mandatory inputs

  • Daily minimum and maximum temperatures (°C) in VIPS WeatherObservation format
  • TimeZone (E.g. Europe/Oslo or GMT+0530)
  • Biofix date, the time of eggs deposit

Optional inputs

Observed Phase

The observed phase at biofix date [EGG,LARVAE,PUPA,ADULT]. The default is EGG

Heat sum requirements

The heat requirements for transitioning from the [EGG,LARVAE,PUPA,ADULT] phases. Defaults are: {113.0, 370.0, 188.0, 25.0} as provided by Dr. Mohapatra

Cutoffs

The daily contribution to the heat sum is calculated from min and max temperatures using the single sine wave function. The lower and upper cutoffs for calculating the daily contribution for each phase of the [EGG,LARVAE,PUPA,ADULT] are by default {13.0,12.0,15.0,13.0} / {36.0, 34.0,36.0,36.0} (in °C) as provided by Dr. Mohapatra

Example input data is given below:

{
	"timeZone": "GMT+05:30",
	"biofixDate": "2019-01-05",
	"observedPhase":"EGG",
    "heatRequirements":[113.0,370.0,188.0,25.0],
    "dd_lower":[13.0,12.0,15.0,13.0],
	"dd_upper":[36.0,34.0,36.0,36.0],


	"observations": [{
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2018-12-31T18:30:00Z",
		"value": 10.5
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2018-12-31T18:30:00Z",
		"value": 24.2
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-01T18:30:00Z",
		"value": 11.3
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-01T18:30:00Z",
		"value": 26.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-02T18:30:00Z",
		"value": 10.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-02T18:30:00Z",
		"value": 28.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-03T18:30:00Z",
		"value": 10.5
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-03T18:30:00Z",
		"value": 30.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-04T18:30:00Z",
		"value": 10.2
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-04T18:30:00Z",
		"value": 31.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-05T18:30:00Z",
		"value": 11.2
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-05T18:30:00Z",
		"value": 32.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-06T18:30:00Z",
		"value": 10.5
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-06T18:30:00Z",
		"value": 32.5
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-07T18:30:00Z",
		"value": 11.5
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-07T18:30:00Z",
		"value": 32.2
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-08T18:30:00Z",
		"value": 12.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-08T18:30:00Z",
		"value": 31.5
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-09T18:30:00Z",
		"value": 13.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-09T18:30:00Z",
		"value": 31.5
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-10T18:30:00Z",
		"value": 10.5
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-10T18:30:00Z",
		"value": 28.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-11T18:30:00Z",
		"value": 13.3
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-11T18:30:00Z",
		"value": 27.3
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-12T18:30:00Z",
		"value": 13.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-12T18:30:00Z",
		"value": 26.9
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-13T18:30:00Z",
		"value": 11.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-13T18:30:00Z",
		"value": 28.2
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-14T18:30:00Z",
		"value": 12.2
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-14T18:30:00Z",
		"value": 27.3
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-15T18:30:00Z",
		"value": 11.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-15T18:30:00Z",
		"value": 25.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-16T18:30:00Z",
		"value": 11.9
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-16T18:30:00Z",
		"value": 26.3
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-17T18:30:00Z",
		"value": 12.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-17T18:30:00Z",
		"value": 28.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-18T18:30:00Z",
		"value": 15.2
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-18T18:30:00Z",
		"value": 27.3
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-19T18:30:00Z",
		"value": 12.2
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-19T18:30:00Z",
		"value": 28.6
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-20T18:30:00Z",
		"value": 13.2
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-20T18:30:00Z",
		"value": 29.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-21T18:30:00Z",
		"value": 14.2
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-21T18:30:00Z",
		"value": 28.2
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-22T18:30:00Z",
		"value": 13.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-22T18:30:00Z",
		"value": 28.5
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-23T18:30:00Z",
		"value": 15.5
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-23T18:30:00Z",
		"value": 28.2
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-24T18:30:00Z",
		"value": 14.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-24T18:30:00Z",
		"value": 28.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-25T18:30:00Z",
		"value": 15.3
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-25T18:30:00Z",
		"value": 28.1
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-26T18:30:00Z",
		"value": 16.2
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-26T18:30:00Z",
		"value": 28.5
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-27T18:30:00Z",
		"value": 16.2
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-27T18:30:00Z",
		"value": 24.5
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-28T18:30:00Z",
		"value": 16.5
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-28T18:30:00Z",
		"value": 26.5
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-29T18:30:00Z",
		"value": 16.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-29T18:30:00Z",
		"value": 25.4
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-30T18:30:00Z",
		"value": 15.8
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-30T18:30:00Z",
		"value": 26.1
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-31T18:30:00Z",
		"value": 15.1
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-01-31T18:30:00Z",
		"value": 27.5
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-01T18:30:00Z",
		"value": 15.1
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-01T18:30:00Z",
		"value": 29.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-02T18:30:00Z",
		"value": 16.1
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-02T18:30:00Z",
		"value": 28.9
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-03T18:30:00Z",
		"value": 16.5
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-03T18:30:00Z",
		"value": 31.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-04T18:30:00Z",
		"value": 16.4
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-04T18:30:00Z",
		"value": 29.8
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-05T18:30:00Z",
		"value": 17.1
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-05T18:30:00Z",
		"value": 32.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-06T18:30:00Z",
		"value": 16.8
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-06T18:30:00Z",
		"value": 32.5
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-07T18:30:00Z",
		"value": 16.6
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-07T18:30:00Z",
		"value": 31.8
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-08T18:30:00Z",
		"value": 16.8
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-08T18:30:00Z",
		"value": 30.6
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-09T18:30:00Z",
		"value": 17.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-09T18:30:00Z",
		"value": 32.2
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-10T18:30:00Z",
		"value": 16.2
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-10T18:30:00Z",
		"value": 32.4
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-11T18:30:00Z",
		"value": 16.1
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-11T18:30:00Z",
		"value": 29.5
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-12T18:30:00Z",
		"value": 15.2
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-12T18:30:00Z",
		"value": 29.6
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-13T18:30:00Z",
		"value": 15.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-13T18:30:00Z",
		"value": 31.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-14T18:30:00Z",
		"value": 15.6
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-14T18:30:00Z",
		"value": 32.5
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-15T18:30:00Z",
		"value": 17.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-15T18:30:00Z",
		"value": 27.2
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-16T18:30:00Z",
		"value": 17.6
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-16T18:30:00Z",
		"value": 27.5
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-17T18:30:00Z",
		"value": 17.5
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-17T18:30:00Z",
		"value": 30.6
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-18T18:30:00Z",
		"value": 17.5
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-18T18:30:00Z",
		"value": 32.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-19T18:30:00Z",
		"value": 17.6
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-19T18:30:00Z",
		"value": 34.2
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-20T18:30:00Z",
		"value": 18.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-20T18:30:00Z",
		"value": 34.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-21T18:30:00Z",
		"value": 19.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-21T18:30:00Z",
		"value": 35.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-22T18:30:00Z",
		"value": 19.2
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-22T18:30:00Z",
		"value": 34.8
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-23T18:30:00Z",
		"value": 20.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-23T18:30:00Z",
		"value": 36.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-24T18:30:00Z",
		"value": 20.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-24T18:30:00Z",
		"value": 32.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-25T18:30:00Z",
		"value": 21.0
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-25T18:30:00Z",
		"value": 32.2
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-26T18:30:00Z",
		"value": 21.5
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-26T18:30:00Z",
		"value": 31.0
	}, {
		"elementMeasurementTypeId": "TN",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-27T18:30:00Z",
		"value": 20.6
	}, {
		"elementMeasurementTypeId": "TX",
		"logIntervalId": 2,
		"timeMeasured": "2019-02-27T18:30:00Z",
		"value": 30.0
	}]
}

Outputs

The output is a time series of values. For every day, these values are returned:

  • WEATHER.TN and WEATHER.TX: Weather data (min and max temp, respectively)
  • YSTEMBTEMP.DC: Daily contribution and total heat sum
  • YSTEMBTEMP.HEAT_SUM: Total heat sum since biofix
  • YSTEMBTEMP.PHASE: Current phase
  • YSTEMBTEMP.thresholdLarvae, YSTEMBTEMP.thresholdPupa, YSTEMBTEMP.thresholdAdult: Total heat sum thresholds for phase transitions. Provided for inclusion in charts
  • Warning status. 2 = No risk, 3 = Possible risk, 4 = High risk. 0 = Warning status not applicable (e.g. out of season)

See below for a complete example

[{
	"validTimeStart": "2019-01-04T18:30:00.000+0000",
	"validTimeEnd": "2019-01-04T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"31\",\"YSTEMBTEMP.DC\":\"8.04\",\"YSTEMBTEMP.HEAT_SUM\":\"8.04\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"10.2\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-05T18:30:00.000+0000",
	"validTimeEnd": "2019-01-05T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"32\",\"YSTEMBTEMP.DC\":\"8.83\",\"YSTEMBTEMP.HEAT_SUM\":\"16.87\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"11.2\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-06T18:30:00.000+0000",
	"validTimeEnd": "2019-01-06T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"32.5\",\"YSTEMBTEMP.DC\":\"8.86\",\"YSTEMBTEMP.HEAT_SUM\":\"25.73\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"10.5\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-07T18:30:00.000+0000",
	"validTimeEnd": "2019-01-07T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"32.2\",\"YSTEMBTEMP.DC\":\"9.02\",\"YSTEMBTEMP.HEAT_SUM\":\"34.75\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"11.5\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-08T18:30:00.000+0000",
	"validTimeEnd": "2019-01-08T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"31.5\",\"YSTEMBTEMP.DC\":\"8.85\",\"YSTEMBTEMP.HEAT_SUM\":\"43.6\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"12\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-09T18:30:00.000+0000",
	"validTimeEnd": "2019-01-09T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"31.5\",\"YSTEMBTEMP.DC\":\"9.25\",\"YSTEMBTEMP.HEAT_SUM\":\"52.85\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"13\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-10T18:30:00.000+0000",
	"validTimeEnd": "2019-01-10T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"28\",\"YSTEMBTEMP.DC\":\"6.66\",\"YSTEMBTEMP.HEAT_SUM\":\"59.51\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"10.5\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-11T18:30:00.000+0000",
	"validTimeEnd": "2019-01-11T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"27.3\",\"YSTEMBTEMP.DC\":\"7.3\",\"YSTEMBTEMP.HEAT_SUM\":\"66.81\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"13.3\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-12T18:30:00.000+0000",
	"validTimeEnd": "2019-01-12T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"26.9\",\"YSTEMBTEMP.DC\":\"6.95\",\"YSTEMBTEMP.HEAT_SUM\":\"73.76\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"13\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-13T18:30:00.000+0000",
	"validTimeEnd": "2019-01-13T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"28.2\",\"YSTEMBTEMP.DC\":\"6.89\",\"YSTEMBTEMP.HEAT_SUM\":\"80.65\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"11\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-14T18:30:00.000+0000",
	"validTimeEnd": "2019-01-14T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"27.3\",\"YSTEMBTEMP.DC\":\"6.83\",\"YSTEMBTEMP.HEAT_SUM\":\"87.48\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"12.2\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-15T18:30:00.000+0000",
	"validTimeEnd": "2019-01-15T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"25\",\"YSTEMBTEMP.DC\":\"5.33\",\"YSTEMBTEMP.HEAT_SUM\":\"92.8\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"11\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-16T18:30:00.000+0000",
	"validTimeEnd": "2019-01-16T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"26.3\",\"YSTEMBTEMP.DC\":\"6.23\",\"YSTEMBTEMP.HEAT_SUM\":\"99.03\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"11.9\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-17T18:30:00.000+0000",
	"validTimeEnd": "2019-01-17T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 2,
	"allValues": "{\"WEATHER.TX\":\"28\",\"YSTEMBTEMP.DC\":\"7.11\",\"YSTEMBTEMP.HEAT_SUM\":\"106.14\",\"YSTEMBTEMP.PHASE\":\"EGG\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"12\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-18T18:30:00.000+0000",
	"validTimeEnd": "2019-01-18T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"27.3\",\"YSTEMBTEMP.DC\":\"8.25\",\"YSTEMBTEMP.HEAT_SUM\":\"114.39\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"15.2\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-19T18:30:00.000+0000",
	"validTimeEnd": "2019-01-19T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"28.6\",\"YSTEMBTEMP.DC\":\"8.4\",\"YSTEMBTEMP.HEAT_SUM\":\"122.79\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"12.2\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-20T18:30:00.000+0000",
	"validTimeEnd": "2019-01-20T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"29\",\"YSTEMBTEMP.DC\":\"9.1\",\"YSTEMBTEMP.HEAT_SUM\":\"131.89\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"13.2\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-21T18:30:00.000+0000",
	"validTimeEnd": "2019-01-21T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"28.2\",\"YSTEMBTEMP.DC\":\"9.2\",\"YSTEMBTEMP.HEAT_SUM\":\"141.09\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"14.2\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-22T18:30:00.000+0000",
	"validTimeEnd": "2019-01-22T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"28.5\",\"YSTEMBTEMP.DC\":\"8.75\",\"YSTEMBTEMP.HEAT_SUM\":\"149.84\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"13\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-23T18:30:00.000+0000",
	"validTimeEnd": "2019-01-23T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"28.2\",\"YSTEMBTEMP.DC\":\"9.85\",\"YSTEMBTEMP.HEAT_SUM\":\"159.69\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"15.5\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-24T18:30:00.000+0000",
	"validTimeEnd": "2019-01-24T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"28\",\"YSTEMBTEMP.DC\":\"9\",\"YSTEMBTEMP.HEAT_SUM\":\"168.69\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"14\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-25T18:30:00.000+0000",
	"validTimeEnd": "2019-01-25T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"28.1\",\"YSTEMBTEMP.DC\":\"9.7\",\"YSTEMBTEMP.HEAT_SUM\":\"178.39\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"15.3\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-26T18:30:00.000+0000",
	"validTimeEnd": "2019-01-26T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"28.5\",\"YSTEMBTEMP.DC\":\"10.35\",\"YSTEMBTEMP.HEAT_SUM\":\"188.74\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"16.2\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-27T18:30:00.000+0000",
	"validTimeEnd": "2019-01-27T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"24.5\",\"YSTEMBTEMP.DC\":\"8.35\",\"YSTEMBTEMP.HEAT_SUM\":\"197.09\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"16.2\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-28T18:30:00.000+0000",
	"validTimeEnd": "2019-01-28T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"26.5\",\"YSTEMBTEMP.DC\":\"9.5\",\"YSTEMBTEMP.HEAT_SUM\":\"206.59\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"16.5\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-29T18:30:00.000+0000",
	"validTimeEnd": "2019-01-29T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"25.4\",\"YSTEMBTEMP.DC\":\"8.7\",\"YSTEMBTEMP.HEAT_SUM\":\"215.29\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"16\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-30T18:30:00.000+0000",
	"validTimeEnd": "2019-01-30T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"26.1\",\"YSTEMBTEMP.DC\":\"8.95\",\"YSTEMBTEMP.HEAT_SUM\":\"224.24\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"15.8\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-01-31T18:30:00.000+0000",
	"validTimeEnd": "2019-01-31T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"27.5\",\"YSTEMBTEMP.DC\":\"9.3\",\"YSTEMBTEMP.HEAT_SUM\":\"233.54\",\"YSTEMBTEMP.PHASE\":\"LARVAE\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"15.1\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-02-01T18:30:00.000+0000",
	"validTimeEnd": "2019-02-01T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
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	"validTimeEnd": "2019-02-02T18:30:00.000+0000",
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	"validTimeEnd": "2019-02-03T18:30:00.000+0000",
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}, {
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	"validTimeEnd": "2019-02-05T18:30:00.000+0000",
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}, {
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}, {
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}, {
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}, {
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}, {
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}, {
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}, {
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}, {
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	"validTimeEnd": "2019-02-21T18:30:00.000+0000",
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}, {
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	"validTimeEnd": "2019-02-22T18:30:00.000+0000",
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}, {
	"validTimeStart": "2019-02-23T18:30:00.000+0000",
	"validTimeEnd": "2019-02-23T18:30:00.000+0000",
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}, {
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	"validTimeEnd": "2019-02-24T18:30:00.000+0000",
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}, {
	"validTimeStart": "2019-02-25T18:30:00.000+0000",
	"validTimeEnd": "2019-02-25T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"32.2\",\"YSTEMBTEMP.DC\":\"11.6\",\"YSTEMBTEMP.HEAT_SUM\":\"531.02\",\"YSTEMBTEMP.PHASE\":\"PUPA\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"21\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
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}, {
	"validTimeStart": "2019-02-26T18:30:00.000+0000",
	"validTimeEnd": "2019-02-26T18:30:00.000+0000",
	"validGeometry": null,
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	"allValues": "{\"WEATHER.TX\":\"31\",\"YSTEMBTEMP.DC\":\"11.25\",\"YSTEMBTEMP.HEAT_SUM\":\"542.27\",\"YSTEMBTEMP.PHASE\":\"PUPA\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"21.5\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
	"keys": "[\"WEATHER.TX\",\"YSTEMBTEMP.DC\",\"YSTEMBTEMP.HEAT_SUM\",\"YSTEMBTEMP.PHASE\",\"YSTEMBTEMP.thresholdPupa\",\"WEATHER.TN\",\"YSTEMBTEMP.thresholdAdult\",\"YSTEMBTEMP.thresholdLarvae\"]"
}, {
	"validTimeStart": "2019-02-27T18:30:00.000+0000",
	"validTimeEnd": "2019-02-27T18:30:00.000+0000",
	"validGeometry": null,
	"warningStatus": 3,
	"allValues": "{\"WEATHER.TX\":\"30\",\"YSTEMBTEMP.DC\":\"10.3\",\"YSTEMBTEMP.HEAT_SUM\":\"552.57\",\"YSTEMBTEMP.PHASE\":\"PUPA\",\"YSTEMBTEMP.thresholdPupa\":\"483\",\"WEATHER.TN\":\"20.6\",\"YSTEMBTEMP.thresholdAdult\":\"671\",\"YSTEMBTEMP.thresholdLarvae\":\"113\"}",
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}]

Developing and testing the model

Writing code

It is recommended to use an IDE (Integrated Development Environment) such as NetBeans or Eclipse to develop and test the model.

Testing

Using JUnit

JUnit is used for testing the model. See the src/test/java/no/nibio/vips/model/yellowstemborertempmodel/YellowStemborerTempModelTest.java file for how it's done.

Using a web service client such as Postman

Postman is an excellent tool for testing the model when it's deployed on the VIPSCore system. In the /postman_tests folder you can find a test example. To change it, change the Json input data in the body. See the illustration below.

Running the test from Postman

Building

Building is done using Maven. In the source code tree, run mvn install