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values | answer_statement stringlengths 124 479 | answer_value_extracted stringlengths 1 10 | summary_out_as_json stringlengths 36 4.68k | json_from_weather_component stringlengths 1.83k 1.92k | template_id_from_weather_component stringclasses 10
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00001_dpe04r3r_maize_wth_10_query_10_qa.json | seasonal_water_drainage | false |
Here is a breakdown of the weather conditions on my farm.
To summarize, during the 144 days of the entire period (2023-05-11 - 2023-10-04),
the total rainfall was 379.4 mm.
And the Tmin, Tmax, and Tmean were respectively 13.32 C, 26.25 C, 19.78 C.
For the breakdown however, the daily weather records were averaged across 18 days (for planting); 66 days (for growing); and 60 days (for harvesting). The results are as follows:
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 7.7 C, 23.68 C, 15.69 C
- Precipitation (total): 6.1 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 14.55 C, 27.77 C, 21.16 C
- Precipitation (total): 196.7 mm
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 13.73 C, 25.39 C, 19.56 C
- Precipitation (total): 176.6 mm
Here is my question: What will be the amount of water drained during the growing season? | {"farm_name": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "crop_name": "-99", "crop_variety": "-99", "planting_date": "2023-05-11", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-11", 20.12], ["2023-05-18", 16.48], ["2023-05-25", 16.49]], "nitrogen_fertilizer_application": [], "question_statement": "What will be the amount of water drained during the growing season?"} | What will be the amount of water drained during the growing season? | The answer is impossible to determine for the Season water drainage (mm) because the most basic farm information is missing in the weather event. | impossible | {"simulation_results": "impossible"} | {"farm_name": "-99", "crop": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "focus": "weather", "planting_date": "2023-05-11", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-11", "ending_date": "2023-05-29", "number_days": 18, "precipitation": {"value": 6.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 7.7, "unit": "C", "type": "average"}, "temperature_max": {"value": 23.68, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.69, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-30", "ending_date": "2023-08-04", "number_days": 66, "precipitation": {"value": 196.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.55, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.77, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.16, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-05", "ending_date": "2023-10-04", "number_days": 60, "precipitation": {"value": 176.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.73, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.39, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.56, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-11", "ending_date": "2023-10-04", "number_days": 144, "precipitation": {"value": 379.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.32, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.25, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.78, "unit": "C", "type": "average"}}} | most_basic_farm_information_is_missing_in_weather_event |
00001_dpe04r3r_maize_wth_11_query_1_qa.json | extractable_water_at_maturity | true |
My maize farm, "00001_dpe04r3r_maize" is located at N 42 deg 13'42.85", W 85 deg 40'49.73", about 240 meters above ground. This year I started planting around 2023-05-04.
I noticed a few things about the three crop seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-05-04 and ended on 2023-05-22, lasting 18 days.
The next season (e.g.,growing) took exactly 69 days for the vegetation to grow. It started started on 2023-05-23 and ended on 2023-07-31.
Towards the yield formation phase, the crop took 65 days to mature. The period of this season is from 2023-08-01 to 2023-10-05, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 20.9 mm, 196.7 mm, 235.0 mm.
As for the temperature (in centigrade), the averaged minimum temperature values were 8.04, 13.7, and 13.89.
In contrast, the averaged maximum temperature values were 22.47, 27.49, and 25.51.
But I care more about the mean temperature values, which were 15.26, 20.6, and 19.7 respectively.
Here is my question: What would be the amount of water available in the soil profile for crop use at the time of crop maturity? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582 KBS", "planting_date": "2023-05-04", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-04", 18.8], ["2023-05-11", 18.24], ["2023-05-18", 13.3]], "nitrogen_fertilizer_application": [["2023-05-04", 46.601], ["2023-05-11", 58.218]], "question_statement": "What would be the amount of water available in the soil profile for crop use at the time of crop maturity?"} | What would be the amount of water available in the soil profile for crop use at the time of crop maturity? | The Extractable water at maturity (mm) is 124. Here is more definition: the amount of soil water available for plant uptake at the time of crop maturity, measured in millimeters. This metric indicates the remaining usable water in the soil profile when the crop reaches its final growth stage. | 124 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 16154, "Yield at harvest maturity (kg [dm]/ha)": 8130, "Harvested yield (kg [dm]/ha)": 8130, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 10899, "Unit wt at maturity (g [dm]/unit)": 0.2493, "Number at maturity (no/m2)": 3261, "Number at maturity (no/unit)": 248.9, "Harvest index at maturity": 0.503, "Leaf area index, maximum": 1.8}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 49, "Total season precipitation (mm), simulation - harvest": 337, "Total season evapotranspiration, simulation-harvest (mm)": 485, "Total season transpiration (mm)": 272, "Total season soil evaporation (mm)": 213, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 124}, "Nitrogen": {"N applications (no)": 2, "Inorganic N applied (kg [N]/ha)": 104, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 126, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 30, "Tops N at maturity (kg/ha)": 110, "Grain N at maturity (kg/ha)": 79, "N2OEM": 0.069}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16613, "Organic soil N at maturity (kg/ha)": 16613, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270084, "Organic soil C at maturity (kg/ha)": 270084, "CO2EM": 863, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 47.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 33.9, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 59.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 329.7, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 24.1, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 17.1, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 29.9, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 165.9}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 155.3, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 128.2, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 78.2, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 64.5}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 132, "Avg maximum air temperature (\u00b0C)": 26.4, "Avg minimum air temperature (\u00b0C)": 13.3, "Average solar radiation (MJ/m2/d), planting - harvest": 33.9, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 337.3, "Total evapotranspiration, planting to harvest (mm)": 476.6, "Total soil evaporation, planting to harvest (mm)": 205.9, "Total transpiration, planting to harvest (mm)": 272.2}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-03", "Planting date": "2023-05-04", "Emergence date": "2023-05-12", "Anthesis date": "2023-07-17", "Physiological maturity date": "2023-09-13", "Harvest date": "2023-09-13", "HYEAR": "2023", "Crop establishment start": "2023-05-04", "Crop establishment end": "2023-05-11", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-05-12", "Vegetative growth end": "2023-07-16", "Vegetative growth duration": "65 days", "Yield formation start": "2023-07-17", "Yield formation end": "2023-09-12", "Yield formation duration": "57 days", "Entire period start": "2023-05-04", "Entire period end": "2023-09-13", "Entire period duration": "132 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-05-04", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-04", "ending_date": "2023-05-22", "number_days": 18, "precipitation": {"value": 20.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.04, "unit": "C", "type": "average"}, "temperature_max": {"value": 22.47, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.26, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-23", "ending_date": "2023-07-31", "number_days": 69, "precipitation": {"value": 196.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.7, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.49, "unit": "C", "type": "average"}, "temperature_mean": {"value": 20.6, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-01", "ending_date": "2023-10-05", "number_days": 65, "precipitation": {"value": 235.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.89, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.51, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.7, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | entire_period_is_missing_from_weather_event |
00001_dpe04r3r_maize_wth_12_query_2_qa.json | number_of_nitrogen_applications | true |
Yeah, that is the satellite imagery of my farm (codified "00001_dpe04r3r_maize") right there. From this altitude, I will say it is about 240 meters above aground.
Unfortunately, I forgot to record the weather data earlier on. But I can tell you about what I remember of the growing and harvesting seasons.
Looking at my log (where the temperature units are in centigrade and the precipitation in millimeters), I see that the total rainfall was 265.1,
and the min, max and mean temperature were respectively 15.55, 27.68, and 21.62
during the growing season (aka vegetative growth phase). Similarly, the total rainfall was 254.7, and those same three temperature values were
11.13, 21.9, and 16.52 during the harvesting season (aka yield formation phase).
Oh, I forgot to mention that my farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73". I grow several kinds of maize, anything from acorn squash, purple corn, flint corn, sweet corn.
Furthermore, The growing season started on 2023-06-17 and ended on 2023-08-20, lasting 64 days.
But the harvesting season lasted about 63 days (from 2023-08-21 to 2023-10-23).
Here is my question: How many times would I need to apply nitrogen-fertilizer by the end of the cropping season? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-05-30", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-30", 17.57], ["2023-06-06", 18.73], ["2023-06-13", 13.14]], "nitrogen_fertilizer_application": [["2023-05-30", 64.056], ["2023-06-06", 47.856], ["2023-06-13", 57.151]], "question_statement": "How many times would I need to apply nitrogen-fertilizer by the end of the cropping season?"} | How many times would I need to apply nitrogen-fertilizer by the end of the cropping season? | The N applications (no) is 3. Here is more definition: the total number of nitrogen fertilizer applications made to a crop during its growing season. This count includes all instances where nitrogen is supplied to the crop, regardless of the method or form of application. | 3 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 23756, "Yield at harvest maturity (kg [dm]/ha)": 10345, "Harvested yield (kg [dm]/ha)": 10345, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 14261, "Unit wt at maturity (g [dm]/unit)": 0.3033, "Number at maturity (no/m2)": 3411, "Number at maturity (no/unit)": 248.9, "Harvest index at maturity": 0.435, "Leaf area index, maximum": 5.0}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 48, "Total season precipitation (mm), simulation - harvest": 462, "Total season evapotranspiration, simulation-harvest (mm)": 534, "Total season transpiration (mm)": 389, "Total season soil evaporation (mm)": 145, "Season surface runoff (mm)": 33, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 180}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 168, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 191, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 32, "Tops N at maturity (kg/ha)": 160, "Grain N at maturity (kg/ha)": 106, "N2OEM": 0.103}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16614, "Organic soil N at maturity (kg/ha)": 16614, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270264, "Organic soil C at maturity (kg/ha)": 270264, "CO2EM": 932, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 52.1, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 45.3, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 61.0, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 494.9, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 22.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 19.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 26.6, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 215.5}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 141.4, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 124.4, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 61.6, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 54.2}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 130, "Avg maximum air temperature (\u00b0C)": 26.5, "Avg minimum air temperature (\u00b0C)": 14.1, "Average solar radiation (MJ/m2/d), planting - harvest": 31.2, "Average daylength (hr/d), planting to harvest": 13.8, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 455.9, "Total evapotranspiration, planting to harvest (mm)": 524.5, "Total soil evaporation, planting to harvest (mm)": 136.1, "Total transpiration, planting to harvest (mm)": 389.3}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-29", "Planting date": "2023-05-30", "Emergence date": "2023-06-04", "Anthesis date": "2023-08-03", "Physiological maturity date": "2023-10-07", "Harvest date": "2023-10-07", "HYEAR": "2023", "Crop establishment start": "2023-05-30", "Crop establishment end": "2023-06-03", "Crop establishment duration": "4 days", "Vegetative growth start": "2023-06-04", "Vegetative growth end": "2023-08-02", "Vegetative growth duration": "59 days", "Yield formation start": "2023-08-03", "Yield formation end": "2023-10-06", "Yield formation duration": "64 days", "Entire period start": "2023-05-30", "Entire period end": "2023-10-07", "Entire period duration": "130 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-05-30", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-17", "ending_date": "2023-08-20", "number_days": 64, "precipitation": {"value": 265.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.55, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.68, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.62, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-21", "ending_date": "2023-10-23", "number_days": 63, "precipitation": {"value": 254.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": 11.13, "unit": "C", "type": "average"}, "temperature_max": {"value": 21.9, "unit": "C", "type": "average"}, "temperature_mean": {"value": 16.52, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | crop_establishment_phase_is_missing_from_weather_event |
00001_dpe04r3r_maize_wth_13_query_3_qa.json | amount_of_inorganic_nitrogen_applied | true |
I'm sorry, but I forgot to record the weather data for the first two phases of the crop season. But I can tell you about the final phase, which is the yield formation phase, which signals the harvesting season.
The total rainfall was 213.3, and the min, max and mean temperature were respectively 14.42, 26.32, and 20.37.
I also remember that the season started on 2023-07-19 and ended on 2023-09-21, lasting 64 days.
My "00001_dpe04r3r_maize" farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 240 m). I mainly grow maize, anything from organic and non-GMO. Planting started around 2023-04-17.
Here is my question: What would be the required amount of nitrogen-fertilizer to apply during the growing season? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582 KBS", "planting_date": "2023-04-17", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-04-17", 56.478], ["2023-04-24", 55.589], ["2023-05-01", 52.961]], "question_statement": "What would be the required amount of nitrogen-fertilizer to apply during the growing season? "} | What would be the required amount of nitrogen-fertilizer to apply during the growing season? | The Inorganic N applied (kg [N]/ha) is 163. Here is more definition: the total amount of inorganic nitrogen fertilizer applied to a crop field during a growing season, measured in kilograms of nitrogen per hectare. Inorganic nitrogen fertilizers include compounds such as urea, ammonium nitrate, and ammonium sulfate, which provide readily available nitrogen to plants. | 163 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 14218, "Yield at harvest maturity (kg [dm]/ha)": 6341, "Harvested yield (kg [dm]/ha)": 6341, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 8304, "Unit wt at maturity (g [dm]/unit)": 0.3327, "Number at maturity (no/m2)": 1906, "Number at maturity (no/unit)": 171.3, "Harvest index at maturity": 0.446, "Leaf area index, maximum": 1.1}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 353, "Total season evapotranspiration, simulation-harvest (mm)": 449, "Total season transpiration (mm)": 224, "Total season soil evaporation (mm)": 225, "Season surface runoff (mm)": 16, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 125}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 163, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 182, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 33, "Tops N at maturity (kg/ha)": 163, "Grain N at maturity (kg/ha)": 106, "N2OEM": 0.11}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16610, "Organic soil N at maturity (kg/ha)": 16610, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 269996, "Organic soil C at maturity (kg/ha)": 269996, "CO2EM": 871, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 41.3, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 32.3, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 63.4, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 18.4, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 14.4, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 28.3, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 87.2, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 78.1, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 38.9, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 34.8}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 140, "Avg maximum air temperature (\u00b0C)": 24.8, "Avg minimum air temperature (\u00b0C)": 11.9, "Average solar radiation (MJ/m2/d), planting - harvest": 33.6, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 344.5, "Total evapotranspiration, planting to harvest (mm)": 440.8, "Total soil evaporation, planting to harvest (mm)": 217.3, "Total transpiration, planting to harvest (mm)": 224.1}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-16", "Planting date": "2023-04-17", "Emergence date": "2023-05-07", "Anthesis date": "2023-07-10", "Physiological maturity date": "2023-09-04", "Harvest date": "2023-09-04", "HYEAR": "2023", "Crop establishment start": "2023-04-17", "Crop establishment end": "2023-05-06", "Crop establishment duration": "19 days", "Vegetative growth start": "2023-05-07", "Vegetative growth end": "2023-07-09", "Vegetative growth duration": "63 days", "Yield formation start": "2023-07-10", "Yield formation end": "2023-09-03", "Yield formation duration": "55 days", "Entire period start": "2023-04-17", "Entire period end": "2023-09-04", "Entire period duration": "140 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-04-17", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-19", "ending_date": "2023-09-21", "number_days": 64, "precipitation": {"value": 213.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.42, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.32, "unit": "C", "type": "average"}, "temperature_mean": {"value": 20.37, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | first_two_phases_are_missing_from_weather_event |
00001_dpe04r3r_maize_wth_14_query_4_qa.json | amount_of_nitrogen_fixed_during_season | true |
My sensors started malfunctioning last year, and I could not repair them when I started planting again this year (2023-04-04).
There are no weather records, so I can tell you about the farm and the crops I grow.
This farm (00001_dpe04r3r_maize) used to belong to my grandparents. Come by at N 42 deg 13'42.85", W 85 deg 40'49.73" (or at elevation ~ 240 m if looking from above).
I mainly grow maize (acorn squash, purple corn, flint corn, sweet corn) and would like to grow Tomatillo, Wax Bean, Red Russian Kale, or Honey Bear Squash next because I heard they are highly profitable.
Here is my question: How much nitrogen would be fixed by the crop by the end of the cropping season? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-04-04", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much nitrogen would be fixed by the crop by the end of the cropping season?"} | How much nitrogen would be fixed by the crop by the end of the cropping season? | The N fixed during season (kg/ha) is 0. Here is more definition: the amount of atmospheric nitrogen that leguminous crops, such as soybeans or alfalfa, convert into a usable form through biological nitrogen fixation during a single growing season. This process allows these crops to meet a significant portion of their nitrogen requirements without relying solely on soil nitrogen or external fertilizers. | 0 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 15751, "Yield at harvest maturity (kg [dm]/ha)": 6970, "Harvested yield (kg [dm]/ha)": 6970, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 8623, "Unit wt at maturity (g [dm]/unit)": 0.3369, "Number at maturity (no/m2)": 2069, "Number at maturity (no/unit)": 181.1, "Harvest index at maturity": 0.443, "Leaf area index, maximum": 1.5}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 403, "Total season evapotranspiration, simulation-harvest (mm)": 526, "Total season transpiration (mm)": 295, "Total season soil evaporation (mm)": 231, "Season surface runoff (mm)": 24, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 91}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 269634, "Organic soil C at maturity (kg/ha)": 269634, "CO2EM": 1046, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 40.2, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 30.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 53.4, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 17.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 13.5, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 23.6, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 144, "Avg maximum air temperature (\u00b0C)": 24.4, "Avg minimum air temperature (\u00b0C)": 11.3, "Average solar radiation (MJ/m2/d), planting - harvest": 33.7, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 391.6, "Total evapotranspiration, planting to harvest (mm)": 518.0, "Total soil evaporation, planting to harvest (mm)": 225.2, "Total transpiration, planting to harvest (mm)": 295.0}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-03", "Planting date": "2023-04-04", "Emergence date": "2023-04-14", "Anthesis date": "2023-07-03", "Physiological maturity date": "2023-08-26", "Harvest date": "2023-08-26", "HYEAR": "2023", "Crop establishment start": "2023-04-04", "Crop establishment end": "2023-04-13", "Crop establishment duration": "9 days", "Vegetative growth start": "2023-04-14", "Vegetative growth end": "2023-07-02", "Vegetative growth duration": "79 days", "Yield formation start": "2023-07-03", "Yield formation end": "2023-08-25", "Yield formation duration": "53 days", "Entire period start": "2023-04-04", "Entire period end": "2023-08-26", "Entire period duration": "144 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-04-04", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | all_three_phases_are_missing_from_weather_event |
00001_dpe04r3r_maize_wth_15_query_5_qa.json | amount_of_nitrogen_uptake_during_season | true |
My "00001_dpe04r3r_maize" farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 240 m). I mainly grow maize.
Planting started around 2023-05-24 this year.
Truthfully, there can be lots of weather information to remember, such as keeping track of weather statistics for each season.
But, some of us just keep track of weather records for the entire period (i.e., from planting to harvesting). That period lasted 149 days (i.e., from 2023-05-24 to 2023-10-22).
The total rainfall was 528.3, and the min, max and mean temperature were respectively 12.95, 25.07, and 19.01.
The units always default to millimeters for precipitation and centigrade for temperature.
Here is my question: How much nitrogen would my crop absorb by the end of the cropping season? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 482", "planting_date": "2023-05-24", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-05-24", 64.731], ["2023-05-31", 58.357], ["2023-06-07", 59.191]], "question_statement": "How much nitrogen would my crop absorb by the end of the cropping season?"} | How much nitrogen would my crop absorb by the end of the cropping season? | The N uptake during season (kg [N]/ha) is 211. Here is more definition: the total amount of nitrogen absorbed by a crop from the soil throughout its growing season, measured in kilograms of nitrogen per hectare. This metric encompasses all nitrogen sources available to the plant, including soil reserves, applied fertilizers, and atmospheric deposition. | 211 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 26743, "Yield at harvest maturity (kg [dm]/ha)": 11605, "Harvested yield (kg [dm]/ha)": 11605, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 16842, "Unit wt at maturity (g [dm]/unit)": 0.2437, "Number at maturity (no/m2)": 4761, "Number at maturity (no/unit)": 338.8, "Harvest index at maturity": 0.434, "Leaf area index, maximum": 4.7}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 557, "Total season evapotranspiration, simulation-harvest (mm)": 557, "Total season transpiration (mm)": 386, "Total season soil evaporation (mm)": 171, "Season surface runoff (mm)": 36, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 202}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 181, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 211, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 35, "Tops N at maturity (kg/ha)": 185, "Grain N at maturity (kg/ha)": 127, "N2OEM": 0.121}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16606, "Organic soil N at maturity (kg/ha)": 16606, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270075, "Organic soil C at maturity (kg/ha)": 270075, "CO2EM": 1091, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 48.0, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 48.7, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 69.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 20.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 21.1, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 30.1, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 147.8, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 126.7, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 64.1, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 55.0}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 167, "Avg maximum air temperature (\u00b0C)": 24.1, "Avg minimum air temperature (\u00b0C)": 12.2, "Average solar radiation (MJ/m2/d), planting - harvest": 29.3, "Average daylength (hr/d), planting to harvest": 13.2, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 557.3, "Total evapotranspiration, planting to harvest (mm)": 549.3, "Total soil evaporation, planting to harvest (mm)": 163.2, "Total transpiration, planting to harvest (mm)": 386.1}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-23", "Planting date": "2023-05-24", "Emergence date": "2023-05-30", "Anthesis date": "2023-08-07", "Physiological maturity date": "2023-11-07", "Harvest date": "2023-11-07", "HYEAR": "2023", "Crop establishment start": "2023-05-24", "Crop establishment end": "2023-05-29", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-05-30", "Vegetative growth end": "2023-08-06", "Vegetative growth duration": "68 days", "Yield formation start": "2023-08-07", "Yield formation end": "2023-11-06", "Yield formation duration": "91 days", "Entire period start": "2023-05-24", "Entire period end": "2023-11-07", "Entire period duration": "167 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-05-24", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-24", "ending_date": "2023-10-22", "number_days": 149, "precipitation": {"value": 528.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.95, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.07, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.01, "unit": "C", "type": "average"}}} | only_entire_period_is_present_in_weather_event |
00001_dpe04r3r_maize_wth_16_query_6_qa.json | amount_of_nitrogen_leached_during_season | true |
My farm, named 00001_dpe04r3r_maize, is located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 240 meters above ground.
I started planting maize on the 2023-04-18.
I noticed a few things about the three seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-04-18 and ended on 2023-05-06, lasting 18 days.
The next season (e.g.,growing) took exactly 68 days for the vegetation to grow. It started started on 2023-05-07 and ended on 2023-07-14.
Towards the yield formation phase, the crop took 64 days to mature. The period of this season is from 2023-07-15 to 2023-09-17, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 49.8 mm, 129.0 mm, 216.4 mm.
But, The total rainfall was 395.2 mm during the entire period, which went from 2023-04-18 to 2023-09-17 (eaxctly 150 days )).
Here is my question: How much nitrogen was lost due to leaching during the cropping season? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 482", "planting_date": "2023-04-18", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-04-18", 49.735], ["2023-04-25", 54.88]], "question_statement": "How much nitrogen was lost due to leaching during the cropping season?"} | How much nitrogen was lost due to leaching during the cropping season? | The N leached during season (kg [N]/ha) is 0. Here is more definition: the total amount of nitrogen, measured in kilograms per hectare, that moves beyond the root zone into deeper soil layers or groundwater during a crop's growing season. This leaching typically occurs when rainfall or irrigation exceeds the soil's water-holding capacity, causing soluble nitrogen compounds, such as nitrates, to be carried downward. | 0 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 18940, "Yield at harvest maturity (kg [dm]/ha)": 9324, "Harvested yield (kg [dm]/ha)": 9324, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 12916, "Unit wt at maturity (g [dm]/unit)": 0.2717, "Number at maturity (no/m2)": 3432, "Number at maturity (no/unit)": 256.3, "Harvest index at maturity": 0.492, "Leaf area index, maximum": 2.6}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 571, "Total season evapotranspiration, simulation-harvest (mm)": 574, "Total season transpiration (mm)": 314, "Total season soil evaporation (mm)": 260, "Season surface runoff (mm)": 39, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 196}, "Nitrogen": {"N applications (no)": 2, "Inorganic N applied (kg [N]/ha)": 103, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 131, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 36, "Tops N at maturity (kg/ha)": 111, "Grain N at maturity (kg/ha)": 78, "N2OEM": 0.086}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16605, "Organic soil N at maturity (kg/ha)": 16605, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270012, "Organic soil C at maturity (kg/ha)": 270012, "CO2EM": 1052, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 33.4, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 33.3, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 60.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 16.4, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 16.4, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 29.7, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 183.9, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 144.6, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 90.5, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 71.2}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 181, "Avg maximum air temperature (\u00b0C)": 24.2, "Avg minimum air temperature (\u00b0C)": 11.8, "Average solar radiation (MJ/m2/d), planting - harvest": 31.5, "Average daylength (hr/d), planting to harvest": 13.8, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 567.7, "Total evapotranspiration, planting to harvest (mm)": 568.4, "Total soil evaporation, planting to harvest (mm)": 254.8, "Total transpiration, planting to harvest (mm)": 313.8}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-17", "Planting date": "2023-04-18", "Emergence date": "2023-05-07", "Anthesis date": "2023-07-21", "Physiological maturity date": "2023-10-16", "Harvest date": "2023-10-16", "HYEAR": "2023", "Crop establishment start": "2023-04-18", "Crop establishment end": "2023-05-06", "Crop establishment duration": "18 days", "Vegetative growth start": "2023-05-07", "Vegetative growth end": "2023-07-20", "Vegetative growth duration": "74 days", "Yield formation start": "2023-07-21", "Yield formation end": "2023-10-15", "Yield formation duration": "86 days", "Entire period start": "2023-04-18", "Entire period end": "2023-10-16", "Entire period duration": "181 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-04-18", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-04-18", "ending_date": "2023-05-06", "number_days": 18, "precipitation": {"value": 49.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-07", "ending_date": "2023-07-14", "number_days": 68, "precipitation": {"value": 129.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-15", "ending_date": "2023-09-17", "number_days": 64, "precipitation": {"value": 216.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-04-18", "ending_date": "2023-09-17", "number_days": 150, "precipitation": {"value": 395.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | temperature_is_missing_everywhere_in_weather_event |
00001_dpe04r3r_maize_wth_17_query_7_qa.json | amount_of_nitrogen_inorganic_at_maturity | true |
00001_dpe04r3r_maize, is a farm located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 240 meters above ground.
I started planting maize on 2023-04-09. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, during the 153 days of the entire period (2023-04-09 - 2023-09-11),
the Tmin, Tmax, and Tmean were respectively 11.84 C, 24.83 C, 18.34 C.
For the breakdown however, the daily Tmin, Tmax, and Tmean were averaged across 20 days (for planting); 68 days (for growing); and 65 days (for harvesting). The results are as follows:
- 15.28 C, 27.06 C, 21.17 C - During the 2023-07-08 - 2023-09-11's harvesting season, (yield formation phase).
- 10.82 C, 24.9 C, 17.86 C - During the 2023-04-30 - 2023-07-07's growing season, (vegetative growth phase).
- 4.4 C, 17.58 C, 10.99 C - During the 2023-04-09 - 2023-04-29's planting season, (when the crop is established).
However, precipitation data was not recorded during these periods.
Here is my question: How much inorganic nitrogen would remain present in the soil by the time the crop matures? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582 KBS", "planting_date": "2023-04-09", "is_irrigation_applied": "yes", "irrigation_application": [["2023-04-09", 16.71], ["2023-04-16", 18.56], ["2023-04-23", 18.97]], "nitrogen_fertilizer_application": [], "question_statement": "How much inorganic nitrogen would remain present in the soil by the time the crop matures?"} | How much inorganic nitrogen would remain present in the soil by the time the crop matures? | The Inorganic N at maturity (kg [N]/ha) is -99. Here is more definition: the amount of inorganic nitrogen present in the soil, measured in kilograms per hectare, when the crop reaches full maturity. Inorganic nitrogen includes forms such as nitrate and ammonium. For example, if a farmer needs to understand next season's N application, this information will be helpful to him. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 14170, "Yield at harvest maturity (kg [dm]/ha)": 5988, "Harvested yield (kg [dm]/ha)": 5988, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 7388, "Unit wt at maturity (g [dm]/unit)": 0.3395, "Number at maturity (no/m2)": 1764, "Number at maturity (no/unit)": 162.5, "Harvest index at maturity": 0.423, "Leaf area index, maximum": 1.5}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 52, "Total season precipitation (mm), simulation - harvest": 349, "Total season evapotranspiration, simulation-harvest (mm)": 529, "Total season transpiration (mm)": 285, "Total season soil evaporation (mm)": 244, "Season surface runoff (mm)": 16, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 93}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 269666, "Organic soil C at maturity (kg/ha)": 269666, "CO2EM": 1013, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 40.8, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 27.3, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 49.6, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 272.5, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 17.2, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 11.5, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 21.0, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 115.2}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 137, "Avg maximum air temperature (\u00b0C)": 24.6, "Avg minimum air temperature (\u00b0C)": 11.5, "Average solar radiation (MJ/m2/d), planting - harvest": 33.9, "Average daylength (hr/d), planting to harvest": 14.4, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 347.4, "Total evapotranspiration, planting to harvest (mm)": 519.1, "Total soil evaporation, planting to harvest (mm)": 236.6, "Total transpiration, planting to harvest (mm)": 285.4}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-08", "Planting date": "2023-04-09", "Emergence date": "2023-04-16", "Anthesis date": "2023-07-01", "Physiological maturity date": "2023-08-24", "Harvest date": "2023-08-24", "HYEAR": "2023", "Crop establishment start": "2023-04-09", "Crop establishment end": "2023-04-15", "Crop establishment duration": "6 days", "Vegetative growth start": "2023-04-16", "Vegetative growth end": "2023-06-30", "Vegetative growth duration": "75 days", "Yield formation start": "2023-07-01", "Yield formation end": "2023-08-23", "Yield formation duration": "53 days", "Entire period start": "2023-04-09", "Entire period end": "2023-08-24", "Entire period duration": "137 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-04-09", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-04-09", "ending_date": "2023-04-29", "number_days": 20, "precipitation": {"value": 29.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-04-30", "ending_date": "2023-07-07", "number_days": 68, "precipitation": {"value": 104.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-08", "ending_date": "2023-09-11", "number_days": 65, "precipitation": {"value": 256.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-04-09", "ending_date": "2023-09-11", "number_days": 153, "precipitation": {"value": 390.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | precipitation_is_missing_everywhere_in_weather_event |
00001_dpe04r3r_maize_wth_18_query_8_qa.json | amount_of_n2o_gas_emissions_during_season | true |
You can locate my "00001_dpe04r3r_maize" farm at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 240 m). The main crop grown there is maize (acorn squash, purple corn, flint corn, sweet corn).
Planting always starts on 2023-04-07 every year.
Here is my question: How much Nitrous oxide would be emitted by the end of the cropping season? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582 KBS", "planting_date": "2023-04-07", "is_irrigation_applied": "yes", "irrigation_application": [["2023-04-07", 18.55], ["2023-04-14", 13.68]], "nitrogen_fertilizer_application": [], "question_statement": "How much Nitrous oxide would be emitted by the end of the cropping season?"} | How much Nitrous oxide would be emitted by the end of the cropping season? | The N2OEM is -99. Here is more definition: N2OEM the amount of nitrogen oxide gas emissions during the season. This gas is responsible for global warming. For example, if a farmer is concerned about the environment, they might ask how much was lost due to N2O gas emissions during the season. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 12446, "Yield at harvest maturity (kg [dm]/ha)": 5677, "Harvested yield (kg [dm]/ha)": 5677, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 6965, "Unit wt at maturity (g [dm]/unit)": 0.3426, "Number at maturity (no/m2)": 1657, "Number at maturity (no/unit)": 155.8, "Harvest index at maturity": 0.456, "Leaf area index, maximum": 1.0}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 31, "Total season precipitation (mm), simulation - harvest": 349, "Total season evapotranspiration, simulation-harvest (mm)": 488, "Total season transpiration (mm)": 222, "Total season soil evaporation (mm)": 266, "Season surface runoff (mm)": 17, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 112}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 269647, "Organic soil C at maturity (kg/ha)": 269647, "CO2EM": 1032, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 35.8, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 26.0, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 56.1, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 401.5, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 16.3, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 11.9, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 25.6, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 183.1}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 139, "Avg maximum air temperature (\u00b0C)": 24.5, "Avg minimum air temperature (\u00b0C)": 11.3, "Average solar radiation (MJ/m2/d), planting - harvest": 34.0, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 347.4, "Total evapotranspiration, planting to harvest (mm)": 478.3, "Total soil evaporation, planting to harvest (mm)": 259.6, "Total transpiration, planting to harvest (mm)": 222.0}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-06", "Planting date": "2023-04-07", "Emergence date": "2023-04-15", "Anthesis date": "2023-06-30", "Physiological maturity date": "2023-08-24", "Harvest date": "2023-08-24", "HYEAR": "2023", "Crop establishment start": "2023-04-07", "Crop establishment end": "2023-04-14", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-04-15", "Vegetative growth end": "2023-06-29", "Vegetative growth duration": "75 days", "Yield formation start": "2023-06-30", "Yield formation end": "2023-08-23", "Yield formation duration": "54 days", "Entire period start": "2023-04-07", "Entire period end": "2023-08-24", "Entire period duration": "139 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-04-07", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | each_phase_sequence_is_missing |
00001_dpe04r3r_maize_wth_19_query_9_qa.json | number_of_phosphorus_applications | true |
00001_dpe04r3r_maize is a farm located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 240 meters above ground.
I started planting maize on 2023-05-12. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, the entire period (2023-05-12 - 2023-10-10),
the total rainfall was 470.7 mm.
And the Tmin, Tmax, and Tmean were respectively 13.13 C, 25.78 C, 19.46 C.
For the breakdown, however, the daily weather records were averaged across the planting, growing), and harvesting seasons. The results are as follows:
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 13.03 C, 24.42 C, 18.73 C
- Precipitation (total): 237.7 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 14.63 C, 27.41 C, 21.02 C
- Precipitation (total): 226.9 mm
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 8.65 C, 24.77 C, 16.71 C
- Precipitation (total): 6.1 mm
Here is my question: How many times would I need to apply potassium-fertilizer by the end of the cropping season? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582 KBS", "planting_date": "2023-05-12", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-05-12", 56.017], ["2023-05-19", 47.503], ["2023-05-26", 51.056]], "question_statement": "How many times would I need to apply potassium-fertilizer by the end of the cropping season?"} | How many times would I need to apply potassium-fertilizer by the end of the cropping season? | The Number of P applications (no) is -99. Here is more definition: the total count of phosphorus fertilizer applications made to a crop during its growing season. Phosphorus is a primary nutrient supporting root development and plant energy transfer. Accurately tracking the number of phosphorus applications is essential for evaluating nutrient management practices and their impact on crop performance. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 19261, "Yield at harvest maturity (kg [dm]/ha)": 8771, "Harvested yield (kg [dm]/ha)": 8771, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 11470, "Unit wt at maturity (g [dm]/unit)": 0.3146, "Number at maturity (no/m2)": 2788, "Number at maturity (no/unit)": 222.7, "Harvest index at maturity": 0.455, "Leaf area index, maximum": 2.8}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 322, "Total season evapotranspiration, simulation-harvest (mm)": 425, "Total season transpiration (mm)": 318, "Total season soil evaporation (mm)": 107, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 120}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 154, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 178, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 29, "Tops N at maturity (kg/ha)": 156, "Grain N at maturity (kg/ha)": 105, "N2OEM": 0.095}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16613, "Organic soil N at maturity (kg/ha)": 16613, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270118, "Organic soil C at maturity (kg/ha)": 270118, "CO2EM": 814, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 59.7, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 46.5, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 60.6, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 27.2, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 21.2, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 27.6, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 125.1, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 108.2, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 57.0, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 49.3}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 126, "Avg maximum air temperature (\u00b0C)": 26.6, "Avg minimum air temperature (\u00b0C)": 13.6, "Average solar radiation (MJ/m2/d), planting - harvest": 33.6, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 322.5, "Total evapotranspiration, planting to harvest (mm)": 414.3, "Total soil evaporation, planting to harvest (mm)": 99.7, "Total transpiration, planting to harvest (mm)": 317.8}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-11", "Planting date": "2023-05-12", "Emergence date": "2023-05-21", "Anthesis date": "2023-07-19", "Physiological maturity date": "2023-09-15", "Harvest date": "2023-09-15", "HYEAR": "2023", "Crop establishment start": "2023-05-12", "Crop establishment end": "2023-05-20", "Crop establishment duration": "8 days", "Vegetative growth start": "2023-05-21", "Vegetative growth end": "2023-07-18", "Vegetative growth duration": "58 days", "Yield formation start": "2023-07-19", "Yield formation end": "2023-09-14", "Yield formation duration": "57 days", "Entire period start": "2023-05-12", "Entire period end": "2023-09-15", "Entire period duration": "126 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-05-12", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 6.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.65, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.77, "unit": "C", "type": "average"}, "temperature_mean": {"value": 16.71, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 226.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.63, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.41, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.02, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 237.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.03, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.42, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.73, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 470.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.13, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.78, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.46, "unit": "C", "type": "average"}}} | date_details_are_missing_everywhere_in_weather_event |
00001_dpe04r3r_maize_wth_1_query_1_qa.json | tops_weight_at_maturity | true |
My maize farm, "00001_dpe04r3r_maize" is located at N 42 deg 13'42.85", W 85 deg 40'49.73", about 240 meters above ground. This year I started planting around 2023-04-01.
I noticed a few things about the three crop seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-04-01 and ended on 2023-04-21, lasting 20 days.
The next season (e.g.,growing) took exactly 64 days for the vegetation to grow. It started started on 2023-04-22 and ended on 2023-06-25.
Towards the yield formation phase, the crop took 60 days to mature. The period of this season is from 2023-06-26 to 2023-08-25, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 76.9 mm, 74.6 mm, 256.7 mm.
As for the temperature (in centigrade), the averaged minimum temperature values were 4.58, 8.65, and 15.98.
In contrast, the averaged maximum temperature values were 18.14, 22.78, and 27.59.
But I care more about the mean temperature values, which were 11.36, 15.72, and 21.78 respectively.
Here is my question: What would be my above-ground biomass production per unit area? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-04-01", "is_irrigation_applied": "yes", "irrigation_application": [["2023-04-01", 20.12], ["2023-04-08", 16.48], ["2023-04-15", 16.49]], "nitrogen_fertilizer_application": [], "question_statement": "What would be my above-ground biomass production per unit area?"} | What would be my above-ground biomass production per unit area? | The Tops weight at maturity (kg [dm]/ha) is 11417. Here is more definition: the above-ground biomass (except roots) in dry weight, in kilograms of dry matter per hectare. Monitoring this metric helps farmers assess their crops' growth and health, providing insights into biomass production and potential yield. | 11417 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 11417, "Yield at harvest maturity (kg [dm]/ha)": 4682, "Harvested yield (kg [dm]/ha)": 4682, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 5709, "Unit wt at maturity (g [dm]/unit)": 0.3448, "Number at maturity (no/m2)": 1358, "Number at maturity (no/unit)": 136.3, "Harvest index at maturity": 0.41, "Leaf area index, maximum": 2.0}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 52, "Total season precipitation (mm), simulation - harvest": 444, "Total season evapotranspiration, simulation-harvest (mm)": 556, "Total season transpiration (mm)": 239, "Total season soil evaporation (mm)": 317, "Season surface runoff (mm)": 29, "Season water drainage (mm)": 13, "Extractable water at maturity (mm)": 135}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 269647, "Organic soil C at maturity (kg/ha)": 269647, "CO2EM": 1033, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 28.1, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 20.9, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 47.8, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 219.5, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 11.5, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 8.6, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 19.6, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 90.0}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 145, "Avg maximum air temperature (\u00b0C)": 24.0, "Avg minimum air temperature (\u00b0C)": 11.0, "Average solar radiation (MJ/m2/d), planting - harvest": 33.8, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 406.6, "Total evapotranspiration, planting to harvest (mm)": 545.9, "Total soil evaporation, planting to harvest (mm)": 310.2, "Total transpiration, planting to harvest (mm)": 238.9}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-03-31", "Planting date": "2023-04-01", "Emergence date": "2023-04-13", "Anthesis date": "2023-07-01", "Physiological maturity date": "2023-08-24", "Harvest date": "2023-08-24", "HYEAR": "2023", "Crop establishment start": "2023-04-01", "Crop establishment end": "2023-04-12", "Crop establishment duration": "11 days", "Vegetative growth start": "2023-04-13", "Vegetative growth end": "2023-06-30", "Vegetative growth duration": "78 days", "Yield formation start": "2023-07-01", "Yield formation end": "2023-08-23", "Yield formation duration": "53 days", "Entire period start": "2023-04-01", "Entire period end": "2023-08-24", "Entire period duration": "145 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-04-01", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-04-01", "ending_date": "2023-04-21", "number_days": 20, "precipitation": {"value": 76.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 4.58, "unit": "C", "type": "average"}, "temperature_max": {"value": 18.14, "unit": "C", "type": "average"}, "temperature_mean": {"value": 11.36, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-04-22", "ending_date": "2023-06-25", "number_days": 64, "precipitation": {"value": 74.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.65, "unit": "C", "type": "average"}, "temperature_max": {"value": 22.78, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.72, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-06-26", "ending_date": "2023-08-25", "number_days": 60, "precipitation": {"value": 256.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.98, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.59, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.78, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | entire_period_is_missing_from_weather_event |
00001_dpe04r3r_maize_wth_20_query_10_qa.json | amount_of_inorganic_phosphorus_applied | false |
Here is a breakdown of the weather conditions on my farm.
To summarize, during the 143 days of the entire period (2023-04-05 - 2023-08-28),
the total rainfall was 387.2 mm.
And the Tmin, Tmax, and Tmean were respectively 11.4 C, 24.44 C, 17.92 C.
For the breakdown however, the daily weather records were averaged across 15 days (for planting); 68 days (for growing); and 60 days (for harvesting). The results are as follows:
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 5.04 C, 19.46 C, 12.25 C
- Precipitation (total): 54.5 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 8.84 C, 22.73 C, 15.78 C
- Precipitation (total): 84.4 mm
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 15.97 C, 27.67 C, 21.82 C
- Precipitation (total): 248.3 mm
Here is my question: What would be the required amount of phosphorus-fertilizer to apply during the growing season? | {"farm_name": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "crop_name": "-99", "crop_variety": "-99", "planting_date": "2023-04-05", "is_irrigation_applied": "yes", "irrigation_application": [["2023-04-05", 13.32], ["2023-04-12", 19.93]], "nitrogen_fertilizer_application": [], "question_statement": "What would be the required amount of phosphorus-fertilizer to apply during the growing season? "} | What would be the required amount of phosphorus-fertilizer to apply during the growing season? | The answer is impossible to determine for the Inorganic P applied (kg/ha) because the most basic farm information is missing in the weather event. | impossible | {"simulation_results": "impossible"} | {"farm_name": "-99", "crop": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "focus": "weather", "planting_date": "2023-04-05", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-04-05", "ending_date": "2023-04-20", "number_days": 15, "precipitation": {"value": 54.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": 5.04, "unit": "C", "type": "average"}, "temperature_max": {"value": 19.46, "unit": "C", "type": "average"}, "temperature_mean": {"value": 12.25, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-04-21", "ending_date": "2023-06-28", "number_days": 68, "precipitation": {"value": 84.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.84, "unit": "C", "type": "average"}, "temperature_max": {"value": 22.73, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.78, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-06-29", "ending_date": "2023-08-28", "number_days": 60, "precipitation": {"value": 248.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.97, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.67, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.82, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-04-05", "ending_date": "2023-08-28", "number_days": 143, "precipitation": {"value": 387.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 11.4, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.44, "unit": "C", "type": "average"}, "temperature_mean": {"value": 17.92, "unit": "C", "type": "average"}}} | most_basic_farm_information_is_missing_in_weather_event |
00001_dpe04r3r_maize_wth_2_query_2_qa.json | yield_at_harvest_maturity | true |
Yeah, that is the satellite imagery of my farm (codified "00001_dpe04r3r_maize") right there. From this altitude, I will say it is about 240 meters above aground.
Unfortunately, I forgot to record the weather data earlier on. But I can tell you about what I remember of the growing and harvesting seasons.
Looking at my log (where the temperature units are in centigrade and the precipitation in millimeters), I see that the total rainfall was 81.0,
and the min, max and mean temperature were respectively 8.93, 22.91, and 15.92
during the growing season (aka vegetative growth phase). Similarly, the total rainfall was 252.2, and those same three temperature values were
15.63, 27.52, and 21.58 during the harvesting season (aka yield formation phase).
Oh, I forgot to mention that my farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73". I grow several kinds of maize, anything from acorn squash, purple corn, flint corn, sweet corn.
Furthermore, The growing season started on 2023-04-23 and ended on 2023-06-27, lasting 65 days.
But the harvesting season lasted about 64 days (from 2023-06-28 to 2023-08-31).
Here is my question: What would be my crop yield at maturity? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-04-06", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-04-06", 51.13], ["2023-04-13", 57.052]], "question_statement": "What would be my crop yield at maturity?"} | What would be my crop yield at maturity? | The Yield at harvest maturity (kg [dm]/ha) is 5050. Here is more definition: the total weight of a crop harvested per hectare, in kilograms of dry matter. It represents the portion of the crop that remains after all water content has been removed, providing a consistent basis for comparing yields across different conditions. | 5050 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 11185, "Yield at harvest maturity (kg [dm]/ha)": 5050, "Harvested yield (kg [dm]/ha)": 5050, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 6318, "Unit wt at maturity (g [dm]/unit)": 0.3172, "Number at maturity (no/m2)": 1592, "Number at maturity (no/unit)": 151.6, "Harvest index at maturity": 0.451, "Leaf area index, maximum": 1.1}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 387, "Total season evapotranspiration, simulation-harvest (mm)": 469, "Total season transpiration (mm)": 225, "Total season soil evaporation (mm)": 244, "Season surface runoff (mm)": 22, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 134}, "Nitrogen": {"N applications (no)": 2, "Inorganic N applied (kg [N]/ha)": 108, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 131, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 28, "Tops N at maturity (kg/ha)": 105, "Grain N at maturity (kg/ha)": 65, "N2OEM": 0.076}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16617, "Organic soil N at maturity (kg/ha)": 16617, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270164, "Organic soil C at maturity (kg/ha)": 270164, "CO2EM": 860, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 32.0, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 24.3, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 49.6, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 14.5, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 11.0, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 22.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 103.6, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 85.4, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 46.8, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 38.5}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 142, "Avg maximum air temperature (\u00b0C)": 24.4, "Avg minimum air temperature (\u00b0C)": 11.4, "Average solar radiation (MJ/m2/d), planting - harvest": 33.8, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 349.0, "Total evapotranspiration, planting to harvest (mm)": 460.1, "Total soil evaporation, planting to harvest (mm)": 236.1, "Total transpiration, planting to harvest (mm)": 225.4}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-05", "Planting date": "2023-04-06", "Emergence date": "2023-04-14", "Anthesis date": "2023-07-03", "Physiological maturity date": "2023-08-26", "Harvest date": "2023-08-26", "HYEAR": "2023", "Crop establishment start": "2023-04-06", "Crop establishment end": "2023-04-13", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-04-14", "Vegetative growth end": "2023-07-02", "Vegetative growth duration": "79 days", "Yield formation start": "2023-07-03", "Yield formation end": "2023-08-25", "Yield formation duration": "53 days", "Entire period start": "2023-04-06", "Entire period end": "2023-08-26", "Entire period duration": "142 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-04-06", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-04-23", "ending_date": "2023-06-27", "number_days": 65, "precipitation": {"value": 81.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.93, "unit": "C", "type": "average"}, "temperature_max": {"value": 22.91, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.92, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-06-28", "ending_date": "2023-08-31", "number_days": 64, "precipitation": {"value": 252.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.63, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.52, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.58, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | crop_establishment_phase_is_missing_from_weather_event |
00001_dpe04r3r_maize_wth_3_query_3_qa.json | harvested_yield_kg_dm | true |
I'm sorry, but I forgot to record the weather data for the first two phases of the crop season. But I can tell you about the final phase, which is the yield formation phase, which signals the harvesting season.
The total rainfall was 234.8, and the min, max and mean temperature were respectively 13.42, 25.0, and 19.21.
I also remember that the season started on 2023-08-08 and ended on 2023-10-07, lasting 60 days.
My "00001_dpe04r3r_maize" farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 240 m). I mainly grow maize, anything from organic and non-GMO. Planting started around 2023-05-17.
Here is my question: How much yield would I be able to harvest by a certain harvest date? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 482", "planting_date": "2023-05-17", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-17", 17.81], ["2023-05-24", 15.8]], "nitrogen_fertilizer_application": [["2023-05-17", 57.151], ["2023-05-24", 60.626]], "question_statement": "How much yield would I be able to harvest by a certain harvest date?"} | How much yield would I be able to harvest by a certain harvest date? | The Harvested yield (kg [dm]/ha) is 9116. Here is more definition: the total weight of a crop harvested per hectare, in kilograms of dry matter (dm). It represents the portion of the crop that remains after all water content has been removed, providing a consistent basis for comparing yields across different conditions. | 9116 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 20521, "Yield at harvest maturity (kg [dm]/ha)": 9116, "Harvested yield (kg [dm]/ha)": 9116, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 12329, "Unit wt at maturity (g [dm]/unit)": 0.321, "Number at maturity (no/m2)": 2840, "Number at maturity (no/unit)": 215.9, "Harvest index at maturity": 0.444, "Leaf area index, maximum": 3.5}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 32, "Total season precipitation (mm), simulation - harvest": 563, "Total season evapotranspiration, simulation-harvest (mm)": 602, "Total season transpiration (mm)": 349, "Total season soil evaporation (mm)": 253, "Season surface runoff (mm)": 37, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 193}, "Nitrogen": {"N applications (no)": 2, "Inorganic N applied (kg [N]/ha)": 117, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 144, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 35, "Tops N at maturity (kg/ha)": 120, "Grain N at maturity (kg/ha)": 74, "N2OEM": 0.089}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16608, "Organic soil N at maturity (kg/ha)": 16608, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270151, "Organic soil C at maturity (kg/ha)": 270151, "CO2EM": 1084, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 36.4, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 34.5, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 58.8, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 641.3, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 16.2, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 15.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 26.1, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 284.9}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 175.4, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 142.5, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 77.9, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 63.3}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 174, "Avg maximum air temperature (\u00b0C)": 24.0, "Avg minimum air temperature (\u00b0C)": 12.0, "Average solar radiation (MJ/m2/d), planting - harvest": 29.8, "Average daylength (hr/d), planting to harvest": 13.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 563.4, "Total evapotranspiration, planting to harvest (mm)": 594.5, "Total soil evaporation, planting to harvest (mm)": 245.6, "Total transpiration, planting to harvest (mm)": 348.9}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-16", "Planting date": "2023-05-17", "Emergence date": "2023-05-25", "Anthesis date": "2023-07-27", "Physiological maturity date": "2023-11-07", "Harvest date": "2023-11-07", "HYEAR": "2023", "Crop establishment start": "2023-05-17", "Crop establishment end": "2023-05-24", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-05-25", "Vegetative growth end": "2023-07-26", "Vegetative growth duration": "62 days", "Yield formation start": "2023-07-27", "Yield formation end": "2023-11-06", "Yield formation duration": "102 days", "Entire period start": "2023-05-17", "Entire period end": "2023-11-07", "Entire period duration": "174 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-05-17", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-08", "ending_date": "2023-10-07", "number_days": 60, "precipitation": {"value": 234.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.42, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.0, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.21, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | first_two_phases_are_missing_from_weather_event |
00001_dpe04r3r_maize_wth_4_query_4_qa.json | harvest_index_at_maturity | true |
My sensors started malfunctioning last year, and I could not repair them when I started planting again this year (2023-05-02).
There are no weather records, so I can tell you about the farm and the crops I grow.
This farm (00001_dpe04r3r_maize) used to belong to my grandparents. Come by at N 42 deg 13'42.85", W 85 deg 40'49.73" (or at elevation ~ 240 m if looking from above).
I mainly grow maize (acorn squash, purple corn, flint corn, sweet corn) and would like to grow Tomatillo, Wax Bean, Red Russian Kale, or Honey Bear Squash next because I heard they are highly profitable.
Here is my question: What would be my harvest index by the time the crop matures? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-05-02", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-02", 16.08], ["2023-05-09", 13.29], ["2023-05-16", 13.75]], "nitrogen_fertilizer_application": [["2023-05-02", 47.269], ["2023-05-09", 59.713], ["2023-05-16", 54.981]], "question_statement": "What would be my harvest index by the time the crop matures?"} | What would be my harvest index by the time the crop matures? | The Harvest index at maturity is 0.485. Here is more definition: the ratio between the harvest's dry weight and the crop biomass's total dry weight (including the harvest). It is the proportion of the above-ground biomass (in the case of cereals) that is found in the grain, i.e., a harvest index of 33 percent, results in a ratio of 2 kg straw:1 kg grain (FAO, 2022) | 0.485 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 20780, "Yield at harvest maturity (kg [dm]/ha)": 10077, "Harvested yield (kg [dm]/ha)": 10077, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 14428, "Unit wt at maturity (g [dm]/unit)": 0.2496, "Number at maturity (no/m2)": 4038, "Number at maturity (no/unit)": 290.7, "Harvest index at maturity": 0.485, "Leaf area index, maximum": 2.8}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 42, "Total season precipitation (mm), simulation - harvest": 359, "Total season evapotranspiration, simulation-harvest (mm)": 520, "Total season transpiration (mm)": 333, "Total season soil evaporation (mm)": 187, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 104}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 160, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 178, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 31, "Tops N at maturity (kg/ha)": 146, "Grain N at maturity (kg/ha)": 111, "N2OEM": 0.096}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16620, "Organic soil N at maturity (kg/ha)": 16620, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270327, "Organic soil C at maturity (kg/ha)": 270327, "CO2EM": 812, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 60.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 40.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 62.4, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 494.8, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 29.5, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 19.6, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 30.2, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 239.9}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 129.9, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 116.7, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 63.0, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 56.6}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 137, "Avg maximum air temperature (\u00b0C)": 26.1, "Avg minimum air temperature (\u00b0C)": 13.0, "Average solar radiation (MJ/m2/d), planting - harvest": 33.7, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 341.4, "Total evapotranspiration, planting to harvest (mm)": 514.9, "Total soil evaporation, planting to harvest (mm)": 184.1, "Total transpiration, planting to harvest (mm)": 333.2}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-01", "Planting date": "2023-05-02", "Emergence date": "2023-05-11", "Anthesis date": "2023-07-19", "Physiological maturity date": "2023-09-16", "Harvest date": "2023-09-16", "HYEAR": "2023", "Crop establishment start": "2023-05-02", "Crop establishment end": "2023-05-10", "Crop establishment duration": "8 days", "Vegetative growth start": "2023-05-11", "Vegetative growth end": "2023-07-18", "Vegetative growth duration": "68 days", "Yield formation start": "2023-07-19", "Yield formation end": "2023-09-15", "Yield formation duration": "58 days", "Entire period start": "2023-05-02", "Entire period end": "2023-09-16", "Entire period duration": "137 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-05-02", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | all_three_phases_are_missing_from_weather_event |
00001_dpe04r3r_maize_wth_5_query_5_qa.json | number_of_irrigation_applications | true |
My "00001_dpe04r3r_maize" farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 240 m). I mainly grow maize.
Planting started around 2023-04-14 this year.
Truthfully, there can be lots of weather information to remember, such as keeping track of weather statistics for each season.
But, some of us just keep track of weather records for the entire period (i.e., from planting to harvesting). That period lasted 150 days (i.e., from 2023-04-14 to 2023-09-13).
The total rainfall was 390.2, and the min, max and mean temperature were respectively 11.97, 24.83, and 18.4.
The units always default to millimeters for precipitation and centigrade for temperature.
Here is my question: What should be the optimum amount of irrigation applications? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-04-14", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What should be the optimum amount of irrigation applications?"} | What should be the optimum amount of irrigation applications? | The Irrigation applications (no) is 0. Here is more definition: the total number of irrigation events applied to a crop during its growing season. It includes all instances where water is supplied to the crop, whether through manual scheduling based on field records or automated systems that trigger irrigation based on specific criteria such as soil moisture levels or evapotranspiration rates. | 0 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 21071, "Yield at harvest maturity (kg [dm]/ha)": 10765, "Harvested yield (kg [dm]/ha)": 10765, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 14920, "Unit wt at maturity (g [dm]/unit)": 0.292, "Number at maturity (no/m2)": 3687, "Number at maturity (no/unit)": 271.9, "Harvest index at maturity": 0.511, "Leaf area index, maximum": 2.0}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 374, "Total season evapotranspiration, simulation-harvest (mm)": 489, "Total season transpiration (mm)": 296, "Total season soil evaporation (mm)": 193, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 108}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 269524, "Organic soil C at maturity (kg/ha)": 269524, "CO2EM": 1156, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 56.5, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 44.1, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 71.1, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 28.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 22.5, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 36.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 146, "Avg maximum air temperature (\u00b0C)": 25.0, "Avg minimum air temperature (\u00b0C)": 12.0, "Average solar radiation (MJ/m2/d), planting - harvest": 33.5, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 373.2, "Total evapotranspiration, planting to harvest (mm)": 478.0, "Total soil evaporation, planting to harvest (mm)": 183.7, "Total transpiration, planting to harvest (mm)": 296.1}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-13", "Planting date": "2023-04-14", "Emergence date": "2023-05-06", "Anthesis date": "2023-07-13", "Physiological maturity date": "2023-09-07", "Harvest date": "2023-09-07", "HYEAR": "2023", "Crop establishment start": "2023-04-14", "Crop establishment end": "2023-05-05", "Crop establishment duration": "21 days", "Vegetative growth start": "2023-05-06", "Vegetative growth end": "2023-07-12", "Vegetative growth duration": "67 days", "Yield formation start": "2023-07-13", "Yield formation end": "2023-09-06", "Yield formation duration": "55 days", "Entire period start": "2023-04-14", "Entire period end": "2023-09-07", "Entire period duration": "146 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-04-14", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-04-14", "ending_date": "2023-09-13", "number_days": 150, "precipitation": {"value": 390.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 11.97, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.83, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.4, "unit": "C", "type": "average"}}} | only_entire_period_is_present_in_weather_event |
00001_dpe04r3r_maize_wth_6_query_6_qa.json | season_applied_irrigation_includes | true |
My farm, named 00001_dpe04r3r_maize, is located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 240 meters above ground.
I started planting maize on the 2023-05-26.
I noticed a few things about the three seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-05-26 and ended on 2023-06-11, lasting 16 days.
The next season (e.g.,growing) took exactly 64 days for the vegetation to grow. It started started on 2023-06-12 and ended on 2023-08-15.
Towards the yield formation phase, the crop took 62 days to mature. The period of this season is from 2023-08-16 to 2023-10-17, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 2.4 mm, 257.4 mm, 246.0 mm.
But, The total rainfall was 505.8 mm during the entire period, which went from 2023-05-26 to 2023-10-17 (eaxctly 142 days )).
Here is my question: What would be my total irrigation requirement by the end of the season? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-05-26", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-26", 18.11], ["2023-06-02", 16.89], ["2023-06-09", 14.91]], "nitrogen_fertilizer_application": [], "question_statement": "What would be my total irrigation requirement by the end of the season?"} | What would be my total irrigation requirement by the end of the season? | The Season applied irrigation (includes losses) (mm) is 48. Here is more definition: the total volume of water used in a crop field through irrigation over an entire growing season, measured in millimeters. This measurement encompasses all irrigation events and accounts for water losses during application, such as evaporation, runoff, or deep percolation. | 48 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 29281, "Yield at harvest maturity (kg [dm]/ha)": 12279, "Harvested yield (kg [dm]/ha)": 12279, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 17124, "Unit wt at maturity (g [dm]/unit)": 0.3216, "Number at maturity (no/m2)": 3818, "Number at maturity (no/unit)": 279.0, "Harvest index at maturity": 0.419, "Leaf area index, maximum": 5.5}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 48, "Total season precipitation (mm), simulation - harvest": 368, "Total season evapotranspiration, simulation-harvest (mm)": 571, "Total season transpiration (mm)": 448, "Total season soil evaporation (mm)": 123, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 67}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 269495, "Organic soil C at maturity (kg/ha)": 269495, "CO2EM": 1184, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 79.6, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 52.1, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 65.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 610.0, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 33.4, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 21.8, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 27.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 255.8}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 130, "Avg maximum air temperature (\u00b0C)": 26.6, "Avg minimum air temperature (\u00b0C)": 13.9, "Average solar radiation (MJ/m2/d), planting - harvest": 32.0, "Average daylength (hr/d), planting to harvest": 13.9, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 367.7, "Total evapotranspiration, planting to harvest (mm)": 562.0, "Total soil evaporation, planting to harvest (mm)": 115.3, "Total transpiration, planting to harvest (mm)": 448.3}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-25", "Planting date": "2023-05-26", "Emergence date": "2023-06-01", "Anthesis date": "2023-07-31", "Physiological maturity date": "2023-10-03", "Harvest date": "2023-10-03", "HYEAR": "2023", "Crop establishment start": "2023-05-26", "Crop establishment end": "2023-05-31", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-06-01", "Vegetative growth end": "2023-07-30", "Vegetative growth duration": "59 days", "Yield formation start": "2023-07-31", "Yield formation end": "2023-10-02", "Yield formation duration": "63 days", "Entire period start": "2023-05-26", "Entire period end": "2023-10-03", "Entire period duration": "130 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-05-26", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-26", "ending_date": "2023-06-11", "number_days": 16, "precipitation": {"value": 2.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-12", "ending_date": "2023-08-15", "number_days": 64, "precipitation": {"value": 257.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-16", "ending_date": "2023-10-17", "number_days": 62, "precipitation": {"value": 246.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-26", "ending_date": "2023-10-17", "number_days": 142, "precipitation": {"value": 505.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | temperature_is_missing_everywhere_in_weather_event |
00001_dpe04r3r_maize_wth_7_query_7_qa.json | total_season_precipitation_upto_harvest | true |
00001_dpe04r3r_maize, is a farm located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 240 meters above ground.
I started planting maize on 2023-05-05. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, during the 146 days of the entire period (2023-05-05 - 2023-09-30),
the Tmin, Tmax, and Tmean were respectively 13.14 C, 26.03 C, 19.58 C.
For the breakdown however, the daily Tmin, Tmax, and Tmean were averaged across 17 days (for planting); 69 days (for growing); and 60 days (for harvesting). The results are as follows:
- 13.89 C, 25.35 C, 19.62 C - During the 2023-08-01 - 2023-09-30's harvesting season, (yield formation phase).
- 13.7 C, 27.49 C, 20.6 C - During the 2023-05-23 - 2023-07-31's growing season, (vegetative growth phase).
- 8.37 C, 22.68 C, 15.52 C - During the 2023-05-05 - 2023-05-22's planting season, (when the crop is established).
However, precipitation data was not recorded during these periods.
Here is my question: What would be the total precipitation amount during the growing season? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 482", "planting_date": "2023-05-05", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What would be the total precipitation amount during the growing season?"} | What would be the total precipitation amount during the growing season? | The Total season precipitation (mm), simulation - harvest is 577. Here is more definition: the cumulative amount of rainfall, measured in millimeters, that a crop receives from the start of the simulation period until the harvest date. This metric is crucial for understanding the water availability during the crop's growth cycle, significantly influencing crop development and yield outcomes. | 577 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 35201, "Yield at harvest maturity (kg [dm]/ha)": 20009, "Harvested yield (kg [dm]/ha)": 20009, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 25539, "Unit wt at maturity (g [dm]/unit)": 0.4177, "Number at maturity (no/m2)": 4790, "Number at maturity (no/unit)": 346.6, "Harvest index at maturity": 0.568, "Leaf area index, maximum": 4.6}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 577, "Total season evapotranspiration, simulation-harvest (mm)": 607, "Total season transpiration (mm)": 455, "Total season soil evaporation (mm)": 152, "Season surface runoff (mm)": 35, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 172}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 269248, "Organic soil C at maturity (kg/ha)": 269248, "CO2EM": 1432, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 61.5, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 58.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 77.4, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 34.9, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 33.4, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 44.0, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 177, "Avg maximum air temperature (\u00b0C)": 24.7, "Avg minimum air temperature (\u00b0C)": 12.3, "Average solar radiation (MJ/m2/d), planting - harvest": 30.8, "Average daylength (hr/d), planting to harvest": 13.5, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 572.8, "Total evapotranspiration, planting to harvest (mm)": 598.8, "Total soil evaporation, planting to harvest (mm)": 144.5, "Total transpiration, planting to harvest (mm)": 455.0}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-04", "Planting date": "2023-05-05", "Emergence date": "2023-05-12", "Anthesis date": "2023-07-23", "Physiological maturity date": "2023-10-29", "Harvest date": "2023-10-29", "HYEAR": "2023", "Crop establishment start": "2023-05-05", "Crop establishment end": "2023-05-11", "Crop establishment duration": "6 days", "Vegetative growth start": "2023-05-12", "Vegetative growth end": "2023-07-22", "Vegetative growth duration": "71 days", "Yield formation start": "2023-07-23", "Yield formation end": "2023-10-28", "Yield formation duration": "97 days", "Entire period start": "2023-05-05", "Entire period end": "2023-10-29", "Entire period duration": "177 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-05-05", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-05", "ending_date": "2023-05-22", "number_days": 17, "precipitation": {"value": 20.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-23", "ending_date": "2023-07-31", "number_days": 69, "precipitation": {"value": 196.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-01", "ending_date": "2023-09-30", "number_days": 60, "precipitation": {"value": 171.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-05", "ending_date": "2023-09-30", "number_days": 146, "precipitation": {"value": 388.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | precipitation_is_missing_everywhere_in_weather_event |
00001_dpe04r3r_maize_wth_8_query_8_qa.json | total_season_evapotranspiration_upto_harvest | true |
You can locate my "00001_dpe04r3r_maize" farm at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 240 m). The main crop grown there is maize (acorn squash, purple corn, flint corn, sweet corn).
Planting always starts on 2023-05-20 every year.
Here is my question: What would be the total evapotranspiration amount during the growing season? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 482", "planting_date": "2023-05-20", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-05-20", 53.216], ["2023-05-27", 53.189], ["2023-06-03", 56.498]], "question_statement": "What would be the total evapotranspiration amount during the growing season?"} | What would be the total evapotranspiration amount during the growing season? | The Total season evapotranspiration, simulation-harvest (mm) is 561. Here is more definition: the cumulative amount of water, measured in millimeters, that is transferred from the soil and crop surfaces to the atmosphere through the combined processes of evaporation and transpiration during the entire growing season from the start of the simulation until harvest. | 561 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 25362, "Yield at harvest maturity (kg [dm]/ha)": 11912, "Harvested yield (kg [dm]/ha)": 11912, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 16725, "Unit wt at maturity (g [dm]/unit)": 0.2415, "Number at maturity (no/m2)": 4933, "Number at maturity (no/unit)": 351.1, "Harvest index at maturity": 0.47, "Leaf area index, maximum": 4.1}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 563, "Total season evapotranspiration, simulation-harvest (mm)": 561, "Total season transpiration (mm)": 368, "Total season soil evaporation (mm)": 193, "Season surface runoff (mm)": 36, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 203}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 162, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 192, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 35, "Tops N at maturity (kg/ha)": 171, "Grain N at maturity (kg/ha)": 123, "N2OEM": 0.111}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16604, "Organic soil N at maturity (kg/ha)": 16604, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270038, "Organic soil C at maturity (kg/ha)": 270038, "CO2EM": 1075, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 45.5, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 45.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 68.9, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 21.4, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 21.5, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 32.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 156.6, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 132.1, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 73.5, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 62.0}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 171, "Avg maximum air temperature (\u00b0C)": 24.1, "Avg minimum air temperature (\u00b0C)": 12.1, "Average solar radiation (MJ/m2/d), planting - harvest": 29.7, "Average daylength (hr/d), planting to harvest": 13.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 557.3, "Total evapotranspiration, planting to harvest (mm)": 553.5, "Total soil evaporation, planting to harvest (mm)": 185.4, "Total transpiration, planting to harvest (mm)": 368.1}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-19", "Planting date": "2023-05-20", "Emergence date": "2023-05-28", "Anthesis date": "2023-08-01", "Physiological maturity date": "2023-11-07", "Harvest date": "2023-11-07", "HYEAR": "2023", "Crop establishment start": "2023-05-20", "Crop establishment end": "2023-05-27", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-05-28", "Vegetative growth end": "2023-07-31", "Vegetative growth duration": "64 days", "Yield formation start": "2023-08-01", "Yield formation end": "2023-11-06", "Yield formation duration": "97 days", "Entire period start": "2023-05-20", "Entire period end": "2023-11-07", "Entire period duration": "171 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-05-20", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | each_phase_sequence_is_missing |
00001_dpe04r3r_maize_wth_9_query_9_qa.json | seasonal_surface_runoff | true |
00001_dpe04r3r_maize is a farm located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 240 meters above ground.
I started planting maize on 2023-04-13. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, the entire period (2023-04-13 - 2023-09-07),
the total rainfall was 374.1 mm.
And the Tmin, Tmax, and Tmean were respectively 12.01 C, 24.99 C, 18.5 C.
For the breakdown, however, the daily weather records were averaged across the planting, growing), and harvesting seasons. The results are as follows:
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 15.54 C, 27.45 C, 21.49 C
- Precipitation (total): 239.8 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 11.5 C, 25.95 C, 18.73 C
- Precipitation (total): 81.4 mm
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 3.75 C, 15.28 C, 9.52 C
- Precipitation (total): 52.9 mm
Here is my question: What will be the amount of water surface runoff by the end of the season? | {"farm_name": "00001_dpe04r3r_maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582 KBS", "planting_date": "2023-04-13", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-04-13", 55.057], ["2023-04-20", 62.364]], "question_statement": "What will be the amount of water surface runoff by the end of the season?"} | What will be the amount of water surface runoff by the end of the season? | The Season surface runoff (mm) is 17. Here is more definition: the total amount of water, measured in millimeters, that flows over the soil surface and exits the field during a crop's growing season. This runoff occurs when rainfall or irrigation exceeds the soil's infiltration capacity, leading to excess water moving across the land. | 17 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 240}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 11086, "Yield at harvest maturity (kg [dm]/ha)": 4658, "Harvested yield (kg [dm]/ha)": 4658, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 5826, "Unit wt at maturity (g [dm]/unit)": 0.3338, "Number at maturity (no/m2)": 1395, "Number at maturity (no/unit)": 138.8, "Harvest index at maturity": 0.42, "Leaf area index, maximum": 0.8}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 353, "Total season evapotranspiration, simulation-harvest (mm)": 441, "Total season transpiration (mm)": 203, "Total season soil evaporation (mm)": 238, "Season surface runoff (mm)": 17, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 132}, "Nitrogen": {"N applications (no)": 2, "Inorganic N applied (kg [N]/ha)": 117, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 143, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 29, "Tops N at maturity (kg/ha)": 126, "Grain N at maturity (kg/ha)": 74, "N2OEM": 0.082}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16609, "Organic soil N at maturity (kg/ha)": 16609, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 269962, "Organic soil C at maturity (kg/ha)": 269962, "CO2EM": 901, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 31.4, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 25.7, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 54.6, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 13.2, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 10.8, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 22.9, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 94.7, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 77.5, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 39.8, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 32.6}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 140, "Avg maximum air temperature (\u00b0C)": 24.8, "Avg minimum air temperature (\u00b0C)": 11.8, "Average solar radiation (MJ/m2/d), planting - harvest": 33.5, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 352.9, "Total evapotranspiration, planting to harvest (mm)": 431.2, "Total soil evaporation, planting to harvest (mm)": 231.0, "Total transpiration, planting to harvest (mm)": 203.0}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-12", "Planting date": "2023-04-13", "Emergence date": "2023-05-04", "Anthesis date": "2023-07-06", "Physiological maturity date": "2023-08-31", "Harvest date": "2023-08-31", "HYEAR": "2023", "Crop establishment start": "2023-04-13", "Crop establishment end": "2023-05-03", "Crop establishment duration": "20 days", "Vegetative growth start": "2023-05-04", "Vegetative growth end": "2023-07-05", "Vegetative growth duration": "62 days", "Yield formation start": "2023-07-06", "Yield formation end": "2023-08-30", "Yield formation duration": "55 days", "Entire period start": "2023-04-13", "Entire period end": "2023-08-31", "Entire period duration": "140 days"}} | {"farm_name": "00001_dpe04r3r_maize", "crop": "maize", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 240, "focus": "weather", "planting_date": "2023-04-13", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 52.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 3.75, "unit": "C", "type": "average"}, "temperature_max": {"value": 15.28, "unit": "C", "type": "average"}, "temperature_mean": {"value": 9.52, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 81.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 11.5, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.95, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.73, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 239.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.54, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.45, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.49, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 374.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.01, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.99, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.5, "unit": "C", "type": "average"}}} | date_details_are_missing_everywhere_in_weather_event |
00002_dpe04r3r_soybean_wth_10_query_10_qa.json | yield_et_productivity | false |
Here is a breakdown of the weather conditions on my farm.
To summarize, during the 147 days of the entire period (2023-06-10 - 2023-11-06),
the total rainfall was 557.3 mm.
And the Tmin, Tmax, and Tmean were respectively 12.46 C, 23.71 C, 18.08 C.
For the breakdown however, the daily weather records were averaged across 16 days (for planting); 66 days (for growing); and 65 days (for harvesting). The results are as follows:
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 13.09 C, 26.15 C, 19.62 C
- Precipitation (total): 26.9 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 15.5 C, 27.41 C, 21.46 C
- Precipitation (total): 252.2 mm
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 9.2 C, 19.33 C, 14.26 C
- Precipitation (total): 278.2 mm
Here is my question: What would be the crop water productivity by the end of the cropping season? | {"farm_name": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "crop_name": "-99", "crop_variety": "-99", "planting_date": "2023-06-10", "is_irrigation_applied": "yes", "irrigation_application": [["2023-06-10", 20.12], ["2023-06-17", 16.48], ["2023-06-24", 16.49]], "nitrogen_fertilizer_application": [["2023-06-10", 0.0], ["2023-06-17", 0.0], ["2023-06-24", 0.0]], "question_statement": "What would be the crop water productivity by the end of the cropping season?"} | What would be the crop water productivity by the end of the cropping season? | The answer is impossible to determine for the Yield-ET productivity (kg[yield]/ha/mm[ET]) because the most basic farm information is missing in the weather event. | impossible | {"simulation_results": "impossible"} | {"farm_name": "-99", "crop": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "focus": "weather", "planting_date": "2023-06-10", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-06-10", "ending_date": "2023-06-26", "number_days": 16, "precipitation": {"value": 26.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.09, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.15, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.62, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-27", "ending_date": "2023-09-01", "number_days": 66, "precipitation": {"value": 252.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.5, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.41, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.46, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-09-02", "ending_date": "2023-11-06", "number_days": 65, "precipitation": {"value": 278.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 9.2, "unit": "C", "type": "average"}, "temperature_max": {"value": 19.33, "unit": "C", "type": "average"}, "temperature_mean": {"value": 14.26, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-06-10", "ending_date": "2023-11-06", "number_days": 147, "precipitation": {"value": 557.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.46, "unit": "C", "type": "average"}, "temperature_max": {"value": 23.71, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.08, "unit": "C", "type": "average"}}} | most_basic_farm_information_is_missing_in_weather_event |
00002_dpe04r3r_soybean_wth_11_query_1_qa.json | yield_irrigation_productivity | true |
My soybean farm, "00002_dpe04r3r_soybean" is located at N 42 deg 13'42.85", W 85 deg 40'49.73", about 204 meters above ground. This year I started planting around 2023-06-03.
I noticed a few things about the three crop seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-06-03 and ended on 2023-06-23, lasting 20 days.
The next season (e.g.,growing) took exactly 70 days for the vegetation to grow. It started started on 2023-06-24 and ended on 2023-09-02.
Towards the yield formation phase, the crop took 60 days to mature. The period of this season is from 2023-09-03 to 2023-11-02, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 8.5 mm, 270.6 mm, 278.2 mm.
As for the temperature (in centigrade), the averaged minimum temperature values were 11.68, 15.5, and 9.54.
In contrast, the averaged maximum temperature values were 26.19, 27.42, and 19.43.
But I care more about the mean temperature values, which were 18.94, 21.46, and 14.48 respectively.
Here is my question: How much yield can I produce per unit of irrigated area? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-03", "is_irrigation_applied": "yes", "irrigation_application": [["2023-06-03", 13.31], ["2023-06-10", 17.74]], "nitrogen_fertilizer_application": [], "question_statement": "How much yield can I produce per unit of irrigated area?"} | How much yield can I produce per unit of irrigated area? | The Yield-irrigation productivity (kg[yield]/ha/mm[irrig]) is 74.1. Here is more definition: measures the efficiency with which applied irrigation water contributes to crop yield. It indicates the amount or yield of the crop in kilogram produced per hectare for each millimeter of irrigation water supplied during the growing season. It can help provide insights into how much yield can be produced per unit of applied irrigation. | 74.1 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5486, "Yield at harvest maturity (kg [dm]/ha)": 2223, "Harvested yield (kg [dm]/ha)": 2223, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3924, "Unit wt at maturity (g [dm]/unit)": 0.0758, "Number at maturity (no/m2)": 2934, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.405, "Leaf area index, maximum": 4.7}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 30, "Total season precipitation (mm), simulation - harvest": 335, "Total season evapotranspiration, simulation-harvest (mm)": 462, "Total season transpiration (mm)": 278, "Total season soil evaporation (mm)": 184, "Season surface runoff (mm)": 18, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 123}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 190, "Grain N at maturity (kg/ha)": 143, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271850, "Organic soil C at maturity (kg/ha)": 270367, "CO2EM": 827, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.4, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 12.0, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 19.7, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 182.9, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 6.6, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 4.9, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 8.0, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 74.1}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 111, "Avg maximum air temperature (\u00b0C)": 26.6, "Avg minimum air temperature (\u00b0C)": 14.3, "Average solar radiation (MJ/m2/d), planting - harvest": 31.9, "Average daylength (hr/d), planting to harvest": 14.1, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 334.9, "Total evapotranspiration, planting to harvest (mm)": 455.3, "Total soil evaporation, planting to harvest (mm)": 177.2, "Total transpiration, planting to harvest (mm)": 278.2}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-02", "Planting date": "2023-06-03", "Emergence date": "2023-06-09", "Anthesis date": "2023-07-19", "Physiological maturity date": "2023-09-09", "Harvest date": "2023-09-21", "HYEAR": "2023", "Crop establishment start": "2023-06-03", "Crop establishment end": "2023-06-08", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-06-09", "Vegetative growth end": "2023-07-18", "Vegetative growth duration": "39 days", "Yield formation start": "2023-07-19", "Yield formation end": "2023-09-08", "Yield formation duration": "51 days", "Entire period start": "2023-06-03", "Entire period end": "2023-09-09", "Entire period duration": "98 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-06-03", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-06-03", "ending_date": "2023-06-23", "number_days": 20, "precipitation": {"value": 8.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": 11.68, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.19, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.94, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-24", "ending_date": "2023-09-02", "number_days": 70, "precipitation": {"value": 270.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.5, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.42, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.46, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-09-03", "ending_date": "2023-11-02", "number_days": 60, "precipitation": {"value": 278.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 9.54, "unit": "C", "type": "average"}, "temperature_max": {"value": 19.43, "unit": "C", "type": "average"}, "temperature_mean": {"value": 14.48, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | entire_period_is_missing_from_weather_event |
00002_dpe04r3r_soybean_wth_12_query_2_qa.json | dry_matter_nitrogen_fertilizer | true |
Yeah, that is the satellite imagery of my farm (codified "00002_dpe04r3r_soybean") right there. From this altitude, I will say it is about 204 meters above aground.
Unfortunately, I forgot to record the weather data earlier on. But I can tell you about what I remember of the growing and harvesting seasons.
Looking at my log (where the temperature units are in centigrade and the precipitation in millimeters), I see that the total rainfall was 213.3,
and the min, max and mean temperature were respectively 14.39, 26.31, and 20.35
during the growing season (aka vegetative growth phase). Similarly, the total rainfall was 239.5, and those same three temperature values were
6.16, 16.14, and 11.15 during the harvesting season (aka yield formation phase).
Oh, I forgot to mention that my farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73". I grow several kinds of soybean, anything from organic and non-GMO.
Furthermore, The growing season started on 2023-07-18 and ended on 2023-09-21, lasting 65 days.
But the harvesting season lasted about 59 days (from 2023-09-22 to 2023-11-20).
Here is my question: How much biomass could I produce per unit of Nitrogen fertilizer application? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-29", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much biomass could I produce per unit of Nitrogen fertilizer application?"} | How much biomass could I produce per unit of Nitrogen fertilizer application? | The Dry matter-N fertilizer productivity (kg[DM]/kg[N fert] is -99. Here is more definition: a metric that quantifies the efficiency with which a crop converts applied nitrogen fertilizer into dry matter. It represents the dry matter produced per kilogram of nitrogen fertilizer applied. For example, if a farmer is interested in producing biomass, he might ask how much biomass I could produce per unit N fertilizer application. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 4443, "Yield at harvest maturity (kg [dm]/ha)": 2418, "Harvested yield (kg [dm]/ha)": 2418, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3458, "Unit wt at maturity (g [dm]/unit)": 0.1105, "Number at maturity (no/m2)": 2189, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.544, "Leaf area index, maximum": 2.9}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 436, "Total season evapotranspiration, simulation-harvest (mm)": 430, "Total season transpiration (mm)": 214, "Total season soil evaporation (mm)": 216, "Season surface runoff (mm)": 27, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 216}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 181, "Grain N at maturity (kg/ha)": 159, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271124, "Organic soil C at maturity (kg/ha)": 270164, "CO2EM": 822, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 10.2, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 10.5, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 20.8, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 5.5, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 11.3, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 102, "Avg maximum air temperature (\u00b0C)": 26.1, "Avg minimum air temperature (\u00b0C)": 14.4, "Average solar radiation (MJ/m2/d), planting - harvest": 30.1, "Average daylength (hr/d), planting to harvest": 13.4, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 436.4, "Total evapotranspiration, planting to harvest (mm)": 423.7, "Total soil evaporation, planting to harvest (mm)": 209.7, "Total transpiration, planting to harvest (mm)": 214.0}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-28", "Planting date": "2023-06-29", "Emergence date": "2023-07-05", "Anthesis date": "2023-08-06", "Physiological maturity date": "2023-09-26", "Harvest date": "2023-10-08", "HYEAR": "2023", "Crop establishment start": "2023-06-29", "Crop establishment end": "2023-07-04", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-07-05", "Vegetative growth end": "2023-08-05", "Vegetative growth duration": "31 days", "Yield formation start": "2023-08-06", "Yield formation end": "2023-09-25", "Yield formation duration": "50 days", "Entire period start": "2023-06-29", "Entire period end": "2023-09-26", "Entire period duration": "89 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-06-29", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-07-18", "ending_date": "2023-09-21", "number_days": 65, "precipitation": {"value": 213.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.39, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.31, "unit": "C", "type": "average"}, "temperature_mean": {"value": 20.35, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-09-22", "ending_date": "2023-11-20", "number_days": 59, "precipitation": {"value": 239.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": 6.16, "unit": "C", "type": "average"}, "temperature_max": {"value": 16.14, "unit": "C", "type": "average"}, "temperature_mean": {"value": 11.15, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | crop_establishment_phase_is_missing_from_weather_event |
00002_dpe04r3r_soybean_wth_13_query_3_qa.json | yield_nitrogen_fertilizer_productivity | true |
I'm sorry, but I forgot to record the weather data for the first two phases of the crop season. But I can tell you about the final phase, which is the yield formation phase, which signals the harvesting season.
The total rainfall was 236.4, and the min, max and mean temperature were respectively 13.2, 24.74, and 18.97.
I also remember that the season started on 2023-08-10 and ended on 2023-10-08, lasting 59 days.
My "00002_dpe04r3r_soybean" farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 204 m). I mainly grow soybean, anything from organic and non-GMO. Planting started around 2023-05-17.
Here is my question: How much yield could I produce per unit of Nitrogen fertilizer? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-17", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much yield could I produce per unit of Nitrogen fertilizer?"} | How much yield could I produce per unit of Nitrogen fertilizer? | The Yield-N fertilizer productivity (kg[yield]/kg[N fert] is -99. Here is more definition: measures how effectively a crop converts applied nitrogen (N) fertilizer into harvested yield. It represents the crop yield produced per kilogram of nitrogen fertilizer applied (in kilogram). | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5510, "Yield at harvest maturity (kg [dm]/ha)": 2511, "Harvested yield (kg [dm]/ha)": 2511, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4353, "Unit wt at maturity (g [dm]/unit)": 0.083, "Number at maturity (no/m2)": 3024, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.456, "Leaf area index, maximum": 4.3}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 339, "Total season evapotranspiration, simulation-harvest (mm)": 436, "Total season transpiration (mm)": 284, "Total season soil evaporation (mm)": 152, "Season surface runoff (mm)": 16, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 123}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 202, "Grain N at maturity (kg/ha)": 159, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271934, "Organic soil C at maturity (kg/ha)": 270433, "CO2EM": 810, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.2, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 12.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 19.4, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.4, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.8, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 8.8, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 124, "Avg maximum air temperature (\u00b0C)": 26.6, "Avg minimum air temperature (\u00b0C)": 13.6, "Average solar radiation (MJ/m2/d), planting - harvest": 33.3, "Average daylength (hr/d), planting to harvest": 14.2, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 339.4, "Total evapotranspiration, planting to harvest (mm)": 429.4, "Total soil evaporation, planting to harvest (mm)": 145.3, "Total transpiration, planting to harvest (mm)": 284.1}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-16", "Planting date": "2023-05-17", "Emergence date": "2023-05-29", "Anthesis date": "2023-07-12", "Physiological maturity date": "2023-09-05", "Harvest date": "2023-09-17", "HYEAR": "2023", "Crop establishment start": "2023-05-17", "Crop establishment end": "2023-05-28", "Crop establishment duration": "11 days", "Vegetative growth start": "2023-05-29", "Vegetative growth end": "2023-07-11", "Vegetative growth duration": "43 days", "Yield formation start": "2023-07-12", "Yield formation end": "2023-09-04", "Yield formation duration": "54 days", "Entire period start": "2023-05-17", "Entire period end": "2023-09-05", "Entire period duration": "111 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-05-17", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-10", "ending_date": "2023-10-08", "number_days": 59, "precipitation": {"value": 236.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.2, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.74, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.97, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | first_two_phases_are_missing_from_weather_event |
00002_dpe04r3r_soybean_wth_14_query_4_qa.json | number_of_days_from_planting_to_harvest | true |
My sensors started malfunctioning last year, and I could not repair them when I started planting again this year (2023-05-04).
There are no weather records, so I can tell you about the farm and the crops I grow.
This farm (00002_dpe04r3r_soybean) used to belong to my grandparents. Come by at N 42 deg 13'42.85", W 85 deg 40'49.73" (or at elevation ~ 204 m if looking from above).
I mainly grow soybean (organic and non-GMO) and would like to grow Tomatillo, Wax Bean, Red Russian Kale, or Honey Bear Squash next because I heard they are highly profitable.
Here is my question: What would be the duration of the cropping season, from planting to harvest? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-04", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What would be the duration of the cropping season, from planting to harvest?"} | What would be the duration of the cropping season, from planting to harvest? | The Number of days from planting to harvest (d) is 135. Here is more definition: the total duration, measured in days, between the planting date and the harvest date of a crop. This period encompasses the entire growth cycle, including germination, vegetative growth, flowering, and maturation. Accurately determining this duration is crucial for effective crop management, as it influences the scheduling of field operations, resource allocation, and overall yield optimization. | 135 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5352, "Yield at harvest maturity (kg [dm]/ha)": 2572, "Harvested yield (kg [dm]/ha)": 2572, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4341, "Unit wt at maturity (g [dm]/unit)": 0.0905, "Number at maturity (no/m2)": 2840, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.481, "Leaf area index, maximum": 3.4}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 337, "Total season evapotranspiration, simulation-harvest (mm)": 454, "Total season transpiration (mm)": 285, "Total season soil evaporation (mm)": 169, "Season surface runoff (mm)": 14, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 107}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 200, "Grain N at maturity (kg/ha)": 162, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271982, "Organic soil C at maturity (kg/ha)": 270546, "CO2EM": 799, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 15.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.9, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 18.8, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.6, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 9.0, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 135, "Avg maximum air temperature (\u00b0C)": 26.3, "Avg minimum air temperature (\u00b0C)": 13.2, "Average solar radiation (MJ/m2/d), planting - harvest": 33.9, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 337.3, "Total evapotranspiration, planting to harvest (mm)": 448.1, "Total soil evaporation, planting to harvest (mm)": 163.0, "Total transpiration, planting to harvest (mm)": 285.1}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-03", "Planting date": "2023-05-04", "Emergence date": "2023-05-17", "Anthesis date": "2023-07-05", "Physiological maturity date": "2023-09-03", "Harvest date": "2023-09-15", "HYEAR": "2023", "Crop establishment start": "2023-05-04", "Crop establishment end": "2023-05-16", "Crop establishment duration": "12 days", "Vegetative growth start": "2023-05-17", "Vegetative growth end": "2023-07-04", "Vegetative growth duration": "48 days", "Yield formation start": "2023-07-05", "Yield formation end": "2023-09-02", "Yield formation duration": "59 days", "Entire period start": "2023-05-04", "Entire period end": "2023-09-03", "Entire period duration": "122 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-05-04", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | all_three_phases_are_missing_from_weather_event |
00002_dpe04r3r_soybean_wth_15_query_5_qa.json | total_seasonal_precipitation_mm | true |
My "00002_dpe04r3r_soybean" farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 204 m). I mainly grow soybean.
Planting started around 2023-06-23 this year.
Truthfully, there can be lots of weather information to remember, such as keeping track of weather statistics for each season.
But, some of us just keep track of weather records for the entire period (i.e., from planting to harvesting). That period lasted 145 days (i.e., from 2023-06-23 to 2023-11-17).
The total rainfall was 556.8, and the min, max and mean temperature were respectively 11.69, 22.77, and 17.23.
The units always default to millimeters for precipitation and centigrade for temperature.
Here is my question: What would be the total precipitation by the end of the cropping season (from planting to harvest)? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-23", "is_irrigation_applied": "yes", "irrigation_application": [["2023-06-23", 20.02], ["2023-06-30", 12.9]], "nitrogen_fertilizer_application": [], "question_statement": "What would be the total precipitation by the end of the cropping season (from planting to harvest)?"} | What would be the total precipitation by the end of the cropping season (from planting to harvest)? | The Total season precipitation (mm), planting to harvest is 364.8. Here is more definition: the cumulative amount of rainfall, measured in millimeters, that a crop field receives from the planting date until the harvest date. For example, if a farmer needs to understand drought conditions, he might want to know the total seasonal precipitation. | 364.8 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 4961, "Yield at harvest maturity (kg [dm]/ha)": 2566, "Harvested yield (kg [dm]/ha)": 2566, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3848, "Unit wt at maturity (g [dm]/unit)": 0.1092, "Number at maturity (no/m2)": 2349, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.517, "Leaf area index, maximum": 3.4}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 32, "Total season precipitation (mm), simulation - harvest": 365, "Total season evapotranspiration, simulation-harvest (mm)": 478, "Total season transpiration (mm)": 235, "Total season soil evaporation (mm)": 243, "Season surface runoff (mm)": 22, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 134}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 195, "Grain N at maturity (kg/ha)": 168, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271286, "Organic soil C at maturity (kg/ha)": 270204, "CO2EM": 840, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 13.6, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 10.5, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 21.1, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 155.0, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.0, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.4, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 10.9, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 80.2}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 104, "Avg maximum air temperature (\u00b0C)": 26.5, "Avg minimum air temperature (\u00b0C)": 14.7, "Average solar radiation (MJ/m2/d), planting - harvest": 30.4, "Average daylength (hr/d), planting to harvest": 13.6, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 364.8, "Total evapotranspiration, planting to harvest (mm)": 471.0, "Total soil evaporation, planting to harvest (mm)": 236.4, "Total transpiration, planting to harvest (mm)": 234.6}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-22", "Planting date": "2023-06-23", "Emergence date": "2023-06-29", "Anthesis date": "2023-07-31", "Physiological maturity date": "2023-09-22", "Harvest date": "2023-10-04", "HYEAR": "2023", "Crop establishment start": "2023-06-23", "Crop establishment end": "2023-06-28", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-06-29", "Vegetative growth end": "2023-07-30", "Vegetative growth duration": "31 days", "Yield formation start": "2023-07-31", "Yield formation end": "2023-09-21", "Yield formation duration": "52 days", "Entire period start": "2023-06-23", "Entire period end": "2023-09-22", "Entire period duration": "91 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-06-23", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-06-23", "ending_date": "2023-11-17", "number_days": 145, "precipitation": {"value": 556.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": 11.69, "unit": "C", "type": "average"}, "temperature_max": {"value": 22.77, "unit": "C", "type": "average"}, "temperature_mean": {"value": 17.23, "unit": "C", "type": "average"}}} | only_entire_period_is_present_in_weather_event |
00002_dpe04r3r_soybean_wth_16_query_6_qa.json | total_evapotranspiration_planting_to_harvest | true |
My farm, named 00002_dpe04r3r_soybean, is located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 204 meters above ground.
I started planting soybean on the 2023-05-18.
I noticed a few things about the three seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-05-18 and ended on 2023-06-03, lasting 16 days.
The next season (e.g.,growing) took exactly 66 days for the vegetation to grow. It started started on 2023-06-04 and ended on 2023-08-09.
Towards the yield formation phase, the crop took 65 days to mature. The period of this season is from 2023-08-10 to 2023-10-14, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 6.1 mm, 226.9 mm, 277.2 mm.
But, The total rainfall was 510.2 mm during the entire period, which went from 2023-05-18 to 2023-10-14 (eaxctly 147 days )).
Here is my question: What would be the total evapotranspiration by the end of the cropping season (from planting to harvest)? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-18", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-18", 13.63], ["2023-05-25", 19.2]], "nitrogen_fertilizer_application": [], "question_statement": "What would be the total evapotranspiration by the end of the cropping season (from planting to harvest)?"} | What would be the total evapotranspiration by the end of the cropping season (from planting to harvest)? | The Total evapotranspiration, planting to harvest (mm) is 460.7. Here is more definition: the cumulative amount of water, measured in millimeters, that is transferred from the soil and crop surfaces to the atmosphere through the combined processes of evaporation and transpiration during the entire growing season, from planting to harvest. Helpful to understand drought conditions. | 460.7 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5144, "Yield at harvest maturity (kg [dm]/ha)": 2134, "Harvested yield (kg [dm]/ha)": 2134, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3805, "Unit wt at maturity (g [dm]/unit)": 0.0746, "Number at maturity (no/m2)": 2859, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.415, "Leaf area index, maximum": 3.8}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 32, "Total season precipitation (mm), simulation - harvest": 339, "Total season evapotranspiration, simulation-harvest (mm)": 467, "Total season transpiration (mm)": 282, "Total season soil evaporation (mm)": 186, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 126}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 182, "Grain N at maturity (kg/ha)": 135, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 272059, "Organic soil C at maturity (kg/ha)": 270585, "CO2EM": 805, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 15.2, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.2, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 18.2, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 160.7, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 6.3, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 4.6, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 7.6, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 66.7}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 123, "Avg maximum air temperature (\u00b0C)": 26.7, "Avg minimum air temperature (\u00b0C)": 13.7, "Average solar radiation (MJ/m2/d), planting - harvest": 33.3, "Average daylength (hr/d), planting to harvest": 14.2, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 339.4, "Total evapotranspiration, planting to harvest (mm)": 460.7, "Total soil evaporation, planting to harvest (mm)": 178.8, "Total transpiration, planting to harvest (mm)": 281.9}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-17", "Planting date": "2023-05-18", "Emergence date": "2023-05-30", "Anthesis date": "2023-07-11", "Physiological maturity date": "2023-09-05", "Harvest date": "2023-09-17", "HYEAR": "2023", "Crop establishment start": "2023-05-18", "Crop establishment end": "2023-05-29", "Crop establishment duration": "11 days", "Vegetative growth start": "2023-05-30", "Vegetative growth end": "2023-07-10", "Vegetative growth duration": "41 days", "Yield formation start": "2023-07-11", "Yield formation end": "2023-09-04", "Yield formation duration": "55 days", "Entire period start": "2023-05-18", "Entire period end": "2023-09-05", "Entire period duration": "110 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-05-18", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-18", "ending_date": "2023-06-03", "number_days": 16, "precipitation": {"value": 6.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-04", "ending_date": "2023-08-09", "number_days": 66, "precipitation": {"value": 226.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-10", "ending_date": "2023-10-14", "number_days": 65, "precipitation": {"value": 277.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-18", "ending_date": "2023-10-14", "number_days": 147, "precipitation": {"value": 510.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | temperature_is_missing_everywhere_in_weather_event |
00002_dpe04r3r_soybean_wth_17_query_7_qa.json | anthesis_date | true |
00002_dpe04r3r_soybean, is a farm located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 204 meters above ground.
I started planting soybean on 2023-05-09. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, during the 144 days of the entire period (2023-05-09 - 2023-10-02),
the Tmin, Tmax, and Tmean were respectively 13.23 C, 26.17 C, 19.7 C.
For the breakdown however, the daily Tmin, Tmax, and Tmean were averaged across 16 days (for planting); 65 days (for growing); and 63 days (for harvesting). The results are as follows:
- 13.83 C, 25.48 C, 19.66 C - During the 2023-07-31 - 2023-10-02's harvesting season, (yield formation phase).
- 13.98 C, 27.67 C, 20.83 C - During the 2023-05-26 - 2023-07-30's growing season, (vegetative growth phase).
- 8.05 C, 22.97 C, 15.51 C - During the 2023-05-09 - 2023-05-25's planting season, (when the crop is established).
However, precipitation data was not recorded during these periods.
Here is my question: When will my crop start flowering? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-09", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "When will my crop start flowering?"} | When will my crop start flowering? | The Anthesis date is 2023-07-07. Here is more definition: the specific day a crop reaches its flowering stage. Accurately recording the anthesis date is essential for understanding the crop's development timeline, scheduling management practices, and predicting harvest dates. | 2023-07-07 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5677, "Yield at harvest maturity (kg [dm]/ha)": 2719, "Harvested yield (kg [dm]/ha)": 2719, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4606, "Unit wt at maturity (g [dm]/unit)": 0.0922, "Number at maturity (no/m2)": 2949, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.479, "Leaf area index, maximum": 3.8}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 323, "Total season evapotranspiration, simulation-harvest (mm)": 441, "Total season transpiration (mm)": 289, "Total season soil evaporation (mm)": 152, "Season surface runoff (mm)": 16, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 105}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 212, "Grain N at maturity (kg/ha)": 171, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271900, "Organic soil C at maturity (kg/ha)": 270451, "CO2EM": 826, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 17.6, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 13.1, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 19.6, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 8.4, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 6.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 9.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 131, "Avg maximum air temperature (\u00b0C)": 26.5, "Avg minimum air temperature (\u00b0C)": 13.3, "Average solar radiation (MJ/m2/d), planting - harvest": 33.8, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 322.5, "Total evapotranspiration, planting to harvest (mm)": 434.0, "Total soil evaporation, planting to harvest (mm)": 145.1, "Total transpiration, planting to harvest (mm)": 288.9}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-08", "Planting date": "2023-05-09", "Emergence date": "2023-05-19", "Anthesis date": "2023-07-07", "Physiological maturity date": "2023-09-04", "Harvest date": "2023-09-16", "HYEAR": "2023", "Crop establishment start": "2023-05-09", "Crop establishment end": "2023-05-18", "Crop establishment duration": "9 days", "Vegetative growth start": "2023-05-19", "Vegetative growth end": "2023-07-06", "Vegetative growth duration": "48 days", "Yield formation start": "2023-07-07", "Yield formation end": "2023-09-03", "Yield formation duration": "58 days", "Entire period start": "2023-05-09", "Entire period end": "2023-09-04", "Entire period duration": "118 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-05-09", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-09", "ending_date": "2023-05-25", "number_days": 16, "precipitation": {"value": 6.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-26", "ending_date": "2023-07-30", "number_days": 65, "precipitation": {"value": 196.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-31", "ending_date": "2023-10-02", "number_days": 63, "precipitation": {"value": 171.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-09", "ending_date": "2023-10-02", "number_days": 144, "precipitation": {"value": 373.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | precipitation_is_missing_everywhere_in_weather_event |
00002_dpe04r3r_soybean_wth_18_query_8_qa.json | physiological_maturity_date | true |
You can locate my "00002_dpe04r3r_soybean" farm at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 204 m). The main crop grown there is soybean (organic and non-GMO).
Planting always starts on 2023-05-07 every year.
Here is my question: By which date would my crop mature? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-07", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "By which date would my crop mature?"} | By which date would my crop mature? | The Physiological maturity date is 2023-09-03. Here is more definition: the crop maturity date; when a crop fully develops and its seeds or fruits have accumulated maximum dry weight. At this stage, the crop no longer depends on the plant for nutrients, and harvesting can commence without affecting yield or quality. | 2023-09-03 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5393, "Yield at harvest maturity (kg [dm]/ha)": 2565, "Harvested yield (kg [dm]/ha)": 2565, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4334, "Unit wt at maturity (g [dm]/unit)": 0.0901, "Number at maturity (no/m2)": 2847, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.476, "Leaf area index, maximum": 3.4}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 337, "Total season evapotranspiration, simulation-harvest (mm)": 456, "Total season transpiration (mm)": 290, "Total season soil evaporation (mm)": 165, "Season surface runoff (mm)": 14, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 106}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 201, "Grain N at maturity (kg/ha)": 161, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 272052, "Organic soil C at maturity (kg/ha)": 270592, "CO2EM": 802, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.4, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 12.0, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 18.6, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 8.8, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 132, "Avg maximum air temperature (\u00b0C)": 26.4, "Avg minimum air temperature (\u00b0C)": 13.3, "Average solar radiation (MJ/m2/d), planting - harvest": 33.8, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 328.5, "Total evapotranspiration, planting to harvest (mm)": 449.7, "Total soil evaporation, planting to harvest (mm)": 159.3, "Total transpiration, planting to harvest (mm)": 290.3}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-06", "Planting date": "2023-05-07", "Emergence date": "2023-05-17", "Anthesis date": "2023-07-05", "Physiological maturity date": "2023-09-03", "Harvest date": "2023-09-15", "HYEAR": "2023", "Crop establishment start": "2023-05-07", "Crop establishment end": "2023-05-16", "Crop establishment duration": "9 days", "Vegetative growth start": "2023-05-17", "Vegetative growth end": "2023-07-04", "Vegetative growth duration": "48 days", "Yield formation start": "2023-07-05", "Yield formation end": "2023-09-02", "Yield formation duration": "59 days", "Entire period start": "2023-05-07", "Entire period end": "2023-09-03", "Entire period duration": "119 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-05-07", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | each_phase_sequence_is_missing |
00002_dpe04r3r_soybean_wth_19_query_9_qa.json | harvest_date | true |
00002_dpe04r3r_soybean is a farm located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 204 meters above ground.
I started planting soybean on 2023-06-11. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, the entire period (2023-06-11 - 2023-11-04),
the total rainfall was 557.3 mm.
And the Tmin, Tmax, and Tmean were respectively 12.62 C, 23.78 C, 18.2 C.
For the breakdown, however, the daily weather records were averaged across the planting, growing), and harvesting seasons. The results are as follows:
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 9.39 C, 19.62 C, 14.5 C
- Precipitation (total): 278.2 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 15.71 C, 27.47 C, 21.59 C
- Precipitation (total): 252.2 mm
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 13.37 C, 26.01 C, 19.69 C
- Precipitation (total): 26.9 mm
Here is my question: When would I be able to harvest? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-11", "is_irrigation_applied": "yes", "irrigation_application": [["2023-06-11", 13.2], ["2023-06-18", 15.73]], "nitrogen_fertilizer_application": [], "question_statement": "When would I be able to harvest?"} | When would I be able to harvest? | The Harvest date is 2023-09-27. Here is more definition: This the specific day when a crop is collected from the field after reaching its desired maturity. This date is crucial for accurately modeling crop growth cycles, assessing yield outcomes, and evaluating the effectiveness of agricultural practices. | 2023-09-27 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5296, "Yield at harvest maturity (kg [dm]/ha)": 2480, "Harvested yield (kg [dm]/ha)": 2480, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3940, "Unit wt at maturity (g [dm]/unit)": 0.0923, "Number at maturity (no/m2)": 2687, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.468, "Leaf area index, maximum": 4.1}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 28, "Total season precipitation (mm), simulation - harvest": 367, "Total season evapotranspiration, simulation-harvest (mm)": 472, "Total season transpiration (mm)": 258, "Total season soil evaporation (mm)": 214, "Season surface runoff (mm)": 20, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 140}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 197, "Grain N at maturity (kg/ha)": 162, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271585, "Organic soil C at maturity (kg/ha)": 270285, "CO2EM": 836, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 14.4, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 20.5, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 189.2, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 6.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 9.6, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 88.6}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 109, "Avg maximum air temperature (\u00b0C)": 26.4, "Avg minimum air temperature (\u00b0C)": 14.5, "Average solar radiation (MJ/m2/d), planting - harvest": 30.9, "Average daylength (hr/d), planting to harvest": 13.9, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 367.2, "Total evapotranspiration, planting to harvest (mm)": 465.2, "Total soil evaporation, planting to harvest (mm)": 206.9, "Total transpiration, planting to harvest (mm)": 258.3}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-10", "Planting date": "2023-06-11", "Emergence date": "2023-06-20", "Anthesis date": "2023-07-25", "Physiological maturity date": "2023-09-15", "Harvest date": "2023-09-27", "HYEAR": "2023", "Crop establishment start": "2023-06-11", "Crop establishment end": "2023-06-19", "Crop establishment duration": "8 days", "Vegetative growth start": "2023-06-20", "Vegetative growth end": "2023-07-24", "Vegetative growth duration": "34 days", "Yield formation start": "2023-07-25", "Yield formation end": "2023-09-14", "Yield formation duration": "51 days", "Entire period start": "2023-06-11", "Entire period end": "2023-09-15", "Entire period duration": "96 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-06-11", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 26.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.37, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.01, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.69, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 252.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.71, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.47, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.59, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 278.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 9.39, "unit": "C", "type": "average"}, "temperature_max": {"value": 19.62, "unit": "C", "type": "average"}, "temperature_mean": {"value": 14.5, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 557.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.62, "unit": "C", "type": "average"}, "temperature_max": {"value": 23.78, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.2, "unit": "C", "type": "average"}}} | date_details_are_missing_everywhere_in_weather_event |
00002_dpe04r3r_soybean_wth_1_query_1_qa.json | seasonal_cumulative_phosphorus_uptake | true |
My soybean farm, "00002_dpe04r3r_soybean" is located at N 42 deg 13'42.85", W 85 deg 40'49.73", about 204 meters above ground. This year I started planting around 2023-05-01.
I noticed a few things about the three crop seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-05-01 and ended on 2023-05-22, lasting 21 days.
The next season (e.g.,growing) took exactly 66 days for the vegetation to grow. It started started on 2023-05-23 and ended on 2023-07-28.
Towards the yield formation phase, the crop took 61 days to mature. The period of this season is from 2023-07-29 to 2023-09-28, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 42.3 mm, 196.7 mm, 171.0 mm.
As for the temperature (in centigrade), the averaged minimum temperature values were 7.32, 13.61, and 14.03.
In contrast, the averaged maximum temperature values were 20.59, 27.5, and 25.49.
But I care more about the mean temperature values, which were 13.96, 20.56, and 19.76 respectively.
Here is my question: How much phosphorus would my crop absorb by the end of the cropping season? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-01", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much phosphorus would my crop absorb by the end of the cropping season?"} | How much phosphorus would my crop absorb by the end of the cropping season? | The Seasonal cumulative P uptake (kg[P]/ha) is -99. Here is more definition: the total amount of phosphorus absorbed by a crop from the soil over the entire growing season, measured in kilograms of phosphorus per hectare. Phosphorus is essential for evaluating nutrient management practices and their impact on crop performance. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5419, "Yield at harvest maturity (kg [dm]/ha)": 2515, "Harvested yield (kg [dm]/ha)": 2515, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4203, "Unit wt at maturity (g [dm]/unit)": 0.0897, "Number at maturity (no/m2)": 2803, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.464, "Leaf area index, maximum": 3.3}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 361, "Total season evapotranspiration, simulation-harvest (mm)": 480, "Total season transpiration (mm)": 298, "Total season soil evaporation (mm)": 182, "Season surface runoff (mm)": 13, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 105}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 197, "Grain N at maturity (kg/ha)": 158, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 272115, "Organic soil C at maturity (kg/ha)": 270642, "CO2EM": 820, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 15.1, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 18.2, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.0, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 8.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 138, "Avg maximum air temperature (\u00b0C)": 25.9, "Avg minimum air temperature (\u00b0C)": 12.9, "Average solar radiation (MJ/m2/d), planting - harvest": 33.5, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 358.7, "Total evapotranspiration, planting to harvest (mm)": 476.9, "Total soil evaporation, planting to harvest (mm)": 179.1, "Total transpiration, planting to harvest (mm)": 297.8}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-30", "Planting date": "2023-05-01", "Emergence date": "2023-05-16", "Anthesis date": "2023-07-04", "Physiological maturity date": "2023-09-03", "Harvest date": "2023-09-15", "HYEAR": "2023", "Crop establishment start": "2023-05-01", "Crop establishment end": "2023-05-15", "Crop establishment duration": "14 days", "Vegetative growth start": "2023-05-16", "Vegetative growth end": "2023-07-03", "Vegetative growth duration": "48 days", "Yield formation start": "2023-07-04", "Yield formation end": "2023-09-02", "Yield formation duration": "60 days", "Entire period start": "2023-05-01", "Entire period end": "2023-09-03", "Entire period duration": "125 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-05-01", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-01", "ending_date": "2023-05-22", "number_days": 21, "precipitation": {"value": 42.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 7.32, "unit": "C", "type": "average"}, "temperature_max": {"value": 20.59, "unit": "C", "type": "average"}, "temperature_mean": {"value": 13.96, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-23", "ending_date": "2023-07-28", "number_days": 66, "precipitation": {"value": 196.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.61, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.5, "unit": "C", "type": "average"}, "temperature_mean": {"value": 20.56, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-29", "ending_date": "2023-09-28", "number_days": 61, "precipitation": {"value": 171.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.03, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.49, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.76, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | entire_period_is_missing_from_weather_event |
00002_dpe04r3r_soybean_wth_20_query_10_qa.json | tops_weight_at_maturity | false |
Here is a breakdown of the weather conditions on my farm.
To summarize, during the 143 days of the entire period (2023-05-05 - 2023-09-27),
the total rainfall was 388.1 mm.
And the Tmin, Tmax, and Tmean were respectively 13.13 C, 26.12 C, 19.62 C.
For the breakdown however, the daily weather records were averaged across 17 days (for planting); 65 days (for growing); and 61 days (for harvesting). The results are as follows:
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 8.37 C, 22.68 C, 15.52 C
- Precipitation (total): 20.9 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 13.5 C, 27.44 C, 20.47 C
- Precipitation (total): 152.3 mm
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 14.12 C, 25.7 C, 19.91 C
- Precipitation (total): 214.9 mm
Here is my question: What would be my above-ground biomass production per unit area? | {"farm_name": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "crop_name": "-99", "crop_variety": "-99", "planting_date": "2023-05-05", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-05-05", 0.0], ["2023-05-12", 0.0], ["2023-05-19", 0.0]], "question_statement": "What would be my above-ground biomass production per unit area?"} | What would be my above-ground biomass production per unit area? | The answer is impossible to determine for the Tops weight at maturity (kg [dm]/ha) because the most basic farm information is missing in the weather event. | impossible | {"simulation_results": "impossible"} | {"farm_name": "-99", "crop": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "focus": "weather", "planting_date": "2023-05-05", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-05", "ending_date": "2023-05-22", "number_days": 17, "precipitation": {"value": 20.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.37, "unit": "C", "type": "average"}, "temperature_max": {"value": 22.68, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.52, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-23", "ending_date": "2023-07-27", "number_days": 65, "precipitation": {"value": 152.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.5, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.44, "unit": "C", "type": "average"}, "temperature_mean": {"value": 20.47, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-28", "ending_date": "2023-09-27", "number_days": 61, "precipitation": {"value": 214.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.12, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.7, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.91, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-05", "ending_date": "2023-09-27", "number_days": 143, "precipitation": {"value": 388.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.13, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.12, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.62, "unit": "C", "type": "average"}}} | most_basic_farm_information_is_missing_in_weather_event |
00002_dpe04r3r_soybean_wth_2_query_2_qa.json | amount_of_phosphorus_in_soil_at_maturity | true |
Yeah, that is the satellite imagery of my farm (codified "00002_dpe04r3r_soybean") right there. From this altitude, I will say it is about 204 meters above aground.
Unfortunately, I forgot to record the weather data earlier on. But I can tell you about what I remember of the growing and harvesting seasons.
Looking at my log (where the temperature units are in centigrade and the precipitation in millimeters), I see that the total rainfall was 196.7,
and the min, max and mean temperature were respectively 14.35, 27.78, and 21.06
during the growing season (aka vegetative growth phase). Similarly, the total rainfall was 259.2, and those same three temperature values were
13.68, 25.18, and 19.43 during the harvesting season (aka yield formation phase).
Oh, I forgot to mention that my farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73". I grow several kinds of soybean, anything from organic and non-GMO.
Furthermore, The growing season started on 2023-05-28 and ended on 2023-08-04, lasting 68 days.
But the harvesting season lasted about 62 days (from 2023-08-05 to 2023-10-06).
Here is my question: How much phosphorus would remain present in the soil at the time of crop maturity? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-06", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much phosphorus would remain present in the soil at the time of crop maturity?"} | How much phosphorus would remain present in the soil at the time of crop maturity? | The Soil P at maturity (kg/ha) is -99. Here is more definition: the amount of phosphorus remaining in the soil, measured in kilograms per hectare, when the crop reaches full maturity. This measurement includes both inorganic and organic phosphorus forms available for plant uptake. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5344, "Yield at harvest maturity (kg [dm]/ha)": 2558, "Harvested yield (kg [dm]/ha)": 2558, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4323, "Unit wt at maturity (g [dm]/unit)": 0.0901, "Number at maturity (no/m2)": 2840, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.479, "Leaf area index, maximum": 3.4}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 337, "Total season evapotranspiration, simulation-harvest (mm)": 455, "Total season transpiration (mm)": 287, "Total season soil evaporation (mm)": 168, "Season surface runoff (mm)": 14, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 106}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 200, "Grain N at maturity (kg/ha)": 161, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 272016, "Organic soil C at maturity (kg/ha)": 270569, "CO2EM": 801, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 15.8, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.9, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 18.6, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.6, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 8.9, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 133, "Avg maximum air temperature (\u00b0C)": 26.4, "Avg minimum air temperature (\u00b0C)": 13.3, "Average solar radiation (MJ/m2/d), planting - harvest": 33.7, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 337.3, "Total evapotranspiration, planting to harvest (mm)": 448.2, "Total soil evaporation, planting to harvest (mm)": 161.3, "Total transpiration, planting to harvest (mm)": 286.9}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-05", "Planting date": "2023-05-06", "Emergence date": "2023-05-17", "Anthesis date": "2023-07-05", "Physiological maturity date": "2023-09-03", "Harvest date": "2023-09-15", "HYEAR": "2023", "Crop establishment start": "2023-05-06", "Crop establishment end": "2023-05-16", "Crop establishment duration": "10 days", "Vegetative growth start": "2023-05-17", "Vegetative growth end": "2023-07-04", "Vegetative growth duration": "48 days", "Yield formation start": "2023-07-05", "Yield formation end": "2023-09-02", "Yield formation duration": "59 days", "Entire period start": "2023-05-06", "Entire period end": "2023-09-03", "Entire period duration": "120 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-05-06", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-28", "ending_date": "2023-08-04", "number_days": 68, "precipitation": {"value": 196.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.35, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.78, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.06, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-05", "ending_date": "2023-10-06", "number_days": 62, "precipitation": {"value": 259.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.68, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.18, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.43, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | crop_establishment_phase_is_missing_from_weather_event |
00002_dpe04r3r_soybean_wth_3_query_3_qa.json | number_of_potassium_applications | true |
I'm sorry, but I forgot to record the weather data for the first two phases of the crop season. But I can tell you about the final phase, which is the yield formation phase, which signals the harvesting season.
The total rainfall was 264.8, and the min, max and mean temperature were respectively 8.24, 17.96, and 13.1.
I also remember that the season started on 2023-09-07 and ended on 2023-11-10, lasting 64 days.
My "00002_dpe04r3r_soybean" farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 204 m). I mainly grow soybean, anything from organic and non-GMO. Planting started around 2023-06-16.
Here is my question: How many times would I need to apply potassium-fertilizer? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-16", "is_irrigation_applied": "yes", "irrigation_application": [["2023-06-16", 15.08], ["2023-06-23", 18.17]], "nitrogen_fertilizer_application": [], "question_statement": "How many times would I need to apply potassium-fertilizer?"} | How many times would I need to apply potassium-fertilizer? | The Number of K applications (no) is -99. Here is more definition: the total count of potassium fertilizer applications made to a crop during its growing season. Potassium (K) is an essential nutrient that plays a vital role in various plant physiological processes, including water regulation, enzyme activation, and photosynthesis. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5530, "Yield at harvest maturity (kg [dm]/ha)": 2788, "Harvested yield (kg [dm]/ha)": 2788, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4291, "Unit wt at maturity (g [dm]/unit)": 0.1044, "Number at maturity (no/m2)": 2670, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.504, "Leaf area index, maximum": 3.7}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 33, "Total season precipitation (mm), simulation - harvest": 359, "Total season evapotranspiration, simulation-harvest (mm)": 477, "Total season transpiration (mm)": 259, "Total season soil evaporation (mm)": 218, "Season surface runoff (mm)": 21, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 132}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 215, "Grain N at maturity (kg/ha)": 182, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271400, "Organic soil C at maturity (kg/ha)": 270222, "CO2EM": 859, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 15.4, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 21.4, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 167.6, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.9, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 10.8, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 84.5}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 108, "Avg maximum air temperature (\u00b0C)": 26.6, "Avg minimum air temperature (\u00b0C)": 14.6, "Average solar radiation (MJ/m2/d), planting - harvest": 30.9, "Average daylength (hr/d), planting to harvest": 13.8, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 359.2, "Total evapotranspiration, planting to harvest (mm)": 470.5, "Total soil evaporation, planting to harvest (mm)": 211.7, "Total transpiration, planting to harvest (mm)": 258.8}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-15", "Planting date": "2023-06-16", "Emergence date": "2023-06-23", "Anthesis date": "2023-07-27", "Physiological maturity date": "2023-09-19", "Harvest date": "2023-10-01", "HYEAR": "2023", "Crop establishment start": "2023-06-16", "Crop establishment end": "2023-06-22", "Crop establishment duration": "6 days", "Vegetative growth start": "2023-06-23", "Vegetative growth end": "2023-07-26", "Vegetative growth duration": "33 days", "Yield formation start": "2023-07-27", "Yield formation end": "2023-09-18", "Yield formation duration": "53 days", "Entire period start": "2023-06-16", "Entire period end": "2023-09-19", "Entire period duration": "95 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-06-16", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-09-07", "ending_date": "2023-11-10", "number_days": 64, "precipitation": {"value": 264.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.24, "unit": "C", "type": "average"}, "temperature_max": {"value": 17.96, "unit": "C", "type": "average"}, "temperature_mean": {"value": 13.1, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | first_two_phases_are_missing_from_weather_event |
00002_dpe04r3r_soybean_wth_4_query_4_qa.json | amount_of_inorganic_potassium_applied | true |
My sensors started malfunctioning last year, and I could not repair them when I started planting again this year (2023-06-01).
There are no weather records, so I can tell you about the farm and the crops I grow.
This farm (00002_dpe04r3r_soybean) used to belong to my grandparents. Come by at N 42 deg 13'42.85", W 85 deg 40'49.73" (or at elevation ~ 204 m if looking from above).
I mainly grow soybean (organic and non-GMO) and would like to grow Tomatillo, Wax Bean, Red Russian Kale, or Honey Bear Squash next because I heard they are highly profitable.
Here is my question: What is the required amount of potassium-fertilizer to be applied during the growing season? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-01", "is_irrigation_applied": "yes", "irrigation_application": [["2023-06-01", 14.59], ["2023-06-08", 13.44], ["2023-06-15", 14.91]], "nitrogen_fertilizer_application": [], "question_statement": "What is the required amount of potassium-fertilizer to be applied during the growing season? "} | What is the required amount of potassium-fertilizer to be applied during the growing season? | The Inorganic K applied (kg/ha) is -99. Here is more definition: the total amount of inorganic potassium fertilizer applied to a crop field during a growing season, measured in kilograms of potassium per hectare. Inorganic potassium fertilizers, such as potassium chloride (Muriate of Potash) or potassium sulfate, provide readily available potassium to plants, essential for various physiological functions, including enzyme activation, photosynthesis, and water regulation. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 4958, "Yield at harvest maturity (kg [dm]/ha)": 1842, "Harvested yield (kg [dm]/ha)": 1842, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3497, "Unit wt at maturity (g [dm]/unit)": 0.0649, "Number at maturity (no/m2)": 2840, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.372, "Leaf area index, maximum": 4.4}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 41, "Total season precipitation (mm), simulation - harvest": 335, "Total season evapotranspiration, simulation-harvest (mm)": 470, "Total season transpiration (mm)": 268, "Total season soil evaporation (mm)": 202, "Season surface runoff (mm)": 17, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 126}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 170, "Grain N at maturity (kg/ha)": 118, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271940, "Organic soil C at maturity (kg/ha)": 270450, "CO2EM": 808, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 14.8, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 10.7, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 18.5, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 120.9, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 5.5, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 4.0, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 6.9, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 44.9}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 111, "Avg maximum air temperature (\u00b0C)": 26.7, "Avg minimum air temperature (\u00b0C)": 14.3, "Average solar radiation (MJ/m2/d), planting - harvest": 32.0, "Average daylength (hr/d), planting to harvest": 14.1, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 334.9, "Total evapotranspiration, planting to harvest (mm)": 462.8, "Total soil evaporation, planting to harvest (mm)": 194.8, "Total transpiration, planting to harvest (mm)": 268.0}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-31", "Planting date": "2023-06-01", "Emergence date": "2023-06-07", "Anthesis date": "2023-07-18", "Physiological maturity date": "2023-09-07", "Harvest date": "2023-09-19", "HYEAR": "2023", "Crop establishment start": "2023-06-01", "Crop establishment end": "2023-06-06", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-06-07", "Vegetative growth end": "2023-07-17", "Vegetative growth duration": "40 days", "Yield formation start": "2023-07-18", "Yield formation end": "2023-09-06", "Yield formation duration": "50 days", "Entire period start": "2023-06-01", "Entire period end": "2023-09-07", "Entire period duration": "98 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-06-01", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | all_three_phases_are_missing_from_weather_event |
00002_dpe04r3r_soybean_wth_5_query_5_qa.json | seasonal_cumulative_potassium_uptake | true |
My "00002_dpe04r3r_soybean" farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 204 m). I mainly grow soybean.
Planting started around 2023-05-14 this year.
Truthfully, there can be lots of weather information to remember, such as keeping track of weather statistics for each season.
But, some of us just keep track of weather records for the entire period (i.e., from planting to harvesting). That period lasted 148 days (i.e., from 2023-05-14 to 2023-10-11).
The total rainfall was 470.7, and the min, max and mean temperature were respectively 13.07, 25.75, and 19.41.
The units always default to millimeters for precipitation and centigrade for temperature.
Here is my question: How much potassium would my crop absorb by the end of the cropping season? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-14", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-14", 20.29], ["2023-05-21", 16.26], ["2023-05-28", 19.4]], "nitrogen_fertilizer_application": [], "question_statement": "How much potassium would my crop absorb by the end of the cropping season?"} | How much potassium would my crop absorb by the end of the cropping season? | The Seasonal cumulative K uptake (kg[K]/ha) is -99. Here is more definition: the total amount of potassium absorbed by a crop from the soil over the entire growing or cropping season, measured in kilograms of potassium per hectare. Potassium is essential in various plant physiological processes, including enzyme activation, photosynthesis, and water regulation. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5390, "Yield at harvest maturity (kg [dm]/ha)": 2310, "Harvested yield (kg [dm]/ha)": 2310, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3993, "Unit wt at maturity (g [dm]/unit)": 0.0802, "Number at maturity (no/m2)": 2879, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.429, "Leaf area index, maximum": 3.7}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 55, "Total season precipitation (mm), simulation - harvest": 322, "Total season evapotranspiration, simulation-harvest (mm)": 500, "Total season transpiration (mm)": 295, "Total season soil evaporation (mm)": 204, "Season surface runoff (mm)": 14, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 102}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 190, "Grain N at maturity (kg/ha)": 146, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 272132, "Organic soil C at maturity (kg/ha)": 270620, "CO2EM": 819, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.7, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 10.9, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 18.2, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 98.0, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.2, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 4.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 7.8, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 42.0}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 126, "Avg maximum air temperature (\u00b0C)": 26.6, "Avg minimum air temperature (\u00b0C)": 13.5, "Average solar radiation (MJ/m2/d), planting - harvest": 33.6, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 322.5, "Total evapotranspiration, planting to harvest (mm)": 494.7, "Total soil evaporation, planting to harvest (mm)": 199.2, "Total transpiration, planting to harvest (mm)": 295.5}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-13", "Planting date": "2023-05-14", "Emergence date": "2023-05-25", "Anthesis date": "2023-07-08", "Physiological maturity date": "2023-09-04", "Harvest date": "2023-09-16", "HYEAR": "2023", "Crop establishment start": "2023-05-14", "Crop establishment end": "2023-05-24", "Crop establishment duration": "10 days", "Vegetative growth start": "2023-05-25", "Vegetative growth end": "2023-07-07", "Vegetative growth duration": "43 days", "Yield formation start": "2023-07-08", "Yield formation end": "2023-09-03", "Yield formation duration": "57 days", "Entire period start": "2023-05-14", "Entire period end": "2023-09-04", "Entire period duration": "113 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-05-14", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-14", "ending_date": "2023-10-11", "number_days": 148, "precipitation": {"value": 470.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.07, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.75, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.41, "unit": "C", "type": "average"}}} | only_entire_period_is_present_in_weather_event |
00002_dpe04r3r_soybean_wth_6_query_6_qa.json | amount_of_potassium_in_soil_at_maturity | true |
My farm, named 00002_dpe04r3r_soybean, is located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 204 meters above ground.
I started planting soybean on the 2023-06-25.
I noticed a few things about the three seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-06-25 and ended on 2023-07-12, lasting 17 days.
The next season (e.g.,growing) took exactly 68 days for the vegetation to grow. It started started on 2023-07-13 and ended on 2023-09-19.
Towards the yield formation phase, the crop took 61 days to mature. The period of this season is from 2023-09-20 to 2023-11-20, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 68.4 mm, 252.8 mm, 239.5 mm.
But, The total rainfall was 560.7 mm during the entire period, which went from 2023-06-25 to 2023-11-20 (eaxctly 146 days )).
Here is my question: How much potassium would remain present in the soil at the time of crop maturity? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-25", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much potassium would remain present in the soil at the time of crop maturity?"} | How much potassium would remain present in the soil at the time of crop maturity? | The Soil K at maturity (kg/ha) is -99. Here is more definition: the amount of potassium remaining in the soil, measured in kilograms per hectare, when the crop reaches full maturity. This measurement includes both inorganic and organic potassium forms available for plant uptake. For example, a farmer may be interested if they need some understanding of next season's potassium (K) applications. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 4733, "Yield at harvest maturity (kg [dm]/ha)": 2507, "Harvested yield (kg [dm]/ha)": 2507, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3728, "Unit wt at maturity (g [dm]/unit)": 0.1029, "Number at maturity (no/m2)": 2435, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.53, "Leaf area index, maximum": 3.1}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 447, "Total season evapotranspiration, simulation-harvest (mm)": 449, "Total season transpiration (mm)": 223, "Total season soil evaporation (mm)": 225, "Season surface runoff (mm)": 27, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 209}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 190, "Grain N at maturity (kg/ha)": 164, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271187, "Organic soil C at maturity (kg/ha)": 270180, "CO2EM": 835, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 10.7, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 10.7, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 21.2, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 5.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 11.2, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 104, "Avg maximum air temperature (\u00b0C)": 26.3, "Avg minimum air temperature (\u00b0C)": 14.6, "Average solar radiation (MJ/m2/d), planting - harvest": 30.1, "Average daylength (hr/d), planting to harvest": 13.5, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 442.2, "Total evapotranspiration, planting to harvest (mm)": 441.4, "Total soil evaporation, planting to harvest (mm)": 218.0, "Total transpiration, planting to harvest (mm)": 223.4}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-24", "Planting date": "2023-06-25", "Emergence date": "2023-07-01", "Anthesis date": "2023-08-02", "Physiological maturity date": "2023-09-24", "Harvest date": "2023-10-06", "HYEAR": "2023", "Crop establishment start": "2023-06-25", "Crop establishment end": "2023-06-30", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-07-01", "Vegetative growth end": "2023-08-01", "Vegetative growth duration": "31 days", "Yield formation start": "2023-08-02", "Yield formation end": "2023-09-23", "Yield formation duration": "52 days", "Entire period start": "2023-06-25", "Entire period end": "2023-09-24", "Entire period duration": "91 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-06-25", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-06-25", "ending_date": "2023-07-12", "number_days": 17, "precipitation": {"value": 68.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-07-13", "ending_date": "2023-09-19", "number_days": 68, "precipitation": {"value": 252.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-09-20", "ending_date": "2023-11-20", "number_days": 61, "precipitation": {"value": 239.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-06-25", "ending_date": "2023-11-20", "number_days": 146, "precipitation": {"value": 560.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | temperature_is_missing_everywhere_in_weather_event |
00002_dpe04r3r_soybean_wth_7_query_7_qa.json | amount_of_residue_applied | true |
00002_dpe04r3r_soybean, is a farm located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 204 meters above ground.
I started planting soybean on 2023-06-04. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, during the 146 days of the entire period (2023-06-04 - 2023-10-30),
the Tmin, Tmax, and Tmean were respectively 12.88 C, 24.36 C, 18.62 C.
For the breakdown however, the daily Tmin, Tmax, and Tmean were averaged across 16 days (for planting); 66 days (for growing); and 64 days (for harvesting). The results are as follows:
- 10.21 C, 20.67 C, 15.44 C - During the 2023-08-27 - 2023-10-30's harvesting season, (yield formation phase).
- 16.05 C, 27.72 C, 21.88 C - During the 2023-06-21 - 2023-08-26's growing season, (vegetative growth phase).
- 10.65 C, 25.26 C, 17.96 C - During the 2023-06-04 - 2023-06-20's planting season, (when the crop is established).
However, precipitation data was not recorded during these periods.
Here is my question: How much crop residue I should apply or keep in the field? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-04", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much crop residue I should apply or keep in the field?"} | How much crop residue I should apply or keep in the field? | The Residue applied (kg/ha) is 0. Here is more definition: Crop residue is all the remaining crop parts after you remove the yield (seeds/grains) from the field. It is measured in kilograms per hectare. It is essential for maintaining soil organic matter, enhancing soil fertility, and improving soil structure. | 0 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5358, "Yield at harvest maturity (kg [dm]/ha)": 2289, "Harvested yield (kg [dm]/ha)": 2289, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3967, "Unit wt at maturity (g [dm]/unit)": 0.0787, "Number at maturity (no/m2)": 2908, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.427, "Leaf area index, maximum": 4.6}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 335, "Total season evapotranspiration, simulation-harvest (mm)": 431, "Total season transpiration (mm)": 270, "Total season soil evaporation (mm)": 161, "Season surface runoff (mm)": 18, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 123}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 191, "Grain N at maturity (kg/ha)": 148, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271808, "Organic soil C at maturity (kg/ha)": 270363, "CO2EM": 802, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.0, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 12.6, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 19.8, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 6.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.4, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 8.5, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 111, "Avg maximum air temperature (\u00b0C)": 26.6, "Avg minimum air temperature (\u00b0C)": 14.2, "Average solar radiation (MJ/m2/d), planting - harvest": 31.8, "Average daylength (hr/d), planting to harvest": 14.1, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 334.9, "Total evapotranspiration, planting to harvest (mm)": 424.7, "Total soil evaporation, planting to harvest (mm)": 154.3, "Total transpiration, planting to harvest (mm)": 270.3}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-03", "Planting date": "2023-06-04", "Emergence date": "2023-06-11", "Anthesis date": "2023-07-20", "Physiological maturity date": "2023-09-10", "Harvest date": "2023-09-22", "HYEAR": "2023", "Crop establishment start": "2023-06-04", "Crop establishment end": "2023-06-10", "Crop establishment duration": "6 days", "Vegetative growth start": "2023-06-11", "Vegetative growth end": "2023-07-19", "Vegetative growth duration": "38 days", "Yield formation start": "2023-07-20", "Yield formation end": "2023-09-09", "Yield formation duration": "51 days", "Entire period start": "2023-06-04", "Entire period end": "2023-09-10", "Entire period duration": "98 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-06-04", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-06-04", "ending_date": "2023-06-20", "number_days": 16, "precipitation": {"value": 8.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-21", "ending_date": "2023-08-26", "number_days": 66, "precipitation": {"value": 266.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-27", "ending_date": "2023-10-30", "number_days": 64, "precipitation": {"value": 280.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-06-04", "ending_date": "2023-10-30", "number_days": 146, "precipitation": {"value": 555.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | precipitation_is_missing_everywhere_in_weather_event |
00002_dpe04r3r_soybean_wth_8_query_8_qa.json | amount_of_co2_gas_emissions_during_season | true |
You can locate my "00002_dpe04r3r_soybean" farm at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 204 m). The main crop grown there is soybean (organic and non-GMO).
Planting always starts on 2023-06-19 every year.
Here is my question: How much carbon dioxyde would be emitted by the end of the cropping season? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-19", "is_irrigation_applied": "yes", "irrigation_application": [["2023-06-19", 20.13], ["2023-06-26", 15.7]], "nitrogen_fertilizer_application": [], "question_statement": "How much carbon dioxyde would be emitted by the end of the cropping season?"} | How much carbon dioxyde would be emitted by the end of the cropping season? | The CO2EM is 861. Here is more definition: the amount of carbon dioxide gas released into the atmosphere from various sources within the agricultural system. For example, if a farmer is very concerned about ecological footprint, etc., he might want to ask how much CO2 is emitted during the season. | 861 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5378, "Yield at harvest maturity (kg [dm]/ha)": 2740, "Harvested yield (kg [dm]/ha)": 2740, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4160, "Unit wt at maturity (g [dm]/unit)": 0.1092, "Number at maturity (no/m2)": 2508, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.509, "Leaf area index, maximum": 3.6}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 35, "Total season precipitation (mm), simulation - harvest": 359, "Total season evapotranspiration, simulation-harvest (mm)": 464, "Total season transpiration (mm)": 252, "Total season soil evaporation (mm)": 212, "Season surface runoff (mm)": 21, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 147}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 209, "Grain N at maturity (kg/ha)": 179, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271346, "Organic soil C at maturity (kg/ha)": 270209, "CO2EM": 861, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 15.0, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 21.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 153.7, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.6, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 6.0, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 10.9, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 78.3}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 107, "Avg maximum air temperature (\u00b0C)": 26.6, "Avg minimum air temperature (\u00b0C)": 14.7, "Average solar radiation (MJ/m2/d), planting - harvest": 30.8, "Average daylength (hr/d), planting to harvest": 13.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 359.2, "Total evapotranspiration, planting to harvest (mm)": 457.1, "Total soil evaporation, planting to harvest (mm)": 205.1, "Total transpiration, planting to harvest (mm)": 252.0}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-18", "Planting date": "2023-06-19", "Emergence date": "2023-06-25", "Anthesis date": "2023-07-29", "Physiological maturity date": "2023-09-21", "Harvest date": "2023-10-03", "HYEAR": "2023", "Crop establishment start": "2023-06-19", "Crop establishment end": "2023-06-24", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-06-25", "Vegetative growth end": "2023-07-28", "Vegetative growth duration": "33 days", "Yield formation start": "2023-07-29", "Yield formation end": "2023-09-20", "Yield formation duration": "53 days", "Entire period start": "2023-06-19", "Entire period end": "2023-09-21", "Entire period duration": "94 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-06-19", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | each_phase_sequence_is_missing |
00002_dpe04r3r_soybean_wth_9_query_9_qa.json | dry_matter_irrigation_productivity | true |
00002_dpe04r3r_soybean is a farm located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 204 meters above ground.
I started planting soybean on 2023-05-13. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, the entire period (2023-05-13 - 2023-10-05),
the total rainfall was 437.8 mm.
And the Tmin, Tmax, and Tmean were respectively 13.39 C, 26.21 C, 19.8 C.
For the breakdown, however, the daily weather records were averaged across the planting, growing), and harvesting seasons. The results are as follows:
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 13.73 C, 25.29 C, 19.51 C
- Precipitation (total): 212.5 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 14.57 C, 27.75 C, 21.16 C
- Precipitation (total): 219.2 mm
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 7.46 C, 23.36 C, 15.41 C
- Precipitation (total): 6.1 mm
Here is my question: What would be the dry matter-to-irrigation productivity value? | {"farm_name": "00002_dpe04r3r_soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-13", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What would be the dry matter-to-irrigation productivity value?"} | What would be the dry matter-to-irrigation productivity value? | The Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig]) is -99. Here is more definition: a metric that quantifies the efficiency of irrigation water use in crop production. It represents the dry matter (DM) yield produced per hectare for each millimeter of irrigation water applied. For example, if the crop is grown for biomass, the farmer can ask what dry matter irrigation productivity is. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 204}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5654, "Yield at harvest maturity (kg [dm]/ha)": 2689, "Harvested yield (kg [dm]/ha)": 2689, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4563, "Unit wt at maturity (g [dm]/unit)": 0.0901, "Number at maturity (no/m2)": 2986, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.476, "Leaf area index, maximum": 4.1}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 339, "Total season evapotranspiration, simulation-harvest (mm)": 440, "Total season transpiration (mm)": 289, "Total season soil evaporation (mm)": 151, "Season surface runoff (mm)": 16, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 120}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 211, "Grain N at maturity (kg/ha)": 170, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 271910, "Organic soil C at maturity (kg/ha)": 270436, "CO2EM": 824, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.7, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 13.0, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 19.6, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.9, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 6.2, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 9.3, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 128, "Avg maximum air temperature (\u00b0C)": 26.5, "Avg minimum air temperature (\u00b0C)": 13.5, "Average solar radiation (MJ/m2/d), planting - harvest": 33.4, "Average daylength (hr/d), planting to harvest": 14.2, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 339.4, "Total evapotranspiration, planting to harvest (mm)": 433.4, "Total soil evaporation, planting to harvest (mm)": 144.7, "Total transpiration, planting to harvest (mm)": 288.7}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-12", "Planting date": "2023-05-13", "Emergence date": "2023-05-24", "Anthesis date": "2023-07-10", "Physiological maturity date": "2023-09-05", "Harvest date": "2023-09-17", "HYEAR": "2023", "Crop establishment start": "2023-05-13", "Crop establishment end": "2023-05-23", "Crop establishment duration": "10 days", "Vegetative growth start": "2023-05-24", "Vegetative growth end": "2023-07-09", "Vegetative growth duration": "46 days", "Yield formation start": "2023-07-10", "Yield formation end": "2023-09-04", "Yield formation duration": "56 days", "Entire period start": "2023-05-13", "Entire period end": "2023-09-05", "Entire period duration": "115 days"}} | {"farm_name": "00002_dpe04r3r_soybean", "crop": "soybean", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 204, "focus": "weather", "planting_date": "2023-05-13", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 6.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 7.46, "unit": "C", "type": "average"}, "temperature_max": {"value": 23.36, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.41, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 219.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.57, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.75, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.16, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 212.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.73, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.29, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.51, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 437.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.39, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.21, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.8, "unit": "C", "type": "average"}}} | date_details_are_missing_everywhere_in_weather_event |
00003_dpe04r3r_wheat_wth_10_query_10_qa.json | extractable_water_at_maturity | false |
Here is a breakdown of the weather conditions on my farm.
To summarize, during the 141 days of the entire period (2023-10-11 - 2024-03-02),
the total rainfall was 196.1 mm.
And the Tmin, Tmax, and Tmean were respectively 1.73 C, 9.85 C, 5.79 C.
For the breakdown however, the daily weather records were averaged across 15 days (for planting); 66 days (for growing); and 60 days (for harvesting). The results are as follows:
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 6.83 C, 15.29 C, 11.06 C
- Precipitation (total): 76.8 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 0.48 C, 8.51 C, 4.5 C
- Precipitation (total): 119.3 mm
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: nan C, nan C, nan C
- Precipitation (total): 0.0 mm
Here is my question: What would be the amount of water available in the soil profile for crop use at the time of crop maturity? | {"farm_name": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "crop_name": "-99", "crop_variety": "-99", "planting_date": "2023-10-11", "is_irrigation_applied": "yes", "irrigation_application": [["2023-10-11", 18.83], ["2023-10-18", 16.66], ["2023-10-25", 13.83]], "nitrogen_fertilizer_application": [["2023-10-11", 0.0], ["2023-10-18", 0.0]], "question_statement": "What would be the amount of water available in the soil profile for crop use at the time of crop maturity?"} | What would be the amount of water available in the soil profile for crop use at the time of crop maturity? | The answer is impossible to determine for the Extractable water at maturity (mm) because the most basic farm information is missing in the weather event. | impossible | {"simulation_results": "impossible"} | {"farm_name": "-99", "crop": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "focus": "weather", "planting_date": "2023-10-11", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-10-11", "ending_date": "2023-10-26", "number_days": 15, "precipitation": {"value": 76.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": 6.83, "unit": "C", "type": "average"}, "temperature_max": {"value": 15.29, "unit": "C", "type": "average"}, "temperature_mean": {"value": 11.06, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-10-27", "ending_date": "2024-01-01", "number_days": 66, "precipitation": {"value": 119.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 0.48, "unit": "C", "type": "average"}, "temperature_max": {"value": 8.51, "unit": "C", "type": "average"}, "temperature_mean": {"value": 4.5, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2024-01-02", "ending_date": "2024-03-02", "number_days": 60, "precipitation": {"value": 0.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": NaN, "unit": "C", "type": "average"}, "temperature_max": {"value": NaN, "unit": "C", "type": "average"}, "temperature_mean": {"value": NaN, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-10-11", "ending_date": "2024-03-02", "number_days": 141, "precipitation": {"value": 196.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 1.73, "unit": "C", "type": "average"}, "temperature_max": {"value": 9.85, "unit": "C", "type": "average"}, "temperature_mean": {"value": 5.79, "unit": "C", "type": "average"}}} | most_basic_farm_information_is_missing_in_weather_event |
00003_dpe04r3r_wheat_wth_11_query_1_qa.json | number_of_nitrogen_applications | true |
My wheat farm, "00003_dpe04r3r_wheat" is located at N 42 deg 13'42.85", W 85 deg 40'49.73", about 172 meters above ground. This year I started planting around 2023-10-04.
I noticed a few things about the three crop seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-10-04 and ended on 2023-10-24, lasting 20 days.
The next season (e.g.,growing) took exactly 65 days for the vegetation to grow. It started started on 2023-10-25 and ended on 2023-12-29.
Towards the yield formation phase, the crop took 64 days to mature. The period of this season is from 2023-12-30 to 2024-03-03, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 160.6 mm, 132.4 mm, 0.0 mm.
As for the temperature (in centigrade), the averaged minimum temperature values were 6.69, 0.95, and -2.1.
In contrast, the averaged maximum temperature values were 15.26, 8.94, and 3.6.
But I care more about the mean temperature values, which were 10.98, 4.94, and 0.75 respectively.
Here is my question: How many times would I need to apply nitrogen-fertilizer by the end of the cropping season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-10-04", "is_irrigation_applied": "yes", "irrigation_application": [["2023-10-04", 16.57], ["2023-10-11", 16.58], ["2023-10-18", 16.43]], "nitrogen_fertilizer_application": [["2023-10-04", 148.836], ["2023-10-11", 159.579], ["2023-10-18", 155.769]], "question_statement": "How many times would I need to apply nitrogen-fertilizer by the end of the cropping season?"} | How many times would I need to apply nitrogen-fertilizer by the end of the cropping season? | The N applications (no) is 3. Here is more definition: the total number of nitrogen fertilizer applications made to a crop during its growing season. This count includes all instances where nitrogen is supplied to the crop, regardless of the method or form of application. | 3 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 4312, "Yield at harvest maturity (kg [dm]/ha)": 1892, "Harvested yield (kg [dm]/ha)": 1892, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 2101, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 8371, "Number at maturity (no/unit)": 67.2, "Harvest index at maturity": 0.439, "Leaf area index, maximum": 0.3}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 48, "Total season precipitation (mm), simulation - harvest": 825, "Total season evapotranspiration, simulation-harvest (mm)": 702, "Total season transpiration (mm)": 96, "Total season soil evaporation (mm)": 606, "Season surface runoff (mm)": 60, "Season water drainage (mm)": 184, "Extractable water at maturity (mm)": 164}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 462, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 66, "N leached during season (kg [N]/ha)": 12, "Inorganic N at maturity (kg [N]/ha)": 417, "Tops N at maturity (kg/ha)": 48, "Grain N at maturity (kg/ha)": 42, "N2OEM": 3.29}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16619, "Organic soil N at maturity (kg/ha)": 16619, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270073, "Organic soil C at maturity (kg/ha)": 270068, "CO2EM": 635, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 5.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 6.3, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 45.0, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 89.8, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 2.6, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 2.8, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 19.7, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 39.4}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 9.3, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 65.0, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 4.1, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 28.5}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 270, "Avg maximum air temperature (\u00b0C)": 12.6, "Avg minimum air temperature (\u00b0C)": 2.5, "Average solar radiation (MJ/m2/d), planting - harvest": 23.9, "Average daylength (hr/d), planting to harvest": 12.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 729.3, "Total evapotranspiration, planting to harvest (mm)": 681.1, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-10-03", "Planting date": "2023-10-04", "Emergence date": "2023-10-08", "Anthesis date": "2024-06-02", "Physiological maturity date": "2024-07-04", "Harvest date": "2024-07-04", "HYEAR": "2024", "Crop establishment start": "2023-10-04", "Crop establishment end": "2023-10-07", "Crop establishment duration": "3 days", "Vegetative growth start": "2023-10-08", "Vegetative growth end": "2024-06-01", "Vegetative growth duration": "237 days", "Yield formation start": "2024-06-02", "Yield formation end": "2024-07-03", "Yield formation duration": "31 days", "Entire period start": "2023-10-04", "Entire period end": "2024-07-04", "Entire period duration": "274 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-10-04", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-10-04", "ending_date": "2023-10-24", "number_days": 20, "precipitation": {"value": 160.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": 6.69, "unit": "C", "type": "average"}, "temperature_max": {"value": 15.26, "unit": "C", "type": "average"}, "temperature_mean": {"value": 10.98, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-10-25", "ending_date": "2023-12-29", "number_days": 65, "precipitation": {"value": 132.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 0.95, "unit": "C", "type": "average"}, "temperature_max": {"value": 8.94, "unit": "C", "type": "average"}, "temperature_mean": {"value": 4.94, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-12-30", "ending_date": "2024-03-03", "number_days": 64, "precipitation": {"value": 0.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": -2.1, "unit": "C", "type": "average"}, "temperature_max": {"value": 3.6, "unit": "C", "type": "average"}, "temperature_mean": {"value": 0.75, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | entire_period_is_missing_from_weather_event |
00003_dpe04r3r_wheat_wth_12_query_2_qa.json | amount_of_inorganic_nitrogen_applied | true |
Yeah, that is the satellite imagery of my farm (codified "00003_dpe04r3r_wheat") right there. From this altitude, I will say it is about 172 meters above aground.
Unfortunately, I forgot to record the weather data earlier on. But I can tell you about what I remember of the growing and harvesting seasons.
Looking at my log (where the temperature units are in centigrade and the precipitation in millimeters), I see that the total rainfall was 95.4,
and the min, max and mean temperature were respectively -0.28, 6.04, and 2.88
during the growing season (aka vegetative growth phase). Similarly, the total rainfall was 0.0, and those same three temperature values were
nan, nan, and nan during the harvesting season (aka yield formation phase).
Oh, I forgot to mention that my farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73". I grow several kinds of wheat, anything from hard red winter wheat, and soft white winter wheat.
Furthermore, The growing season started on 2023-11-20 and ended on 2024-01-25, lasting 66 days.
But the harvesting season lasted about 63 days (from 2024-01-26 to 2024-03-29).
Here is my question: What would be the required amount of nitrogen-fertilizer to apply during the growing season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-10-30", "is_irrigation_applied": "yes", "irrigation_application": [["2023-10-30", 17.15], ["2023-11-06", 14.0]], "nitrogen_fertilizer_application": [["2023-10-30", 178.187], ["2023-11-06", 148.846], ["2023-11-13", 145.663]], "question_statement": "What would be the required amount of nitrogen-fertilizer to apply during the growing season? "} | What would be the required amount of nitrogen-fertilizer to apply during the growing season? | The Inorganic N applied (kg [N]/ha) is 471. Here is more definition: the total amount of inorganic nitrogen fertilizer applied to a crop field during a growing season, measured in kilograms of nitrogen per hectare. Inorganic nitrogen fertilizers include compounds such as urea, ammonium nitrate, and ammonium sulfate, which provide readily available nitrogen to plants. | 471 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 2475, "Yield at harvest maturity (kg [dm]/ha)": 1058, "Harvested yield (kg [dm]/ha)": 1058, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 1236, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 4681, "Number at maturity (no/unit)": 55.6, "Harvest index at maturity": 0.427, "Leaf area index, maximum": 0.2}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 31, "Total season precipitation (mm), simulation - harvest": 644, "Total season evapotranspiration, simulation-harvest (mm)": 598, "Total season transpiration (mm)": 54, "Total season soil evaporation (mm)": 544, "Season surface runoff (mm)": 34, "Season water drainage (mm)": 96, "Extractable water at maturity (mm)": 185}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 471, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 37, "N leached during season (kg [N]/ha)": 5, "Inorganic N at maturity (kg [N]/ha)": 464, "Tops N at maturity (kg/ha)": 27, "Grain N at maturity (kg/ha)": 24, "N2OEM": 0.623}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16624, "Organic soil N at maturity (kg/ha)": 16624, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270126, "Organic soil C at maturity (kg/ha)": 270124, "CO2EM": 568, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 3.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 4.3, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 45.5, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 79.8, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 1.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 1.8, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 19.5, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 34.1}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 5.3, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 67.1, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 2.2, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 28.7}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 244, "Avg maximum air temperature (\u00b0C)": 12.7, "Avg minimum air temperature (\u00b0C)": 2.4, "Average solar radiation (MJ/m2/d), planting - harvest": 24.6, "Average daylength (hr/d), planting to harvest": 12.9, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 638.7, "Total evapotranspiration, planting to harvest (mm)": 572.8, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-10-29", "Planting date": "2023-10-30", "Emergence date": "2023-11-07", "Anthesis date": "2024-06-05", "Physiological maturity date": "2024-07-08", "Harvest date": "2024-07-08", "HYEAR": "2024", "Crop establishment start": "2023-10-30", "Crop establishment end": "2023-11-06", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-11-07", "Vegetative growth end": "2024-06-04", "Vegetative growth duration": "210 days", "Yield formation start": "2024-06-05", "Yield formation end": "2024-07-07", "Yield formation duration": "32 days", "Entire period start": "2023-10-30", "Entire period end": "2024-07-08", "Entire period duration": "252 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-10-30", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-11-20", "ending_date": "2024-01-25", "number_days": 66, "precipitation": {"value": 95.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": -0.28, "unit": "C", "type": "average"}, "temperature_max": {"value": 6.04, "unit": "C", "type": "average"}, "temperature_mean": {"value": 2.88, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2024-01-26", "ending_date": "2024-03-29", "number_days": 63, "precipitation": {"value": 0.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": NaN, "unit": "C", "type": "average"}, "temperature_max": {"value": NaN, "unit": "C", "type": "average"}, "temperature_mean": {"value": NaN, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | crop_establishment_phase_is_missing_from_weather_event |
00003_dpe04r3r_wheat_wth_13_query_3_qa.json | amount_of_nitrogen_fixed_during_season | true |
I'm sorry, but I forgot to record the weather data for the first two phases of the crop season. But I can tell you about the final phase, which is the yield formation phase, which signals the harvesting season.
The total rainfall was 42.3, and the min, max and mean temperature were respectively 0.64, 7.23, and 3.94.
I also remember that the season started on 2023-12-08 and ended on 2024-02-10, lasting 64 days.
My "00003_dpe04r3r_wheat" farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 172 m). I mainly grow wheat, anything from organic and non-GMO. Planting started around 2023-09-17.
Here is my question: How much nitrogen would be fixed by the crop by the end of the cropping season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-09-17", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-09-17", 179.934], ["2023-09-24", 161.743]], "question_statement": "How much nitrogen would be fixed by the crop by the end of the cropping season?"} | How much nitrogen would be fixed by the crop by the end of the cropping season? | The N fixed during season (kg/ha) is -99. Here is more definition: the amount of atmospheric nitrogen that leguminous crops, such as soybeans or alfalfa, convert into a usable form through biological nitrogen fixation during a single growing season. This process allows these crops to meet a significant portion of their nitrogen requirements without relying solely on soil nitrogen or external fertilizers. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 7738, "Yield at harvest maturity (kg [dm]/ha)": 3277, "Harvested yield (kg [dm]/ha)": 3277, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3687, "Unit wt at maturity (g [dm]/unit)": 0.0176, "Number at maturity (no/m2)": 18595, "Number at maturity (no/unit)": 98.7, "Harvest index at maturity": 0.423, "Leaf area index, maximum": 0.7}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 876, "Total season evapotranspiration, simulation-harvest (mm)": 799, "Total season transpiration (mm)": 199, "Total season soil evaporation (mm)": 601, "Season surface runoff (mm)": 58, "Season water drainage (mm)": 148, "Extractable water at maturity (mm)": 109}, "Nitrogen": {"N applications (no)": 2, "Inorganic N applied (kg [N]/ha)": 340, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 108, "N leached during season (kg [N]/ha)": 15, "Inorganic N at maturity (kg [N]/ha)": 261, "Tops N at maturity (kg/ha)": 74, "Grain N at maturity (kg/ha)": 63, "N2OEM": 1.32}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16618, "Organic soil N at maturity (kg/ha)": 16617, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270069, "Organic soil C at maturity (kg/ha)": 270053, "CO2EM": 684, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 9.0, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 10.0, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 38.9, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 3.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 4.2, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 16.5, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 22.8, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 71.6, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 9.6, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 30.3}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 288, "Avg maximum air temperature (\u00b0C)": 13.3, "Avg minimum air temperature (\u00b0C)": 3.1, "Average solar radiation (MJ/m2/d), planting - harvest": 23.8, "Average daylength (hr/d), planting to harvest": 12.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 857.7, "Total evapotranspiration, planting to harvest (mm)": 777.2, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-09-16", "Planting date": "2023-09-17", "Emergence date": "2023-09-20", "Anthesis date": "2024-06-02", "Physiological maturity date": "2024-07-04", "Harvest date": "2024-07-04", "HYEAR": "2024", "Crop establishment start": "2023-09-17", "Crop establishment end": "2023-09-19", "Crop establishment duration": "2 days", "Vegetative growth start": "2023-09-20", "Vegetative growth end": "2024-06-01", "Vegetative growth duration": "255 days", "Yield formation start": "2024-06-02", "Yield formation end": "2024-07-03", "Yield formation duration": "31 days", "Entire period start": "2023-09-17", "Entire period end": "2024-07-04", "Entire period duration": "291 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-09-17", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-12-08", "ending_date": "2024-02-10", "number_days": 64, "precipitation": {"value": 42.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 0.64, "unit": "C", "type": "average"}, "temperature_max": {"value": 7.23, "unit": "C", "type": "average"}, "temperature_mean": {"value": 3.94, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | first_two_phases_are_missing_from_weather_event |
00003_dpe04r3r_wheat_wth_14_query_4_qa.json | amount_of_nitrogen_uptake_during_season | true |
My sensors started malfunctioning last year, and I could not repair them when I started planting again this year (2023-09-04).
There are no weather records, so I can tell you about the farm and the crops I grow.
This farm (00003_dpe04r3r_wheat) used to belong to my grandparents. Come by at N 42 deg 13'42.85", W 85 deg 40'49.73" (or at elevation ~ 172 m if looking from above).
I mainly grow wheat (organic and non-GMO) and would like to grow Tomatillo, Wax Bean, Red Russian Kale, or Honey Bear Squash next because I heard they are highly profitable.
Here is my question: How much nitrogen would my crop absorb by the end of the cropping season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-09-04", "is_irrigation_applied": "yes", "irrigation_application": [["2023-09-04", 14.17], ["2023-09-11", 14.58], ["2023-09-18", 16.95]], "nitrogen_fertilizer_application": [["2023-09-04", 171.991], ["2023-09-11", 169.672]], "question_statement": "How much nitrogen would my crop absorb by the end of the cropping season?"} | How much nitrogen would my crop absorb by the end of the cropping season? | The N uptake during season (kg [N]/ha) is 127. Here is more definition: the total amount of nitrogen absorbed by a crop from the soil throughout its growing season, measured in kilograms of nitrogen per hectare. This metric encompasses all nitrogen sources available to the plant, including soil reserves, applied fertilizers, and atmospheric deposition. | 127 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 9489, "Yield at harvest maturity (kg [dm]/ha)": 3361, "Harvested yield (kg [dm]/ha)": 3361, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4022, "Unit wt at maturity (g [dm]/unit)": 0.0129, "Number at maturity (no/m2)": 26024, "Number at maturity (no/unit)": 112.8, "Harvest index at maturity": 0.354, "Leaf area index, maximum": 1.0}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 44, "Total season precipitation (mm), simulation - harvest": 914, "Total season evapotranspiration, simulation-harvest (mm)": 893, "Total season transpiration (mm)": 256, "Total season soil evaporation (mm)": 637, "Season surface runoff (mm)": 58, "Season water drainage (mm)": 161, "Extractable water at maturity (mm)": 83}, "Nitrogen": {"N applications (no)": 2, "Inorganic N applied (kg [N]/ha)": 340, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 127, "N leached during season (kg [N]/ha)": 23, "Inorganic N at maturity (kg [N]/ha)": 237, "Tops N at maturity (kg/ha)": 79, "Grain N at maturity (kg/ha)": 64, "N2OEM": 1.14}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16614, "Organic soil N at maturity (kg/ha)": 16613, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270032, "Organic soil C at maturity (kg/ha)": 269999, "CO2EM": 771, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 10.6, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 10.9, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 37.1, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 215.7, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 3.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 3.9, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 13.1, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 76.4}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 27.9, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 74.7, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 9.9, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 26.5}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 302, "Avg maximum air temperature (\u00b0C)": 13.7, "Avg minimum air temperature (\u00b0C)": 3.5, "Average solar radiation (MJ/m2/d), planting - harvest": 24.0, "Average daylength (hr/d), planting to harvest": 12.8, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 893.2, "Total evapotranspiration, planting to harvest (mm)": 872.0, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-09-03", "Planting date": "2023-09-04", "Emergence date": "2023-09-06", "Anthesis date": "2024-06-01", "Physiological maturity date": "2024-07-04", "Harvest date": "2024-07-04", "HYEAR": "2024", "Crop establishment start": "2023-09-04", "Crop establishment end": "2023-09-05", "Crop establishment duration": "1 days", "Vegetative growth start": "2023-09-06", "Vegetative growth end": "2024-05-31", "Vegetative growth duration": "268 days", "Yield formation start": "2024-06-01", "Yield formation end": "2024-07-03", "Yield formation duration": "32 days", "Entire period start": "2023-09-04", "Entire period end": "2024-07-04", "Entire period duration": "304 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-09-04", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | all_three_phases_are_missing_from_weather_event |
00003_dpe04r3r_wheat_wth_15_query_5_qa.json | amount_of_nitrogen_leached_during_season | true |
My "00003_dpe04r3r_wheat" farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 172 m). I mainly grow wheat.
Planting started around 2023-10-24 this year.
Truthfully, there can be lots of weather information to remember, such as keeping track of weather statistics for each season.
But, some of us just keep track of weather records for the entire period (i.e., from planting to harvesting). That period lasted 142 days (i.e., from 2023-10-24 to 2024-03-16).
The total rainfall was 132.4, and the min, max and mean temperature were respectively 1.01, 9.11, and 5.06.
The units always default to millimeters for precipitation and centigrade for temperature.
Here is my question: How much nitrogen was lost due to leaching during the cropping season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-10-24", "is_irrigation_applied": "yes", "irrigation_application": [["2023-10-24", 18.94], ["2023-10-31", 19.97], ["2023-11-07", 18.83]], "nitrogen_fertilizer_application": [], "question_statement": "How much nitrogen was lost due to leaching during the cropping season?"} | How much nitrogen was lost due to leaching during the cropping season? | The N leached during season (kg [N]/ha) is -99. Here is more definition: the total amount of nitrogen, measured in kilograms per hectare, that moves beyond the root zone into deeper soil layers or groundwater during a crop's growing season. This leaching typically occurs when rainfall or irrigation exceeds the soil's water-holding capacity, causing soluble nitrogen compounds, such as nitrates, to be carried downward. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 2900, "Yield at harvest maturity (kg [dm]/ha)": 1282, "Harvested yield (kg [dm]/ha)": 1282, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 1452, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 5674, "Number at maturity (no/unit)": 61.1, "Harvest index at maturity": 0.442, "Leaf area index, maximum": 0.2}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 55, "Total season precipitation (mm), simulation - harvest": 667, "Total season evapotranspiration, simulation-harvest (mm)": 623, "Total season transpiration (mm)": 64, "Total season soil evaporation (mm)": 560, "Season surface runoff (mm)": 34, "Season water drainage (mm)": 123, "Extractable water at maturity (mm)": 180}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": -99, "Grain N at maturity (kg/ha)": -99, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270125, "Organic soil C at maturity (kg/ha)": 270123, "CO2EM": 571, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 4.5, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 4.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 45.5, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 52.7, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 2.0, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 2.1, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 20.1, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 23.3}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 253, "Avg maximum air temperature (\u00b0C)": 12.6, "Avg minimum air temperature (\u00b0C)": 2.3, "Average solar radiation (MJ/m2/d), planting - harvest": 24.3, "Average daylength (hr/d), planting to harvest": 12.8, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 648.3, "Total evapotranspiration, planting to harvest (mm)": 607.4, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-10-23", "Planting date": "2023-10-24", "Emergence date": "2023-10-27", "Anthesis date": "2024-06-04", "Physiological maturity date": "2024-07-06", "Harvest date": "2024-07-06", "HYEAR": "2024", "Crop establishment start": "2023-10-24", "Crop establishment end": "2023-10-26", "Crop establishment duration": "2 days", "Vegetative growth start": "2023-10-27", "Vegetative growth end": "2024-06-03", "Vegetative growth duration": "220 days", "Yield formation start": "2024-06-04", "Yield formation end": "2024-07-05", "Yield formation duration": "31 days", "Entire period start": "2023-10-24", "Entire period end": "2024-07-06", "Entire period duration": "256 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-10-24", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-10-24", "ending_date": "2024-03-16", "number_days": 142, "precipitation": {"value": 132.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 1.01, "unit": "C", "type": "average"}, "temperature_max": {"value": 9.11, "unit": "C", "type": "average"}, "temperature_mean": {"value": 5.06, "unit": "C", "type": "average"}}} | only_entire_period_is_present_in_weather_event |
00003_dpe04r3r_wheat_wth_16_query_6_qa.json | amount_of_nitrogen_inorganic_at_maturity | true |
My farm, named 00003_dpe04r3r_wheat, is located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 172 meters above ground.
I started planting wheat on the 2023-09-18.
I noticed a few things about the three seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-09-18 and ended on 2023-10-04, lasting 16 days.
The next season (e.g.,growing) took exactly 70 days for the vegetation to grow. It started started on 2023-10-05 and ended on 2023-12-14.
Towards the yield formation phase, the crop took 63 days to mature. The period of this season is from 2023-12-15 to 2024-02-16, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 40.0 mm, 250.3 mm, 37.1 mm.
But, The total rainfall was 327.4 mm during the entire period, which went from 2023-09-18 to 2024-02-16 (eaxctly 149 days )).
Here is my question: How much inorganic nitrogen would remain present in the soil by the time the crop matures? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-09-18", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much inorganic nitrogen would remain present in the soil by the time the crop matures?"} | How much inorganic nitrogen would remain present in the soil by the time the crop matures? | The Inorganic N at maturity (kg [N]/ha) is -99. Here is more definition: the amount of inorganic nitrogen present in the soil, measured in kilograms per hectare, when the crop reaches full maturity. Inorganic nitrogen includes forms such as nitrate and ammonium. For example, if a farmer needs to understand next season's N application, this information will be helpful to him. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 8909, "Yield at harvest maturity (kg [dm]/ha)": 4107, "Harvested yield (kg [dm]/ha)": 4107, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4587, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 18174, "Number at maturity (no/unit)": 97.8, "Harvest index at maturity": 0.461, "Leaf area index, maximum": 0.7}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 879, "Total season evapotranspiration, simulation-harvest (mm)": 802, "Total season transpiration (mm)": 202, "Total season soil evaporation (mm)": 600, "Season surface runoff (mm)": 58, "Season water drainage (mm)": 151, "Extractable water at maturity (mm)": 106}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": -99, "Grain N at maturity (kg/ha)": -99, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270068, "Organic soil C at maturity (kg/ha)": 270053, "CO2EM": 683, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 10.4, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 44.2, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 4.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 20.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 288, "Avg maximum air temperature (\u00b0C)": 13.3, "Avg minimum air temperature (\u00b0C)": 3.2, "Average solar radiation (MJ/m2/d), planting - harvest": 23.8, "Average daylength (hr/d), planting to harvest": 12.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 860.5, "Total evapotranspiration, planting to harvest (mm)": 782.2, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-09-17", "Planting date": "2023-09-18", "Emergence date": "2023-09-21", "Anthesis date": "2024-06-02", "Physiological maturity date": "2024-07-05", "Harvest date": "2024-07-05", "HYEAR": "2024", "Crop establishment start": "2023-09-18", "Crop establishment end": "2023-09-20", "Crop establishment duration": "2 days", "Vegetative growth start": "2023-09-21", "Vegetative growth end": "2024-06-01", "Vegetative growth duration": "254 days", "Yield formation start": "2024-06-02", "Yield formation end": "2024-07-04", "Yield formation duration": "32 days", "Entire period start": "2023-09-18", "Entire period end": "2024-07-05", "Entire period duration": "291 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-09-18", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-09-18", "ending_date": "2023-10-04", "number_days": 16, "precipitation": {"value": 40.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-10-05", "ending_date": "2023-12-14", "number_days": 70, "precipitation": {"value": 250.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-12-15", "ending_date": "2024-02-16", "number_days": 63, "precipitation": {"value": 37.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-09-18", "ending_date": "2024-02-16", "number_days": 149, "precipitation": {"value": 327.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | temperature_is_missing_everywhere_in_weather_event |
00003_dpe04r3r_wheat_wth_17_query_7_qa.json | amount_of_n2o_gas_emissions_during_season | true |
00003_dpe04r3r_wheat, is a farm located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 172 meters above ground.
I started planting wheat on 2023-09-09. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, during the 141 days of the entire period (2023-09-09 - 2024-01-30),
the Tmin, Tmax, and Tmean were respectively 4.32 C, 13.27 C, 8.8 C.
For the breakdown however, the daily Tmin, Tmax, and Tmean were averaged across 15 days (for planting); 65 days (for growing); and 61 days (for harvesting). The results are as follows:
- 0.61 C, 6.89 C, 3.75 C - During the 2023-11-30 - 2024-01-30's harvesting season, (yield formation phase).
- 4.58 C, 13.91 C, 9.25 C - During the 2023-09-25 - 2023-11-29's growing season, (vegetative growth phase).
- 10.41 C, 23.02 C, 16.72 C - During the 2023-09-09 - 2023-09-24's planting season, (when the crop is established).
However, precipitation data was not recorded during these periods.
Here is my question: How much Nitrous oxide would be emitted by the end of the cropping season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-09-09", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-09-09", 161.534], ["2023-09-16", 168.842]], "question_statement": "How much Nitrous oxide would be emitted by the end of the cropping season?"} | How much Nitrous oxide would be emitted by the end of the cropping season? | The N2OEM is 1.23. Here is more definition: N2OEM the amount of nitrogen oxide gas emissions during the season. This gas is responsible for global warming. For example, if a farmer is concerned about the environment, they might ask how much was lost due to N2O gas emissions during the season. | 1.23 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 8751, "Yield at harvest maturity (kg [dm]/ha)": 3239, "Harvested yield (kg [dm]/ha)": 3239, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3719, "Unit wt at maturity (g [dm]/unit)": 0.0148, "Number at maturity (no/m2)": 21869, "Number at maturity (no/unit)": 103.9, "Harvest index at maturity": 0.37, "Leaf area index, maximum": 0.8}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 892, "Total season evapotranspiration, simulation-harvest (mm)": 828, "Total season transpiration (mm)": 229, "Total season soil evaporation (mm)": 599, "Season surface runoff (mm)": 57, "Season water drainage (mm)": 149, "Extractable water at maturity (mm)": 95}, "Nitrogen": {"N applications (no)": 2, "Inorganic N applied (kg [N]/ha)": 329, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 116, "N leached during season (kg [N]/ha)": 18, "Inorganic N at maturity (kg [N]/ha)": 243, "Tops N at maturity (kg/ha)": 76, "Grain N at maturity (kg/ha)": 63, "N2OEM": 1.23}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16616, "Organic soil N at maturity (kg/ha)": 16615, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270046, "Organic soil C at maturity (kg/ha)": 270023, "CO2EM": 729, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 10.0, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 10.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 38.2, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 3.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 4.0, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 14.1, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 26.6, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 75.4, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 9.8, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 27.9}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 295, "Avg maximum air temperature (\u00b0C)": 13.5, "Avg minimum air temperature (\u00b0C)": 3.3, "Average solar radiation (MJ/m2/d), planting - harvest": 24.0, "Average daylength (hr/d), planting to harvest": 12.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 876.2, "Total evapotranspiration, planting to harvest (mm)": 813.1, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-09-08", "Planting date": "2023-09-09", "Emergence date": "2023-09-13", "Anthesis date": "2024-06-02", "Physiological maturity date": "2024-07-04", "Harvest date": "2024-07-04", "HYEAR": "2024", "Crop establishment start": "2023-09-09", "Crop establishment end": "2023-09-12", "Crop establishment duration": "3 days", "Vegetative growth start": "2023-09-13", "Vegetative growth end": "2024-06-01", "Vegetative growth duration": "262 days", "Yield formation start": "2024-06-02", "Yield formation end": "2024-07-03", "Yield formation duration": "31 days", "Entire period start": "2023-09-09", "Entire period end": "2024-07-04", "Entire period duration": "299 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-09-09", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-09-09", "ending_date": "2023-09-24", "number_days": 15, "precipitation": {"value": 34.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-09-25", "ending_date": "2023-11-29", "number_days": 65, "precipitation": {"value": 255.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-11-30", "ending_date": "2024-01-30", "number_days": 61, "precipitation": {"value": 70.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-09-09", "ending_date": "2024-01-30", "number_days": 141, "precipitation": {"value": 360.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | precipitation_is_missing_everywhere_in_weather_event |
00003_dpe04r3r_wheat_wth_18_query_8_qa.json | number_of_phosphorus_applications | true |
You can locate my "00003_dpe04r3r_wheat" farm at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 172 m). The main crop grown there is wheat (hard red winter wheat, and soft white winter wheat).
Planting always starts on 2023-09-07 every year.
Here is my question: How many times would I need to apply potassium-fertilizer by the end of the cropping season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-09-07", "is_irrigation_applied": "yes", "irrigation_application": [["2023-09-07", 14.87], ["2023-09-14", 13.15], ["2023-09-21", 18.56]], "nitrogen_fertilizer_application": [], "question_statement": "How many times would I need to apply potassium-fertilizer by the end of the cropping season?"} | How many times would I need to apply potassium-fertilizer by the end of the cropping season? | The Number of P applications (no) is -99. Here is more definition: the total count of phosphorus fertilizer applications made to a crop during its growing season. Phosphorus is a primary nutrient supporting root development and plant energy transfer. Accurately tracking the number of phosphorus applications is essential for evaluating nutrient management practices and their impact on crop performance. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 10453, "Yield at harvest maturity (kg [dm]/ha)": 5090, "Harvested yield (kg [dm]/ha)": 5090, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 5581, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 22523, "Number at maturity (no/unit)": 103.1, "Harvest index at maturity": 0.487, "Leaf area index, maximum": 0.9}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 45, "Total season precipitation (mm), simulation - harvest": 914, "Total season evapotranspiration, simulation-harvest (mm)": 907, "Total season transpiration (mm)": 248, "Total season soil evaporation (mm)": 659, "Season surface runoff (mm)": 58, "Season water drainage (mm)": 146, "Extractable water at maturity (mm)": 85}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": -99, "Grain N at maturity (kg/ha)": -99, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270031, "Organic soil C at maturity (kg/ha)": 270005, "CO2EM": 754, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 11.7, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 42.2, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 232.3, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 5.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.8, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 20.6, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 113.1}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 298, "Avg maximum air temperature (\u00b0C)": 13.6, "Avg minimum air temperature (\u00b0C)": 3.4, "Average solar radiation (MJ/m2/d), planting - harvest": 24.0, "Average daylength (hr/d), planting to harvest": 12.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 892.3, "Total evapotranspiration, planting to harvest (mm)": 884.0, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-09-06", "Planting date": "2023-09-07", "Emergence date": "2023-09-10", "Anthesis date": "2024-06-01", "Physiological maturity date": "2024-07-04", "Harvest date": "2024-07-04", "HYEAR": "2024", "Crop establishment start": "2023-09-07", "Crop establishment end": "2023-09-09", "Crop establishment duration": "2 days", "Vegetative growth start": "2023-09-10", "Vegetative growth end": "2024-05-31", "Vegetative growth duration": "264 days", "Yield formation start": "2024-06-01", "Yield formation end": "2024-07-03", "Yield formation duration": "32 days", "Entire period start": "2023-09-07", "Entire period end": "2024-07-04", "Entire period duration": "301 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-09-07", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | each_phase_sequence_is_missing |
00003_dpe04r3r_wheat_wth_19_query_9_qa.json | amount_of_inorganic_phosphorus_applied | true |
00003_dpe04r3r_wheat is a farm located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 172 meters above ground.
I started planting wheat on 2023-10-12. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, the entire period (2023-10-12 - 2024-03-07),
the total rainfall was 196.1 mm.
And the Tmin, Tmax, and Tmean were respectively 1.7 C, 9.76 C, 5.73 C.
For the breakdown, however, the daily weather records were averaged across the planting, growing), and harvesting seasons. The results are as follows:
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: nan C, nan C, nan C
- Precipitation (total): 0.0 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 0.18 C, 8.21 C, 4.2 C
- Precipitation (total): 108.8 mm
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 7.31 C, 15.5 C, 11.4 C
- Precipitation (total): 87.3 mm
Here is my question: What would be the required amount of phosphorus-fertilizer to apply during the growing season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-10-12", "is_irrigation_applied": "yes", "irrigation_application": [["2023-10-12", 18.7], ["2023-10-19", 14.12], ["2023-10-26", 18.41]], "nitrogen_fertilizer_application": [["2023-10-12", 148.756], ["2023-10-19", 179.405], ["2023-10-26", 154.96]], "question_statement": "What would be the required amount of phosphorus-fertilizer to apply during the growing season? "} | What would be the required amount of phosphorus-fertilizer to apply during the growing season? | The Inorganic P applied (kg/ha) is -99. Here is more definition: the total amount of inorganic phosphorus fertilizer applied to a crop field during a growing season, measured in kilograms of phosphorus per hectare. Inorganic phosphorus fertilizers, such as superphosphate or diammonium phosphate, provide readily available phosphorus to plants. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 4043, "Yield at harvest maturity (kg [dm]/ha)": 1780, "Harvested yield (kg [dm]/ha)": 1780, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 2012, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 7874, "Number at maturity (no/unit)": 70.1, "Harvest index at maturity": 0.44, "Leaf area index, maximum": 0.3}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 50, "Total season precipitation (mm), simulation - harvest": 731, "Total season evapotranspiration, simulation-harvest (mm)": 678, "Total season transpiration (mm)": 88, "Total season soil evaporation (mm)": 590, "Season surface runoff (mm)": 37, "Season water drainage (mm)": 140, "Extractable water at maturity (mm)": 163}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 481, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 62, "N leached during season (kg [N]/ha)": 9, "Inorganic N at maturity (kg [N]/ha)": 445, "Tops N at maturity (kg/ha)": 46, "Grain N at maturity (kg/ha)": 41, "N2OEM": 1.91}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16622, "Organic soil N at maturity (kg/ha)": 16622, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270114, "Organic soil C at maturity (kg/ha)": 270111, "CO2EM": 589, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 5.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 6.2, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 45.9, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 80.9, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 2.6, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 2.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 20.2, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 35.6}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 8.4, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 65.5, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 3.7, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 28.8}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 263, "Avg maximum air temperature (\u00b0C)": 12.7, "Avg minimum air temperature (\u00b0C)": 2.5, "Average solar radiation (MJ/m2/d), planting - harvest": 24.1, "Average daylength (hr/d), planting to harvest": 12.8, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 689.6, "Total evapotranspiration, planting to harvest (mm)": 655.5, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-10-11", "Planting date": "2023-10-12", "Emergence date": "2023-10-17", "Anthesis date": "2024-06-03", "Physiological maturity date": "2024-07-06", "Harvest date": "2024-07-06", "HYEAR": "2024", "Crop establishment start": "2023-10-12", "Crop establishment end": "2023-10-16", "Crop establishment duration": "4 days", "Vegetative growth start": "2023-10-17", "Vegetative growth end": "2024-06-02", "Vegetative growth duration": "229 days", "Yield formation start": "2024-06-03", "Yield formation end": "2024-07-05", "Yield formation duration": "32 days", "Entire period start": "2023-10-12", "Entire period end": "2024-07-06", "Entire period duration": "268 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-10-12", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 87.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 7.31, "unit": "C", "type": "average"}, "temperature_max": {"value": 15.5, "unit": "C", "type": "average"}, "temperature_mean": {"value": 11.4, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 108.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": 0.18, "unit": "C", "type": "average"}, "temperature_max": {"value": 8.21, "unit": "C", "type": "average"}, "temperature_mean": {"value": 4.2, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 0.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": NaN, "unit": "C", "type": "average"}, "temperature_max": {"value": NaN, "unit": "C", "type": "average"}, "temperature_mean": {"value": NaN, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 196.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 1.7, "unit": "C", "type": "average"}, "temperature_max": {"value": 9.76, "unit": "C", "type": "average"}, "temperature_mean": {"value": 5.73, "unit": "C", "type": "average"}}} | date_details_are_missing_everywhere_in_weather_event |
00003_dpe04r3r_wheat_wth_1_query_1_qa.json | yield_at_harvest_maturity | true |
My wheat farm, "00003_dpe04r3r_wheat" is located at N 42 deg 13'42.85", W 85 deg 40'49.73", about 172 meters above ground. This year I started planting around 2023-09-01.
I noticed a few things about the three crop seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-09-01 and ended on 2023-09-19, lasting 18 days.
The next season (e.g.,growing) took exactly 68 days for the vegetation to grow. It started started on 2023-09-20 and ended on 2023-11-27.
Towards the yield formation phase, the crop took 64 days to mature. The period of this season is from 2023-11-28 to 2024-01-31, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 55.8 mm, 255.0 mm, 70.8 mm.
As for the temperature (in centigrade), the averaged minimum temperature values were 12.27, 5.49, and 0.1.
In contrast, the averaged maximum temperature values were 24.21, 15.19, and 6.5.
But I care more about the mean temperature values, which were 18.24, 10.34, and 3.3 respectively.
Here is my question: What would be my crop yield at maturity? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-09-01", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What would be my crop yield at maturity?"} | What would be my crop yield at maturity? | The Yield at harvest maturity (kg [dm]/ha) is 6666. Here is more definition: the total weight of a crop harvested per hectare, in kilograms of dry matter. It represents the portion of the crop that remains after all water content has been removed, providing a consistent basis for comparing yields across different conditions. | 6666 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 12043, "Yield at harvest maturity (kg [dm]/ha)": 6666, "Harvested yield (kg [dm]/ha)": 6666, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 7264, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 29493, "Number at maturity (no/unit)": 120.9, "Harvest index at maturity": 0.553, "Leaf area index, maximum": 1.1}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 914, "Total season evapotranspiration, simulation-harvest (mm)": 881, "Total season transpiration (mm)": 290, "Total season soil evaporation (mm)": 591, "Season surface runoff (mm)": 56, "Season water drainage (mm)": 145, "Extractable water at maturity (mm)": 69}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": -99, "Grain N at maturity (kg/ha)": -99, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270048, "Organic soil C at maturity (kg/ha)": 270009, "CO2EM": 770, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 13.2, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 13.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 41.5, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.3, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 7.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 23.0, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 304, "Avg maximum air temperature (\u00b0C)": 13.8, "Avg minimum air temperature (\u00b0C)": 3.6, "Average solar radiation (MJ/m2/d), planting - harvest": 24.0, "Average daylength (hr/d), planting to harvest": 12.8, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 913.5, "Total evapotranspiration, planting to harvest (mm)": 870.9, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-08-31", "Planting date": "2023-09-01", "Emergence date": "2023-09-04", "Anthesis date": "2024-06-02", "Physiological maturity date": "2024-07-04", "Harvest date": "2024-07-04", "HYEAR": "2024", "Crop establishment start": "2023-09-01", "Crop establishment end": "2023-09-03", "Crop establishment duration": "2 days", "Vegetative growth start": "2023-09-04", "Vegetative growth end": "2024-06-01", "Vegetative growth duration": "271 days", "Yield formation start": "2024-06-02", "Yield formation end": "2024-07-03", "Yield formation duration": "31 days", "Entire period start": "2023-09-01", "Entire period end": "2024-07-04", "Entire period duration": "307 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-09-01", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-09-01", "ending_date": "2023-09-19", "number_days": 18, "precipitation": {"value": 55.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.27, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.21, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.24, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-09-20", "ending_date": "2023-11-27", "number_days": 68, "precipitation": {"value": 255.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": 5.49, "unit": "C", "type": "average"}, "temperature_max": {"value": 15.19, "unit": "C", "type": "average"}, "temperature_mean": {"value": 10.34, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-11-28", "ending_date": "2024-01-31", "number_days": 64, "precipitation": {"value": 70.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": 0.1, "unit": "C", "type": "average"}, "temperature_max": {"value": 6.5, "unit": "C", "type": "average"}, "temperature_mean": {"value": 3.3, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | entire_period_is_missing_from_weather_event |
00003_dpe04r3r_wheat_wth_20_query_10_qa.json | seasonal_cumulative_phosphorus_uptake | false |
Here is a breakdown of the weather conditions on my farm.
To summarize, during the 149 days of the entire period (2023-09-05 - 2024-02-03),
the total rainfall was 381.6 mm.
And the Tmin, Tmax, and Tmean were respectively 4.78 C, 13.7 C, 9.24 C.
For the breakdown however, the daily weather records were averaged across 17 days (for planting); 70 days (for growing); and 62 days (for harvesting). The results are as follows:
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 12.01 C, 23.46 C, 17.74 C
- Precipitation (total): 55.8 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 4.59 C, 13.93 C, 9.26 C
- Precipitation (total): 277.6 mm
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 0.62 C, 6.85 C, 3.74 C
- Precipitation (total): 48.2 mm
Here is my question: How much phosphorus would my crop absorb by the end of the cropping season? | {"farm_name": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "crop_name": "-99", "crop_variety": "-99", "planting_date": "2023-09-05", "is_irrigation_applied": "yes", "irrigation_application": [["2023-09-05", 17.64], ["2023-09-12", 18.18], ["2023-09-19", 12.81]], "nitrogen_fertilizer_application": [["2023-09-05", 0.0], ["2023-09-12", 0.0], ["2023-09-19", 0.0]], "question_statement": "How much phosphorus would my crop absorb by the end of the cropping season?"} | How much phosphorus would my crop absorb by the end of the cropping season? | The answer is impossible to determine for the Seasonal cumulative P uptake (kg[P]/ha) because the most basic farm information is missing in the weather event. | impossible | {"simulation_results": "impossible"} | {"farm_name": "-99", "crop": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "focus": "weather", "planting_date": "2023-09-05", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-09-05", "ending_date": "2023-09-22", "number_days": 17, "precipitation": {"value": 55.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.01, "unit": "C", "type": "average"}, "temperature_max": {"value": 23.46, "unit": "C", "type": "average"}, "temperature_mean": {"value": 17.74, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-09-23", "ending_date": "2023-12-02", "number_days": 70, "precipitation": {"value": 277.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": 4.59, "unit": "C", "type": "average"}, "temperature_max": {"value": 13.93, "unit": "C", "type": "average"}, "temperature_mean": {"value": 9.26, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-12-03", "ending_date": "2024-02-03", "number_days": 62, "precipitation": {"value": 48.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 0.62, "unit": "C", "type": "average"}, "temperature_max": {"value": 6.85, "unit": "C", "type": "average"}, "temperature_mean": {"value": 3.74, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-09-05", "ending_date": "2024-02-03", "number_days": 149, "precipitation": {"value": 381.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": 4.78, "unit": "C", "type": "average"}, "temperature_max": {"value": 13.7, "unit": "C", "type": "average"}, "temperature_mean": {"value": 9.24, "unit": "C", "type": "average"}}} | most_basic_farm_information_is_missing_in_weather_event |
00003_dpe04r3r_wheat_wth_2_query_2_qa.json | harvested_yield_kg_dm | true |
Yeah, that is the satellite imagery of my farm (codified "00003_dpe04r3r_wheat") right there. From this altitude, I will say it is about 172 meters above aground.
Unfortunately, I forgot to record the weather data earlier on. But I can tell you about what I remember of the growing and harvesting seasons.
Looking at my log (where the temperature units are in centigrade and the precipitation in millimeters), I see that the total rainfall was 245.3,
and the min, max and mean temperature were respectively 3.97, 13.27, and 8.62
during the growing season (aka vegetative growth phase). Similarly, the total rainfall was 48.2, and those same three temperature values were
0.62, 6.85, and 3.74 during the harvesting season (aka yield formation phase).
Oh, I forgot to mention that my farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73". I grow several kinds of wheat, anything from hard red winter wheat, and soft white winter wheat.
Furthermore, The growing season started on 2023-09-28 and ended on 2023-12-02, lasting 65 days.
But the harvesting season lasted about 59 days (from 2023-12-03 to 2024-01-31).
Here is my question: How much yield would I be able to harvest by a certain harvest date? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-09-06", "is_irrigation_applied": "yes", "irrigation_application": [["2023-09-06", 14.61], ["2023-09-13", 17.54]], "nitrogen_fertilizer_application": [["2023-09-06", 162.59], ["2023-09-13", 150.902], ["2023-09-20", 177.956]], "question_statement": "How much yield would I be able to harvest by a certain harvest date?"} | How much yield would I be able to harvest by a certain harvest date? | The Harvested yield (kg [dm]/ha) is 3872. Here is more definition: the total weight of a crop harvested per hectare, in kilograms of dry matter (dm). It represents the portion of the crop that remains after all water content has been removed, providing a consistent basis for comparing yields across different conditions. | 3872 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 9193, "Yield at harvest maturity (kg [dm]/ha)": 3872, "Harvested yield (kg [dm]/ha)": 3872, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4466, "Unit wt at maturity (g [dm]/unit)": 0.0171, "Number at maturity (no/m2)": 22677, "Number at maturity (no/unit)": 102.4, "Harvest index at maturity": 0.421, "Leaf area index, maximum": 0.8}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 31, "Total season precipitation (mm), simulation - harvest": 914, "Total season evapotranspiration, simulation-harvest (mm)": 874, "Total season transpiration (mm)": 241, "Total season soil evaporation (mm)": 633, "Season surface runoff (mm)": 58, "Season water drainage (mm)": 158, "Extractable water at maturity (mm)": 93}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 489, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 134, "N leached during season (kg [N]/ha)": 27, "Inorganic N at maturity (kg [N]/ha)": 376, "Tops N at maturity (kg/ha)": 88, "Grain N at maturity (kg/ha)": 75, "N2OEM": 1.93}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16614, "Organic soil N at maturity (kg/ha)": 16613, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270018, "Organic soil C at maturity (kg/ha)": 269990, "CO2EM": 771, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 10.3, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 10.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 38.1, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 296.6, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 4.3, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 4.6, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 16.0, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 124.9}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 18.8, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 68.5, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 7.9, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 28.9}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 299, "Avg maximum air temperature (\u00b0C)": 13.6, "Avg minimum air temperature (\u00b0C)": 3.4, "Average solar radiation (MJ/m2/d), planting - harvest": 24.0, "Average daylength (hr/d), planting to harvest": 12.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 892.3, "Total evapotranspiration, planting to harvest (mm)": 849.5, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-09-05", "Planting date": "2023-09-06", "Emergence date": "2023-09-09", "Anthesis date": "2024-06-01", "Physiological maturity date": "2024-07-04", "Harvest date": "2024-07-04", "HYEAR": "2024", "Crop establishment start": "2023-09-06", "Crop establishment end": "2023-09-08", "Crop establishment duration": "2 days", "Vegetative growth start": "2023-09-09", "Vegetative growth end": "2024-05-31", "Vegetative growth duration": "265 days", "Yield formation start": "2024-06-01", "Yield formation end": "2024-07-03", "Yield formation duration": "32 days", "Entire period start": "2023-09-06", "Entire period end": "2024-07-04", "Entire period duration": "302 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-09-06", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-09-28", "ending_date": "2023-12-02", "number_days": 65, "precipitation": {"value": 245.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 3.97, "unit": "C", "type": "average"}, "temperature_max": {"value": 13.27, "unit": "C", "type": "average"}, "temperature_mean": {"value": 8.62, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-12-03", "ending_date": "2024-01-31", "number_days": 59, "precipitation": {"value": 48.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 0.62, "unit": "C", "type": "average"}, "temperature_max": {"value": 6.85, "unit": "C", "type": "average"}, "temperature_mean": {"value": 3.74, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | crop_establishment_phase_is_missing_from_weather_event |
00003_dpe04r3r_wheat_wth_3_query_3_qa.json | harvest_index_at_maturity | true |
I'm sorry, but I forgot to record the weather data for the first two phases of the crop season. But I can tell you about the final phase, which is the yield formation phase, which signals the harvesting season.
The total rainfall was 0.0, and the min, max and mean temperature were respectively nan, nan, and nan.
I also remember that the season started on 2024-01-12 and ended on 2024-03-11, lasting 59 days.
My "00003_dpe04r3r_wheat" farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 172 m). I mainly grow wheat, anything from organic and non-GMO. Planting started around 2023-10-17.
Here is my question: What would be my harvest index by the time the crop matures? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-10-17", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-10-17", 167.365], ["2023-10-24", 162.431], ["2023-10-31", 166.951]], "question_statement": "What would be my harvest index by the time the crop matures?"} | What would be my harvest index by the time the crop matures? | The Harvest index at maturity is 0.447. Here is more definition: the ratio between the harvest's dry weight and the crop biomass's total dry weight (including the harvest). It is the proportion of the above-ground biomass (in the case of cereals) that is found in the grain, i.e., a harvest index of 33 percent, results in a ratio of 2 kg straw:1 kg grain (FAO, 2022) | 0.447 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 3654, "Yield at harvest maturity (kg [dm]/ha)": 1634, "Harvested yield (kg [dm]/ha)": 1634, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 1848, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 7231, "Number at maturity (no/unit)": 69.7, "Harvest index at maturity": 0.447, "Leaf area index, maximum": 0.3}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 690, "Total season evapotranspiration, simulation-harvest (mm)": 637, "Total season transpiration (mm)": 80, "Total season soil evaporation (mm)": 557, "Season surface runoff (mm)": 33, "Season water drainage (mm)": 89, "Extractable water at maturity (mm)": 168}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 495, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 56, "N leached during season (kg [N]/ha)": 6, "Inorganic N at maturity (kg [N]/ha)": 468, "Tops N at maturity (kg/ha)": 41, "Grain N at maturity (kg/ha)": 36, "N2OEM": 1.77}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16623, "Organic soil N at maturity (kg/ha)": 16623, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270124, "Organic soil C at maturity (kg/ha)": 270121, "CO2EM": 577, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 5.5, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 6.0, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 45.8, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 2.4, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 2.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 20.5, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 7.4, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 65.6, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 3.3, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 29.3}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 257, "Avg maximum air temperature (\u00b0C)": 12.7, "Avg minimum air temperature (\u00b0C)": 2.5, "Average solar radiation (MJ/m2/d), planting - harvest": 24.2, "Average daylength (hr/d), planting to harvest": 12.8, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 667.1, "Total evapotranspiration, planting to harvest (mm)": 612.6, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-10-16", "Planting date": "2023-10-17", "Emergence date": "2023-10-23", "Anthesis date": "2024-06-04", "Physiological maturity date": "2024-07-06", "Harvest date": "2024-07-06", "HYEAR": "2024", "Crop establishment start": "2023-10-17", "Crop establishment end": "2023-10-22", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-10-23", "Vegetative growth end": "2024-06-03", "Vegetative growth duration": "224 days", "Yield formation start": "2024-06-04", "Yield formation end": "2024-07-05", "Yield formation duration": "31 days", "Entire period start": "2023-10-17", "Entire period end": "2024-07-06", "Entire period duration": "263 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-10-17", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2024-01-12", "ending_date": "2024-03-11", "number_days": 59, "precipitation": {"value": 0.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": NaN, "unit": "C", "type": "average"}, "temperature_max": {"value": NaN, "unit": "C", "type": "average"}, "temperature_mean": {"value": NaN, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | first_two_phases_are_missing_from_weather_event |
00003_dpe04r3r_wheat_wth_4_query_4_qa.json | number_of_irrigation_applications | true |
My sensors started malfunctioning last year, and I could not repair them when I started planting again this year (2023-10-02).
There are no weather records, so I can tell you about the farm and the crops I grow.
This farm (00003_dpe04r3r_wheat) used to belong to my grandparents. Come by at N 42 deg 13'42.85", W 85 deg 40'49.73" (or at elevation ~ 172 m if looking from above).
I mainly grow wheat (organic and non-GMO) and would like to grow Tomatillo, Wax Bean, Red Russian Kale, or Honey Bear Squash next because I heard they are highly profitable.
Here is my question: What should be the optimum amount of irrigation applications? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-10-02", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-10-02", 155.94], ["2023-10-09", 170.143], ["2023-10-16", 170.697]], "question_statement": "What should be the optimum amount of irrigation applications?"} | What should be the optimum amount of irrigation applications? | The Irrigation applications (no) is 0. Here is more definition: the total number of irrigation events applied to a crop during its growing season. It includes all instances where water is supplied to the crop, whether through manual scheduling based on field records or automated systems that trigger irrigation based on specific criteria such as soil moisture levels or evapotranspiration rates. | 0 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 5134, "Yield at harvest maturity (kg [dm]/ha)": 2263, "Harvested yield (kg [dm]/ha)": 2263, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 2509, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 10011, "Number at maturity (no/unit)": 76.5, "Harvest index at maturity": 0.441, "Leaf area index, maximum": 0.4}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 825, "Total season evapotranspiration, simulation-harvest (mm)": 710, "Total season transpiration (mm)": 112, "Total season soil evaporation (mm)": 597, "Season surface runoff (mm)": 55, "Season water drainage (mm)": 146, "Extractable water at maturity (mm)": 152}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 495, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 78, "N leached during season (kg [N]/ha)": 11, "Inorganic N at maturity (kg [N]/ha)": 443, "Tops N at maturity (kg/ha)": 57, "Grain N at maturity (kg/ha)": 50, "N2OEM": 2.1}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 16620, "Organic soil N at maturity (kg/ha)": 16619, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270080, "Organic soil C at maturity (kg/ha)": 270075, "CO2EM": 632, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 6.7, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 7.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 45.8, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 3.0, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 3.2, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 20.2, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 10.4, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 65.9, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 4.6, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 29.1}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 273, "Avg maximum air temperature (\u00b0C)": 12.6, "Avg minimum air temperature (\u00b0C)": 2.6, "Average solar radiation (MJ/m2/d), planting - harvest": 23.8, "Average daylength (hr/d), planting to harvest": 12.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 760.9, "Total evapotranspiration, planting to harvest (mm)": 697.8, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-10-01", "Planting date": "2023-10-02", "Emergence date": "2023-10-05", "Anthesis date": "2024-06-02", "Physiological maturity date": "2024-07-04", "Harvest date": "2024-07-04", "HYEAR": "2024", "Crop establishment start": "2023-10-02", "Crop establishment end": "2023-10-04", "Crop establishment duration": "2 days", "Vegetative growth start": "2023-10-05", "Vegetative growth end": "2024-06-01", "Vegetative growth duration": "240 days", "Yield formation start": "2024-06-02", "Yield formation end": "2024-07-03", "Yield formation duration": "31 days", "Entire period start": "2023-10-02", "Entire period end": "2024-07-04", "Entire period duration": "276 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-10-02", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | all_three_phases_are_missing_from_weather_event |
00003_dpe04r3r_wheat_wth_5_query_5_qa.json | season_applied_irrigation_includes | true |
My "00003_dpe04r3r_wheat" farm is located at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 172 m). I mainly grow wheat.
Planting started around 2023-09-14 this year.
Truthfully, there can be lots of weather information to remember, such as keeping track of weather statistics for each season.
But, some of us just keep track of weather records for the entire period (i.e., from planting to harvesting). That period lasted 151 days (i.e., from 2023-09-14 to 2024-02-14).
The total rainfall was 344.3, and the min, max and mean temperature were respectively 4.04, 12.88, and 8.46.
The units always default to millimeters for precipitation and centigrade for temperature.
Here is my question: What would be my total irrigation requirement by the end of the season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-09-14", "is_irrigation_applied": "yes", "irrigation_application": [["2023-09-14", 13.44], ["2023-09-21", 14.91]], "nitrogen_fertilizer_application": [], "question_statement": "What would be my total irrigation requirement by the end of the season?"} | What would be my total irrigation requirement by the end of the season? | The Season applied irrigation (includes losses) (mm) is 27. Here is more definition: the total volume of water used in a crop field through irrigation over an entire growing season, measured in millimeters. This measurement encompasses all irrigation events and accounts for water losses during application, such as evaporation, runoff, or deep percolation. | 27 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 9369, "Yield at harvest maturity (kg [dm]/ha)": 4387, "Harvested yield (kg [dm]/ha)": 4387, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4893, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 19414, "Number at maturity (no/unit)": 97.1, "Harvest index at maturity": 0.468, "Leaf area index, maximum": 0.7}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 27, "Total season precipitation (mm), simulation - harvest": 876, "Total season evapotranspiration, simulation-harvest (mm)": 844, "Total season transpiration (mm)": 216, "Total season soil evaporation (mm)": 628, "Season surface runoff (mm)": 58, "Season water drainage (mm)": 141, "Extractable water at maturity (mm)": 98}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": -99, "Grain N at maturity (kg/ha)": -99, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270065, "Organic soil C at maturity (kg/ha)": 270047, "CO2EM": 696, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 10.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 43.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 347.0, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 5.1, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 20.3, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 162.5}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 291, "Avg maximum air temperature (\u00b0C)": 13.4, "Avg minimum air temperature (\u00b0C)": 3.2, "Average solar radiation (MJ/m2/d), planting - harvest": 23.9, "Average daylength (hr/d), planting to harvest": 12.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 859.3, "Total evapotranspiration, planting to harvest (mm)": 822.8, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-09-13", "Planting date": "2023-09-14", "Emergence date": "2023-09-17", "Anthesis date": "2024-06-02", "Physiological maturity date": "2024-07-04", "Harvest date": "2024-07-04", "HYEAR": "2024", "Crop establishment start": "2023-09-14", "Crop establishment end": "2023-09-16", "Crop establishment duration": "2 days", "Vegetative growth start": "2023-09-17", "Vegetative growth end": "2024-06-01", "Vegetative growth duration": "258 days", "Yield formation start": "2024-06-02", "Yield formation end": "2024-07-03", "Yield formation duration": "31 days", "Entire period start": "2023-09-14", "Entire period end": "2024-07-04", "Entire period duration": "294 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-09-14", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-09-14", "ending_date": "2024-02-14", "number_days": 151, "precipitation": {"value": 344.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 4.04, "unit": "C", "type": "average"}, "temperature_max": {"value": 12.88, "unit": "C", "type": "average"}, "temperature_mean": {"value": 8.46, "unit": "C", "type": "average"}}} | only_entire_period_is_present_in_weather_event |
00003_dpe04r3r_wheat_wth_6_query_6_qa.json | total_season_precipitation_upto_harvest | true |
My farm, named 00003_dpe04r3r_wheat, is located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 172 meters above ground.
I started planting wheat on the 2023-10-26.
I noticed a few things about the three seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-10-26 and ended on 2023-11-13, lasting 18 days.
The next season (e.g.,growing) took exactly 70 days for the vegetation to grow. It started started on 2023-11-14 and ended on 2024-01-23.
Towards the yield formation phase, the crop took 65 days to mature. The period of this season is from 2024-01-24 to 2024-03-29, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 27.0 mm, 96.5 mm, 0.0 mm.
But, The total rainfall was 123.5 mm during the entire period, which went from 2023-10-26 to 2024-03-29 (eaxctly 153 days )).
Here is my question: What would be the total precipitation amount during the growing season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-10-26", "is_irrigation_applied": "yes", "irrigation_application": [["2023-10-26", 20.29], ["2023-11-02", 16.26], ["2023-11-09", 19.4]], "nitrogen_fertilizer_application": [], "question_statement": "What would be the total precipitation amount during the growing season?"} | What would be the total precipitation amount during the growing season? | The Total season precipitation (mm), simulation - harvest is 667. Here is more definition: the cumulative amount of rainfall, measured in millimeters, that a crop receives from the start of the simulation period until the harvest date. This metric is crucial for understanding the water availability during the crop's growth cycle, significantly influencing crop development and yield outcomes. | 667 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 2493, "Yield at harvest maturity (kg [dm]/ha)": 1108, "Harvested yield (kg [dm]/ha)": 1108, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 1256, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 4904, "Number at maturity (no/unit)": 58.8, "Harvest index at maturity": 0.445, "Leaf area index, maximum": 0.2}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 55, "Total season precipitation (mm), simulation - harvest": 667, "Total season evapotranspiration, simulation-harvest (mm)": 617, "Total season transpiration (mm)": 55, "Total season soil evaporation (mm)": 562, "Season surface runoff (mm)": 34, "Season water drainage (mm)": 122, "Extractable water at maturity (mm)": 187}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": -99, "Grain N at maturity (kg/ha)": -99, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270105, "Organic soil C at maturity (kg/ha)": 270103, "CO2EM": 589, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 3.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 4.2, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 45.7, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 45.3, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 1.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 1.9, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 20.3, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 20.2}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 246, "Avg maximum air temperature (\u00b0C)": 12.7, "Avg minimum air temperature (\u00b0C)": 2.4, "Average solar radiation (MJ/m2/d), planting - harvest": 24.5, "Average daylength (hr/d), planting to harvest": 12.9, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 638.1, "Total evapotranspiration, planting to harvest (mm)": 586.9, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-10-25", "Planting date": "2023-10-26", "Emergence date": "2023-11-03", "Anthesis date": "2024-06-04", "Physiological maturity date": "2024-07-06", "Harvest date": "2024-07-06", "HYEAR": "2024", "Crop establishment start": "2023-10-26", "Crop establishment end": "2023-11-02", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-11-03", "Vegetative growth end": "2024-06-03", "Vegetative growth duration": "213 days", "Yield formation start": "2024-06-04", "Yield formation end": "2024-07-05", "Yield formation duration": "31 days", "Entire period start": "2023-10-26", "Entire period end": "2024-07-06", "Entire period duration": "254 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-10-26", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-10-26", "ending_date": "2023-11-13", "number_days": 18, "precipitation": {"value": 27.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-11-14", "ending_date": "2024-01-23", "number_days": 70, "precipitation": {"value": 96.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2024-01-24", "ending_date": "2024-03-29", "number_days": 65, "precipitation": {"value": 0.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-10-26", "ending_date": "2024-03-29", "number_days": 153, "precipitation": {"value": 123.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | temperature_is_missing_everywhere_in_weather_event |
00003_dpe04r3r_wheat_wth_7_query_7_qa.json | total_season_evapotranspiration_upto_harvest | true |
00003_dpe04r3r_wheat, is a farm located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 172 meters above ground.
I started planting wheat on 2023-10-05. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, during the 153 days of the entire period (2023-10-05 - 2024-03-08),
the Tmin, Tmax, and Tmean were respectively 2.14 C, 10.18 C, 6.16 C.
For the breakdown however, the daily Tmin, Tmax, and Tmean were averaged across 20 days (for planting); 70 days (for growing); and 63 days (for harvesting). The results are as follows:
- nan C, nan C, nan C - During the 2024-01-05 - 2024-03-08's harvesting season, (yield formation phase).
- 0.71 C, 8.71 C, 4.71 C - During the 2023-10-26 - 2024-01-04's growing season, (vegetative growth phase).
- 6.62 C, 14.8 C, 10.71 C - During the 2023-10-05 - 2023-10-25's planting season, (when the crop is established).
However, precipitation data was not recorded during these periods.
Here is my question: What would be the total evapotranspiration amount during the growing season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-10-05", "is_irrigation_applied": "yes", "irrigation_application": [["2023-10-05", 16.79], ["2023-10-12", 19.16], ["2023-10-19", 15.98]], "nitrogen_fertilizer_application": [], "question_statement": "What would be the total evapotranspiration amount during the growing season?"} | What would be the total evapotranspiration amount during the growing season? | The Total season evapotranspiration, simulation-harvest (mm) is 703. Here is more definition: the cumulative amount of water, measured in millimeters, that is transferred from the soil and crop surfaces to the atmosphere through the combined processes of evaporation and transpiration during the entire growing season from the start of the simulation until harvest. | 703 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 4229, "Yield at harvest maturity (kg [dm]/ha)": 1915, "Harvested yield (kg [dm]/ha)": 1915, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 2119, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 8470, "Number at maturity (no/unit)": 68.9, "Harvest index at maturity": 0.453, "Leaf area index, maximum": 0.3}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 50, "Total season precipitation (mm), simulation - harvest": 825, "Total season evapotranspiration, simulation-harvest (mm)": 703, "Total season transpiration (mm)": 93, "Total season soil evaporation (mm)": 610, "Season surface runoff (mm)": 57, "Season water drainage (mm)": 191, "Extractable water at maturity (mm)": 160}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": -99, "Grain N at maturity (kg/ha)": -99, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270081, "Organic soil C at maturity (kg/ha)": 270077, "CO2EM": 625, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 5.8, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 6.2, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 45.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 84.6, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 2.6, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 2.8, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 20.5, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 38.3}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 268, "Avg maximum air temperature (\u00b0C)": 12.6, "Avg minimum air temperature (\u00b0C)": 2.5, "Average solar radiation (MJ/m2/d), planting - harvest": 23.9, "Average daylength (hr/d), planting to harvest": 12.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 728.0, "Total evapotranspiration, planting to harvest (mm)": 677.0, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-10-04", "Planting date": "2023-10-05", "Emergence date": "2023-10-10", "Anthesis date": "2024-06-02", "Physiological maturity date": "2024-07-04", "Harvest date": "2024-07-04", "HYEAR": "2024", "Crop establishment start": "2023-10-05", "Crop establishment end": "2023-10-09", "Crop establishment duration": "4 days", "Vegetative growth start": "2023-10-10", "Vegetative growth end": "2024-06-01", "Vegetative growth duration": "235 days", "Yield formation start": "2024-06-02", "Yield formation end": "2024-07-03", "Yield formation duration": "31 days", "Entire period start": "2023-10-05", "Entire period end": "2024-07-04", "Entire period duration": "273 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-10-05", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-10-05", "ending_date": "2023-10-25", "number_days": 20, "precipitation": {"value": 163.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-10-26", "ending_date": "2024-01-04", "number_days": 70, "precipitation": {"value": 123.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2024-01-05", "ending_date": "2024-03-08", "number_days": 63, "precipitation": {"value": 0.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-10-05", "ending_date": "2024-03-08", "number_days": 153, "precipitation": {"value": 287.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | precipitation_is_missing_everywhere_in_weather_event |
00003_dpe04r3r_wheat_wth_8_query_8_qa.json | seasonal_surface_runoff | true |
You can locate my "00003_dpe04r3r_wheat" farm at N 42 deg 13'42.85", W 85 deg 40'49.73" (elevation ~ 172 m). The main crop grown there is wheat (hard red winter wheat, and soft white winter wheat).
Planting always starts on 2023-10-20 every year.
Here is my question: What will be the amount of water surface runoff by the end of the season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-10-20", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What will be the amount of water surface runoff by the end of the season?"} | What will be the amount of water surface runoff by the end of the season? | The Season surface runoff (mm) is 33. Here is more definition: the total amount of water, measured in millimeters, that flows over the soil surface and exits the field during a crop's growing season. This runoff occurs when rainfall or irrigation exceeds the soil's infiltration capacity, leading to excess water moving across the land. | 33 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 3283, "Yield at harvest maturity (kg [dm]/ha)": 1412, "Harvested yield (kg [dm]/ha)": 1412, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 1606, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 6249, "Number at maturity (no/unit)": 62.3, "Harvest index at maturity": 0.43, "Leaf area index, maximum": 0.2}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 688, "Total season evapotranspiration, simulation-harvest (mm)": 628, "Total season transpiration (mm)": 73, "Total season soil evaporation (mm)": 555, "Season surface runoff (mm)": 33, "Season water drainage (mm)": 93, "Extractable water at maturity (mm)": 172}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": -99, "Grain N at maturity (kg/ha)": -99, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270111, "Organic soil C at maturity (kg/ha)": 270108, "CO2EM": 589, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 5.0, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 5.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 45.2, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 2.1, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 2.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 19.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 256, "Avg maximum air temperature (\u00b0C)": 12.7, "Avg minimum air temperature (\u00b0C)": 2.5, "Average solar radiation (MJ/m2/d), planting - harvest": 24.3, "Average daylength (hr/d), planting to harvest": 12.8, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 658.2, "Total evapotranspiration, planting to harvest (mm)": 605.4, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-10-19", "Planting date": "2023-10-20", "Emergence date": "2023-10-25", "Anthesis date": "2024-06-04", "Physiological maturity date": "2024-07-07", "Harvest date": "2024-07-07", "HYEAR": "2024", "Crop establishment start": "2023-10-20", "Crop establishment end": "2023-10-24", "Crop establishment duration": "4 days", "Vegetative growth start": "2023-10-25", "Vegetative growth end": "2024-06-03", "Vegetative growth duration": "222 days", "Yield formation start": "2024-06-04", "Yield formation end": "2024-07-06", "Yield formation duration": "32 days", "Entire period start": "2023-10-20", "Entire period end": "2024-07-07", "Entire period duration": "261 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-10-20", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | each_phase_sequence_is_missing |
00003_dpe04r3r_wheat_wth_9_query_9_qa.json | seasonal_water_drainage | true |
00003_dpe04r3r_wheat is a farm located at a latitude of N 42 deg 13'42.85" and a longitude of W 85 deg 40'49.73", at 172 meters above ground.
I started planting wheat on 2023-09-13. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, the entire period (2023-09-13 - 2024-02-09),
the total rainfall was 344.3 mm.
And the Tmin, Tmax, and Tmean were respectively 4.08 C, 12.94 C, 8.51 C.
For the breakdown, however, the daily weather records were averaged across the planting, growing), and harvesting seasons. The results are as follows:
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 0.65 C, 7.32 C, 3.99 C
- Precipitation (total): 42.3 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 3.6 C, 12.66 C, 8.13 C
- Precipitation (total): 250.7 mm
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 11.31 C, 22.58 C, 16.94 C
- Precipitation (total): 51.3 mm
Here is my question: What will be the amount of water drained during the growing season? | {"farm_name": "00003_dpe04r3r_wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "crop_name": "wheat", "crop_variety": "WH NEWTON (Chelsea soft white)", "planting_date": "2023-09-13", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What will be the amount of water drained during the growing season?"} | What will be the amount of water drained during the growing season? | The Season water drainage (mm) is 145. Here is more definition: the total amount of water, measured in millimeters, that moves downward through the soil profile beyond the root zone during a crop's growing season. This drainage occurs when rainfall or irrigation exceeds the soil's water-holding capacity, leading to percolation of excess water and even waterlogging. | 145 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "WH", "MODEL": "CSCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02476491", "Longitude, degrees (decimals;+ve east)": -85.6804811974, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 5, "Tops weight at maturity (kg [dm]/ha)": 9374, "Yield at harvest maturity (kg [dm]/ha)": 4384, "Harvested yield (kg [dm]/ha)": 4384, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4890, "Unit wt at maturity (g [dm]/unit)": 0.0226, "Number at maturity (no/m2)": 19410, "Number at maturity (no/unit)": 97.1, "Harvest index at maturity": 0.468, "Leaf area index, maximum": 0.7}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 876, "Total season evapotranspiration, simulation-harvest (mm)": 813, "Total season transpiration (mm)": 217, "Total season soil evaporation (mm)": 597, "Season surface runoff (mm)": 57, "Season water drainage (mm)": 145, "Extractable water at maturity (mm)": 98}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": -99, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": -99, "Grain N at maturity (kg/ha)": -99, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 270059, "Organic soil C at maturity (kg/ha)": 270040, "CO2EM": 703, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 10.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.7, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 43.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 5.1, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.5, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 20.3, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 291, "Avg maximum air temperature (\u00b0C)": 13.4, "Avg minimum air temperature (\u00b0C)": 3.2, "Average solar radiation (MJ/m2/d), planting - harvest": 23.9, "Average daylength (hr/d), planting to harvest": 12.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 859.3, "Total evapotranspiration, planting to harvest (mm)": 802.6, "Total soil evaporation, planting to harvest (mm)": -99, "Total transpiration, planting to harvest (mm)": -99}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-09-12", "Planting date": "2023-09-13", "Emergence date": "2023-09-17", "Anthesis date": "2024-06-02", "Physiological maturity date": "2024-07-04", "Harvest date": "2024-07-04", "HYEAR": "2024", "Crop establishment start": "2023-09-13", "Crop establishment end": "2023-09-16", "Crop establishment duration": "3 days", "Vegetative growth start": "2023-09-17", "Vegetative growth end": "2024-06-01", "Vegetative growth duration": "258 days", "Yield formation start": "2024-06-02", "Yield formation end": "2024-07-03", "Yield formation duration": "31 days", "Entire period start": "2023-09-13", "Entire period end": "2024-07-04", "Entire period duration": "295 days"}} | {"farm_name": "00003_dpe04r3r_wheat", "crop": "wheat", "latitude": 42.2285691531, "longitude": -85.6804811974, "elevation": 172, "focus": "weather", "planting_date": "2023-09-13", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 51.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 11.31, "unit": "C", "type": "average"}, "temperature_max": {"value": 22.58, "unit": "C", "type": "average"}, "temperature_mean": {"value": 16.94, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 250.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": 3.6, "unit": "C", "type": "average"}, "temperature_max": {"value": 12.66, "unit": "C", "type": "average"}, "temperature_mean": {"value": 8.13, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 42.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 0.65, "unit": "C", "type": "average"}, "temperature_max": {"value": 7.32, "unit": "C", "type": "average"}, "temperature_mean": {"value": 3.99, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 344.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 4.08, "unit": "C", "type": "average"}, "temperature_max": {"value": 12.94, "unit": "C", "type": "average"}, "temperature_mean": {"value": 8.51, "unit": "C", "type": "average"}}} | date_details_are_missing_everywhere_in_weather_event |
00004_dpe08973_maize_wth_10_query_10_qa.json | yield_irrigation_productivity | false |
Here is a breakdown of the weather conditions on my farm.
To summarize, during the 147 days of the entire period (2023-05-11 - 2023-10-07),
the total rainfall was 461.4 mm.
And the Tmin, Tmax, and Tmean were respectively 13.32 C, 26.02 C, 19.67 C.
For the breakdown however, the daily weather records were averaged across 20 days (for planting); 68 days (for growing); and 59 days (for harvesting). The results are as follows:
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 8.34 C, 24.44 C, 16.39 C
- Precipitation (total): 4.2 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 14.72 C, 27.41 C, 21.06 C
- Precipitation (total): 213.1 mm
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 13.45 C, 24.97 C, 19.21 C
- Precipitation (total): 244.1 mm
Here is my question: How much yield can I produce per unit of irrigated area? | {"farm_name": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "crop_name": "-99", "crop_variety": "-99", "planting_date": "2023-05-11", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-11", 19.06], ["2023-05-18", 18.46]], "nitrogen_fertilizer_application": [], "question_statement": "How much yield can I produce per unit of irrigated area?"} | How much yield can I produce per unit of irrigated area? | The answer is impossible to determine for the Yield-irrigation productivity (kg[yield]/ha/mm[irrig]) because the most basic farm information is missing in the weather event. | impossible | {"simulation_results": "impossible"} | {"farm_name": "-99", "crop": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "focus": "weather", "planting_date": "2023-05-11", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-11", "ending_date": "2023-05-31", "number_days": 20, "precipitation": {"value": 4.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.34, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.44, "unit": "C", "type": "average"}, "temperature_mean": {"value": 16.39, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-01", "ending_date": "2023-08-08", "number_days": 68, "precipitation": {"value": 213.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.72, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.41, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.06, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-09", "ending_date": "2023-10-07", "number_days": 59, "precipitation": {"value": 244.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.45, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.97, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.21, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-11", "ending_date": "2023-10-07", "number_days": 147, "precipitation": {"value": 461.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.32, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.02, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.67, "unit": "C", "type": "average"}}} | most_basic_farm_information_is_missing_in_weather_event |
00004_dpe08973_maize_wth_11_query_1_qa.json | dry_matter_nitrogen_fertilizer | true |
My maize farm, "00004_dpe08973_maize" is located at N 42 deg 16'57.10", W 85 deg 45'16.83", about 158 meters above ground. This year I started planting around 2023-05-04.
I noticed a few things about the three crop seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-05-04 and ended on 2023-05-19, lasting 15 days.
The next season (e.g.,growing) took exactly 64 days for the vegetation to grow. It started started on 2023-05-20 and ended on 2023-07-23.
Towards the yield formation phase, the crop took 59 days to mature. The period of this season is from 2023-07-24 to 2023-09-21, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 17.3 mm, 117.9 mm, 199.9 mm.
As for the temperature (in centigrade), the averaged minimum temperature values were 8.42, 13.05, and 14.48.
In contrast, the averaged maximum temperature values were 22.4, 26.99, and 26.13.
But I care more about the mean temperature values, which were 15.41, 20.02, and 20.3 respectively.
Here is my question: How much biomass could I produce per unit of Nitrogen fertilizer application? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-05-04", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-04", 17.83], ["2023-05-11", 16.85], ["2023-05-18", 16.75]], "nitrogen_fertilizer_application": [["2023-05-04", 50.513], ["2023-05-11", 63.748]], "question_statement": "How much biomass could I produce per unit of Nitrogen fertilizer application?"} | How much biomass could I produce per unit of Nitrogen fertilizer application? | The Dry matter-N fertilizer productivity (kg[DM]/kg[N fert] is 150.3. Here is more definition: a metric that quantifies the efficiency with which a crop converts applied nitrogen fertilizer into dry matter. It represents the dry matter produced per kilogram of nitrogen fertilizer applied. For example, if a farmer is interested in producing biomass, he might ask how much biomass I could produce per unit N fertilizer application. | 150.3 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 16980, "Yield at harvest maturity (kg [dm]/ha)": 8185, "Harvested yield (kg [dm]/ha)": 8185, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 10627, "Unit wt at maturity (g [dm]/unit)": 0.2918, "Number at maturity (no/m2)": 2805, "Number at maturity (no/unit)": 223.7, "Harvest index at maturity": 0.482, "Leaf area index, maximum": 2.2}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 49, "Total season precipitation (mm), simulation - harvest": 335, "Total season evapotranspiration, simulation-harvest (mm)": 482, "Total season transpiration (mm)": 289, "Total season soil evaporation (mm)": 194, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 122}, "Nitrogen": {"N applications (no)": 2, "Inorganic N applied (kg [N]/ha)": 113, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 134, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 33, "Tops N at maturity (kg/ha)": 116, "Grain N at maturity (kg/ha)": 78, "N2OEM": 0.075}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 17122, "Organic soil N at maturity (kg/ha)": 17122, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290736, "Organic soil C at maturity (kg/ha)": 290736, "CO2EM": 907, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 52.5, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 35.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 58.8, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 346.5, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 25.3, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 17.1, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 28.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 167.0}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 150.3, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 126.7, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 72.4, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 61.1}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 136, "Avg maximum air temperature (\u00b0C)": 26.2, "Avg minimum air temperature (\u00b0C)": 13.2, "Average solar radiation (MJ/m2/d), planting - harvest": 33.8, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 323.4, "Total evapotranspiration, planting to harvest (mm)": 479.5, "Total soil evaporation, planting to harvest (mm)": 192.0, "Total transpiration, planting to harvest (mm)": 288.6}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-03", "Planting date": "2023-05-04", "Emergence date": "2023-05-12", "Anthesis date": "2023-07-19", "Physiological maturity date": "2023-09-17", "Harvest date": "2023-09-17", "HYEAR": "2023", "Crop establishment start": "2023-05-04", "Crop establishment end": "2023-05-11", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-05-12", "Vegetative growth end": "2023-07-18", "Vegetative growth duration": "67 days", "Yield formation start": "2023-07-19", "Yield formation end": "2023-09-16", "Yield formation duration": "59 days", "Entire period start": "2023-05-04", "Entire period end": "2023-09-17", "Entire period duration": "136 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-05-04", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-04", "ending_date": "2023-05-19", "number_days": 15, "precipitation": {"value": 17.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.42, "unit": "C", "type": "average"}, "temperature_max": {"value": 22.4, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.41, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-20", "ending_date": "2023-07-23", "number_days": 64, "precipitation": {"value": 117.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.05, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.99, "unit": "C", "type": "average"}, "temperature_mean": {"value": 20.02, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-24", "ending_date": "2023-09-21", "number_days": 59, "precipitation": {"value": 199.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.48, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.13, "unit": "C", "type": "average"}, "temperature_mean": {"value": 20.3, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | entire_period_is_missing_from_weather_event |
00004_dpe08973_maize_wth_12_query_2_qa.json | yield_nitrogen_fertilizer_productivity | true |
Yeah, that is the satellite imagery of my farm (codified "00004_dpe08973_maize") right there. From this altitude, I will say it is about 158 meters above aground.
Unfortunately, I forgot to record the weather data earlier on. But I can tell you about what I remember of the growing and harvesting seasons.
Looking at my log (where the temperature units are in centigrade and the precipitation in millimeters), I see that the total rainfall was 258.2,
and the min, max and mean temperature were respectively 15.88, 27.85, and 21.86
during the growing season (aka vegetative growth phase). Similarly, the total rainfall was 272.2, and those same three temperature values were
10.82, 21.39, and 16.1 during the harvesting season (aka yield formation phase).
Oh, I forgot to mention that my farm is located at N 42 deg 16'57.10", W 85 deg 45'16.83". I grow several kinds of maize, anything from acorn squash, purple corn, flint corn, sweet corn.
Furthermore, The growing season started on 2023-06-18 and ended on 2023-08-24, lasting 67 days.
But the harvesting season lasted about 63 days (from 2023-08-25 to 2023-10-27).
Here is my question: How much yield could I produce per unit of Nitrogen fertilizer? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 482", "planting_date": "2023-05-30", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-30", 16.1], ["2023-06-06", 17.82]], "nitrogen_fertilizer_application": [], "question_statement": "How much yield could I produce per unit of Nitrogen fertilizer?"} | How much yield could I produce per unit of Nitrogen fertilizer? | The Yield-N fertilizer productivity (kg[yield]/kg[N fert] is -99. Here is more definition: measures how effectively a crop converts applied nitrogen (N) fertilizer into harvested yield. It represents the crop yield produced per kilogram of nitrogen fertilizer applied (in kilogram). | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 34241, "Yield at harvest maturity (kg [dm]/ha)": 15224, "Harvested yield (kg [dm]/ha)": 15224, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 19890, "Unit wt at maturity (g [dm]/unit)": 0.3733, "Number at maturity (no/m2)": 4078, "Number at maturity (no/unit)": 308.3, "Harvest index at maturity": 0.445, "Leaf area index, maximum": 6.3}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 33, "Total season precipitation (mm), simulation - harvest": 550, "Total season evapotranspiration, simulation-harvest (mm)": 622, "Total season transpiration (mm)": 480, "Total season soil evaporation (mm)": 142, "Season surface runoff (mm)": 38, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 159}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 289932, "Organic soil C at maturity (kg/ha)": 289932, "CO2EM": 1414, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 62.3, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 55.2, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 71.4, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 1037.6, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 27.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 24.6, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 31.7, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 461.3}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 161, "Avg maximum air temperature (\u00b0C)": 24.0, "Avg minimum air temperature (\u00b0C)": 12.5, "Average solar radiation (MJ/m2/d), planting - harvest": 28.8, "Average daylength (hr/d), planting to harvest": 13.2, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 549.9, "Total evapotranspiration, planting to harvest (mm)": 620.1, "Total soil evaporation, planting to harvest (mm)": 140.3, "Total transpiration, planting to harvest (mm)": 479.8}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-29", "Planting date": "2023-05-30", "Emergence date": "2023-06-04", "Anthesis date": "2023-08-10", "Physiological maturity date": "2023-11-07", "Harvest date": "2023-11-07", "HYEAR": "2023", "Crop establishment start": "2023-05-30", "Crop establishment end": "2023-06-03", "Crop establishment duration": "4 days", "Vegetative growth start": "2023-06-04", "Vegetative growth end": "2023-08-09", "Vegetative growth duration": "66 days", "Yield formation start": "2023-08-10", "Yield formation end": "2023-11-06", "Yield formation duration": "88 days", "Entire period start": "2023-05-30", "Entire period end": "2023-11-07", "Entire period duration": "161 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-05-30", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-18", "ending_date": "2023-08-24", "number_days": 67, "precipitation": {"value": 258.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.88, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.85, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.86, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-25", "ending_date": "2023-10-27", "number_days": 63, "precipitation": {"value": 272.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 10.82, "unit": "C", "type": "average"}, "temperature_max": {"value": 21.39, "unit": "C", "type": "average"}, "temperature_mean": {"value": 16.1, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | crop_establishment_phase_is_missing_from_weather_event |
00004_dpe08973_maize_wth_13_query_3_qa.json | number_of_days_from_planting_to_harvest | true |
I'm sorry, but I forgot to record the weather data for the first two phases of the crop season. But I can tell you about the final phase, which is the yield formation phase, which signals the harvesting season.
The total rainfall was 228.0, and the min, max and mean temperature were respectively 15.58, 27.41, and 21.5.
I also remember that the season started on 2023-07-08 and ended on 2023-09-06, lasting 60 days.
My "00004_dpe08973_maize" farm is located at N 42 deg 16'57.10", W 85 deg 45'16.83" (elevation ~ 158 m). I mainly grow maize, anything from organic and non-GMO. Planting started around 2023-04-17.
Here is my question: What would be the duration of the cropping season, from planting to harvest? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-04-17", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What would be the duration of the cropping season, from planting to harvest?"} | What would be the duration of the cropping season, from planting to harvest? | The Number of days from planting to harvest (d) is 146. Here is more definition: the total duration, measured in days, between the planting date and the harvest date of a crop. This period encompasses the entire growth cycle, including germination, vegetative growth, flowering, and maturation. Accurately determining this duration is crucial for effective crop management, as it influences the scheduling of field operations, resource allocation, and overall yield optimization. | 146 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 20762, "Yield at harvest maturity (kg [dm]/ha)": 9151, "Harvested yield (kg [dm]/ha)": 9151, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 12354, "Unit wt at maturity (g [dm]/unit)": 0.2901, "Number at maturity (no/m2)": 3154, "Number at maturity (no/unit)": 243.0, "Harvest index at maturity": 0.441, "Leaf area index, maximum": 2.3}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 359, "Total season evapotranspiration, simulation-harvest (mm)": 496, "Total season transpiration (mm)": 319, "Total season soil evaporation (mm)": 176, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 84}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290104, "Organic soil C at maturity (kg/ha)": 290104, "CO2EM": 1242, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 59.1, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 42.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 65.0, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 26.1, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 18.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 28.7, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 146, "Avg maximum air temperature (\u00b0C)": 24.8, "Avg minimum air temperature (\u00b0C)": 12.1, "Average solar radiation (MJ/m2/d), planting - harvest": 33.2, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 351.2, "Total evapotranspiration, planting to harvest (mm)": 489.5, "Total soil evaporation, planting to harvest (mm)": 174.4, "Total transpiration, planting to harvest (mm)": 319.2}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-16", "Planting date": "2023-04-17", "Emergence date": "2023-05-07", "Anthesis date": "2023-07-15", "Physiological maturity date": "2023-09-10", "Harvest date": "2023-09-10", "HYEAR": "2023", "Crop establishment start": "2023-04-17", "Crop establishment end": "2023-05-06", "Crop establishment duration": "19 days", "Vegetative growth start": "2023-05-07", "Vegetative growth end": "2023-07-14", "Vegetative growth duration": "68 days", "Yield formation start": "2023-07-15", "Yield formation end": "2023-09-09", "Yield formation duration": "56 days", "Entire period start": "2023-04-17", "Entire period end": "2023-09-10", "Entire period duration": "146 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-04-17", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-08", "ending_date": "2023-09-06", "number_days": 60, "precipitation": {"value": 228.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.58, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.41, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.5, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | first_two_phases_are_missing_from_weather_event |
00004_dpe08973_maize_wth_14_query_4_qa.json | total_seasonal_precipitation_mm | true |
My sensors started malfunctioning last year, and I could not repair them when I started planting again this year (2023-04-04).
There are no weather records, so I can tell you about the farm and the crops I grow.
This farm (00004_dpe08973_maize) used to belong to my grandparents. Come by at N 42 deg 16'57.10", W 85 deg 45'16.83" (or at elevation ~ 158 m if looking from above).
I mainly grow maize (acorn squash, purple corn, flint corn, sweet corn) and would like to grow Tomatillo, Wax Bean, Red Russian Kale, or Honey Bear Squash next because I heard they are highly profitable.
Here is my question: What would be the total precipitation by the end of the cropping season (from planting to harvest)? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582 KBS", "planting_date": "2023-04-04", "is_irrigation_applied": "yes", "irrigation_application": [["2023-04-04", 15.85], ["2023-04-11", 14.8]], "nitrogen_fertilizer_application": [], "question_statement": "What would be the total precipitation by the end of the cropping season (from planting to harvest)?"} | What would be the total precipitation by the end of the cropping season (from planting to harvest)? | The Total season precipitation (mm), planting to harvest is 382.5. Here is more definition: the cumulative amount of rainfall, measured in millimeters, that a crop field receives from the planting date until the harvest date. For example, if a farmer needs to understand drought conditions, he might want to know the total seasonal precipitation. | 382.5 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 13517, "Yield at harvest maturity (kg [dm]/ha)": 5028, "Harvested yield (kg [dm]/ha)": 5028, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 6376, "Unit wt at maturity (g [dm]/unit)": 0.3286, "Number at maturity (no/m2)": 1530, "Number at maturity (no/unit)": 147.7, "Harvest index at maturity": 0.372, "Leaf area index, maximum": 1.9}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 29, "Total season precipitation (mm), simulation - harvest": 396, "Total season evapotranspiration, simulation-harvest (mm)": 542, "Total season transpiration (mm)": 289, "Total season soil evaporation (mm)": 253, "Season surface runoff (mm)": 27, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 92}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290271, "Organic soil C at maturity (kg/ha)": 290271, "CO2EM": 1075, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 35.3, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 25.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 46.8, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 466.1, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 13.1, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 9.5, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 17.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 173.4}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 141, "Avg maximum air temperature (\u00b0C)": 24.2, "Avg minimum air temperature (\u00b0C)": 11.2, "Average solar radiation (MJ/m2/d), planting - harvest": 33.9, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 382.5, "Total evapotranspiration, planting to harvest (mm)": 531.4, "Total soil evaporation, planting to harvest (mm)": 247.2, "Total transpiration, planting to harvest (mm)": 288.8}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-03", "Planting date": "2023-04-04", "Emergence date": "2023-04-14", "Anthesis date": "2023-06-29", "Physiological maturity date": "2023-08-23", "Harvest date": "2023-08-23", "HYEAR": "2023", "Crop establishment start": "2023-04-04", "Crop establishment end": "2023-04-13", "Crop establishment duration": "9 days", "Vegetative growth start": "2023-04-14", "Vegetative growth end": "2023-06-28", "Vegetative growth duration": "75 days", "Yield formation start": "2023-06-29", "Yield formation end": "2023-08-22", "Yield formation duration": "54 days", "Entire period start": "2023-04-04", "Entire period end": "2023-08-23", "Entire period duration": "141 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-04-04", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | all_three_phases_are_missing_from_weather_event |
00004_dpe08973_maize_wth_15_query_5_qa.json | total_evapotranspiration_planting_to_harvest | true |
My "00004_dpe08973_maize" farm is located at N 42 deg 16'57.10", W 85 deg 45'16.83" (elevation ~ 158 m). I mainly grow maize.
Planting started around 2023-05-24 this year.
Truthfully, there can be lots of weather information to remember, such as keeping track of weather statistics for each season.
But, some of us just keep track of weather records for the entire period (i.e., from planting to harvesting). That period lasted 141 days (i.e., from 2023-05-24 to 2023-10-14).
The total rainfall was 495.1, and the min, max and mean temperature were respectively 13.45, 25.69, and 19.57.
The units always default to millimeters for precipitation and centigrade for temperature.
Here is my question: What would be the total evapotranspiration by the end of the cropping season (from planting to harvest)? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582 KBS", "planting_date": "2023-05-24", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What would be the total evapotranspiration by the end of the cropping season (from planting to harvest)?"} | What would be the total evapotranspiration by the end of the cropping season (from planting to harvest)? | The Total evapotranspiration, planting to harvest (mm) is 431.1. Here is more definition: the cumulative amount of water, measured in millimeters, that is transferred from the soil and crop surfaces to the atmosphere through the combined processes of evaporation and transpiration during the entire growing season, from planting to harvest. Helpful to understand drought conditions. | 431.1 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 26384, "Yield at harvest maturity (kg [dm]/ha)": 13252, "Harvested yield (kg [dm]/ha)": 13252, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 19076, "Unit wt at maturity (g [dm]/unit)": 0.2825, "Number at maturity (no/m2)": 4691, "Number at maturity (no/unit)": 325.4, "Harvest index at maturity": 0.502, "Leaf area index, maximum": 4.3}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 318, "Total season evapotranspiration, simulation-harvest (mm)": 434, "Total season transpiration (mm)": 354, "Total season soil evaporation (mm)": 80, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 105}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290145, "Organic soil C at maturity (kg/ha)": 290145, "CO2EM": 1201, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 83.0, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 61.2, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 74.5, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 41.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 30.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 37.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 122, "Avg maximum air temperature (\u00b0C)": 26.7, "Avg minimum air temperature (\u00b0C)": 14.0, "Average solar radiation (MJ/m2/d), planting - harvest": 32.8, "Average daylength (hr/d), planting to harvest": 14.1, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 317.8, "Total evapotranspiration, planting to harvest (mm)": 431.1, "Total soil evaporation, planting to harvest (mm)": 78.4, "Total transpiration, planting to harvest (mm)": 354.4}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-23", "Planting date": "2023-05-24", "Emergence date": "2023-05-30", "Anthesis date": "2023-07-24", "Physiological maturity date": "2023-09-23", "Harvest date": "2023-09-23", "HYEAR": "2023", "Crop establishment start": "2023-05-24", "Crop establishment end": "2023-05-29", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-05-30", "Vegetative growth end": "2023-07-23", "Vegetative growth duration": "54 days", "Yield formation start": "2023-07-24", "Yield formation end": "2023-09-22", "Yield formation duration": "60 days", "Entire period start": "2023-05-24", "Entire period end": "2023-09-23", "Entire period duration": "122 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-05-24", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-24", "ending_date": "2023-10-14", "number_days": 141, "precipitation": {"value": 495.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.45, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.69, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.57, "unit": "C", "type": "average"}}} | only_entire_period_is_present_in_weather_event |
00004_dpe08973_maize_wth_16_query_6_qa.json | anthesis_date | true |
My farm, named 00004_dpe08973_maize, is located at a latitude of N 42 deg 16'57.10" and a longitude of W 85 deg 45'16.83", at 158 meters above ground.
I started planting maize on the 2023-04-18.
I noticed a few things about the three seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-04-18 and ended on 2023-05-04, lasting 16 days.
The next season (e.g.,growing) took exactly 66 days for the vegetation to grow. It started started on 2023-05-05 and ended on 2023-07-10.
Towards the yield formation phase, the crop took 64 days to mature. The period of this season is from 2023-07-11 to 2023-09-13, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 39.8 mm, 79.7 mm, 243.7 mm.
But, The total rainfall was 363.2 mm during the entire period, which went from 2023-04-18 to 2023-09-13 (eaxctly 146 days )).
Here is my question: When will my crop start flowering? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 482", "planting_date": "2023-04-18", "is_irrigation_applied": "yes", "irrigation_application": [["2023-04-18", 19.23], ["2023-04-25", 13.8], ["2023-05-02", 16.23]], "nitrogen_fertilizer_application": [], "question_statement": "When will my crop start flowering?"} | When will my crop start flowering? | The Anthesis date is 2023-07-21. Here is more definition: the specific day a crop reaches its flowering stage. Accurately recording the anthesis date is essential for understanding the crop's development timeline, scheduling management practices, and predicting harvest dates. | 2023-07-21 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 15352, "Yield at harvest maturity (kg [dm]/ha)": 4927, "Harvested yield (kg [dm]/ha)": 4927, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 7666, "Unit wt at maturity (g [dm]/unit)": 0.2021, "Number at maturity (no/m2)": 2438, "Number at maturity (no/unit)": 215.2, "Harvest index at maturity": 0.321, "Leaf area index, maximum": 2.7}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 48, "Total season precipitation (mm), simulation - harvest": 351, "Total season evapotranspiration, simulation-harvest (mm)": 469, "Total season transpiration (mm)": 266, "Total season soil evaporation (mm)": 203, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 151}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290136, "Organic soil C at maturity (kg/ha)": 290136, "CO2EM": 1210, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 44.2, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 33.1, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 57.7, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 319.8, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 14.2, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 10.6, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 18.5, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 102.6}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 143, "Avg maximum air temperature (\u00b0C)": 25.0, "Avg minimum air temperature (\u00b0C)": 12.2, "Average solar radiation (MJ/m2/d), planting - harvest": 33.5, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 347.7, "Total evapotranspiration, planting to harvest (mm)": 464.4, "Total soil evaporation, planting to harvest (mm)": 199.8, "Total transpiration, planting to harvest (mm)": 266.1}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-17", "Planting date": "2023-04-18", "Emergence date": "2023-05-07", "Anthesis date": "2023-07-21", "Physiological maturity date": "2023-09-08", "Harvest date": "2023-09-08", "HYEAR": "2023", "Crop establishment start": "2023-04-18", "Crop establishment end": "2023-05-06", "Crop establishment duration": "18 days", "Vegetative growth start": "2023-05-07", "Vegetative growth end": "2023-07-20", "Vegetative growth duration": "74 days", "Yield formation start": "2023-07-21", "Yield formation end": "2023-09-07", "Yield formation duration": "48 days", "Entire period start": "2023-04-18", "Entire period end": "2023-09-08", "Entire period duration": "143 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-04-18", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-04-18", "ending_date": "2023-05-04", "number_days": 16, "precipitation": {"value": 39.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-05", "ending_date": "2023-07-10", "number_days": 66, "precipitation": {"value": 79.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-11", "ending_date": "2023-09-13", "number_days": 64, "precipitation": {"value": 243.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-04-18", "ending_date": "2023-09-13", "number_days": 146, "precipitation": {"value": 363.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | temperature_is_missing_everywhere_in_weather_event |
00004_dpe08973_maize_wth_17_query_7_qa.json | physiological_maturity_date | true |
00004_dpe08973_maize, is a farm located at a latitude of N 42 deg 16'57.10" and a longitude of W 85 deg 45'16.83", at 158 meters above ground.
I started planting maize on 2023-04-09. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, during the 153 days of the entire period (2023-04-09 - 2023-09-11),
the Tmin, Tmax, and Tmean were respectively 11.91 C, 24.76 C, 18.34 C.
For the breakdown however, the daily Tmin, Tmax, and Tmean were averaged across 19 days (for planting); 69 days (for growing); and 65 days (for harvesting). The results are as follows:
- 15.35 C, 26.99 C, 21.17 C - During the 2023-07-08 - 2023-09-11's harvesting season, (yield formation phase).
- 10.81 C, 24.75 C, 17.78 C - During the 2023-04-29 - 2023-07-07's growing season, (vegetative growth phase).
- 4.46 C, 17.43 C, 10.94 C - During the 2023-04-09 - 2023-04-28's planting season, (when the crop is established).
However, precipitation data was not recorded during these periods.
Here is my question: By which date would my crop mature? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-04-09", "is_irrigation_applied": "yes", "irrigation_application": [["2023-04-09", 13.4], ["2023-04-16", 18.22], ["2023-04-23", 14.15]], "nitrogen_fertilizer_application": [], "question_statement": "By which date would my crop mature?"} | By which date would my crop mature? | The Physiological maturity date is 2023-08-27. Here is more definition: the crop maturity date; when a crop fully develops and its seeds or fruits have accumulated maximum dry weight. At this stage, the crop no longer depends on the plant for nutrients, and harvesting can commence without affecting yield or quality. | 2023-08-27 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 15509, "Yield at harvest maturity (kg [dm]/ha)": 7004, "Harvested yield (kg [dm]/ha)": 7004, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 8636, "Unit wt at maturity (g [dm]/unit)": 0.3319, "Number at maturity (no/m2)": 2110, "Number at maturity (no/unit)": 183.6, "Harvest index at maturity": 0.452, "Leaf area index, maximum": 1.4}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 45, "Total season precipitation (mm), simulation - harvest": 335, "Total season evapotranspiration, simulation-harvest (mm)": 516, "Total season transpiration (mm)": 280, "Total season soil evaporation (mm)": 236, "Season surface runoff (mm)": 16, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 85}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290233, "Organic soil C at maturity (kg/ha)": 290233, "CO2EM": 1113, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 46.2, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 30.3, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 55.5, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 344.6, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 20.9, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 13.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 25.0, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 155.6}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 140, "Avg maximum air temperature (\u00b0C)": 24.6, "Avg minimum air temperature (\u00b0C)": 11.7, "Average solar radiation (MJ/m2/d), planting - harvest": 33.7, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 335.4, "Total evapotranspiration, planting to harvest (mm)": 511.9, "Total soil evaporation, planting to harvest (mm)": 234.9, "Total transpiration, planting to harvest (mm)": 279.6}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-08", "Planting date": "2023-04-09", "Emergence date": "2023-04-16", "Anthesis date": "2023-07-03", "Physiological maturity date": "2023-08-27", "Harvest date": "2023-08-27", "HYEAR": "2023", "Crop establishment start": "2023-04-09", "Crop establishment end": "2023-04-15", "Crop establishment duration": "6 days", "Vegetative growth start": "2023-04-16", "Vegetative growth end": "2023-07-02", "Vegetative growth duration": "77 days", "Yield formation start": "2023-07-03", "Yield formation end": "2023-08-26", "Yield formation duration": "54 days", "Entire period start": "2023-04-09", "Entire period end": "2023-08-27", "Entire period duration": "140 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-04-09", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-04-09", "ending_date": "2023-04-28", "number_days": 19, "precipitation": {"value": 21.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-04-29", "ending_date": "2023-07-07", "number_days": 69, "precipitation": {"value": 108.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-08", "ending_date": "2023-09-11", "number_days": 65, "precipitation": {"value": 244.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-04-09", "ending_date": "2023-09-11", "number_days": 153, "precipitation": {"value": 374.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | precipitation_is_missing_everywhere_in_weather_event |
00004_dpe08973_maize_wth_18_query_8_qa.json | harvest_date | true |
You can locate my "00004_dpe08973_maize" farm at N 42 deg 16'57.10", W 85 deg 45'16.83" (elevation ~ 158 m). The main crop grown there is maize (acorn squash, purple corn, flint corn, sweet corn).
Planting always starts on 2023-04-07 every year.
Here is my question: When would I be able to harvest? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-04-07", "is_irrigation_applied": "yes", "irrigation_application": [["2023-04-07", 19.33], ["2023-04-14", 15.24]], "nitrogen_fertilizer_application": [["2023-04-07", 59.83], ["2023-04-14", 59.938]], "question_statement": "When would I be able to harvest?"} | When would I be able to harvest? | The Harvest date is 2023-08-26. Here is more definition: This the specific day when a crop is collected from the field after reaching its desired maturity. This date is crucial for accurately modeling crop growth cycles, assessing yield outcomes, and evaluating the effectiveness of agricultural practices. | 2023-08-26 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 11025, "Yield at harvest maturity (kg [dm]/ha)": 5084, "Harvested yield (kg [dm]/ha)": 5084, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 6231, "Unit wt at maturity (g [dm]/unit)": 0.3353, "Number at maturity (no/m2)": 1516, "Number at maturity (no/unit)": 146.7, "Harvest index at maturity": 0.461, "Leaf area index, maximum": 1.0}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 34, "Total season precipitation (mm), simulation - harvest": 335, "Total season evapotranspiration, simulation-harvest (mm)": 455, "Total season transpiration (mm)": 194, "Total season soil evaporation (mm)": 261, "Season surface runoff (mm)": 17, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 133}, "Nitrogen": {"N applications (no)": 2, "Inorganic N applied (kg [N]/ha)": 118, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 138, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 31, "Tops N at maturity (kg/ha)": 121, "Grain N at maturity (kg/ha)": 75, "N2OEM": 0.079}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 17123, "Organic soil N at maturity (kg/ha)": 17123, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290686, "Organic soil C at maturity (kg/ha)": 290686, "CO2EM": 882, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 32.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 24.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 56.9, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 324.3, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 15.2, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 11.2, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 26.2, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 149.5}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 93.4, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 79.9, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 43.1, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 36.8}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 141, "Avg maximum air temperature (\u00b0C)": 24.5, "Avg minimum air temperature (\u00b0C)": 11.5, "Average solar radiation (MJ/m2/d), planting - harvest": 33.9, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 335.4, "Total evapotranspiration, planting to harvest (mm)": 452.1, "Total soil evaporation, planting to harvest (mm)": 259.9, "Total transpiration, planting to harvest (mm)": 193.8}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-06", "Planting date": "2023-04-07", "Emergence date": "2023-04-15", "Anthesis date": "2023-07-03", "Physiological maturity date": "2023-08-26", "Harvest date": "2023-08-26", "HYEAR": "2023", "Crop establishment start": "2023-04-07", "Crop establishment end": "2023-04-14", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-04-15", "Vegetative growth end": "2023-07-02", "Vegetative growth duration": "78 days", "Yield formation start": "2023-07-03", "Yield formation end": "2023-08-25", "Yield formation duration": "53 days", "Entire period start": "2023-04-07", "Entire period end": "2023-08-26", "Entire period duration": "141 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-04-07", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | each_phase_sequence_is_missing |
00004_dpe08973_maize_wth_19_query_9_qa.json | tops_weight_at_maturity | true |
00004_dpe08973_maize is a farm located at a latitude of N 42 deg 16'57.10" and a longitude of W 85 deg 45'16.83", at 158 meters above ground.
I started planting maize on 2023-05-12. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, the entire period (2023-05-12 - 2023-10-07),
the total rainfall was 461.4 mm.
And the Tmin, Tmax, and Tmean were respectively 13.36 C, 26.01 C, 19.69 C.
For the breakdown, however, the daily weather records were averaged across the planting, growing), and harvesting seasons. The results are as follows:
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 13.53 C, 25.01 C, 19.27 C
- Precipitation (total): 244.1 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 14.66 C, 27.28 C, 20.97 C
- Precipitation (total): 213.1 mm
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 9.0 C, 25.07 C, 17.04 C
- Precipitation (total): 4.2 mm
Here is my question: What would be my above-ground biomass production per unit area? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-05-12", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-12", 15.05], ["2023-05-19", 15.44], ["2023-05-26", 19.43]], "nitrogen_fertilizer_application": [], "question_statement": "What would be my above-ground biomass production per unit area?"} | What would be my above-ground biomass production per unit area? | The Tops weight at maturity (kg [dm]/ha) is 23711. Here is more definition: the above-ground biomass (except roots) in dry weight, in kilograms of dry matter per hectare. Monitoring this metric helps farmers assess their crops' growth and health, providing insights into biomass production and potential yield. | 23711 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 23711, "Yield at harvest maturity (kg [dm]/ha)": 9870, "Harvested yield (kg [dm]/ha)": 9870, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 13958, "Unit wt at maturity (g [dm]/unit)": 0.2879, "Number at maturity (no/m2)": 3428, "Number at maturity (no/unit)": 258.0, "Harvest index at maturity": 0.416, "Leaf area index, maximum": 3.9}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 49, "Total season precipitation (mm), simulation - harvest": 321, "Total season evapotranspiration, simulation-harvest (mm)": 499, "Total season transpiration (mm)": 359, "Total season soil evaporation (mm)": 140, "Season surface runoff (mm)": 14, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 93}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290125, "Organic soil C at maturity (kg/ha)": 290125, "CO2EM": 1221, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 76.4, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 47.7, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 66.0, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 483.9, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 31.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 19.9, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 27.5, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 201.4}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 128, "Avg maximum air temperature (\u00b0C)": 26.5, "Avg minimum air temperature (\u00b0C)": 13.5, "Average solar radiation (MJ/m2/d), planting - harvest": 33.6, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 310.3, "Total evapotranspiration, planting to harvest (mm)": 496.8, "Total soil evaporation, planting to harvest (mm)": 138.5, "Total transpiration, planting to harvest (mm)": 359.2}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-11", "Planting date": "2023-05-12", "Emergence date": "2023-05-21", "Anthesis date": "2023-07-20", "Physiological maturity date": "2023-09-17", "Harvest date": "2023-09-17", "HYEAR": "2023", "Crop establishment start": "2023-05-12", "Crop establishment end": "2023-05-20", "Crop establishment duration": "8 days", "Vegetative growth start": "2023-05-21", "Vegetative growth end": "2023-07-19", "Vegetative growth duration": "59 days", "Yield formation start": "2023-07-20", "Yield formation end": "2023-09-16", "Yield formation duration": "58 days", "Entire period start": "2023-05-12", "Entire period end": "2023-09-17", "Entire period duration": "128 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-05-12", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 4.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 9.0, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.07, "unit": "C", "type": "average"}, "temperature_mean": {"value": 17.04, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 213.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.66, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.28, "unit": "C", "type": "average"}, "temperature_mean": {"value": 20.97, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 244.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.53, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.01, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.27, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 461.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.36, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.01, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.69, "unit": "C", "type": "average"}}} | date_details_are_missing_everywhere_in_weather_event |
00004_dpe08973_maize_wth_1_query_1_qa.json | amount_of_phosphorus_in_soil_at_maturity | true |
My maize farm, "00004_dpe08973_maize" is located at N 42 deg 16'57.10", W 85 deg 45'16.83", about 158 meters above ground. This year I started planting around 2023-04-01.
I noticed a few things about the three crop seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-04-01 and ended on 2023-04-21, lasting 20 days.
The next season (e.g.,growing) took exactly 64 days for the vegetation to grow. It started started on 2023-04-22 and ended on 2023-06-25.
Towards the yield formation phase, the crop took 63 days to mature. The period of this season is from 2023-06-26 to 2023-08-28, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 82.4 mm, 71.1 mm, 248.0 mm.
As for the temperature (in centigrade), the averaged minimum temperature values were 4.6, 8.73, and 15.9.
In contrast, the averaged maximum temperature values were 18.12, 22.71, and 27.43.
But I care more about the mean temperature values, which were 11.36, 15.72, and 21.66 respectively.
Here is my question: How much phosphorus would remain present in the soil at the time of crop maturity? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-04-01", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much phosphorus would remain present in the soil at the time of crop maturity?"} | How much phosphorus would remain present in the soil at the time of crop maturity? | The Soil P at maturity (kg/ha) is -99. Here is more definition: the amount of phosphorus remaining in the soil, measured in kilograms per hectare, when the crop reaches full maturity. This measurement includes both inorganic and organic phosphorus forms available for plant uptake. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 14180, "Yield at harvest maturity (kg [dm]/ha)": 5308, "Harvested yield (kg [dm]/ha)": 5308, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 6857, "Unit wt at maturity (g [dm]/unit)": 0.3171, "Number at maturity (no/m2)": 1674, "Number at maturity (no/unit)": 156.9, "Harvest index at maturity": 0.374, "Leaf area index, maximum": 2.2}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 436, "Total season evapotranspiration, simulation-harvest (mm)": 524, "Total season transpiration (mm)": 279, "Total season soil evaporation (mm)": 245, "Season surface runoff (mm)": 30, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 118}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290240, "Organic soil C at maturity (kg/ha)": 290240, "CO2EM": 1106, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 35.3, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 27.5, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 50.9, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 13.2, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 10.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 19.0, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 146, "Avg maximum air temperature (\u00b0C)": 24.0, "Avg minimum air temperature (\u00b0C)": 11.1, "Average solar radiation (MJ/m2/d), planting - harvest": 33.8, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 401.5, "Total evapotranspiration, planting to harvest (mm)": 516.5, "Total soil evaporation, planting to harvest (mm)": 238.7, "Total transpiration, planting to harvest (mm)": 278.8}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-03-31", "Planting date": "2023-04-01", "Emergence date": "2023-04-13", "Anthesis date": "2023-07-02", "Physiological maturity date": "2023-08-25", "Harvest date": "2023-08-25", "HYEAR": "2023", "Crop establishment start": "2023-04-01", "Crop establishment end": "2023-04-12", "Crop establishment duration": "11 days", "Vegetative growth start": "2023-04-13", "Vegetative growth end": "2023-07-01", "Vegetative growth duration": "79 days", "Yield formation start": "2023-07-02", "Yield formation end": "2023-08-24", "Yield formation duration": "53 days", "Entire period start": "2023-04-01", "Entire period end": "2023-08-25", "Entire period duration": "146 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-04-01", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-04-01", "ending_date": "2023-04-21", "number_days": 20, "precipitation": {"value": 82.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 4.6, "unit": "C", "type": "average"}, "temperature_max": {"value": 18.12, "unit": "C", "type": "average"}, "temperature_mean": {"value": 11.36, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-04-22", "ending_date": "2023-06-25", "number_days": 64, "precipitation": {"value": 71.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.73, "unit": "C", "type": "average"}, "temperature_max": {"value": 22.71, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.72, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-06-26", "ending_date": "2023-08-28", "number_days": 63, "precipitation": {"value": 248.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.9, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.43, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.66, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | entire_period_is_missing_from_weather_event |
00004_dpe08973_maize_wth_20_query_10_qa.json | yield_at_harvest_maturity | false |
Here is a breakdown of the weather conditions on my farm.
To summarize, during the 146 days of the entire period (2023-04-05 - 2023-08-31),
the total rainfall was 381.3 mm.
And the Tmin, Tmax, and Tmean were respectively 11.44 C, 24.37 C, 17.9 C.
For the breakdown however, the daily weather records were averaged across 16 days (for planting); 68 days (for growing); and 62 days (for harvesting). The results are as follows:
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 5.2 C, 19.26 C, 12.23 C
- Precipitation (total): 58.6 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 9.04 C, 22.87 C, 15.96 C
- Precipitation (total): 79.3 mm
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 15.76 C, 27.4 C, 21.58 C
- Precipitation (total): 243.4 mm
Here is my question: What would be my crop yield at maturity? | {"farm_name": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "crop_name": "-99", "crop_variety": "-99", "planting_date": "2023-04-05", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-04-05", 0.0], ["2023-04-12", 0.0]], "question_statement": "What would be my crop yield at maturity?"} | What would be my crop yield at maturity? | The answer is impossible to determine for the Yield at harvest maturity (kg [dm]/ha) because the most basic farm information is missing in the weather event. | impossible | {"simulation_results": "impossible"} | {"farm_name": "-99", "crop": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "focus": "weather", "planting_date": "2023-04-05", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-04-05", "ending_date": "2023-04-21", "number_days": 16, "precipitation": {"value": 58.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": 5.2, "unit": "C", "type": "average"}, "temperature_max": {"value": 19.26, "unit": "C", "type": "average"}, "temperature_mean": {"value": 12.23, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-04-22", "ending_date": "2023-06-29", "number_days": 68, "precipitation": {"value": 79.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 9.04, "unit": "C", "type": "average"}, "temperature_max": {"value": 22.87, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.96, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-06-30", "ending_date": "2023-08-31", "number_days": 62, "precipitation": {"value": 243.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.76, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.4, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.58, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-04-05", "ending_date": "2023-08-31", "number_days": 146, "precipitation": {"value": 381.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 11.44, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.37, "unit": "C", "type": "average"}, "temperature_mean": {"value": 17.9, "unit": "C", "type": "average"}}} | most_basic_farm_information_is_missing_in_weather_event |
00004_dpe08973_maize_wth_2_query_2_qa.json | number_of_potassium_applications | true |
Yeah, that is the satellite imagery of my farm (codified "00004_dpe08973_maize") right there. From this altitude, I will say it is about 158 meters above aground.
Unfortunately, I forgot to record the weather data earlier on. But I can tell you about what I remember of the growing and harvesting seasons.
Looking at my log (where the temperature units are in centigrade and the precipitation in millimeters), I see that the total rainfall was 105.9,
and the min, max and mean temperature were respectively 10.09, 24.13, and 17.11
during the growing season (aka vegetative growth phase). Similarly, the total rainfall was 212.8, and those same three temperature values were
15.46, 27.4, and 21.43 during the harvesting season (aka yield formation phase).
Oh, I forgot to mention that my farm is located at N 42 deg 16'57.10", W 85 deg 45'16.83". I grow several kinds of maize, anything from acorn squash, purple corn, flint corn, sweet corn.
Furthermore, The growing season started on 2023-04-27 and ended on 2023-07-02, lasting 66 days.
But the harvesting season lasted about 62 days (from 2023-07-03 to 2023-09-03).
Here is my question: How many times would I need to apply potassium-fertilizer? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 482", "planting_date": "2023-04-06", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How many times would I need to apply potassium-fertilizer?"} | How many times would I need to apply potassium-fertilizer? | The Number of K applications (no) is -99. Here is more definition: the total count of potassium fertilizer applications made to a crop during its growing season. Potassium (K) is an essential nutrient that plays a vital role in various plant physiological processes, including water regulation, enzyme activation, and photosynthesis. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 19549, "Yield at harvest maturity (kg [dm]/ha)": 9169, "Harvested yield (kg [dm]/ha)": 9169, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 11428, "Unit wt at maturity (g [dm]/unit)": 0.3901, "Number at maturity (no/m2)": 2350, "Number at maturity (no/unit)": 209.9, "Harvest index at maturity": 0.469, "Leaf area index, maximum": 2.2}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 467, "Total season evapotranspiration, simulation-harvest (mm)": 535, "Total season transpiration (mm)": 300, "Total season soil evaporation (mm)": 234, "Season surface runoff (mm)": 23, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 145}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 289922, "Organic soil C at maturity (kg/ha)": 289922, "CO2EM": 1424, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 46.1, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 37.2, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 65.1, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 21.6, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 17.5, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 30.5, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 175, "Avg maximum air temperature (\u00b0C)": 24.4, "Avg minimum air temperature (\u00b0C)": 11.6, "Average solar radiation (MJ/m2/d), planting - harvest": 33.0, "Average daylength (hr/d), planting to harvest": 14.0, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 423.7, "Total evapotranspiration, planting to harvest (mm)": 525.3, "Total soil evaporation, planting to harvest (mm)": 225.7, "Total transpiration, planting to harvest (mm)": 300.2}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-05", "Planting date": "2023-04-06", "Emergence date": "2023-04-14", "Anthesis date": "2023-07-10", "Physiological maturity date": "2023-09-28", "Harvest date": "2023-09-28", "HYEAR": "2023", "Crop establishment start": "2023-04-06", "Crop establishment end": "2023-04-13", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-04-14", "Vegetative growth end": "2023-07-09", "Vegetative growth duration": "86 days", "Yield formation start": "2023-07-10", "Yield formation end": "2023-09-27", "Yield formation duration": "79 days", "Entire period start": "2023-04-06", "Entire period end": "2023-09-28", "Entire period duration": "175 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-04-06", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-04-27", "ending_date": "2023-07-02", "number_days": 66, "precipitation": {"value": 105.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 10.09, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.13, "unit": "C", "type": "average"}, "temperature_mean": {"value": 17.11, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-03", "ending_date": "2023-09-03", "number_days": 62, "precipitation": {"value": 212.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.46, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.4, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.43, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | crop_establishment_phase_is_missing_from_weather_event |
00004_dpe08973_maize_wth_3_query_3_qa.json | amount_of_inorganic_potassium_applied | true |
I'm sorry, but I forgot to record the weather data for the first two phases of the crop season. But I can tell you about the final phase, which is the yield formation phase, which signals the harvesting season.
The total rainfall was 276.9, and the min, max and mean temperature were respectively 12.4, 23.42, and 17.91.
I also remember that the season started on 2023-08-13 and ended on 2023-10-15, lasting 63 days.
My "00004_dpe08973_maize" farm is located at N 42 deg 16'57.10", W 85 deg 45'16.83" (elevation ~ 158 m). I mainly grow maize, anything from organic and non-GMO. Planting started around 2023-05-17.
Here is my question: What is the required amount of potassium-fertilizer to be applied during the growing season? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582 KBS", "planting_date": "2023-05-17", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What is the required amount of potassium-fertilizer to be applied during the growing season? "} | What is the required amount of potassium-fertilizer to be applied during the growing season? | The Inorganic K applied (kg/ha) is -99. Here is more definition: the total amount of inorganic potassium fertilizer applied to a crop field during a growing season, measured in kilograms of potassium per hectare. Inorganic potassium fertilizers, such as potassium chloride (Muriate of Potash) or potassium sulfate, provide readily available potassium to plants, essential for various physiological functions, including enzyme activation, photosynthesis, and water regulation. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 24457, "Yield at harvest maturity (kg [dm]/ha)": 10742, "Harvested yield (kg [dm]/ha)": 10742, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 14647, "Unit wt at maturity (g [dm]/unit)": 0.2972, "Number at maturity (no/m2)": 3615, "Number at maturity (no/unit)": 268.1, "Harvest index at maturity": 0.439, "Leaf area index, maximum": 3.7}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 310, "Total season evapotranspiration, simulation-harvest (mm)": 450, "Total season transpiration (mm)": 365, "Total season soil evaporation (mm)": 85, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 81}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290182, "Organic soil C at maturity (kg/ha)": 290182, "CO2EM": 1164, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 79.0, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 55.1, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 67.0, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 34.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 24.2, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 29.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 120, "Avg maximum air temperature (\u00b0C)": 26.7, "Avg minimum air temperature (\u00b0C)": 13.8, "Average solar radiation (MJ/m2/d), planting - harvest": 33.4, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 309.6, "Total evapotranspiration, planting to harvest (mm)": 443.9, "Total soil evaporation, planting to harvest (mm)": 83.1, "Total transpiration, planting to harvest (mm)": 365.0}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-16", "Planting date": "2023-05-17", "Emergence date": "2023-05-25", "Anthesis date": "2023-07-18", "Physiological maturity date": "2023-09-14", "Harvest date": "2023-09-14", "HYEAR": "2023", "Crop establishment start": "2023-05-17", "Crop establishment end": "2023-05-24", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-05-25", "Vegetative growth end": "2023-07-17", "Vegetative growth duration": "53 days", "Yield formation start": "2023-07-18", "Yield formation end": "2023-09-13", "Yield formation duration": "57 days", "Entire period start": "2023-05-17", "Entire period end": "2023-09-14", "Entire period duration": "120 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-05-17", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-13", "ending_date": "2023-10-15", "number_days": 63, "precipitation": {"value": 276.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.4, "unit": "C", "type": "average"}, "temperature_max": {"value": 23.42, "unit": "C", "type": "average"}, "temperature_mean": {"value": 17.91, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | first_two_phases_are_missing_from_weather_event |
00004_dpe08973_maize_wth_4_query_4_qa.json | seasonal_cumulative_potassium_uptake | true |
My sensors started malfunctioning last year, and I could not repair them when I started planting again this year (2023-05-02).
There are no weather records, so I can tell you about the farm and the crops I grow.
This farm (00004_dpe08973_maize) used to belong to my grandparents. Come by at N 42 deg 16'57.10", W 85 deg 45'16.83" (or at elevation ~ 158 m if looking from above).
I mainly grow maize (acorn squash, purple corn, flint corn, sweet corn) and would like to grow Tomatillo, Wax Bean, Red Russian Kale, or Honey Bear Squash next because I heard they are highly profitable.
Here is my question: How much potassium would my crop absorb by the end of the cropping season? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-05-02", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-05-02", 48.064], ["2023-05-09", 59.955], ["2023-05-16", 57.115]], "question_statement": "How much potassium would my crop absorb by the end of the cropping season?"} | How much potassium would my crop absorb by the end of the cropping season? | The Seasonal cumulative K uptake (kg[K]/ha) is -99. Here is more definition: the total amount of potassium absorbed by a crop from the soil over the entire growing or cropping season, measured in kilograms of potassium per hectare. Potassium is essential in various plant physiological processes, including enzyme activation, photosynthesis, and water regulation. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 18407, "Yield at harvest maturity (kg [dm]/ha)": 7223, "Harvested yield (kg [dm]/ha)": 7223, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 9676, "Unit wt at maturity (g [dm]/unit)": 0.3376, "Number at maturity (no/m2)": 2139, "Number at maturity (no/unit)": 185.3, "Harvest index at maturity": 0.392, "Leaf area index, maximum": 2.6}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 346, "Total season evapotranspiration, simulation-harvest (mm)": 485, "Total season transpiration (mm)": 338, "Total season soil evaporation (mm)": 147, "Season surface runoff (mm)": 14, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 82}, "Nitrogen": {"N applications (no)": 3, "Inorganic N applied (kg [N]/ha)": 164, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 188, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 29, "Tops N at maturity (kg/ha)": 161, "Grain N at maturity (kg/ha)": 99, "N2OEM": 0.1}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 17122, "Organic soil N at maturity (kg/ha)": 17122, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290754, "Organic soil C at maturity (kg/ha)": 290754, "CO2EM": 873, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 56.1, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 38.3, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 54.4, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 22.0, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 15.0, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 21.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 112.2, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 97.9, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 44.0, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 38.4}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 137, "Avg maximum air temperature (\u00b0C)": 26.0, "Avg minimum air temperature (\u00b0C)": 13.1, "Average solar radiation (MJ/m2/d), planting - harvest": 33.7, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 328.1, "Total evapotranspiration, planting to harvest (mm)": 481.1, "Total soil evaporation, planting to harvest (mm)": 144.0, "Total transpiration, planting to harvest (mm)": 338.2}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-01", "Planting date": "2023-05-02", "Emergence date": "2023-05-11", "Anthesis date": "2023-07-19", "Physiological maturity date": "2023-09-16", "Harvest date": "2023-09-16", "HYEAR": "2023", "Crop establishment start": "2023-05-02", "Crop establishment end": "2023-05-10", "Crop establishment duration": "8 days", "Vegetative growth start": "2023-05-11", "Vegetative growth end": "2023-07-18", "Vegetative growth duration": "68 days", "Yield formation start": "2023-07-19", "Yield formation end": "2023-09-15", "Yield formation duration": "58 days", "Entire period start": "2023-05-02", "Entire period end": "2023-09-16", "Entire period duration": "137 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-05-02", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | all_three_phases_are_missing_from_weather_event |
00004_dpe08973_maize_wth_5_query_5_qa.json | amount_of_potassium_in_soil_at_maturity | true |
My "00004_dpe08973_maize" farm is located at N 42 deg 16'57.10", W 85 deg 45'16.83" (elevation ~ 158 m). I mainly grow maize.
Planting started around 2023-04-14 this year.
Truthfully, there can be lots of weather information to remember, such as keeping track of weather statistics for each season.
But, some of us just keep track of weather records for the entire period (i.e., from planting to harvesting). That period lasted 147 days (i.e., from 2023-04-14 to 2023-09-10).
The total rainfall was 359.1, and the min, max and mean temperature were respectively 12.06, 24.85, and 18.46.
The units always default to millimeters for precipitation and centigrade for temperature.
Here is my question: How much potassium would remain present in the soil at the time of crop maturity? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 482", "planting_date": "2023-04-14", "is_irrigation_applied": "yes", "irrigation_application": [["2023-04-14", 16.72], ["2023-04-21", 15.46], ["2023-04-28", 19.69]], "nitrogen_fertilizer_application": [["2023-04-14", 55.11], ["2023-04-21", 56.454]], "question_statement": "How much potassium would remain present in the soil at the time of crop maturity?"} | How much potassium would remain present in the soil at the time of crop maturity? | The Soil K at maturity (kg/ha) is -99. Here is more definition: the amount of potassium remaining in the soil, measured in kilograms per hectare, when the crop reaches full maturity. This measurement includes both inorganic and organic potassium forms available for plant uptake. For example, a farmer may be interested if they need some understanding of next season's potassium (K) applications. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 16742, "Yield at harvest maturity (kg [dm]/ha)": 6884, "Harvested yield (kg [dm]/ha)": 6884, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 8544, "Unit wt at maturity (g [dm]/unit)": 0.4035, "Number at maturity (no/m2)": 1706, "Number at maturity (no/unit)": 148.0, "Harvest index at maturity": 0.411, "Leaf area index, maximum": 2.9}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 50, "Total season precipitation (mm), simulation - harvest": 565, "Total season evapotranspiration, simulation-harvest (mm)": 639, "Total season transpiration (mm)": 342, "Total season soil evaporation (mm)": 297, "Season surface runoff (mm)": 42, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 170}, "Nitrogen": {"N applications (no)": 2, "Inorganic N applied (kg [N]/ha)": 111, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 137, "N leached during season (kg [N]/ha)": 0, "Inorganic N at maturity (kg [N]/ha)": 34, "Tops N at maturity (kg/ha)": 97, "Grain N at maturity (kg/ha)": 50, "N2OEM": 0.212}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 17125, "Organic soil N at maturity (kg/ha)": 17125, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290974, "Organic soil C at maturity (kg/ha)": 290974, "CO2EM": 1098, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 29.6, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 26.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 49.0, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 334.8, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 12.2, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 10.9, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 20.2, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 137.7}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": 150.8, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": 122.2, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": 62.0, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": 50.2}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 185, "Avg maximum air temperature (\u00b0C)": 24.1, "Avg minimum air temperature (\u00b0C)": 11.8, "Average solar radiation (MJ/m2/d), planting - harvest": 31.5, "Average daylength (hr/d), planting to harvest": 13.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 564.8, "Total evapotranspiration, planting to harvest (mm)": 634.4, "Total soil evaporation, planting to harvest (mm)": 293.1, "Total transpiration, planting to harvest (mm)": 341.6}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-13", "Planting date": "2023-04-14", "Emergence date": "2023-05-06", "Anthesis date": "2023-07-21", "Physiological maturity date": "2023-10-16", "Harvest date": "2023-10-16", "HYEAR": "2023", "Crop establishment start": "2023-04-14", "Crop establishment end": "2023-05-05", "Crop establishment duration": "21 days", "Vegetative growth start": "2023-05-06", "Vegetative growth end": "2023-07-20", "Vegetative growth duration": "75 days", "Yield formation start": "2023-07-21", "Yield formation end": "2023-10-15", "Yield formation duration": "86 days", "Entire period start": "2023-04-14", "Entire period end": "2023-10-16", "Entire period duration": "185 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-04-14", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-04-14", "ending_date": "2023-09-10", "number_days": 147, "precipitation": {"value": 359.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.06, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.85, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.46, "unit": "C", "type": "average"}}} | only_entire_period_is_present_in_weather_event |
00004_dpe08973_maize_wth_6_query_6_qa.json | amount_of_residue_applied | true |
My farm, named 00004_dpe08973_maize, is located at a latitude of N 42 deg 16'57.10" and a longitude of W 85 deg 45'16.83", at 158 meters above ground.
I started planting maize on the 2023-05-26.
I noticed a few things about the three seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-05-26 and ended on 2023-06-14, lasting 19 days.
The next season (e.g.,growing) took exactly 64 days for the vegetation to grow. It started started on 2023-06-15 and ended on 2023-08-18.
Towards the yield formation phase, the crop took 60 days to mature. The period of this season is from 2023-08-19 to 2023-10-18, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 8.7 mm, 256.7 mm, 232.6 mm.
But, The total rainfall was 498.0 mm during the entire period, which went from 2023-05-26 to 2023-10-18 (eaxctly 143 days )).
Here is my question: How much crop residue I should apply or keep in the field? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 482", "planting_date": "2023-05-26", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much crop residue I should apply or keep in the field?"} | How much crop residue I should apply or keep in the field? | The Residue applied (kg/ha) is 0. Here is more definition: Crop residue is all the remaining crop parts after you remove the yield (seeds/grains) from the field. It is measured in kilograms per hectare. It is essential for maintaining soil organic matter, enhancing soil fertility, and improving soil structure. | 0 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 34561, "Yield at harvest maturity (kg [dm]/ha)": 16336, "Harvested yield (kg [dm]/ha)": 16336, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 21604, "Unit wt at maturity (g [dm]/unit)": 0.344, "Number at maturity (no/m2)": 4749, "Number at maturity (no/unit)": 344.4, "Harvest index at maturity": 0.473, "Leaf area index, maximum": 6.2}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 550, "Total season evapotranspiration, simulation-harvest (mm)": 580, "Total season transpiration (mm)": 466, "Total season soil evaporation (mm)": 114, "Season surface runoff (mm)": 38, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 168}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 289907, "Organic soil C at maturity (kg/ha)": 289907, "CO2EM": 1439, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 62.8, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 59.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 74.2, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 29.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 28.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 35.1, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 165, "Avg maximum air temperature (\u00b0C)": 24.1, "Avg minimum air temperature (\u00b0C)": 12.3, "Average solar radiation (MJ/m2/d), planting - harvest": 29.2, "Average daylength (hr/d), planting to harvest": 13.2, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 549.9, "Total evapotranspiration, planting to harvest (mm)": 578.1, "Total soil evaporation, planting to harvest (mm)": 112.4, "Total transpiration, planting to harvest (mm)": 465.6}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-25", "Planting date": "2023-05-26", "Emergence date": "2023-06-01", "Anthesis date": "2023-08-07", "Physiological maturity date": "2023-11-07", "Harvest date": "2023-11-07", "HYEAR": "2023", "Crop establishment start": "2023-05-26", "Crop establishment end": "2023-05-31", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-06-01", "Vegetative growth end": "2023-08-06", "Vegetative growth duration": "66 days", "Yield formation start": "2023-08-07", "Yield formation end": "2023-11-06", "Yield formation duration": "91 days", "Entire period start": "2023-05-26", "Entire period end": "2023-11-07", "Entire period duration": "165 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-05-26", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-26", "ending_date": "2023-06-14", "number_days": 19, "precipitation": {"value": 8.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-15", "ending_date": "2023-08-18", "number_days": 64, "precipitation": {"value": 256.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-19", "ending_date": "2023-10-18", "number_days": 60, "precipitation": {"value": 232.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-26", "ending_date": "2023-10-18", "number_days": 143, "precipitation": {"value": 498.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | temperature_is_missing_everywhere_in_weather_event |
00004_dpe08973_maize_wth_7_query_7_qa.json | amount_of_co2_gas_emissions_during_season | true |
00004_dpe08973_maize, is a farm located at a latitude of N 42 deg 16'57.10" and a longitude of W 85 deg 45'16.83", at 158 meters above ground.
I started planting maize on 2023-05-05. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, during the 149 days of the entire period (2023-05-05 - 2023-10-03),
the Tmin, Tmax, and Tmean were respectively 13.19 C, 26.04 C, 19.61 C.
For the breakdown however, the daily Tmin, Tmax, and Tmean were averaged across 20 days (for planting); 65 days (for growing); and 64 days (for harvesting). The results are as follows:
- 13.88 C, 25.53 C, 19.71 C - During the 2023-07-31 - 2023-10-03's harvesting season, (yield formation phase).
- 14.04 C, 27.59 C, 20.82 C - During the 2023-05-26 - 2023-07-30's growing season, (vegetative growth phase).
- 8.4 C, 22.74 C, 15.57 C - During the 2023-05-05 - 2023-05-25's planting season, (when the crop is established).
However, precipitation data was not recorded during these periods.
Here is my question: How much carbon dioxyde would be emitted by the end of the cropping season? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 482", "planting_date": "2023-05-05", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much carbon dioxyde would be emitted by the end of the cropping season?"} | How much carbon dioxyde would be emitted by the end of the cropping season? | The CO2EM is 1527. Here is more definition: the amount of carbon dioxide gas released into the atmosphere from various sources within the agricultural system. For example, if a farmer is very concerned about ecological footprint, etc., he might want to ask how much CO2 is emitted during the season. | 1527 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 33588, "Yield at harvest maturity (kg [dm]/ha)": 18684, "Harvested yield (kg [dm]/ha)": 18684, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 23621, "Unit wt at maturity (g [dm]/unit)": 0.4125, "Number at maturity (no/m2)": 4529, "Number at maturity (no/unit)": 332.7, "Harvest index at maturity": 0.556, "Leaf area index, maximum": 4.6}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 564, "Total season evapotranspiration, simulation-harvest (mm)": 586, "Total season transpiration (mm)": 434, "Total season soil evaporation (mm)": 151, "Season surface runoff (mm)": 38, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 177}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 289819, "Organic soil C at maturity (kg/ha)": 289819, "CO2EM": 1527, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 59.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 57.6, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 77.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 33.3, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 32.0, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 43.0, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 177, "Avg maximum air temperature (\u00b0C)": 24.6, "Avg minimum air temperature (\u00b0C)": 12.4, "Average solar radiation (MJ/m2/d), planting - harvest": 30.8, "Average daylength (hr/d), planting to harvest": 13.5, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 561.1, "Total evapotranspiration, planting to harvest (mm)": 583.0, "Total soil evaporation, planting to harvest (mm)": 149.3, "Total transpiration, planting to harvest (mm)": 434.4}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-04", "Planting date": "2023-05-05", "Emergence date": "2023-05-13", "Anthesis date": "2023-07-23", "Physiological maturity date": "2023-10-29", "Harvest date": "2023-10-29", "HYEAR": "2023", "Crop establishment start": "2023-05-05", "Crop establishment end": "2023-05-12", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-05-13", "Vegetative growth end": "2023-07-22", "Vegetative growth duration": "70 days", "Yield formation start": "2023-07-23", "Yield formation end": "2023-10-28", "Yield formation duration": "97 days", "Entire period start": "2023-05-05", "Entire period end": "2023-10-29", "Entire period duration": "177 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-05-05", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-05", "ending_date": "2023-05-25", "number_days": 20, "precipitation": {"value": 17.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-26", "ending_date": "2023-07-30", "number_days": 65, "precipitation": {"value": 186.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-31", "ending_date": "2023-10-03", "number_days": 64, "precipitation": {"value": 170.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-05", "ending_date": "2023-10-03", "number_days": 149, "precipitation": {"value": 373.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | precipitation_is_missing_everywhere_in_weather_event |
00004_dpe08973_maize_wth_8_query_8_qa.json | dry_matter_irrigation_productivity | true |
You can locate my "00004_dpe08973_maize" farm at N 42 deg 16'57.10", W 85 deg 45'16.83" (elevation ~ 158 m). The main crop grown there is maize (acorn squash, purple corn, flint corn, sweet corn).
Planting always starts on 2023-05-20 every year.
Here is my question: What would be the dry matter-to-irrigation productivity value? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-05-20", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-20", 14.89], ["2023-05-27", 14.07]], "nitrogen_fertilizer_application": [], "question_statement": "What would be the dry matter-to-irrigation productivity value?"} | What would be the dry matter-to-irrigation productivity value? | The Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig]) is 936.3. Here is more definition: a metric that quantifies the efficiency of irrigation water use in crop production. It represents the dry matter (DM) yield produced per hectare for each millimeter of irrigation water applied. For example, if the crop is grown for biomass, the farmer can ask what dry matter irrigation productivity is. | 936.3 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 26217, "Yield at harvest maturity (kg [dm]/ha)": 11967, "Harvested yield (kg [dm]/ha)": 11967, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 17256, "Unit wt at maturity (g [dm]/unit)": 0.2931, "Number at maturity (no/m2)": 4082, "Number at maturity (no/unit)": 293.1, "Harvest index at maturity": 0.456, "Leaf area index, maximum": 4.7}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 28, "Total season precipitation (mm), simulation - harvest": 321, "Total season evapotranspiration, simulation-harvest (mm)": 480, "Total season transpiration (mm)": 373, "Total season soil evaporation (mm)": 107, "Season surface runoff (mm)": 14, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 91}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290149, "Organic soil C at maturity (kg/ha)": 290149, "CO2EM": 1197, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 82.5, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 55.0, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 70.2, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 936.3, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 37.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 25.1, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 32.1, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 427.4}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 124, "Avg maximum air temperature (\u00b0C)": 26.6, "Avg minimum air temperature (\u00b0C)": 13.7, "Average solar radiation (MJ/m2/d), planting - harvest": 33.1, "Average daylength (hr/d), planting to harvest": 14.2, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 317.8, "Total evapotranspiration, planting to harvest (mm)": 476.5, "Total soil evaporation, planting to harvest (mm)": 104.9, "Total transpiration, planting to harvest (mm)": 373.2}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-19", "Planting date": "2023-05-20", "Emergence date": "2023-05-28", "Anthesis date": "2023-07-22", "Physiological maturity date": "2023-09-21", "Harvest date": "2023-09-21", "HYEAR": "2023", "Crop establishment start": "2023-05-20", "Crop establishment end": "2023-05-27", "Crop establishment duration": "7 days", "Vegetative growth start": "2023-05-28", "Vegetative growth end": "2023-07-21", "Vegetative growth duration": "54 days", "Yield formation start": "2023-07-22", "Yield formation end": "2023-09-20", "Yield formation duration": "60 days", "Entire period start": "2023-05-20", "Entire period end": "2023-09-21", "Entire period duration": "124 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-05-20", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | each_phase_sequence_is_missing |
00004_dpe08973_maize_wth_9_query_9_qa.json | yield_et_productivity | true |
00004_dpe08973_maize is a farm located at a latitude of N 42 deg 16'57.10" and a longitude of W 85 deg 45'16.83", at 158 meters above ground.
I started planting maize on 2023-04-13. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, the entire period (2023-04-13 - 2023-09-09),
the total rainfall was 359.1 mm.
And the Tmin, Tmax, and Tmean were respectively 12.08 C, 24.87 C, 18.48 C.
For the breakdown, however, the daily weather records were averaged across the planting, growing), and harvesting seasons. The results are as follows:
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 15.53 C, 27.19 C, 21.36 C
- Precipitation (total): 228.2 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 10.98 C, 24.86 C, 17.92 C
- Precipitation (total): 104.2 mm
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 4.06 C, 16.43 C, 10.24 C
- Precipitation (total): 26.7 mm
Here is my question: What would be the crop water productivity by the end of the cropping season? | {"farm_name": "00004_dpe08973_maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "crop_name": "maize", "crop_variety": "MZ GREAT LAKES 582", "planting_date": "2023-04-13", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What would be the crop water productivity by the end of the cropping season?"} | What would be the crop water productivity by the end of the cropping season? | The Yield-ET productivity (kg[yield]/ha/mm[ET]) is 19.9. Here is more definition: a metric that quantifies the efficiency with which a crop converts water lost through evapotranspiration (ET) into harvested yield. It represents the crop yield produced per hectare for each millimeter of water transpired and evaporated during the growing season. Furthermore, generally known as crop water productivity, so farmers want to ask what crop water productivity is. | 19.9 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "MZ", "MODEL": "MZCER048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 158}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": -99, "Tops weight at maturity (kg [dm]/ha)": 18951, "Yield at harvest maturity (kg [dm]/ha)": 9174, "Harvested yield (kg [dm]/ha)": 9174, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 12222, "Unit wt at maturity (g [dm]/unit)": 0.3162, "Number at maturity (no/m2)": 2901, "Number at maturity (no/unit)": 229.0, "Harvest index at maturity": 0.484, "Leaf area index, maximum": 1.7}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 339, "Total season evapotranspiration, simulation-harvest (mm)": 465, "Total season transpiration (mm)": 281, "Total season soil evaporation (mm)": 184, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 95}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 0, "Grain N at maturity (kg/ha)": 0, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 290154, "Organic soil C at maturity (kg/ha)": 290154, "CO2EM": 1192, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 55.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 41.0, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 67.4, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 27.1, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 19.9, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 32.6, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 143, "Avg maximum air temperature (\u00b0C)": 24.8, "Avg minimum air temperature (\u00b0C)": 11.8, "Average solar radiation (MJ/m2/d), planting - harvest": 33.7, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 339.0, "Total evapotranspiration, planting to harvest (mm)": 462.1, "Total soil evaporation, planting to harvest (mm)": 183.0, "Total transpiration, planting to harvest (mm)": 281.1}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-12", "Planting date": "2023-04-13", "Emergence date": "2023-05-04", "Anthesis date": "2023-07-09", "Physiological maturity date": "2023-09-03", "Harvest date": "2023-09-03", "HYEAR": "2023", "Crop establishment start": "2023-04-13", "Crop establishment end": "2023-05-03", "Crop establishment duration": "20 days", "Vegetative growth start": "2023-05-04", "Vegetative growth end": "2023-07-08", "Vegetative growth duration": "65 days", "Yield formation start": "2023-07-09", "Yield formation end": "2023-09-02", "Yield formation duration": "55 days", "Entire period start": "2023-04-13", "Entire period end": "2023-09-03", "Entire period duration": "143 days"}} | {"farm_name": "00004_dpe08973_maize", "crop": "maize", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 158, "focus": "weather", "planting_date": "2023-04-13", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 26.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": 4.06, "unit": "C", "type": "average"}, "temperature_max": {"value": 16.43, "unit": "C", "type": "average"}, "temperature_mean": {"value": 10.24, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 104.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 10.98, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.86, "unit": "C", "type": "average"}, "temperature_mean": {"value": 17.92, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 228.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.53, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.19, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.36, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 359.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.08, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.87, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.48, "unit": "C", "type": "average"}}} | date_details_are_missing_everywhere_in_weather_event |
00005_dpe08973_soybean_wth_10_query_10_qa.json | number_of_nitrogen_applications | false |
Here is a breakdown of the weather conditions on my farm.
To summarize, during the 143 days of the entire period (2023-06-10 - 2023-11-02),
the total rainfall was 549.9 mm.
And the Tmin, Tmax, and Tmean were respectively 12.76 C, 23.93 C, 18.34 C.
For the breakdown however, the daily weather records were averaged across 15 days (for planting); 67 days (for growing); and 61 days (for harvesting). The results are as follows:
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 12.93 C, 26.39 C, 19.66 C
- Precipitation (total): 18.9 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 15.56 C, 27.26 C, 21.41 C
- Precipitation (total): 251.6 mm
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 9.65 C, 19.65 C, 14.65 C
- Precipitation (total): 279.4 mm
Here is my question: How many times would I need to apply nitrogen-fertilizer by the end of the cropping season? | {"farm_name": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "crop_name": "-99", "crop_variety": "-99", "planting_date": "2023-06-10", "is_irrigation_applied": "yes", "irrigation_application": [["2023-06-10", 19.78], ["2023-06-17", 15.1]], "nitrogen_fertilizer_application": [["2023-06-10", 0.0], ["2023-06-17", 0.0]], "question_statement": "How many times would I need to apply nitrogen-fertilizer by the end of the cropping season?"} | How many times would I need to apply nitrogen-fertilizer by the end of the cropping season? | The answer is impossible to determine for the N applications (no) because the most basic farm information is missing in the weather event. | impossible | {"simulation_results": "impossible"} | {"farm_name": "-99", "crop": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "focus": "weather", "planting_date": "2023-06-10", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-06-10", "ending_date": "2023-06-25", "number_days": 15, "precipitation": {"value": 18.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.93, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.39, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.66, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-26", "ending_date": "2023-09-01", "number_days": 67, "precipitation": {"value": 251.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.56, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.26, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.41, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-09-02", "ending_date": "2023-11-02", "number_days": 61, "precipitation": {"value": 279.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 9.65, "unit": "C", "type": "average"}, "temperature_max": {"value": 19.65, "unit": "C", "type": "average"}, "temperature_mean": {"value": 14.65, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-06-10", "ending_date": "2023-11-02", "number_days": 143, "precipitation": {"value": 549.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.76, "unit": "C", "type": "average"}, "temperature_max": {"value": 23.93, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.34, "unit": "C", "type": "average"}}} | most_basic_farm_information_is_missing_in_weather_event |
00005_dpe08973_soybean_wth_11_query_1_qa.json | amount_of_inorganic_nitrogen_applied | true |
My soybean farm, "00005_dpe08973_soybean" is located at N 42 deg 16'57.10", W 85 deg 45'16.83", about 172 meters above ground. This year I started planting around 2023-06-03.
I noticed a few things about the three crop seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-06-03 and ended on 2023-06-22, lasting 19 days.
The next season (e.g.,growing) took exactly 65 days for the vegetation to grow. It started started on 2023-06-23 and ended on 2023-08-27.
Towards the yield formation phase, the crop took 63 days to mature. The period of this season is from 2023-08-28 to 2023-10-30, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 8.7 mm, 258.2 mm, 280.2 mm.
As for the temperature (in centigrade), the averaged minimum temperature values were 11.49, 16.04, and 10.25.
In contrast, the averaged maximum temperature values were 26.04, 27.54, and 20.65.
But I care more about the mean temperature values, which were 18.76, 21.79, and 15.45 respectively.
Here is my question: What would be the required amount of nitrogen-fertilizer to apply during the growing season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-03", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What would be the required amount of nitrogen-fertilizer to apply during the growing season? "} | What would be the required amount of nitrogen-fertilizer to apply during the growing season? | The Inorganic N applied (kg [N]/ha) is -99. Here is more definition: the total amount of inorganic nitrogen fertilizer applied to a crop field during a growing season, measured in kilograms of nitrogen per hectare. Inorganic nitrogen fertilizers include compounds such as urea, ammonium nitrate, and ammonium sulfate, which provide readily available nitrogen to plants. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5120, "Yield at harvest maturity (kg [dm]/ha)": 2194, "Harvested yield (kg [dm]/ha)": 2194, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3795, "Unit wt at maturity (g [dm]/unit)": 0.079, "Number at maturity (no/m2)": 2777, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.428, "Leaf area index, maximum": 4.4}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 318, "Total season evapotranspiration, simulation-harvest (mm)": 415, "Total season transpiration (mm)": 265, "Total season soil evaporation (mm)": 150, "Season surface runoff (mm)": 17, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 121}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 183, "Grain N at maturity (kg/ha)": 141, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292445, "Organic soil C at maturity (kg/ha)": 291034, "CO2EM": 835, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.1, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 12.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 19.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 6.9, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 8.3, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 111, "Avg maximum air temperature (\u00b0C)": 26.6, "Avg minimum air temperature (\u00b0C)": 14.3, "Average solar radiation (MJ/m2/d), planting - harvest": 31.9, "Average daylength (hr/d), planting to harvest": 14.1, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 317.8, "Total evapotranspiration, planting to harvest (mm)": 414.5, "Total soil evaporation, planting to harvest (mm)": 149.2, "Total transpiration, planting to harvest (mm)": 265.3}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-02", "Planting date": "2023-06-03", "Emergence date": "2023-06-09", "Anthesis date": "2023-07-19", "Physiological maturity date": "2023-09-09", "Harvest date": "2023-09-21", "HYEAR": "2023", "Crop establishment start": "2023-06-03", "Crop establishment end": "2023-06-08", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-06-09", "Vegetative growth end": "2023-07-18", "Vegetative growth duration": "39 days", "Yield formation start": "2023-07-19", "Yield formation end": "2023-09-08", "Yield formation duration": "51 days", "Entire period start": "2023-06-03", "Entire period end": "2023-09-09", "Entire period duration": "98 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-06-03", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-06-03", "ending_date": "2023-06-22", "number_days": 19, "precipitation": {"value": 8.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": 11.49, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.04, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.76, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-23", "ending_date": "2023-08-27", "number_days": 65, "precipitation": {"value": 258.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 16.04, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.54, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.79, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-28", "ending_date": "2023-10-30", "number_days": 63, "precipitation": {"value": 280.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 10.25, "unit": "C", "type": "average"}, "temperature_max": {"value": 20.65, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.45, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | entire_period_is_missing_from_weather_event |
00005_dpe08973_soybean_wth_12_query_2_qa.json | amount_of_nitrogen_fixed_during_season | true |
Yeah, that is the satellite imagery of my farm (codified "00005_dpe08973_soybean") right there. From this altitude, I will say it is about 172 meters above aground.
Unfortunately, I forgot to record the weather data earlier on. But I can tell you about what I remember of the growing and harvesting seasons.
Looking at my log (where the temperature units are in centigrade and the precipitation in millimeters), I see that the total rainfall was 203.2,
and the min, max and mean temperature were respectively 14.35, 26.11, and 20.23
during the growing season (aka vegetative growth phase). Similarly, the total rainfall was 271.8, and those same three temperature values were
4.44, 13.83, and 9.14 during the harvesting season (aka yield formation phase).
Oh, I forgot to mention that my farm is located at N 42 deg 16'57.10", W 85 deg 45'16.83". I grow several kinds of soybean, anything from organic and non-GMO.
Furthermore, The growing season started on 2023-07-21 and ended on 2023-09-25, lasting 66 days.
But the harvesting season lasted about 65 days (from 2023-09-26 to 2023-11-30).
Here is my question: How much nitrogen would be fixed by the crop by the end of the cropping season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-29", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much nitrogen would be fixed by the crop by the end of the cropping season?"} | How much nitrogen would be fixed by the crop by the end of the cropping season? | The N fixed during season (kg/ha) is 0. Here is more definition: the amount of atmospheric nitrogen that leguminous crops, such as soybeans or alfalfa, convert into a usable form through biological nitrogen fixation during a single growing season. This process allows these crops to meet a significant portion of their nitrogen requirements without relying solely on soil nitrogen or external fertilizers. | 0 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 4051, "Yield at harvest maturity (kg [dm]/ha)": 2123, "Harvested yield (kg [dm]/ha)": 2123, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3072, "Unit wt at maturity (g [dm]/unit)": 0.1043, "Number at maturity (no/m2)": 2035, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.524, "Leaf area index, maximum": 2.9}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 430, "Total season evapotranspiration, simulation-harvest (mm)": 414, "Total season transpiration (mm)": 201, "Total season soil evaporation (mm)": 213, "Season surface runoff (mm)": 28, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 224}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 160, "Grain N at maturity (kg/ha)": 139, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 291747, "Organic soil C at maturity (kg/ha)": 290789, "CO2EM": 864, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 9.4, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 9.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 20.2, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 4.9, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.1, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 10.6, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 101, "Avg maximum air temperature (\u00b0C)": 26.2, "Avg minimum air temperature (\u00b0C)": 14.6, "Average solar radiation (MJ/m2/d), planting - harvest": 30.2, "Average daylength (hr/d), planting to harvest": 13.4, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 430.1, "Total evapotranspiration, planting to harvest (mm)": 413.3, "Total soil evaporation, planting to harvest (mm)": 212.5, "Total transpiration, planting to harvest (mm)": 200.8}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-28", "Planting date": "2023-06-29", "Emergence date": "2023-07-05", "Anthesis date": "2023-08-06", "Physiological maturity date": "2023-09-25", "Harvest date": "2023-10-07", "HYEAR": "2023", "Crop establishment start": "2023-06-29", "Crop establishment end": "2023-07-04", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-07-05", "Vegetative growth end": "2023-08-05", "Vegetative growth duration": "31 days", "Yield formation start": "2023-08-06", "Yield formation end": "2023-09-24", "Yield formation duration": "49 days", "Entire period start": "2023-06-29", "Entire period end": "2023-09-25", "Entire period duration": "88 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-06-29", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-07-21", "ending_date": "2023-09-25", "number_days": 66, "precipitation": {"value": 203.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.35, "unit": "C", "type": "average"}, "temperature_max": {"value": 26.11, "unit": "C", "type": "average"}, "temperature_mean": {"value": 20.23, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-09-26", "ending_date": "2023-11-30", "number_days": 65, "precipitation": {"value": 271.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": 4.44, "unit": "C", "type": "average"}, "temperature_max": {"value": 13.83, "unit": "C", "type": "average"}, "temperature_mean": {"value": 9.14, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | crop_establishment_phase_is_missing_from_weather_event |
00005_dpe08973_soybean_wth_13_query_3_qa.json | amount_of_nitrogen_uptake_during_season | true |
I'm sorry, but I forgot to record the weather data for the first two phases of the crop season. But I can tell you about the final phase, which is the yield formation phase, which signals the harvesting season.
The total rainfall was 230.9, and the min, max and mean temperature were respectively 12.09, 23.09, and 17.59.
I also remember that the season started on 2023-08-18 and ended on 2023-10-16, lasting 59 days.
My "00005_dpe08973_soybean" farm is located at N 42 deg 16'57.10", W 85 deg 45'16.83" (elevation ~ 172 m). I mainly grow soybean, anything from organic and non-GMO. Planting started around 2023-05-17.
Here is my question: How much nitrogen would my crop absorb by the end of the cropping season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-17", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much nitrogen would my crop absorb by the end of the cropping season?"} | How much nitrogen would my crop absorb by the end of the cropping season? | The N uptake during season (kg [N]/ha) is 0. Here is more definition: the total amount of nitrogen absorbed by a crop from the soil throughout its growing season, measured in kilograms of nitrogen per hectare. This metric encompasses all nitrogen sources available to the plant, including soil reserves, applied fertilizers, and atmospheric deposition. | 0 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5320, "Yield at harvest maturity (kg [dm]/ha)": 2483, "Harvested yield (kg [dm]/ha)": 2483, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4247, "Unit wt at maturity (g [dm]/unit)": 0.0854, "Number at maturity (no/m2)": 2908, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.467, "Leaf area index, maximum": 4.0}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 321, "Total season evapotranspiration, simulation-harvest (mm)": 422, "Total season transpiration (mm)": 276, "Total season soil evaporation (mm)": 146, "Season surface runoff (mm)": 16, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 119}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 198, "Grain N at maturity (kg/ha)": 157, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292500, "Organic soil C at maturity (kg/ha)": 291058, "CO2EM": 852, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.6, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 12.6, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 19.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.9, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 9.0, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 124, "Avg maximum air temperature (\u00b0C)": 26.5, "Avg minimum air temperature (\u00b0C)": 13.7, "Average solar radiation (MJ/m2/d), planting - harvest": 33.3, "Average daylength (hr/d), planting to harvest": 14.2, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 320.7, "Total evapotranspiration, planting to harvest (mm)": 420.8, "Total soil evaporation, planting to harvest (mm)": 144.8, "Total transpiration, planting to harvest (mm)": 276.0}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-16", "Planting date": "2023-05-17", "Emergence date": "2023-05-29", "Anthesis date": "2023-07-12", "Physiological maturity date": "2023-09-05", "Harvest date": "2023-09-17", "HYEAR": "2023", "Crop establishment start": "2023-05-17", "Crop establishment end": "2023-05-28", "Crop establishment duration": "11 days", "Vegetative growth start": "2023-05-29", "Vegetative growth end": "2023-07-11", "Vegetative growth duration": "43 days", "Yield formation start": "2023-07-12", "Yield formation end": "2023-09-04", "Yield formation duration": "54 days", "Entire period start": "2023-05-17", "Entire period end": "2023-09-05", "Entire period duration": "111 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-05-17", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-18", "ending_date": "2023-10-16", "number_days": 59, "precipitation": {"value": 230.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.09, "unit": "C", "type": "average"}, "temperature_max": {"value": 23.09, "unit": "C", "type": "average"}, "temperature_mean": {"value": 17.59, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | first_two_phases_are_missing_from_weather_event |
00005_dpe08973_soybean_wth_14_query_4_qa.json | amount_of_nitrogen_leached_during_season | true |
My sensors started malfunctioning last year, and I could not repair them when I started planting again this year (2023-05-04).
There are no weather records, so I can tell you about the farm and the crops I grow.
This farm (00005_dpe08973_soybean) used to belong to my grandparents. Come by at N 42 deg 16'57.10", W 85 deg 45'16.83" (or at elevation ~ 172 m if looking from above).
I mainly grow soybean (organic and non-GMO) and would like to grow Tomatillo, Wax Bean, Red Russian Kale, or Honey Bear Squash next because I heard they are highly profitable.
Here is my question: How much nitrogen was lost due to leaching during the cropping season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-04", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much nitrogen was lost due to leaching during the cropping season?"} | How much nitrogen was lost due to leaching during the cropping season? | The N leached during season (kg [N]/ha) is -99. Here is more definition: the total amount of nitrogen, measured in kilograms per hectare, that moves beyond the root zone into deeper soil layers or groundwater during a crop's growing season. This leaching typically occurs when rainfall or irrigation exceeds the soil's water-holding capacity, causing soluble nitrogen compounds, such as nitrates, to be carried downward. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5174, "Yield at harvest maturity (kg [dm]/ha)": 2511, "Harvested yield (kg [dm]/ha)": 2511, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4195, "Unit wt at maturity (g [dm]/unit)": 0.0909, "Number at maturity (no/m2)": 2764, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.485, "Leaf area index, maximum": 3.3}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 323, "Total season evapotranspiration, simulation-harvest (mm)": 441, "Total season transpiration (mm)": 277, "Total season soil evaporation (mm)": 165, "Season surface runoff (mm)": 14, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 105}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 195, "Grain N at maturity (kg/ha)": 158, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292558, "Organic soil C at maturity (kg/ha)": 291153, "CO2EM": 843, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.0, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.7, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 18.7, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.7, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 9.1, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 135, "Avg maximum air temperature (\u00b0C)": 26.3, "Avg minimum air temperature (\u00b0C)": 13.2, "Average solar radiation (MJ/m2/d), planting - harvest": 33.9, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 323.4, "Total evapotranspiration, planting to harvest (mm)": 440.3, "Total soil evaporation, planting to harvest (mm)": 163.8, "Total transpiration, planting to harvest (mm)": 276.5}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-03", "Planting date": "2023-05-04", "Emergence date": "2023-05-17", "Anthesis date": "2023-07-06", "Physiological maturity date": "2023-09-03", "Harvest date": "2023-09-15", "HYEAR": "2023", "Crop establishment start": "2023-05-04", "Crop establishment end": "2023-05-16", "Crop establishment duration": "12 days", "Vegetative growth start": "2023-05-17", "Vegetative growth end": "2023-07-05", "Vegetative growth duration": "49 days", "Yield formation start": "2023-07-06", "Yield formation end": "2023-09-02", "Yield formation duration": "58 days", "Entire period start": "2023-05-04", "Entire period end": "2023-09-03", "Entire period duration": "122 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-05-04", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | all_three_phases_are_missing_from_weather_event |
00005_dpe08973_soybean_wth_15_query_5_qa.json | amount_of_nitrogen_inorganic_at_maturity | true |
My "00005_dpe08973_soybean" farm is located at N 42 deg 16'57.10", W 85 deg 45'16.83" (elevation ~ 172 m). I mainly grow soybean.
Planting started around 2023-06-23 this year.
Truthfully, there can be lots of weather information to remember, such as keeping track of weather statistics for each season.
But, some of us just keep track of weather records for the entire period (i.e., from planting to harvesting). That period lasted 143 days (i.e., from 2023-06-23 to 2023-11-15).
The total rainfall was 549.3, and the min, max and mean temperature were respectively 11.91, 22.85, and 17.38.
The units always default to millimeters for precipitation and centigrade for temperature.
Here is my question: How much inorganic nitrogen would remain present in the soil by the time the crop matures? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-23", "is_irrigation_applied": "yes", "irrigation_application": [["2023-06-23", 15.11], ["2023-06-30", 13.51], ["2023-07-07", 12.74]], "nitrogen_fertilizer_application": [], "question_statement": "How much inorganic nitrogen would remain present in the soil by the time the crop matures?"} | How much inorganic nitrogen would remain present in the soil by the time the crop matures? | The Inorganic N at maturity (kg [N]/ha) is -99. Here is more definition: the amount of inorganic nitrogen present in the soil, measured in kilograms per hectare, when the crop reaches full maturity. Inorganic nitrogen includes forms such as nitrate and ammonium. For example, if a farmer needs to understand next season's N application, this information will be helpful to him. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 4683, "Yield at harvest maturity (kg [dm]/ha)": 2298, "Harvested yield (kg [dm]/ha)": 2298, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3520, "Unit wt at maturity (g [dm]/unit)": 0.1015, "Number at maturity (no/m2)": 2263, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.491, "Leaf area index, maximum": 3.5}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 40, "Total season precipitation (mm), simulation - harvest": 356, "Total season evapotranspiration, simulation-harvest (mm)": 475, "Total season transpiration (mm)": 227, "Total season soil evaporation (mm)": 248, "Season surface runoff (mm)": 22, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 134}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 177, "Grain N at maturity (kg/ha)": 150, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 291917, "Organic soil C at maturity (kg/ha)": 290827, "CO2EM": 889, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 13.2, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 9.9, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 20.6, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 117.1, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 6.5, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 4.8, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 10.1, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 57.5}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 104, "Avg maximum air temperature (\u00b0C)": 26.5, "Avg minimum air temperature (\u00b0C)": 14.7, "Average solar radiation (MJ/m2/d), planting - harvest": 30.5, "Average daylength (hr/d), planting to harvest": 13.6, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 355.8, "Total evapotranspiration, planting to harvest (mm)": 474.4, "Total soil evaporation, planting to harvest (mm)": 247.5, "Total transpiration, planting to harvest (mm)": 226.9}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-22", "Planting date": "2023-06-23", "Emergence date": "2023-06-29", "Anthesis date": "2023-08-01", "Physiological maturity date": "2023-09-22", "Harvest date": "2023-10-04", "HYEAR": "2023", "Crop establishment start": "2023-06-23", "Crop establishment end": "2023-06-28", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-06-29", "Vegetative growth end": "2023-07-31", "Vegetative growth duration": "32 days", "Yield formation start": "2023-08-01", "Yield formation end": "2023-09-21", "Yield formation duration": "51 days", "Entire period start": "2023-06-23", "Entire period end": "2023-09-22", "Entire period duration": "91 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-06-23", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-06-23", "ending_date": "2023-11-15", "number_days": 143, "precipitation": {"value": 549.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 11.91, "unit": "C", "type": "average"}, "temperature_max": {"value": 22.85, "unit": "C", "type": "average"}, "temperature_mean": {"value": 17.38, "unit": "C", "type": "average"}}} | only_entire_period_is_present_in_weather_event |
00005_dpe08973_soybean_wth_16_query_6_qa.json | amount_of_n2o_gas_emissions_during_season | true |
My farm, named 00005_dpe08973_soybean, is located at a latitude of N 42 deg 16'57.10" and a longitude of W 85 deg 45'16.83", at 172 meters above ground.
I started planting soybean on the 2023-05-18.
I noticed a few things about the three seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-05-18 and ended on 2023-06-04, lasting 17 days.
The next season (e.g.,growing) took exactly 67 days for the vegetation to grow. It started started on 2023-06-05 and ended on 2023-08-11.
Towards the yield formation phase, the crop took 59 days to mature. The period of this season is from 2023-08-12 to 2023-10-10, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 3.5 mm, 214.6 mm, 245.7 mm.
But, The total rainfall was 463.8 mm during the entire period, which went from 2023-05-18 to 2023-10-10 (eaxctly 143 days )).
Here is my question: How much Nitrous oxide would be emitted by the end of the cropping season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-18", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much Nitrous oxide would be emitted by the end of the cropping season?"} | How much Nitrous oxide would be emitted by the end of the cropping season? | The N2OEM is -99. Here is more definition: N2OEM the amount of nitrogen oxide gas emissions during the season. This gas is responsible for global warming. For example, if a farmer is concerned about the environment, they might ask how much was lost due to N2O gas emissions during the season. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5397, "Yield at harvest maturity (kg [dm]/ha)": 2529, "Harvested yield (kg [dm]/ha)": 2529, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4287, "Unit wt at maturity (g [dm]/unit)": 0.0865, "Number at maturity (no/m2)": 2924, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.469, "Leaf area index, maximum": 4.0}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 321, "Total season evapotranspiration, simulation-harvest (mm)": 426, "Total season transpiration (mm)": 277, "Total season soil evaporation (mm)": 149, "Season surface runoff (mm)": 16, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 115}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 201, "Grain N at maturity (kg/ha)": 161, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292480, "Organic soil C at maturity (kg/ha)": 291053, "CO2EM": 857, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.8, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 12.7, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 19.5, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.9, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.9, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 9.1, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 124, "Avg maximum air temperature (\u00b0C)": 26.6, "Avg minimum air temperature (\u00b0C)": 13.7, "Average solar radiation (MJ/m2/d), planting - harvest": 33.3, "Average daylength (hr/d), planting to harvest": 14.2, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 320.7, "Total evapotranspiration, planting to harvest (mm)": 425.4, "Total soil evaporation, planting to harvest (mm)": 148.0, "Total transpiration, planting to harvest (mm)": 277.4}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-17", "Planting date": "2023-05-18", "Emergence date": "2023-05-30", "Anthesis date": "2023-07-13", "Physiological maturity date": "2023-09-06", "Harvest date": "2023-09-18", "HYEAR": "2023", "Crop establishment start": "2023-05-18", "Crop establishment end": "2023-05-29", "Crop establishment duration": "11 days", "Vegetative growth start": "2023-05-30", "Vegetative growth end": "2023-07-12", "Vegetative growth duration": "43 days", "Yield formation start": "2023-07-13", "Yield formation end": "2023-09-05", "Yield formation duration": "54 days", "Entire period start": "2023-05-18", "Entire period end": "2023-09-06", "Entire period duration": "111 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-05-18", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-18", "ending_date": "2023-06-04", "number_days": 17, "precipitation": {"value": 3.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-05", "ending_date": "2023-08-11", "number_days": 67, "precipitation": {"value": 214.6, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-12", "ending_date": "2023-10-10", "number_days": 59, "precipitation": {"value": 245.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-18", "ending_date": "2023-10-10", "number_days": 143, "precipitation": {"value": 463.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | temperature_is_missing_everywhere_in_weather_event |
00005_dpe08973_soybean_wth_17_query_7_qa.json | number_of_phosphorus_applications | true |
00005_dpe08973_soybean, is a farm located at a latitude of N 42 deg 16'57.10" and a longitude of W 85 deg 45'16.83", at 172 meters above ground.
I started planting soybean on 2023-05-09. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, during the 148 days of the entire period (2023-05-09 - 2023-10-06),
the Tmin, Tmax, and Tmean were respectively 13.29 C, 26.07 C, 19.68 C.
For the breakdown however, the daily Tmin, Tmax, and Tmean were averaged across 21 days (for planting); 68 days (for growing); and 59 days (for harvesting). The results are as follows:
- 13.6 C, 25.21 C, 19.4 C - During the 2023-08-08 - 2023-10-06's harvesting season, (yield formation phase).
- 14.75 C, 27.48 C, 21.12 C - During the 2023-05-31 - 2023-08-07's growing season, (vegetative growth phase).
- 7.85 C, 23.98 C, 15.92 C - During the 2023-05-09 - 2023-05-30's planting season, (when the crop is established).
However, precipitation data was not recorded during these periods.
Here is my question: How many times would I need to apply potassium-fertilizer by the end of the cropping season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-09", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-09", 17.92], ["2023-05-16", 13.99]], "nitrogen_fertilizer_application": [], "question_statement": "How many times would I need to apply potassium-fertilizer by the end of the cropping season?"} | How many times would I need to apply potassium-fertilizer by the end of the cropping season? | The Number of P applications (no) is -99. Here is more definition: the total count of phosphorus fertilizer applications made to a crop during its growing season. Phosphorus is a primary nutrient supporting root development and plant energy transfer. Accurately tracking the number of phosphorus applications is essential for evaluating nutrient management practices and their impact on crop performance. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 4989, "Yield at harvest maturity (kg [dm]/ha)": 2401, "Harvested yield (kg [dm]/ha)": 2401, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3941, "Unit wt at maturity (g [dm]/unit)": 0.0906, "Number at maturity (no/m2)": 2651, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.481, "Leaf area index, maximum": 3.2}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 30, "Total season precipitation (mm), simulation - harvest": 311, "Total season evapotranspiration, simulation-harvest (mm)": 456, "Total season transpiration (mm)": 278, "Total season soil evaporation (mm)": 178, "Season surface runoff (mm)": 13, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 109}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 186, "Grain N at maturity (kg/ha)": 151, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292582, "Organic soil C at maturity (kg/ha)": 291188, "CO2EM": 858, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.1, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.0, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 18.0, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 166.3, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.7, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 8.7, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 80.0}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 130, "Avg maximum air temperature (\u00b0C)": 26.4, "Avg minimum air temperature (\u00b0C)": 13.4, "Average solar radiation (MJ/m2/d), planting - harvest": 33.8, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 310.3, "Total evapotranspiration, planting to harvest (mm)": 454.7, "Total soil evaporation, planting to harvest (mm)": 177.2, "Total transpiration, planting to harvest (mm)": 277.5}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-08", "Planting date": "2023-05-09", "Emergence date": "2023-05-19", "Anthesis date": "2023-07-06", "Physiological maturity date": "2023-09-03", "Harvest date": "2023-09-15", "HYEAR": "2023", "Crop establishment start": "2023-05-09", "Crop establishment end": "2023-05-18", "Crop establishment duration": "9 days", "Vegetative growth start": "2023-05-19", "Vegetative growth end": "2023-07-05", "Vegetative growth duration": "47 days", "Yield formation start": "2023-07-06", "Yield formation end": "2023-09-02", "Yield formation duration": "58 days", "Entire period start": "2023-05-09", "Entire period end": "2023-09-03", "Entire period duration": "117 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-05-09", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-09", "ending_date": "2023-05-30", "number_days": 21, "precipitation": {"value": 4.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-31", "ending_date": "2023-08-07", "number_days": 68, "precipitation": {"value": 213.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-08", "ending_date": "2023-10-06", "number_days": 59, "precipitation": {"value": 238.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-09", "ending_date": "2023-10-06", "number_days": 148, "precipitation": {"value": 455.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | precipitation_is_missing_everywhere_in_weather_event |
00005_dpe08973_soybean_wth_18_query_8_qa.json | amount_of_inorganic_phosphorus_applied | true |
You can locate my "00005_dpe08973_soybean" farm at N 42 deg 16'57.10", W 85 deg 45'16.83" (elevation ~ 172 m). The main crop grown there is soybean (organic and non-GMO).
Planting always starts on 2023-05-07 every year.
Here is my question: What would be the required amount of phosphorus-fertilizer to apply during the growing season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-07", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-07", 17.22], ["2023-05-14", 14.19], ["2023-05-21", 13.52]], "nitrogen_fertilizer_application": [], "question_statement": "What would be the required amount of phosphorus-fertilizer to apply during the growing season? "} | What would be the required amount of phosphorus-fertilizer to apply during the growing season? | The Inorganic P applied (kg/ha) is -99. Here is more definition: the total amount of inorganic phosphorus fertilizer applied to a crop field during a growing season, measured in kilograms of phosphorus per hectare. Inorganic phosphorus fertilizers, such as superphosphate or diammonium phosphate, provide readily available phosphorus to plants. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5459, "Yield at harvest maturity (kg [dm]/ha)": 2352, "Harvested yield (kg [dm]/ha)": 2352, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4061, "Unit wt at maturity (g [dm]/unit)": 0.0839, "Number at maturity (no/m2)": 2803, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.431, "Leaf area index, maximum": 3.6}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 44, "Total season precipitation (mm), simulation - harvest": 323, "Total season evapotranspiration, simulation-harvest (mm)": 492, "Total season transpiration (mm)": 306, "Total season soil evaporation (mm)": 186, "Season surface runoff (mm)": 12, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 100}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 194, "Grain N at maturity (kg/ha)": 148, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292858, "Organic soil C at maturity (kg/ha)": 291323, "CO2EM": 869, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 17.3, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.1, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 17.8, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 124.1, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.5, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 4.8, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 7.7, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 53.5}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 132, "Avg maximum air temperature (\u00b0C)": 26.4, "Avg minimum air temperature (\u00b0C)": 13.4, "Average solar radiation (MJ/m2/d), planting - harvest": 33.8, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 315.6, "Total evapotranspiration, planting to harvest (mm)": 491.1, "Total soil evaporation, planting to harvest (mm)": 185.0, "Total transpiration, planting to harvest (mm)": 306.1}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-06", "Planting date": "2023-05-07", "Emergence date": "2023-05-17", "Anthesis date": "2023-07-05", "Physiological maturity date": "2023-09-03", "Harvest date": "2023-09-15", "HYEAR": "2023", "Crop establishment start": "2023-05-07", "Crop establishment end": "2023-05-16", "Crop establishment duration": "9 days", "Vegetative growth start": "2023-05-17", "Vegetative growth end": "2023-07-04", "Vegetative growth duration": "48 days", "Yield formation start": "2023-07-05", "Yield formation end": "2023-09-02", "Yield formation duration": "59 days", "Entire period start": "2023-05-07", "Entire period end": "2023-09-03", "Entire period duration": "119 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-05-07", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | each_phase_sequence_is_missing |
00005_dpe08973_soybean_wth_19_query_9_qa.json | seasonal_cumulative_phosphorus_uptake | true |
00005_dpe08973_soybean is a farm located at a latitude of N 42 deg 16'57.10" and a longitude of W 85 deg 45'16.83", at 172 meters above ground.
I started planting soybean on 2023-06-11. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, the entire period (2023-06-11 - 2023-11-05),
the total rainfall was 549.9 mm.
And the Tmin, Tmax, and Tmean were respectively 12.59 C, 23.71 C, 18.15 C.
For the breakdown, however, the daily weather records were averaged across the planting, growing), and harvesting seasons. The results are as follows:
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 8.81 C, 18.61 C, 13.71 C
- Precipitation (total): 279.4 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 15.74 C, 27.66 C, 21.7 C
- Precipitation (total): 243.4 mm
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 13.28 C, 25.82 C, 19.55 C
- Precipitation (total): 27.1 mm
Here is my question: How much phosphorus would my crop absorb by the end of the cropping season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-11", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much phosphorus would my crop absorb by the end of the cropping season?"} | How much phosphorus would my crop absorb by the end of the cropping season? | The Seasonal cumulative P uptake (kg[P]/ha) is -99. Here is more definition: the total amount of phosphorus absorbed by a crop from the soil over the entire growing season, measured in kilograms of phosphorus per hectare. Phosphorus is essential for evaluating nutrient management practices and their impact on crop performance. | -99 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 4767, "Yield at harvest maturity (kg [dm]/ha)": 2119, "Harvested yield (kg [dm]/ha)": 2119, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3423, "Unit wt at maturity (g [dm]/unit)": 0.0852, "Number at maturity (no/m2)": 2488, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.444, "Leaf area index, maximum": 4.2}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 352, "Total season evapotranspiration, simulation-harvest (mm)": 419, "Total season transpiration (mm)": 242, "Total season soil evaporation (mm)": 177, "Season surface runoff (mm)": 19, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 149}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 175, "Grain N at maturity (kg/ha)": 138, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292272, "Organic soil C at maturity (kg/ha)": 290960, "CO2EM": 836, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 13.6, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 19.7, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 6.0, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.1, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 8.8, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 108, "Avg maximum air temperature (\u00b0C)": 26.5, "Avg minimum air temperature (\u00b0C)": 14.5, "Average solar radiation (MJ/m2/d), planting - harvest": 31.2, "Average daylength (hr/d), planting to harvest": 13.9, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 351.7, "Total evapotranspiration, planting to harvest (mm)": 418.1, "Total soil evaporation, planting to harvest (mm)": 176.5, "Total transpiration, planting to harvest (mm)": 241.6}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-10", "Planting date": "2023-06-11", "Emergence date": "2023-06-20", "Anthesis date": "2023-07-25", "Physiological maturity date": "2023-09-14", "Harvest date": "2023-09-26", "HYEAR": "2023", "Crop establishment start": "2023-06-11", "Crop establishment end": "2023-06-19", "Crop establishment duration": "8 days", "Vegetative growth start": "2023-06-20", "Vegetative growth end": "2023-07-24", "Vegetative growth duration": "34 days", "Yield formation start": "2023-07-25", "Yield formation end": "2023-09-13", "Yield formation duration": "50 days", "Entire period start": "2023-06-11", "Entire period end": "2023-09-14", "Entire period duration": "95 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-06-11", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 27.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.28, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.82, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.55, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 243.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 15.74, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.66, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.7, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 279.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.81, "unit": "C", "type": "average"}, "temperature_max": {"value": 18.61, "unit": "C", "type": "average"}, "temperature_mean": {"value": 13.71, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 549.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 12.59, "unit": "C", "type": "average"}, "temperature_max": {"value": 23.71, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.15, "unit": "C", "type": "average"}}} | date_details_are_missing_everywhere_in_weather_event |
00005_dpe08973_soybean_wth_1_query_1_qa.json | harvested_yield_kg_dm | true |
My soybean farm, "00005_dpe08973_soybean" is located at N 42 deg 16'57.10", W 85 deg 45'16.83", about 172 meters above ground. This year I started planting around 2023-05-01.
I noticed a few things about the three crop seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-05-01 and ended on 2023-05-21, lasting 20 days.
The next season (e.g.,growing) took exactly 70 days for the vegetation to grow. It started started on 2023-05-22 and ended on 2023-07-31.
Towards the yield formation phase, the crop took 65 days to mature. The period of this season is from 2023-08-01 to 2023-10-05, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 39.5 mm, 186.0 mm, 237.9 mm.
As for the temperature (in centigrade), the averaged minimum temperature values were 7.43, 13.66, and 13.95.
In contrast, the averaged maximum temperature values were 20.21, 27.39, and 25.5.
But I care more about the mean temperature values, which were 13.82, 20.52, and 19.73 respectively.
Here is my question: How much yield would I be able to harvest by a certain harvest date? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-01", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "How much yield would I be able to harvest by a certain harvest date?"} | How much yield would I be able to harvest by a certain harvest date? | The Harvested yield (kg [dm]/ha) is 2422. Here is more definition: the total weight of a crop harvested per hectare, in kilograms of dry matter (dm). It represents the portion of the crop that remains after all water content has been removed, providing a consistent basis for comparing yields across different conditions. | 2422 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5100, "Yield at harvest maturity (kg [dm]/ha)": 2422, "Harvested yield (kg [dm]/ha)": 2422, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3979, "Unit wt at maturity (g [dm]/unit)": 0.0913, "Number at maturity (no/m2)": 2654, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.475, "Leaf area index, maximum": 3.1}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 348, "Total season evapotranspiration, simulation-harvest (mm)": 466, "Total season transpiration (mm)": 286, "Total season soil evaporation (mm)": 179, "Season surface runoff (mm)": 12, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 107}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 188, "Grain N at maturity (kg/ha)": 152, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292662, "Organic soil C at maturity (kg/ha)": 291255, "CO2EM": 863, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 14.8, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.0, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 17.8, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.0, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.2, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 8.5, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 138, "Avg maximum air temperature (\u00b0C)": 25.9, "Avg minimum air temperature (\u00b0C)": 13.0, "Average solar radiation (MJ/m2/d), planting - harvest": 33.5, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 345.6, "Total evapotranspiration, planting to harvest (mm)": 464.6, "Total soil evaporation, planting to harvest (mm)": 178.1, "Total transpiration, planting to harvest (mm)": 286.5}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-04-30", "Planting date": "2023-05-01", "Emergence date": "2023-05-16", "Anthesis date": "2023-07-05", "Physiological maturity date": "2023-09-03", "Harvest date": "2023-09-15", "HYEAR": "2023", "Crop establishment start": "2023-05-01", "Crop establishment end": "2023-05-15", "Crop establishment duration": "14 days", "Vegetative growth start": "2023-05-16", "Vegetative growth end": "2023-07-04", "Vegetative growth duration": "49 days", "Yield formation start": "2023-07-05", "Yield formation end": "2023-09-02", "Yield formation duration": "59 days", "Entire period start": "2023-05-01", "Entire period end": "2023-09-03", "Entire period duration": "125 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-05-01", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-01", "ending_date": "2023-05-21", "number_days": 20, "precipitation": {"value": 39.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": 7.43, "unit": "C", "type": "average"}, "temperature_max": {"value": 20.21, "unit": "C", "type": "average"}, "temperature_mean": {"value": 13.82, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-22", "ending_date": "2023-07-31", "number_days": 70, "precipitation": {"value": 186.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.66, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.39, "unit": "C", "type": "average"}, "temperature_mean": {"value": 20.52, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-01", "ending_date": "2023-10-05", "number_days": 65, "precipitation": {"value": 237.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.95, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.5, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.73, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | entire_period_is_missing_from_weather_event |
00005_dpe08973_soybean_wth_20_query_10_qa.json | amount_of_phosphorus_in_soil_at_maturity | false |
Here is a breakdown of the weather conditions on my farm.
To summarize, during the 146 days of the entire period (2023-05-05 - 2023-09-30),
the total rainfall was 373.5 mm.
And the Tmin, Tmax, and Tmean were respectively 13.2 C, 25.98 C, 19.59 C.
For the breakdown however, the daily weather records were averaged across 17 days (for planting); 69 days (for growing); and 60 days (for harvesting). The results are as follows:
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 8.46 C, 22.56 C, 15.51 C
- Precipitation (total): 17.3 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 13.76 C, 27.41 C, 20.58 C
- Precipitation (total): 186.0 mm
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 13.95 C, 25.34 C, 19.64 C
- Precipitation (total): 170.2 mm
Here is my question: How much phosphorus would remain present in the soil at the time of crop maturity? | {"farm_name": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "crop_name": "-99", "crop_variety": "-99", "planting_date": "2023-05-05", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [["2023-05-05", 0.0], ["2023-05-12", 0.0]], "question_statement": "How much phosphorus would remain present in the soil at the time of crop maturity?"} | How much phosphorus would remain present in the soil at the time of crop maturity? | The answer is impossible to determine for the Soil P at maturity (kg/ha) because the most basic farm information is missing in the weather event. | impossible | {"simulation_results": "impossible"} | {"farm_name": "-99", "crop": "-99", "latitude": -99, "longitude": -99, "elevation": -99, "focus": "weather", "planting_date": "2023-05-05", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-05-05", "ending_date": "2023-05-22", "number_days": 17, "precipitation": {"value": 17.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.46, "unit": "C", "type": "average"}, "temperature_max": {"value": 22.56, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.51, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-23", "ending_date": "2023-07-31", "number_days": 69, "precipitation": {"value": 186.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.76, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.41, "unit": "C", "type": "average"}, "temperature_mean": {"value": 20.58, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-01", "ending_date": "2023-09-30", "number_days": 60, "precipitation": {"value": 170.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.95, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.34, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.64, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-05", "ending_date": "2023-09-30", "number_days": 146, "precipitation": {"value": 373.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.2, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.98, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.59, "unit": "C", "type": "average"}}} | most_basic_farm_information_is_missing_in_weather_event |
00005_dpe08973_soybean_wth_2_query_2_qa.json | harvest_index_at_maturity | true |
Yeah, that is the satellite imagery of my farm (codified "00005_dpe08973_soybean") right there. From this altitude, I will say it is about 172 meters above aground.
Unfortunately, I forgot to record the weather data earlier on. But I can tell you about what I remember of the growing and harvesting seasons.
Looking at my log (where the temperature units are in centigrade and the precipitation in millimeters), I see that the total rainfall was 117.9,
and the min, max and mean temperature were respectively 13.3, 27.28, and 20.29
during the growing season (aka vegetative growth phase). Similarly, the total rainfall was 238.3, and those same three temperature values were
14.34, 25.63, and 19.98 during the harvesting season (aka yield formation phase).
Oh, I forgot to mention that my farm is located at N 42 deg 16'57.10", W 85 deg 45'16.83". I grow several kinds of soybean, anything from organic and non-GMO.
Furthermore, The growing season started on 2023-05-22 and ended on 2023-07-25, lasting 64 days.
But the harvesting season lasted about 65 days (from 2023-07-26 to 2023-09-29).
Here is my question: What would be my harvest index by the time the crop matures? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-06", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What would be my harvest index by the time the crop matures?"} | What would be my harvest index by the time the crop matures? | The Harvest index at maturity is 0.489. Here is more definition: the ratio between the harvest's dry weight and the crop biomass's total dry weight (including the harvest). It is the proportion of the above-ground biomass (in the case of cereals) that is found in the grain, i.e., a harvest index of 33 percent, results in a ratio of 2 kg straw:1 kg grain (FAO, 2022) | 0.489 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5186, "Yield at harvest maturity (kg [dm]/ha)": 2538, "Harvested yield (kg [dm]/ha)": 2538, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4212, "Unit wt at maturity (g [dm]/unit)": 0.092, "Number at maturity (no/m2)": 2759, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.489, "Leaf area index, maximum": 3.2}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 323, "Total season evapotranspiration, simulation-harvest (mm)": 442, "Total season transpiration (mm)": 279, "Total season soil evaporation (mm)": 163, "Season surface runoff (mm)": 14, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 105}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 197, "Grain N at maturity (kg/ha)": 160, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292591, "Organic soil C at maturity (kg/ha)": 291180, "CO2EM": 845, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.0, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 18.6, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.8, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 9.1, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 133, "Avg maximum air temperature (\u00b0C)": 26.3, "Avg minimum air temperature (\u00b0C)": 13.4, "Average solar radiation (MJ/m2/d), planting - harvest": 33.7, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 323.4, "Total evapotranspiration, planting to harvest (mm)": 441.0, "Total soil evaporation, planting to harvest (mm)": 161.9, "Total transpiration, planting to harvest (mm)": 279.1}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-05", "Planting date": "2023-05-06", "Emergence date": "2023-05-17", "Anthesis date": "2023-07-05", "Physiological maturity date": "2023-09-03", "Harvest date": "2023-09-15", "HYEAR": "2023", "Crop establishment start": "2023-05-06", "Crop establishment end": "2023-05-16", "Crop establishment duration": "10 days", "Vegetative growth start": "2023-05-17", "Vegetative growth end": "2023-07-04", "Vegetative growth duration": "48 days", "Yield formation start": "2023-07-05", "Yield formation end": "2023-09-02", "Yield formation duration": "59 days", "Entire period start": "2023-05-06", "Entire period end": "2023-09-03", "Entire period duration": "120 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-05-06", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-05-22", "ending_date": "2023-07-25", "number_days": 64, "precipitation": {"value": 117.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.3, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.28, "unit": "C", "type": "average"}, "temperature_mean": {"value": 20.29, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-07-26", "ending_date": "2023-09-29", "number_days": 65, "precipitation": {"value": 238.3, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.34, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.63, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.98, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | crop_establishment_phase_is_missing_from_weather_event |
00005_dpe08973_soybean_wth_3_query_3_qa.json | number_of_irrigation_applications | true |
I'm sorry, but I forgot to record the weather data for the first two phases of the crop season. But I can tell you about the final phase, which is the yield formation phase, which signals the harvesting season.
The total rainfall was 267.4, and the min, max and mean temperature were respectively 8.16, 17.95, and 13.06.
I also remember that the season started on 2023-09-08 and ended on 2023-11-10, lasting 63 days.
My "00005_dpe08973_soybean" farm is located at N 42 deg 16'57.10", W 85 deg 45'16.83" (elevation ~ 172 m). I mainly grow soybean, anything from organic and non-GMO. Planting started around 2023-06-16.
Here is my question: What should be the optimum amount of irrigation applications? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-16", "is_irrigation_applied": "yes", "irrigation_application": [["2023-06-16", 19.09], ["2023-06-23", 13.27]], "nitrogen_fertilizer_application": [], "question_statement": "What should be the optimum amount of irrigation applications?"} | What should be the optimum amount of irrigation applications? | The Irrigation applications (no) is 2. Here is more definition: the total number of irrigation events applied to a crop during its growing season. It includes all instances where water is supplied to the crop, whether through manual scheduling based on field records or automated systems that trigger irrigation based on specific criteria such as soil moisture levels or evapotranspiration rates. | 2 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 4967, "Yield at harvest maturity (kg [dm]/ha)": 2368, "Harvested yield (kg [dm]/ha)": 2368, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3739, "Unit wt at maturity (g [dm]/unit)": 0.0895, "Number at maturity (no/m2)": 2646, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.477, "Leaf area index, maximum": 3.8}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 32, "Total season precipitation (mm), simulation - harvest": 348, "Total season evapotranspiration, simulation-harvest (mm)": 454, "Total season transpiration (mm)": 241, "Total season soil evaporation (mm)": 213, "Season surface runoff (mm)": 21, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 141}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 188, "Grain N at maturity (kg/ha)": 155, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292042, "Organic soil C at maturity (kg/ha)": 290854, "CO2EM": 896, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 14.3, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.0, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 20.6, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 155.2, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 6.8, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.2, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 9.8, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 74.0}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 107, "Avg maximum air temperature (\u00b0C)": 26.5, "Avg minimum air temperature (\u00b0C)": 14.7, "Average solar radiation (MJ/m2/d), planting - harvest": 31.0, "Average daylength (hr/d), planting to harvest": 13.8, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 347.5, "Total evapotranspiration, planting to harvest (mm)": 453.3, "Total soil evaporation, planting to harvest (mm)": 211.9, "Total transpiration, planting to harvest (mm)": 241.4}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-15", "Planting date": "2023-06-16", "Emergence date": "2023-06-23", "Anthesis date": "2023-07-27", "Physiological maturity date": "2023-09-18", "Harvest date": "2023-09-30", "HYEAR": "2023", "Crop establishment start": "2023-06-16", "Crop establishment end": "2023-06-22", "Crop establishment duration": "6 days", "Vegetative growth start": "2023-06-23", "Vegetative growth end": "2023-07-26", "Vegetative growth duration": "33 days", "Yield formation start": "2023-07-27", "Yield formation end": "2023-09-17", "Yield formation duration": "52 days", "Entire period start": "2023-06-16", "Entire period end": "2023-09-18", "Entire period duration": "94 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-06-16", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-09-08", "ending_date": "2023-11-10", "number_days": 63, "precipitation": {"value": 267.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": 8.16, "unit": "C", "type": "average"}, "temperature_max": {"value": 17.95, "unit": "C", "type": "average"}, "temperature_mean": {"value": 13.06, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | first_two_phases_are_missing_from_weather_event |
00005_dpe08973_soybean_wth_4_query_4_qa.json | season_applied_irrigation_includes | true |
My sensors started malfunctioning last year, and I could not repair them when I started planting again this year (2023-06-01).
There are no weather records, so I can tell you about the farm and the crops I grow.
This farm (00005_dpe08973_soybean) used to belong to my grandparents. Come by at N 42 deg 16'57.10", W 85 deg 45'16.83" (or at elevation ~ 172 m if looking from above).
I mainly grow soybean (organic and non-GMO) and would like to grow Tomatillo, Wax Bean, Red Russian Kale, or Honey Bear Squash next because I heard they are highly profitable.
Here is my question: What would be my total irrigation requirement by the end of the season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-01", "is_irrigation_applied": "yes", "irrigation_application": [["2023-06-01", 13.16], ["2023-06-08", 17.56], ["2023-06-15", 19.82]], "nitrogen_fertilizer_application": [], "question_statement": "What would be my total irrigation requirement by the end of the season?"} | What would be my total irrigation requirement by the end of the season? | The Season applied irrigation (includes losses) (mm) is 49. Here is more definition: the total volume of water used in a crop field through irrigation over an entire growing season, measured in millimeters. This measurement encompasses all irrigation events and accounts for water losses during application, such as evaporation, runoff, or deep percolation. | 49 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 4811, "Yield at harvest maturity (kg [dm]/ha)": 1898, "Harvested yield (kg [dm]/ha)": 1898, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3432, "Unit wt at maturity (g [dm]/unit)": 0.0691, "Number at maturity (no/m2)": 2744, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.394, "Leaf area index, maximum": 4.2}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 3, "Season applied irrigation (includes losses) (mm)": 49, "Total season precipitation (mm), simulation - harvest": 318, "Total season evapotranspiration, simulation-harvest (mm)": 465, "Total season transpiration (mm)": 263, "Total season soil evaporation (mm)": 202, "Season surface runoff (mm)": 17, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 121}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 169, "Grain N at maturity (kg/ha)": 121, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292517, "Organic soil C at maturity (kg/ha)": 291086, "CO2EM": 861, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 15.1, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 10.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 18.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 98.2, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 6.0, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 4.1, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 7.2, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 38.7}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 111, "Avg maximum air temperature (\u00b0C)": 26.7, "Avg minimum air temperature (\u00b0C)": 14.4, "Average solar radiation (MJ/m2/d), planting - harvest": 32.0, "Average daylength (hr/d), planting to harvest": 14.1, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 317.8, "Total evapotranspiration, planting to harvest (mm)": 464.4, "Total soil evaporation, planting to harvest (mm)": 201.4, "Total transpiration, planting to harvest (mm)": 263.0}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-31", "Planting date": "2023-06-01", "Emergence date": "2023-06-07", "Anthesis date": "2023-07-18", "Physiological maturity date": "2023-09-07", "Harvest date": "2023-09-19", "HYEAR": "2023", "Crop establishment start": "2023-06-01", "Crop establishment end": "2023-06-06", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-06-07", "Vegetative growth end": "2023-07-17", "Vegetative growth duration": "40 days", "Yield formation start": "2023-07-18", "Yield formation end": "2023-09-06", "Yield formation duration": "50 days", "Entire period start": "2023-06-01", "Entire period end": "2023-09-07", "Entire period duration": "98 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-06-01", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | all_three_phases_are_missing_from_weather_event |
00005_dpe08973_soybean_wth_5_query_5_qa.json | total_season_precipitation_upto_harvest | true |
My "00005_dpe08973_soybean" farm is located at N 42 deg 16'57.10", W 85 deg 45'16.83" (elevation ~ 172 m). I mainly grow soybean.
Planting started around 2023-05-14 this year.
Truthfully, there can be lots of weather information to remember, such as keeping track of weather statistics for each season.
But, some of us just keep track of weather records for the entire period (i.e., from planting to harvesting). That period lasted 150 days (i.e., from 2023-05-14 to 2023-10-13).
The total rainfall was 485.0, and the min, max and mean temperature were respectively 13.08, 25.55, and 19.32.
The units always default to millimeters for precipitation and centigrade for temperature.
Here is my question: What would be the total precipitation amount during the growing season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-14", "is_irrigation_applied": "yes", "irrigation_application": [["2023-05-14", 16.53], ["2023-05-21", 18.02]], "nitrogen_fertilizer_application": [], "question_statement": "What would be the total precipitation amount during the growing season?"} | What would be the total precipitation amount during the growing season? | The Total season precipitation (mm), simulation - harvest is 310. Here is more definition: the cumulative amount of rainfall, measured in millimeters, that a crop receives from the start of the simulation period until the harvest date. This metric is crucial for understanding the water availability during the crop's growth cycle, significantly influencing crop development and yield outcomes. | 310 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5024, "Yield at harvest maturity (kg [dm]/ha)": 2283, "Harvested yield (kg [dm]/ha)": 2283, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3796, "Unit wt at maturity (g [dm]/unit)": 0.0855, "Number at maturity (no/m2)": 2670, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.454, "Leaf area index, maximum": 3.4}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 2, "Season applied irrigation (includes losses) (mm)": 34, "Total season precipitation (mm), simulation - harvest": 310, "Total season evapotranspiration, simulation-harvest (mm)": 456, "Total season transpiration (mm)": 284, "Total season soil evaporation (mm)": 172, "Season surface runoff (mm)": 13, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 112}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 182, "Grain N at maturity (kg/ha)": 144, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292666, "Organic soil C at maturity (kg/ha)": 291252, "CO2EM": 853, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.2, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.0, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 17.7, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": 147.8, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 7.4, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.0, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 8.0, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": 67.1}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 126, "Avg maximum air temperature (\u00b0C)": 26.5, "Avg minimum air temperature (\u00b0C)": 13.5, "Average solar radiation (MJ/m2/d), planting - harvest": 33.6, "Average daylength (hr/d), planting to harvest": 14.3, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 309.6, "Total evapotranspiration, planting to harvest (mm)": 455.1, "Total soil evaporation, planting to harvest (mm)": 171.4, "Total transpiration, planting to harvest (mm)": 283.7}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-13", "Planting date": "2023-05-14", "Emergence date": "2023-05-25", "Anthesis date": "2023-07-08", "Physiological maturity date": "2023-09-04", "Harvest date": "2023-09-16", "HYEAR": "2023", "Crop establishment start": "2023-05-14", "Crop establishment end": "2023-05-24", "Crop establishment duration": "10 days", "Vegetative growth start": "2023-05-25", "Vegetative growth end": "2023-07-07", "Vegetative growth duration": "43 days", "Yield formation start": "2023-07-08", "Yield formation end": "2023-09-03", "Yield formation duration": "57 days", "Entire period start": "2023-05-14", "Entire period end": "2023-09-04", "Entire period duration": "113 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-05-14", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-05-14", "ending_date": "2023-10-13", "number_days": 150, "precipitation": {"value": 485.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.08, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.55, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.32, "unit": "C", "type": "average"}}} | only_entire_period_is_present_in_weather_event |
00005_dpe08973_soybean_wth_6_query_6_qa.json | total_season_evapotranspiration_upto_harvest | true |
My farm, named 00005_dpe08973_soybean, is located at a latitude of N 42 deg 16'57.10" and a longitude of W 85 deg 45'16.83", at 172 meters above ground.
I started planting soybean on the 2023-06-25.
I noticed a few things about the three seasons this year. During the planting season, also known as the crop establishment phase, started on 2023-06-25 and ended on 2023-07-16, lasting 21 days.
The next season (e.g.,growing) took exactly 65 days for the vegetation to grow. It started started on 2023-07-17 and ended on 2023-09-20.
Towards the yield formation phase, the crop took 59 days to mature. The period of this season is from 2023-09-21 to 2023-11-19, which resulted in harvesting.
I also recorded some of the weather conditions during each of these periods. There are as follows.
The accumulated precipitation values during each season or period were respectively 101.0 mm, 203.2 mm, 241.2 mm.
But, The total rainfall was 545.4 mm during the entire period, which went from 2023-06-25 to 2023-11-19 (eaxctly 145 days )).
Here is my question: What would be the total evapotranspiration amount during the growing season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-25", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What would be the total evapotranspiration amount during the growing season?"} | What would be the total evapotranspiration amount during the growing season? | The Total season evapotranspiration, simulation-harvest (mm) is 431. Here is more definition: the cumulative amount of water, measured in millimeters, that is transferred from the soil and crop surfaces to the atmosphere through the combined processes of evaporation and transpiration during the entire growing season from the start of the simulation until harvest. | 431 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 4212, "Yield at harvest maturity (kg [dm]/ha)": 2135, "Harvested yield (kg [dm]/ha)": 2135, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3208, "Unit wt at maturity (g [dm]/unit)": 0.0998, "Number at maturity (no/m2)": 2139, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.507, "Leaf area index, maximum": 3.1}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 415, "Total season evapotranspiration, simulation-harvest (mm)": 431, "Total season transpiration (mm)": 208, "Total season soil evaporation (mm)": 223, "Season surface runoff (mm)": 28, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 193}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 163, "Grain N at maturity (kg/ha)": 140, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 291815, "Organic soil C at maturity (kg/ha)": 290810, "CO2EM": 872, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 10.3, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 9.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 20.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 5.2, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.0, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 10.3, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 103, "Avg maximum air temperature (\u00b0C)": 26.4, "Avg minimum air temperature (\u00b0C)": 14.7, "Average solar radiation (MJ/m2/d), planting - harvest": 30.3, "Average daylength (hr/d), planting to harvest": 13.6, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 410.3, "Total evapotranspiration, planting to harvest (mm)": 429.6, "Total soil evaporation, planting to harvest (mm)": 221.8, "Total transpiration, planting to harvest (mm)": 207.7}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-24", "Planting date": "2023-06-25", "Emergence date": "2023-07-01", "Anthesis date": "2023-08-02", "Physiological maturity date": "2023-09-23", "Harvest date": "2023-10-05", "HYEAR": "2023", "Crop establishment start": "2023-06-25", "Crop establishment end": "2023-06-30", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-07-01", "Vegetative growth end": "2023-08-01", "Vegetative growth duration": "31 days", "Yield formation start": "2023-08-02", "Yield formation end": "2023-09-22", "Yield formation duration": "51 days", "Entire period start": "2023-06-25", "Entire period end": "2023-09-23", "Entire period duration": "90 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-06-25", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-06-25", "ending_date": "2023-07-16", "number_days": 21, "precipitation": {"value": 101.0, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-07-17", "ending_date": "2023-09-20", "number_days": 65, "precipitation": {"value": 203.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-09-21", "ending_date": "2023-11-19", "number_days": 59, "precipitation": {"value": 241.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-06-25", "ending_date": "2023-11-19", "number_days": 145, "precipitation": {"value": 545.4, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | temperature_is_missing_everywhere_in_weather_event |
00005_dpe08973_soybean_wth_7_query_7_qa.json | seasonal_surface_runoff | true |
00005_dpe08973_soybean, is a farm located at a latitude of N 42 deg 16'57.10" and a longitude of W 85 deg 45'16.83", at 172 meters above ground.
I started planting soybean on 2023-06-04. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, during the 144 days of the entire period (2023-06-04 - 2023-10-28),
the Tmin, Tmax, and Tmean were respectively 13.08 C, 24.57 C, 18.82 C.
For the breakdown however, the daily Tmin, Tmax, and Tmean were averaged across 16 days (for planting); 64 days (for growing); and 64 days (for harvesting). The results are as follows:
- 10.76 C, 21.27 C, 16.02 C - During the 2023-08-25 - 2023-10-28's harvesting season, (yield formation phase).
- 16.01 C, 27.73 C, 21.87 C - During the 2023-06-21 - 2023-08-24's growing season, (vegetative growth phase).
- 10.71 C, 25.11 C, 17.91 C - During the 2023-06-04 - 2023-06-20's planting season, (when the crop is established).
However, precipitation data was not recorded during these periods.
Here is my question: What will be the amount of water surface runoff by the end of the season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-04", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What will be the amount of water surface runoff by the end of the season?"} | What will be the amount of water surface runoff by the end of the season? | The Season surface runoff (mm) is 18. Here is more definition: the total amount of water, measured in millimeters, that flows over the soil surface and exits the field during a crop's growing season. This runoff occurs when rainfall or irrigation exceeds the soil's infiltration capacity, leading to excess water moving across the land. | 18 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5156, "Yield at harvest maturity (kg [dm]/ha)": 2201, "Harvested yield (kg [dm]/ha)": 2201, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3813, "Unit wt at maturity (g [dm]/unit)": 0.0782, "Number at maturity (no/m2)": 2816, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.427, "Leaf area index, maximum": 4.4}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 318, "Total season evapotranspiration, simulation-harvest (mm)": 417, "Total season transpiration (mm)": 265, "Total season soil evaporation (mm)": 152, "Season surface runoff (mm)": 18, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 120}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 184, "Grain N at maturity (kg/ha)": 142, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292420, "Organic soil C at maturity (kg/ha)": 291031, "CO2EM": 837, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.2, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 12.4, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 19.5, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 6.9, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 8.3, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 111, "Avg maximum air temperature (\u00b0C)": 26.5, "Avg minimum air temperature (\u00b0C)": 14.3, "Average solar radiation (MJ/m2/d), planting - harvest": 31.8, "Average daylength (hr/d), planting to harvest": 14.1, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 317.8, "Total evapotranspiration, planting to harvest (mm)": 416.2, "Total soil evaporation, planting to harvest (mm)": 151.2, "Total transpiration, planting to harvest (mm)": 265.0}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-03", "Planting date": "2023-06-04", "Emergence date": "2023-06-11", "Anthesis date": "2023-07-20", "Physiological maturity date": "2023-09-10", "Harvest date": "2023-09-22", "HYEAR": "2023", "Crop establishment start": "2023-06-04", "Crop establishment end": "2023-06-10", "Crop establishment duration": "6 days", "Vegetative growth start": "2023-06-11", "Vegetative growth end": "2023-07-19", "Vegetative growth duration": "38 days", "Yield formation start": "2023-07-20", "Yield formation end": "2023-09-09", "Yield formation duration": "51 days", "Entire period start": "2023-06-04", "Entire period end": "2023-09-10", "Entire period duration": "98 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-06-04", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "2023-06-04", "ending_date": "2023-06-20", "number_days": 16, "precipitation": {"value": 8.7, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "2023-06-21", "ending_date": "2023-08-24", "number_days": 64, "precipitation": {"value": 258.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "2023-08-25", "ending_date": "2023-10-28", "number_days": 64, "precipitation": {"value": 276.9, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "2023-06-04", "ending_date": "2023-10-28", "number_days": 144, "precipitation": {"value": 543.8, "unit": "mm", "type": "total"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | precipitation_is_missing_everywhere_in_weather_event |
00005_dpe08973_soybean_wth_8_query_8_qa.json | seasonal_water_drainage | true |
You can locate my "00005_dpe08973_soybean" farm at N 42 deg 16'57.10", W 85 deg 45'16.83" (elevation ~ 172 m). The main crop grown there is soybean (organic and non-GMO).
Planting always starts on 2023-06-19 every year.
Here is my question: What will be the amount of water drained during the growing season? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-06-19", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What will be the amount of water drained during the growing season?"} | What will be the amount of water drained during the growing season? | The Season water drainage (mm) is 0. Here is more definition: the total amount of water, measured in millimeters, that moves downward through the soil profile beyond the root zone during a crop's growing season. This drainage occurs when rainfall or irrigation exceeds the soil's water-holding capacity, leading to percolation of excess water and even waterlogging. | 0 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 4609, "Yield at harvest maturity (kg [dm]/ha)": 2197, "Harvested yield (kg [dm]/ha)": 2197, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 3398, "Unit wt at maturity (g [dm]/unit)": 0.0923, "Number at maturity (no/m2)": 2381, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.477, "Leaf area index, maximum": 3.6}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 348, "Total season evapotranspiration, simulation-harvest (mm)": 417, "Total season transpiration (mm)": 228, "Total season soil evaporation (mm)": 189, "Season surface runoff (mm)": 20, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 146}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 174, "Grain N at maturity (kg/ha)": 143, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292014, "Organic soil C at maturity (kg/ha)": 290867, "CO2EM": 872, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 13.3, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 11.1, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 20.2, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 6.3, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 5.3, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 9.6, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 105, "Avg maximum air temperature (\u00b0C)": 26.6, "Avg minimum air temperature (\u00b0C)": 14.8, "Average solar radiation (MJ/m2/d), planting - harvest": 30.8, "Average daylength (hr/d), planting to harvest": 13.7, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 347.5, "Total evapotranspiration, planting to harvest (mm)": 416.2, "Total soil evaporation, planting to harvest (mm)": 188.2, "Total transpiration, planting to harvest (mm)": 228.1}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-06-18", "Planting date": "2023-06-19", "Emergence date": "2023-06-25", "Anthesis date": "2023-07-29", "Physiological maturity date": "2023-09-19", "Harvest date": "2023-10-01", "HYEAR": "2023", "Crop establishment start": "2023-06-19", "Crop establishment end": "2023-06-24", "Crop establishment duration": "5 days", "Vegetative growth start": "2023-06-25", "Vegetative growth end": "2023-07-28", "Vegetative growth duration": "33 days", "Yield formation start": "2023-07-29", "Yield formation end": "2023-09-18", "Yield formation duration": "51 days", "Entire period start": "2023-06-19", "Entire period end": "2023-09-19", "Entire period duration": "92 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-06-19", "Crop establishment phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Vegetative growth phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Yield formation phase": {"season_alias": "-99", "phase_number_or_sequence": [-99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}, "Entire Period": {"season_alias": "-99", "phase_number_or_sequence": [-99, -99, -99], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_min": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_max": {"value": -99, "unit": "-99", "type": "-99"}, "temperature_mean": {"value": -99, "unit": "-99", "type": "-99"}}} | each_phase_sequence_is_missing |
00005_dpe08973_soybean_wth_9_query_9_qa.json | extractable_water_at_maturity | true |
00005_dpe08973_soybean is a farm located at a latitude of N 42 deg 16'57.10" and a longitude of W 85 deg 45'16.83", at 172 meters above ground.
I started planting soybean on 2023-05-13. I wanted to assess the resilience of my crop to the weather conditions this year.
To summarize, the entire period (2023-05-13 - 2023-10-10),
the total rainfall was 464.5 mm.
And the Tmin, Tmax, and Tmean were respectively 13.21 C, 25.74 C, 19.48 C.
For the breakdown, however, the daily weather records were averaged across the planting, growing), and harvesting seasons. The results are as follows:
- (yield formation phase)/harvesting season:
- Tmin, Tmax, and Tmean: 13.01 C, 24.34 C, 18.68 C
- Precipitation (total): 247.2 mm
- (vegetative growth phase)/growing season:
- Tmin, Tmax, and Tmean: 14.77 C, 27.46 C, 21.12 C
- Precipitation (total): 213.1 mm
- (when the crop is established)/planting season:
- Tmin, Tmax, and Tmean: 7.71 C, 23.78 C, 15.74 C
- Precipitation (total): 4.2 mm
Here is my question: What would be the amount of water available in the soil profile for crop use at the time of crop maturity? | {"farm_name": "00005_dpe08973_soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "crop_name": "soybean", "crop_variety": "SB MATURITY GROUP 2", "planting_date": "2023-05-13", "is_irrigation_applied": "no", "irrigation_application": [], "nitrogen_fertilizer_application": [], "question_statement": "What would be the amount of water available in the soil profile for crop use at the time of crop maturity?"} | What would be the amount of water available in the soil profile for crop use at the time of crop maturity? | The Extractable water at maturity (mm) is 113. Here is more definition: the amount of soil water available for plant uptake at the time of crop maturity, measured in millimeters. This metric indicates the remaining usable water in the soil profile when the crop reaches its final growth stage. | 113 | {"Identifiers": {"RUNNO": 1, "TRNO": 1, "R#": 1, "O#": 0, "P#": 1, "Crop code": "SB", "MODEL": "CRGRO048"}, "Experiment and treatment": {"EXNAME": "WSTA2301", "Treatment title": "DEFAULT TREATMENT"}, "Site information": {"Field name": "DFTF0001", "Weather station": "WSTA2302", "WYEAR": 2023, "SOIL_ID": "US02472170", "Longitude, degrees (decimals;+ve east)": -85.7546752663, "Elevation, m": 172}, "Dry weight, yield and yield components": {"Planting material weight (kg [dm]/ha)": 36, "Tops weight at maturity (kg [dm]/ha)": 5447, "Yield at harvest maturity (kg [dm]/ha)": 2651, "Harvested yield (kg [dm]/ha)": 2651, "By-product removed during harvest (kg [dm]/ha)": 0, "Pod/Ear/Panicle weight at maturity (kg [dm]/ha)": 4417, "Unit wt at maturity (g [dm]/unit)": 0.0921, "Number at maturity (no/m2)": 2879, "Number at maturity (no/unit)": 2.2, "Harvest index at maturity": 0.487, "Leaf area index, maximum": 3.8}, "Fresh weight": {"FCWAM": -99, "FHWAM": -99, "HWAHF": -99, "FBWAH": -99, "Fresh pod (ear) weight at maturity (kg/ha)": -99}, "Water": {"Irrigation applications (no)": 0, "Season applied irrigation (includes losses) (mm)": 0, "Total season precipitation (mm), simulation - harvest": 321, "Total season evapotranspiration, simulation-harvest (mm)": 428, "Total season transpiration (mm)": 282, "Total season soil evaporation (mm)": 146, "Season surface runoff (mm)": 15, "Season water drainage (mm)": 0, "Extractable water at maturity (mm)": 113}, "Nitrogen": {"N applications (no)": -99, "Inorganic N applied (kg [N]/ha)": -99, "N fixed during season (kg/ha)": 0, "N uptake during season (kg [N]/ha)": 0, "N leached during season (kg [N]/ha)": -99, "Inorganic N at maturity (kg [N]/ha)": -99, "Tops N at maturity (kg/ha)": 206, "Grain N at maturity (kg/ha)": 168, "N2OEM": -99}, "Phosphorus": {"Number of P applications (no)": -99, "Inorganic P applied (kg/ha)": -99, "Seasonal cumulative P uptake (kg[P]/ha)": -99, "Soil P at maturity (kg/ha)": -99}, "Potassium": {"Number of K applications (no)": -99, "Inorganic K applied (kg/ha)": -99, "Seasonal cumulative K uptake (kg[K]/ha)": -99, "Soil K at maturity (kg/ha)": -99}, "Organic matter": {"Residue applied (kg/ha)": 0, "Total Organic N at maturity, soil and surface (kg/ha)": 0, "Organic soil N at maturity (kg/ha)": 0, "Total Organic P at maturity, soil and surface (kg/ha)": 0, "Organic soil P at maturity (kg/ha)": 0, "Total Organic C at maturity, soil and surface (kg/ha)": 292519, "Organic soil C at maturity (kg/ha)": 291087, "CO2EM": 863, "CH4EM": 0.0}, "Water productivity": {"Dry matter-rainfall productivity (kg[DM]/ha/mm[rain])": 16.9, "Dry matter-ET productivity (kg[DM]/ha/mm[ET])": 12.8, "Dry matter-transp. productivity (kg[DM]/ha/mm[EP])": 19.3, "Dry matter-irrigation productivity (kg[DM]/ha/mm[irrig])": -99, "Yield-rainfall productivity (kg[yield]/ha/mm[rain])": 8.2, "Yield-ET productivity (kg[yield]/ha/mm[ET])": 6.2, "Yield-transpiration productivity (kg[yield]/ha/mm[EP])": 9.4, "Yield-irrigation productivity (kg[yield]/ha/mm[irrig])": -99}, "Nitrogen productivity": {"Dry matter-N fertilizer productivity (kg[DM]/kg[N fert]": -99, "Dry matter-N uptake productivity (kg[DM]/kg[N uptake]": -99, "Yield-N fertilizer productivity (kg[yield]/kg[N fert]": -99, "Yield-N uptake productivity (kg[yield]/kg[N uptake]": -99}, "Seasonal environmental data (planting to harvest)": {"Number of days from planting to harvest (d)": 128, "Avg maximum air temperature (\u00b0C)": 26.4, "Avg minimum air temperature (\u00b0C)": 13.6, "Average solar radiation (MJ/m2/d), planting - harvest": 33.4, "Average daylength (hr/d), planting to harvest": 14.2, "Average atmospheric CO2 (ppm), planting to harvest": 419.6, "Total season precipitation (mm), planting to harvest": 321.4, "Total evapotranspiration, planting to harvest (mm)": 427.1, "Total soil evaporation, planting to harvest (mm)": 145.0, "Total transpiration, planting to harvest (mm)": 282.1}, "Status": {"CRST": 1}, "Dates": {"Simulation start date": "2023-05-12", "Planting date": "2023-05-13", "Emergence date": "2023-05-24", "Anthesis date": "2023-07-10", "Physiological maturity date": "2023-09-05", "Harvest date": "2023-09-17", "HYEAR": "2023", "Crop establishment start": "2023-05-13", "Crop establishment end": "2023-05-23", "Crop establishment duration": "10 days", "Vegetative growth start": "2023-05-24", "Vegetative growth end": "2023-07-09", "Vegetative growth duration": "46 days", "Yield formation start": "2023-07-10", "Yield formation end": "2023-09-04", "Yield formation duration": "56 days", "Entire period start": "2023-05-13", "Entire period end": "2023-09-05", "Entire period duration": "115 days"}} | {"farm_name": "00005_dpe08973_soybean", "crop": "soybean", "latitude": 42.2825284759, "longitude": -85.7546752663, "elevation": 172, "focus": "weather", "planting_date": "2023-05-13", "Crop establishment phase": {"season_alias": "planting", "phase_number_or_sequence": [1], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 4.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 7.71, "unit": "C", "type": "average"}, "temperature_max": {"value": 23.78, "unit": "C", "type": "average"}, "temperature_mean": {"value": 15.74, "unit": "C", "type": "average"}}, "Vegetative growth phase": {"season_alias": "growing", "phase_number_or_sequence": [2], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 213.1, "unit": "mm", "type": "total"}, "temperature_min": {"value": 14.77, "unit": "C", "type": "average"}, "temperature_max": {"value": 27.46, "unit": "C", "type": "average"}, "temperature_mean": {"value": 21.12, "unit": "C", "type": "average"}}, "Yield formation phase": {"season_alias": "harvesting", "phase_number_or_sequence": [3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 247.2, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.01, "unit": "C", "type": "average"}, "temperature_max": {"value": 24.34, "unit": "C", "type": "average"}, "temperature_mean": {"value": 18.68, "unit": "C", "type": "average"}}, "Entire Period": {"season_alias": "entire", "phase_number_or_sequence": [1, 2, 3], "starting_date": "-99", "ending_date": "-99", "number_days": -99, "precipitation": {"value": 464.5, "unit": "mm", "type": "total"}, "temperature_min": {"value": 13.21, "unit": "C", "type": "average"}, "temperature_max": {"value": 25.74, "unit": "C", "type": "average"}, "temperature_mean": {"value": 19.48, "unit": "C", "type": "average"}}} | date_details_are_missing_everywhere_in_weather_event |
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