This is the main repository of notebooks which demonstrate the usage of dam-emission

This notebook demonstrates how to:

  1. Read input data and output configuration YAML file and instantiate the emission model

  2. Add JSON model presenter, calculate emissions and save results to JSON file

  3. Read and display the results saved in JSON format

Import the required libraries and RE-Emission classes

[1]:
import os
from os.path import exists
import pathlib
import gdown
import sys
import json
try:
    import reemission
except ImportError:
    %pip install git+https://github.com/tomjanus/reemission.git --quiet
# Import package file loader
from reemission.utils import get_package_file
# Import from the model module
from reemission.model import EmissionModel
# Import from the input module
from reemission.input import Inputs
# Import from the presenter module
from reemission.presenter import JSONWriter

1. Read input data and output configuration YAML file and instantiate the emission model

[2]:
if not exists(pathlib.Path('./inputs.json')):
    # Download the required input file from an external link
    !gdown 1T9Pal8h9Ce6phw1qdPM5AkuZM_hnvBGT
input_data = Inputs.fromfile('inputs.json')
# Recent changes force the input data to contain a unique reservoir 'id' field
# We are dynamically adding ids so that the input data conforms to the schema.
for index, (res_name, res_inputs) in enumerate(input_data.inputs.items()):
    res_inputs.data['id'] = index
output_config = get_package_file('config', 'outputs.yaml').as_posix()
model = EmissionModel(inputs=input_data, config=output_config, author="Guest")

2. Add JSON model presenter, calculate emissions and save results to JSON file

[3]:
os.makedirs('outputs', exist_ok=True)
model.add_presenter(
    writers=[JSONWriter],
    output_files=[pathlib.Path('outputs/output.json')])
model.calculate()
model.save_results()
INFO:reemission.presenter:Created a json file with outputs.

3. Read and display the results saved in JSON format

[4]:
with open(pathlib.Path('outputs/output.json')) as json_file:
    outputs = json.load(json_file)
print(json.dumps(outputs, indent=4))
{
    "Reservoir 1": {
        "inputs": {
            "coordinates": {
                "name": "Reservoir coordinates (lat/lon)",
                "unit": "deg",
                "value": [
                    23.698,
                    97.506
                ]
            },
            "id": {
                "name": "Reservoir ID",
                "unit": "",
                "value": 0
            },
            "type": {
                "name": "Reservoir type",
                "unit": "",
                "value": "unknown"
            },
            "monthly_temps": {
                "name": "Monthly Temperatures",
                "unit": "deg C",
                "value": [
                    13.9,
                    16.0,
                    19.3,
                    22.8,
                    24.2,
                    24.5,
                    24.2,
                    24.3,
                    23.9,
                    22.1,
                    18.5,
                    14.8
                ]
            },
            "year_profile": {
                "name": "Year vector for emission profiles",
                "unit": "yr",
                "value": [
                    1,
                    5,
                    10,
                    20,
                    30,
                    40,
                    50,
                    65,
                    80,
                    100
                ]
            },
            "gasses": {
                "name": "Calculated gas emissions",
                "unit": "-",
                "value": [
                    "co2",
                    "ch4",
                    "n2o"
                ]
            },
            "biogenic_factors": {
                "name": "Biogenic factors",
                "biome": {
                    "name": "Biome",
                    "unit": "",
                    "value": "tropical moist broadleaf"
                },
                "climate": {
                    "name": "Climate",
                    "unit": "",
                    "value": "temperate"
                },
                "soil_type": {
                    "name": "Soil Type",
                    "unit": "",
                    "value": "mineral"
                },
                "treatment_factor": {
                    "name": "Treatment Factor",
                    "unit": "",
                    "value": "primary (mechanical)"
                },
                "landuse_intensity": {
                    "name": "Landuse Intensity",
                    "unit": "",
                    "value": "low intensity"
                }
            },
            "catchment_inputs": {
                "name": "Inputs for catchment-level process calculations",
                "runoff": {
                    "name": "Annual runoff",
                    "unit": "mm/year",
                    "value": 1115.0
                },
                "area": {
                    "name": "Catchment area",
                    "unit": "km2",
                    "value": 12582.613
                },
                "riv_length": {
                    "name": "Length of inundated river",
                    "unit": "km",
                    "value": 0.0
                },
                "population": {
                    "name": "Population",
                    "unit": "capita",
                    "value": 1587524.0
                },
                "area_fractions": {
                    "name": "Area fractions",
                    "unit": "-",
                    "value": "0.0, 0.0, 0.003, 0.002, 0.001, 0.146, 0.391, 0.457, 0.0"
                },
                "slope": {
                    "name": "Mean catchment slope",
                    "unit": "%",
                    "value": 23.0
                },
                "precip": {
                    "name": "Mean annual precipitation",
                    "unit": "mm/year",
                    "value": 1498.0
                },
                "etransp": {
                    "name": "Mean annual evapotranspiration",
                    "unit": "mm/year",
                    "value": 1123.0
                },
                "soil_wetness": {
                    "name": "Soil wetness",
                    "unit": "mm over profile",
                    "value": 144.0
                },
                "mean_olsen": {
                    "name": "Soil Olsen P content",
                    "unit": "kgP/ha",
                    "value": 5.85
                }
            },
            "reservoir_inputs": {
                "name": "Inputs for reservoir-level process calculations",
                "volume": {
                    "name": "Reservoir volume",
                    "unit": "m3",
                    "value": 7238166.0
                },
                "area": {
                    "name": "Reservoir area",
                    "unit": "km2",
                    "value": 1.604
                },
                "max_depth": {
                    "name": "Maximum reservoir depth",
                    "unit": "m",
                    "value": 22.0
                },
                "mean_depth": {
                    "name": "Mean reservoir depth",
                    "unit": "m",
                    "value": 4.5
                },
                "area_fractions": {
                    "name": "Inundated area fractions",
                    "unit": "-",
                    "value": "0.0, 0.0, 0.0, 0.0, 0.0, 0.45, 0.15, 0.4, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0"
                },
                "soil_carbon": {
                    "name": "Soil carbon in inundated area",
                    "unit": "kgC/m2",
                    "value": 6.281
                },
                "mean_radiance": {
                    "name": "Mean monthly horizontal radiance",
                    "unit": "kWh/m2/d",
                    "value": 4.66
                },
                "mean_radiance_may_sept": {
                    "name": "Mean monthly horizontal radiance: May - Sept",
                    "unit": "kWh/m2/d",
                    "value": 4.328
                },
                "mean_radiance_nov_mar": {
                    "name": "Mean monthly horizontal radiance: Nov - Mar",
                    "unit": "kWh/m2/d",
                    "value": 4.852
                },
                "mean_monthly_windspeed": {
                    "name": "Mean monthly wind speed",
                    "unit": "m/s",
                    "value": 1.08
                },
                "water_intake_depth": {
                    "name": "Water intake depth below surface",
                    "unit": "m",
                    "value": null
                }
            }
        },
        "outputs": {
            "co2_diffusion": {
                "name": "CO2 diffusion flux",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "Total CO2 emissions from a reservoir integrated over lifetime",
                "value": 572.8396
            },
            "co2_diffusion_nonanthro": {
                "name": "Nonanthropogenic CO2 diffusion flux",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 diffusion flux taken at (after) 100 years",
                "value": 393.1274
            },
            "co2_preimp": {
                "name": "Preimpoundment CO2 emissions",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 emission in the area covered by the reservoir prior to impoundment",
                "value": -132.0
            },
            "co2_minus_nonanthro": {
                "name": "CO2 emission minus non-anthropogenic",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 emissions minus non-anthropogenic over a number of years",
                "value": 179.7121
            },
            "co2_net": {
                "name": "Net CO2 emission",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "Overall integrated emissions for lifetime",
                "value": 311.7121
            },
            "co2_total_per_year": {
                "name": "Total CO2 emission per year",
                "gas_name": "CO2",
                "unit": "tCO2eq yr-1",
                "long_description": "Total CO2 emission per year integrated over lifetime",
                "value": 499.9863
            },
            "co2_total_lifetime": {
                "name": "Total CO2 emission per lifetime",
                "gas_name": "CO2",
                "unit": "tCO2eq",
                "long_description": "Total CO2 emission integrated over lifetime",
                "value": 49.9986
            },
            "co2_profile": {
                "name": "CO2 emission profile",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 emission per year for a defined list of years",
                "value": [
                    1535.8117,
                    795.3817,
                    579.3641,
                    407.5143,
                    323.7749,
                    270.8014,
                    233.039,
                    192.0538,
                    162.0414,
                    132.0
                ]
            },
            "ch4_diffusion": {
                "name": "CH4 emission via diffusion",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission via diffusion integrated over a number of years.",
                "value": 222.1296
            },
            "ch4_ebullition": {
                "name": "CH4 emission via ebullition",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission via ebullition",
                "value": 321.232
            },
            "ch4_degassing": {
                "name": "CH4 emission via degassing",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission via degassing integrated for a number of years",
                "value": 3857.2376
            },
            "ch4_preimp": {
                "name": "Pre-impounment CH4 emission",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "Pre-impounment CH4 emission",
                "value": 0.0
            },
            "ch4_net": {
                "name": "Net CH4 emission",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "Net per area CH4 emission",
                "value": 4400.5992
            },
            "ch4_total_per_year": {
                "name": "Total CH4 emission per year",
                "gas_name": "CH4",
                "unit": "tCO2eq yr-1",
                "long_description": "Total CH4 emission per year integrated over lifetime",
                "value": 7058.5611
            },
            "ch4_total_lifetime": {
                "name": "Total CH4 emission per lifetime",
                "gas_name": "CH4",
                "unit": "ktCO2eq",
                "long_description": "Total CH4 emission integrated over lifetime",
                "value": 705.8561
            },
            "ch4_profile": {
                "name": "CH4 emission profile",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission per year for a defined list of years",
                "value": [
                    13754.635,
                    12109.1572,
                    10332.7868,
                    7542.7723,
                    5530.2776,
                    4078.6237,
                    3031.5159,
                    1981.6111,
                    1338.4165,
                    850.4765
                ]
            },
            "n2o_methodA": {
                "name": "N2O emission, method A",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission, method A",
                "value": 0.0433
            },
            "n2o_methodB": {
                "name": "N2O emission, method B",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission, method B",
                "value": 0.0481
            },
            "n2o_mean": {
                "name": "N2O emission, mean value",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission factor, average of two methods",
                "value": 0.0457
            },
            "n2o_total_per_year": {
                "name": "Total N2O emission per year",
                "gas_name": "N2O",
                "unit": "tCO2eq yr-1",
                "long_description": "Total N2O emission per year integrated over lifetime",
                "value": 0.0694
            },
            "n2o_total_lifetime": {
                "name": "Total N2O emission per lifetime",
                "gas_name": "N2O",
                "unit": "ktCO2eq",
                "long_description": "Total N2O emission integrated over lifetime",
                "value": 0.0069
            },
            "n2o_profile": {
                "name": "N2O emission profile",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission per year for a defined list of years",
                "value": [
                    0.0433,
                    0.0433,
                    0.0433,
                    0.0433,
                    0.0433,
                    0.0433,
                    0.0433,
                    0.0433,
                    0.0433,
                    0.0433
                ]
            }
        },
        "intern_vars": {
            "inflow_p_conc": {
                "name": "Influent total P concentration",
                "unit": "micrograms / L",
                "long_description": "Median influent total phosphorus concentration in micrograms/L entering the reservoir with runoff",
                "value": 88.8024
            },
            "retention_coeff": {
                "name": "Retention coefficient",
                "unit": "-",
                "long_description": "",
                "value": 0.0004
            },
            "trophic_status": {
                "name": "Trophic status of the reservoir",
                "unit": "-",
                "long_description": "",
                "value": "eutrophic"
            },
            "inflow_n_conc": {
                "name": "Influent total N concentration",
                "unit": "micrograms / L",
                "long_description": "Median influent total nitrogen concentration in micrograms/L entering the reservoir with runoff",
                "value": 5.4369
            },
            "reservoir_tn": {
                "name": "Reservoir TN concentration",
                "unit": "micrograms / L",
                "long_description": "",
                "value": 5.4344
            },
            "reservoir_tp": {
                "name": "Reservoir TP concentration",
                "unit": "micrograms / L",
                "long_description": "",
                "value": 88.7758
            },
            "littoral_area_frac": {
                "name": "Percentage of reservoir's surface area that is littoral",
                "unit": "%",
                "long_description": "",
                "value": 43.4545
            },
            "mean_radiance_lat": {
                "name": "Mean radiance at the reservoir",
                "unit": "kWh m-2 d-1",
                "long_description": "",
                "value": 4.66
            },
            "global_radiance": {
                "name": "Cumulative global horizontal radiance at the reservoir",
                "unit": "kWh m-2 d-1",
                "long_description": "",
                "value": 55.92
            },
            "bottom_temperature": {
                "name": "Bottom (hypolimnion) temperature in the reservoir",
                "unit": "deg C",
                "long_description": "",
                "value": 19.8254
            },
            "bottom_density": {
                "name": "Water density at the bottom of the reservoir",
                "unit": "kg/m3",
                "long_description": "",
                "value": 998.2695
            },
            "surface_temperature": {
                "name": "Surface (epilimnion) temperature in the reservoir",
                "unit": "deg C",
                "long_description": "",
                "value": 24.3
            },
            "surface_density": {
                "name": "Water density at the surface of the reservoir",
                "unit": "kg/m3",
                "long_description": "",
                "value": 997.2522
            },
            "thermocline_depth": {
                "name": "Thermocline depth",
                "unit": "m",
                "long_description": "",
                "value": 0.8992
            },
            "nitrogen_load": {
                "name": "Influent total N load",
                "unit": "kgN / yr-1",
                "long_description": "",
                "value": 76277.2771
            },
            "phosphorus_load": {
                "name": "Influent total P load",
                "unit": "kgP / yr-1",
                "long_description": "",
                "value": 1245863.4777
            },
            "nitrogen_downstream_conc": {
                "name": "Downstream TN concentration",
                "unit": "mg / L",
                "long_description": "",
                "value": 0.0054
            }
        }
    },
    "Reservoir 2": {
        "inputs": {
            "coordinates": {
                "name": "Reservoir coordinates (lat/lon)",
                "unit": "deg",
                "value": [
                    19.785,
                    96.335
                ]
            },
            "id": {
                "name": "Reservoir ID",
                "unit": "",
                "value": 1
            },
            "type": {
                "name": "Reservoir type",
                "unit": "",
                "value": "unknown"
            },
            "monthly_temps": {
                "name": "Monthly Temperatures",
                "unit": "deg C",
                "value": [
                    21.2,
                    23.5,
                    27.3,
                    30.2,
                    29.2,
                    27.1,
                    26.6,
                    26.5,
                    27.0,
                    26.7,
                    24.7,
                    21.4
                ]
            },
            "year_profile": {
                "name": "Year vector for emission profiles",
                "unit": "yr",
                "value": [
                    1,
                    5,
                    10,
                    20,
                    30,
                    40,
                    50,
                    65,
                    80,
                    100
                ]
            },
            "gasses": {
                "name": "Calculated gas emissions",
                "unit": "-",
                "value": [
                    "co2",
                    "ch4",
                    "n2o"
                ]
            },
            "biogenic_factors": {
                "name": "Biogenic factors",
                "biome": {
                    "name": "Biome",
                    "unit": "",
                    "value": "tropical moist broadleaf"
                },
                "climate": {
                    "name": "Climate",
                    "unit": "",
                    "value": "tropical"
                },
                "soil_type": {
                    "name": "Soil Type",
                    "unit": "",
                    "value": "mineral"
                },
                "treatment_factor": {
                    "name": "Treatment Factor",
                    "unit": "",
                    "value": "primary (mechanical)"
                },
                "landuse_intensity": {
                    "name": "Landuse Intensity",
                    "unit": "",
                    "value": "low intensity"
                }
            },
            "catchment_inputs": {
                "name": "Inputs for catchment-level process calculations",
                "runoff": {
                    "name": "Annual runoff",
                    "unit": "mm/year",
                    "value": 923.0
                },
                "area": {
                    "name": "Catchment area",
                    "unit": "km2",
                    "value": 4577.466
                },
                "riv_length": {
                    "name": "Length of inundated river",
                    "unit": "km",
                    "value": 19.648
                },
                "population": {
                    "name": "Population",
                    "unit": "capita",
                    "value": 290571.0
                },
                "area_fractions": {
                    "name": "Area fractions",
                    "unit": "-",
                    "value": "0.0, 0.0, 0.0, 0.0, 0.007, 0.018, 0.409, 0.566, 0.0"
                },
                "slope": {
                    "name": "Mean catchment slope",
                    "unit": "%",
                    "value": 27.0
                },
                "precip": {
                    "name": "Mean annual precipitation",
                    "unit": "mm/year",
                    "value": 1265.0
                },
                "etransp": {
                    "name": "Mean annual evapotranspiration",
                    "unit": "mm/year",
                    "value": 1307.0
                },
                "soil_wetness": {
                    "name": "Soil wetness",
                    "unit": "mm over profile",
                    "value": 194.0
                },
                "mean_olsen": {
                    "name": "Soil Olsen P content",
                    "unit": "kgP/ha",
                    "value": 8.362
                }
            },
            "reservoir_inputs": {
                "name": "Inputs for reservoir-level process calculations",
                "volume": {
                    "name": "Reservoir volume",
                    "unit": "m3",
                    "value": 718240688.0
                },
                "area": {
                    "name": "Reservoir area",
                    "unit": "km2",
                    "value": 17.378
                },
                "max_depth": {
                    "name": "Maximum reservoir depth",
                    "unit": "m",
                    "value": 103.0
                },
                "mean_depth": {
                    "name": "Mean reservoir depth",
                    "unit": "m",
                    "value": 41.3
                },
                "area_fractions": {
                    "name": "Inundated area fractions",
                    "unit": "-",
                    "value": "0.0, 0.0, 0.0, 0.0, 0.169, 0.272, 0.308, 0.251, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0"
                },
                "soil_carbon": {
                    "name": "Soil carbon in inundated area",
                    "unit": "kgC/m2",
                    "value": 5.801
                },
                "mean_radiance": {
                    "name": "Mean monthly horizontal radiance",
                    "unit": "kWh/m2/d",
                    "value": 5.15
                },
                "mean_radiance_may_sept": {
                    "name": "Mean monthly horizontal radiance: May - Sept",
                    "unit": "kWh/m2/d",
                    "value": 4.672
                },
                "mean_radiance_nov_mar": {
                    "name": "Mean monthly horizontal radiance: Nov - Mar",
                    "unit": "kWh/m2/d",
                    "value": 5.426
                },
                "mean_monthly_windspeed": {
                    "name": "Mean monthly wind speed",
                    "unit": "m/s",
                    "value": 1.12
                },
                "water_intake_depth": {
                    "name": "Water intake depth below surface",
                    "unit": "m",
                    "value": null
                }
            }
        },
        "outputs": {
            "co2_diffusion": {
                "name": "CO2 diffusion flux",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "Total CO2 emissions from a reservoir integrated over lifetime",
                "value": 797.0697
            },
            "co2_diffusion_nonanthro": {
                "name": "Nonanthropogenic CO2 diffusion flux",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 diffusion flux taken at (after) 100 years",
                "value": 547.0118
            },
            "co2_preimp": {
                "name": "Preimpoundment CO2 emissions",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 emission in the area covered by the reservoir prior to impoundment",
                "value": -128.8467
            },
            "co2_minus_nonanthro": {
                "name": "CO2 emission minus non-anthropogenic",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 emissions minus non-anthropogenic over a number of years",
                "value": 250.058
            },
            "co2_net": {
                "name": "Net CO2 emission",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "Overall integrated emissions for lifetime",
                "value": 378.9046
            },
            "co2_total_per_year": {
                "name": "Total CO2 emission per year",
                "gas_name": "CO2",
                "unit": "tCO2eq yr-1",
                "long_description": "Total CO2 emission per year integrated over lifetime",
                "value": 6584.6046
            },
            "co2_total_lifetime": {
                "name": "Total CO2 emission per lifetime",
                "gas_name": "CO2",
                "unit": "tCO2eq",
                "long_description": "Total CO2 emission integrated over lifetime",
                "value": 658.4605
            },
            "co2_profile": {
                "name": "CO2 emission profile",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 emission per year for a defined list of years",
                "value": [
                    2082.161,
                    1051.9,
                    751.3253,
                    512.2072,
                    395.6892,
                    321.98,
                    269.436,
                    212.4077,
                    170.6473,
                    128.8467
                ]
            },
            "ch4_diffusion": {
                "name": "CH4 emission via diffusion",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission via diffusion integrated over a number of years.",
                "value": 131.7338
            },
            "ch4_ebullition": {
                "name": "CH4 emission via ebullition",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission via ebullition",
                "value": 90.9443
            },
            "ch4_degassing": {
                "name": "CH4 emission via degassing",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission via degassing integrated for a number of years",
                "value": 751.422
            },
            "ch4_preimp": {
                "name": "Pre-impounment CH4 emission",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "Pre-impounment CH4 emission",
                "value": 0.0
            },
            "ch4_net": {
                "name": "Net CH4 emission",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "Net per area CH4 emission",
                "value": 974.1002
            },
            "ch4_total_per_year": {
                "name": "Total CH4 emission per year",
                "gas_name": "CH4",
                "unit": "tCO2eq yr-1",
                "long_description": "Total CH4 emission per year integrated over lifetime",
                "value": 16927.9136
            },
            "ch4_total_lifetime": {
                "name": "Total CH4 emission per lifetime",
                "gas_name": "CH4",
                "unit": "ktCO2eq",
                "long_description": "Total CH4 emission integrated over lifetime",
                "value": 1692.7914
            },
            "ch4_profile": {
                "name": "CH4 emission profile",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission per year for a defined list of years",
                "value": [
                    3008.3688,
                    2651.0022,
                    2265.2094,
                    1659.2759,
                    1222.2065,
                    906.9416,
                    679.536,
                    451.5248,
                    311.8416,
                    205.8764
                ]
            },
            "n2o_methodA": {
                "name": "N2O emission, method A",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission, method A",
                "value": 0.3555
            },
            "n2o_methodB": {
                "name": "N2O emission, method B",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission, method B",
                "value": 0.2814
            },
            "n2o_mean": {
                "name": "N2O emission, mean value",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission factor, average of two methods",
                "value": 0.3185
            },
            "n2o_total_per_year": {
                "name": "Total N2O emission per year",
                "gas_name": "N2O",
                "unit": "tCO2eq yr-1",
                "long_description": "Total N2O emission per year integrated over lifetime",
                "value": 6.1785
            },
            "n2o_total_lifetime": {
                "name": "Total N2O emission per lifetime",
                "gas_name": "N2O",
                "unit": "ktCO2eq",
                "long_description": "Total N2O emission integrated over lifetime",
                "value": 0.6178
            },
            "n2o_profile": {
                "name": "N2O emission profile",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission per year for a defined list of years",
                "value": [
                    0.3555,
                    0.3555,
                    0.3555,
                    0.3555,
                    0.3555,
                    0.3555,
                    0.3555,
                    0.3555,
                    0.3555,
                    0.3555
                ]
            }
        },
        "intern_vars": {
            "inflow_p_conc": {
                "name": "Influent total P concentration",
                "unit": "micrograms / L",
                "long_description": "Median influent total phosphorus concentration in micrograms/L entering the reservoir with runoff",
                "value": 61.7901
            },
            "retention_coeff": {
                "name": "Retention coefficient",
                "unit": "-",
                "long_description": "",
                "value": 0.1198
            },
            "trophic_status": {
                "name": "Trophic status of the reservoir",
                "unit": "-",
                "long_description": "",
                "value": "eutrophic"
            },
            "inflow_n_conc": {
                "name": "Influent total N concentration",
                "unit": "micrograms / L",
                "long_description": "Median influent total nitrogen concentration in micrograms/L entering the reservoir with runoff",
                "value": 3.5613
            },
            "reservoir_tn": {
                "name": "Reservoir TN concentration",
                "unit": "micrograms / L",
                "long_description": "",
                "value": 3.1313
            },
            "reservoir_tp": {
                "name": "Reservoir TP concentration",
                "unit": "micrograms / L",
                "long_description": "",
                "value": 54.5314
            },
            "littoral_area_frac": {
                "name": "Percentage of reservoir's surface area that is littoral",
                "unit": "%",
                "long_description": "",
                "value": 4.3198
            },
            "mean_radiance_lat": {
                "name": "Mean radiance at the reservoir",
                "unit": "kWh m-2 d-1",
                "long_description": "",
                "value": 5.15
            },
            "global_radiance": {
                "name": "Cumulative global horizontal radiance at the reservoir",
                "unit": "kWh m-2 d-1",
                "long_description": "",
                "value": 61.8
            },
            "bottom_temperature": {
                "name": "Bottom (hypolimnion) temperature in the reservoir",
                "unit": "deg C",
                "long_description": "",
                "value": 24.6178
            },
            "bottom_density": {
                "name": "Water density at the bottom of the reservoir",
                "unit": "kg/m3",
                "long_description": "",
                "value": 997.1724
            },
            "surface_temperature": {
                "name": "Surface (epilimnion) temperature in the reservoir",
                "unit": "deg C",
                "long_description": "",
                "value": 28.45
            },
            "surface_density": {
                "name": "Water density at the surface of the reservoir",
                "unit": "kg/m3",
                "long_description": "",
                "value": 996.1355
            },
            "thermocline_depth": {
                "name": "Thermocline depth",
                "unit": "m",
                "long_description": "",
                "value": 1.6643
            },
            "nitrogen_load": {
                "name": "Influent total N load",
                "unit": "kgN / yr-1",
                "long_description": "",
                "value": 15046.6082
            },
            "phosphorus_load": {
                "name": "Influent total P load",
                "unit": "kgP / yr-1",
                "long_description": "",
                "value": 261063.1275
            },
            "nitrogen_downstream_conc": {
                "name": "Downstream TN concentration",
                "unit": "mg / L",
                "long_description": "",
                "value": 0.0045
            }
        }
    },
    "Reservoir 3": {
        "inputs": {
            "coordinates": {
                "name": "Reservoir coordinates (lat/lon)",
                "unit": "deg",
                "value": [
                    18.8967,
                    96.2208
                ]
            },
            "id": {
                "name": "Reservoir ID",
                "unit": "",
                "value": 2
            },
            "type": {
                "name": "Reservoir type",
                "unit": "",
                "value": "unknown"
            },
            "monthly_temps": {
                "name": "Monthly Temperatures",
                "unit": "deg C",
                "value": [
                    21.6,
                    23.7,
                    27.2,
                    30.1,
                    29.3,
                    26.9,
                    26.5,
                    26.5,
                    27.0,
                    27.3,
                    25.4,
                    22.3
                ]
            },
            "year_profile": {
                "name": "Year vector for emission profiles",
                "unit": "yr",
                "value": [
                    1,
                    5,
                    10,
                    20,
                    30,
                    40,
                    50,
                    65,
                    80,
                    100
                ]
            },
            "gasses": {
                "name": "Calculated gas emissions",
                "unit": "-",
                "value": [
                    "co2",
                    "ch4",
                    "n2o"
                ]
            },
            "biogenic_factors": {
                "name": "Biogenic factors",
                "biome": {
                    "name": "Biome",
                    "unit": "",
                    "value": "tropical moist broadleaf"
                },
                "climate": {
                    "name": "Climate",
                    "unit": "",
                    "value": "tropical"
                },
                "soil_type": {
                    "name": "Soil Type",
                    "unit": "",
                    "value": "mineral"
                },
                "treatment_factor": {
                    "name": "Treatment Factor",
                    "unit": "",
                    "value": "primary (mechanical)"
                },
                "landuse_intensity": {
                    "name": "Landuse Intensity",
                    "unit": "",
                    "value": "low intensity"
                }
            },
            "catchment_inputs": {
                "name": "Inputs for catchment-level process calculations",
                "runoff": {
                    "name": "Annual runoff",
                    "unit": "mm/year",
                    "value": 828.0
                },
                "area": {
                    "name": "Catchment area",
                    "unit": "km2",
                    "value": 1181.378
                },
                "riv_length": {
                    "name": "Length of inundated river",
                    "unit": "km",
                    "value": 21.602
                },
                "population": {
                    "name": "Population",
                    "unit": "capita",
                    "value": 142154.0
                },
                "area_fractions": {
                    "name": "Area fractions",
                    "unit": "-",
                    "value": "0.0, 0.0, 0.0, 0.0, 0.003, 0.002, 0.646, 0.349, 0.0"
                },
                "slope": {
                    "name": "Mean catchment slope",
                    "unit": "%",
                    "value": 11.0
                },
                "precip": {
                    "name": "Mean annual precipitation",
                    "unit": "mm/year",
                    "value": 1492.0
                },
                "etransp": {
                    "name": "Mean annual evapotranspiration",
                    "unit": "mm/year",
                    "value": 1346.0
                },
                "soil_wetness": {
                    "name": "Soil wetness",
                    "unit": "mm over profile",
                    "value": 323.0
                },
                "mean_olsen": {
                    "name": "Soil Olsen P content",
                    "unit": "kgP/ha",
                    "value": 5.231
                }
            },
            "reservoir_inputs": {
                "name": "Inputs for reservoir-level process calculations",
                "volume": {
                    "name": "Reservoir volume",
                    "unit": "m3",
                    "value": 591966860.0
                },
                "area": {
                    "name": "Reservoir area",
                    "unit": "km2",
                    "value": 44.194
                },
                "max_depth": {
                    "name": "Maximum reservoir depth",
                    "unit": "m",
                    "value": 39.0
                },
                "mean_depth": {
                    "name": "Mean reservoir depth",
                    "unit": "m",
                    "value": 13.4
                },
                "area_fractions": {
                    "name": "Inundated area fractions",
                    "unit": "-",
                    "value": "0.0, 0.0, 0.0, 0.0, 0.075, 0.031, 0.139, 0.755, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0"
                },
                "soil_carbon": {
                    "name": "Soil carbon in inundated area",
                    "unit": "kgC/m2",
                    "value": 5.021
                },
                "mean_radiance": {
                    "name": "Mean monthly horizontal radiance",
                    "unit": "kWh/m2/d",
                    "value": 5.03
                },
                "mean_radiance_may_sept": {
                    "name": "Mean monthly horizontal radiance: May - Sept",
                    "unit": "kWh/m2/d",
                    "value": 4.34
                },
                "mean_radiance_nov_mar": {
                    "name": "Mean monthly horizontal radiance: Nov - Mar",
                    "unit": "kWh/m2/d",
                    "value": 5.458
                },
                "mean_monthly_windspeed": {
                    "name": "Mean monthly wind speed",
                    "unit": "m/s",
                    "value": 1.0
                },
                "water_intake_depth": {
                    "name": "Water intake depth below surface",
                    "unit": "m",
                    "value": null
                }
            }
        },
        "outputs": {
            "co2_diffusion": {
                "name": "CO2 diffusion flux",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "Total CO2 emissions from a reservoir integrated over lifetime",
                "value": 1002.0002
            },
            "co2_diffusion_nonanthro": {
                "name": "Nonanthropogenic CO2 diffusion flux",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 diffusion flux taken at (after) 100 years",
                "value": 687.6511
            },
            "co2_preimp": {
                "name": "Preimpoundment CO2 emissions",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 emission in the area covered by the reservoir prior to impoundment",
                "value": -387.5667
            },
            "co2_minus_nonanthro": {
                "name": "CO2 emission minus non-anthropogenic",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 emissions minus non-anthropogenic over a number of years",
                "value": 314.3491
            },
            "co2_net": {
                "name": "Net CO2 emission",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "Overall integrated emissions for lifetime",
                "value": 701.9157
            },
            "co2_total_per_year": {
                "name": "Total CO2 emission per year",
                "gas_name": "CO2",
                "unit": "tCO2eq yr-1",
                "long_description": "Total CO2 emission per year integrated over lifetime",
                "value": 31020.4636
            },
            "co2_total_lifetime": {
                "name": "Total CO2 emission per lifetime",
                "gas_name": "CO2",
                "unit": "tCO2eq",
                "long_description": "Total CO2 emission integrated over lifetime",
                "value": 3102.0464
            },
            "co2_profile": {
                "name": "CO2 emission profile",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 emission per year for a defined list of years",
                "value": [
                    2843.0876,
                    1547.9414,
                    1170.0876,
                    869.491,
                    723.0157,
                    630.3555,
                    564.3022,
                    492.6117,
                    440.1145,
                    387.5667
                ]
            },
            "ch4_diffusion": {
                "name": "CH4 emission via diffusion",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission via diffusion integrated over a number of years.",
                "value": 230.9829
            },
            "ch4_ebullition": {
                "name": "CH4 emission via ebullition",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission via ebullition",
                "value": 210.6076
            },
            "ch4_degassing": {
                "name": "CH4 emission via degassing",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission via degassing integrated for a number of years",
                "value": 769.7628
            },
            "ch4_preimp": {
                "name": "Pre-impounment CH4 emission",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "Pre-impounment CH4 emission",
                "value": 0.0
            },
            "ch4_net": {
                "name": "Net CH4 emission",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "Net per area CH4 emission",
                "value": 1211.3534
            },
            "ch4_total_per_year": {
                "name": "Total CH4 emission per year",
                "gas_name": "CH4",
                "unit": "tCO2eq yr-1",
                "long_description": "Total CH4 emission per year integrated over lifetime",
                "value": 53534.5514
            },
            "ch4_total_lifetime": {
                "name": "Total CH4 emission per lifetime",
                "gas_name": "CH4",
                "unit": "ktCO2eq",
                "long_description": "Total CH4 emission integrated over lifetime",
                "value": 5353.4551
            },
            "ch4_profile": {
                "name": "CH4 emission profile",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission per year for a defined list of years",
                "value": [
                    3525.4491,
                    3119.3947,
                    2681.0423,
                    1992.5607,
                    1495.951,
                    1137.7407,
                    879.3594,
                    620.2919,
                    461.5845,
                    341.1885
                ]
            },
            "n2o_methodA": {
                "name": "N2O emission, method A",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission, method A",
                "value": 3.6101
            },
            "n2o_methodB": {
                "name": "N2O emission, method B",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission, method B",
                "value": 2.2495
            },
            "n2o_mean": {
                "name": "N2O emission, mean value",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission factor, average of two methods",
                "value": 2.9298
            },
            "n2o_total_per_year": {
                "name": "Total N2O emission per year",
                "gas_name": "N2O",
                "unit": "tCO2eq yr-1",
                "long_description": "Total N2O emission per year integrated over lifetime",
                "value": 159.5443
            },
            "n2o_total_lifetime": {
                "name": "Total N2O emission per lifetime",
                "gas_name": "N2O",
                "unit": "ktCO2eq",
                "long_description": "Total N2O emission integrated over lifetime",
                "value": 15.9544
            },
            "n2o_profile": {
                "name": "N2O emission profile",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission per year for a defined list of years",
                "value": [
                    3.6101,
                    3.6101,
                    3.6101,
                    3.6101,
                    3.6101,
                    3.6101,
                    3.6101,
                    3.6101,
                    3.6101,
                    3.6101
                ]
            }
        },
        "intern_vars": {
            "inflow_p_conc": {
                "name": "Influent total P concentration",
                "unit": "micrograms / L",
                "long_description": "Median influent total phosphorus concentration in micrograms/L entering the reservoir with runoff",
                "value": 119.174
            },
            "retention_coeff": {
                "name": "Retention coefficient",
                "unit": "-",
                "long_description": "",
                "value": 0.3265
            },
            "trophic_status": {
                "name": "Trophic status of the reservoir",
                "unit": "-",
                "long_description": "",
                "value": "eutrophic"
            },
            "inflow_n_conc": {
                "name": "Influent total N concentration",
                "unit": "micrograms / L",
                "long_description": "Median influent total nitrogen concentration in micrograms/L entering the reservoir with runoff",
                "value": 113.8765
            },
            "reservoir_tn": {
                "name": "Reservoir TN concentration",
                "unit": "micrograms / L",
                "long_description": "",
                "value": 76.6063
            },
            "reservoir_tp": {
                "name": "Reservoir TP concentration",
                "unit": "micrograms / L",
                "long_description": "",
                "value": 83.025
            },
            "littoral_area_frac": {
                "name": "Percentage of reservoir's surface area that is littoral",
                "unit": "%",
                "long_description": "",
                "value": 14.1799
            },
            "mean_radiance_lat": {
                "name": "Mean radiance at the reservoir",
                "unit": "kWh m-2 d-1",
                "long_description": "",
                "value": 5.03
            },
            "global_radiance": {
                "name": "Cumulative global horizontal radiance at the reservoir",
                "unit": "kWh m-2 d-1",
                "long_description": "",
                "value": 60.36
            },
            "bottom_temperature": {
                "name": "Bottom (hypolimnion) temperature in the reservoir",
                "unit": "deg C",
                "long_description": "",
                "value": 24.8804
            },
            "bottom_density": {
                "name": "Water density at the bottom of the reservoir",
                "unit": "kg/m3",
                "long_description": "",
                "value": 997.1057
            },
            "surface_temperature": {
                "name": "Surface (epilimnion) temperature in the reservoir",
                "unit": "deg C",
                "long_description": "",
                "value": 28.475
            },
            "surface_density": {
                "name": "Water density at the surface of the reservoir",
                "unit": "kg/m3",
                "long_description": "",
                "value": 996.1283
            },
            "thermocline_depth": {
                "name": "Thermocline depth",
                "unit": "m",
                "long_description": "",
                "value": 1.9326
            },
            "nitrogen_load": {
                "name": "Influent total N load",
                "unit": "kgN / yr-1",
                "long_description": "",
                "value": 111391.8503
            },
            "phosphorus_load": {
                "name": "Influent total P load",
                "unit": "kgP / yr-1",
                "long_description": "",
                "value": 116573.7104
            },
            "nitrogen_downstream_conc": {
                "name": "Downstream TN concentration",
                "unit": "mg / L",
                "long_description": "",
                "value": 0.1123
            }
        }
    },
    "Reservoir 4": {
        "inputs": {
            "coordinates": {
                "name": "Reservoir coordinates (lat/lon)",
                "unit": "deg",
                "value": [
                    25.715,
                    97.535
                ]
            },
            "id": {
                "name": "Reservoir ID",
                "unit": "",
                "value": 3
            },
            "type": {
                "name": "Reservoir type",
                "unit": "",
                "value": "unknown"
            },
            "monthly_temps": {
                "name": "Monthly Temperatures",
                "unit": "deg C",
                "value": [
                    15.9,
                    17.7,
                    21.5,
                    24.2,
                    26.2,
                    26.8,
                    26.6,
                    27.0,
                    26.7,
                    24.7,
                    20.6,
                    16.9
                ]
            },
            "year_profile": {
                "name": "Year vector for emission profiles",
                "unit": "yr",
                "value": [
                    1,
                    5,
                    10,
                    20,
                    30,
                    40,
                    50,
                    65,
                    80,
                    100
                ]
            },
            "gasses": {
                "name": "Calculated gas emissions",
                "unit": "-",
                "value": [
                    "co2",
                    "ch4",
                    "n2o"
                ]
            },
            "biogenic_factors": {
                "name": "Biogenic factors",
                "biome": {
                    "name": "Biome",
                    "unit": "",
                    "value": "tropical moist broadleaf"
                },
                "climate": {
                    "name": "Climate",
                    "unit": "",
                    "value": "temperate"
                },
                "soil_type": {
                    "name": "Soil Type",
                    "unit": "",
                    "value": "mineral"
                },
                "treatment_factor": {
                    "name": "Treatment Factor",
                    "unit": "",
                    "value": "primary (mechanical)"
                },
                "landuse_intensity": {
                    "name": "Landuse Intensity",
                    "unit": "",
                    "value": "low intensity"
                }
            },
            "catchment_inputs": {
                "name": "Inputs for catchment-level process calculations",
                "runoff": {
                    "name": "Annual runoff",
                    "unit": "mm/year",
                    "value": 2930.0
                },
                "area": {
                    "name": "Catchment area",
                    "unit": "km2",
                    "value": 24259.371
                },
                "riv_length": {
                    "name": "Length of inundated river",
                    "unit": "km",
                    "value": 107.451
                },
                "population": {
                    "name": "Population",
                    "unit": "capita",
                    "value": 99161.0
                },
                "area_fractions": {
                    "name": "Area fractions",
                    "unit": "-",
                    "value": "0.0, 0.002, 0.0, 0.0, 0.003, 0.007, 0.731, 0.256, 0.0"
                },
                "slope": {
                    "name": "Mean catchment slope",
                    "unit": "%",
                    "value": 49.0
                },
                "precip": {
                    "name": "Mean annual precipitation",
                    "unit": "mm/year",
                    "value": 1430.0
                },
                "etransp": {
                    "name": "Mean annual evapotranspiration",
                    "unit": "mm/year",
                    "value": 817.0
                },
                "soil_wetness": {
                    "name": "Soil wetness",
                    "unit": "mm over profile",
                    "value": 155.0
                },
                "mean_olsen": {
                    "name": "Soil Olsen P content",
                    "unit": "kgP/ha",
                    "value": 8.036
                }
            },
            "reservoir_inputs": {
                "name": "Inputs for reservoir-level process calculations",
                "volume": {
                    "name": "Reservoir volume",
                    "unit": "m3",
                    "value": 9815314935.0
                },
                "area": {
                    "name": "Reservoir area",
                    "unit": "km2",
                    "value": 264.225
                },
                "max_depth": {
                    "name": "Maximum reservoir depth",
                    "unit": "m",
                    "value": 122.0
                },
                "mean_depth": {
                    "name": "Mean reservoir depth",
                    "unit": "m",
                    "value": 37.1
                },
                "area_fractions": {
                    "name": "Inundated area fractions",
                    "unit": "-",
                    "value": "0.0, 0.0, 0.0, 0.018, 0.008, 0.098, 0.35, 0.523, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.003, 0.0, 0.0, 0.0, 0.0, 0.0"
                },
                "soil_carbon": {
                    "name": "Soil carbon in inundated area",
                    "unit": "kgC/m2",
                    "value": 6.77
                },
                "mean_radiance": {
                    "name": "Mean monthly horizontal radiance",
                    "unit": "kWh/m2/d",
                    "value": 4.353
                },
                "mean_radiance_may_sept": {
                    "name": "Mean monthly horizontal radiance: May - Sept",
                    "unit": "kWh/m2/d",
                    "value": 4.103
                },
                "mean_radiance_nov_mar": {
                    "name": "Mean monthly horizontal radiance: Nov - Mar",
                    "unit": "kWh/m2/d",
                    "value": 4.476
                },
                "mean_monthly_windspeed": {
                    "name": "Mean monthly wind speed",
                    "unit": "m/s",
                    "value": 0.99
                },
                "water_intake_depth": {
                    "name": "Water intake depth below surface",
                    "unit": "m",
                    "value": null
                }
            }
        },
        "outputs": {
            "co2_diffusion": {
                "name": "CO2 diffusion flux",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "Total CO2 emissions from a reservoir integrated over lifetime",
                "value": 556.6722
            },
            "co2_diffusion_nonanthro": {
                "name": "Nonanthropogenic CO2 diffusion flux",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 diffusion flux taken at (after) 100 years",
                "value": 382.0322
            },
            "co2_preimp": {
                "name": "Preimpoundment CO2 emissions",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 emission in the area covered by the reservoir prior to impoundment",
                "value": -172.59
            },
            "co2_minus_nonanthro": {
                "name": "CO2 emission minus non-anthropogenic",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 emissions minus non-anthropogenic over a number of years",
                "value": 174.6401
            },
            "co2_net": {
                "name": "Net CO2 emission",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "Overall integrated emissions for lifetime",
                "value": 347.2301
            },
            "co2_total_per_year": {
                "name": "Total CO2 emission per year",
                "gas_name": "CO2",
                "unit": "tCO2eq yr-1",
                "long_description": "Total CO2 emission per year integrated over lifetime",
                "value": 91746.8696
            },
            "co2_total_lifetime": {
                "name": "Total CO2 emission per lifetime",
                "gas_name": "CO2",
                "unit": "tCO2eq",
                "long_description": "Total CO2 emission integrated over lifetime",
                "value": 9174.687
            },
            "co2_profile": {
                "name": "CO2 emission profile",
                "gas_name": "CO2",
                "unit": "gCO2eq m-2 yr-1",
                "long_description": "CO2 emission per year for a defined list of years",
                "value": [
                    1536.7817,
                    817.249,
                    607.3281,
                    440.3284,
                    358.9524,
                    307.474,
                    270.7774,
                    230.9489,
                    201.7835,
                    172.59
                ]
            },
            "ch4_diffusion": {
                "name": "CH4 emission via diffusion",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission via diffusion integrated over a number of years.",
                "value": 110.8754
            },
            "ch4_ebullition": {
                "name": "CH4 emission via ebullition",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission via ebullition",
                "value": 35.7704
            },
            "ch4_degassing": {
                "name": "CH4 emission via degassing",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission via degassing integrated for a number of years",
                "value": 441.2296
            },
            "ch4_preimp": {
                "name": "Pre-impounment CH4 emission",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "Pre-impounment CH4 emission",
                "value": 0.0
            },
            "ch4_net": {
                "name": "Net CH4 emission",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "Net per area CH4 emission",
                "value": 587.8754
            },
            "ch4_total_per_year": {
                "name": "Total CH4 emission per year",
                "gas_name": "CH4",
                "unit": "tCO2eq yr-1",
                "long_description": "Total CH4 emission per year integrated over lifetime",
                "value": 155331.3867
            },
            "ch4_total_lifetime": {
                "name": "Total CH4 emission per lifetime",
                "gas_name": "CH4",
                "unit": "ktCO2eq",
                "long_description": "Total CH4 emission integrated over lifetime",
                "value": 15533.1387
            },
            "ch4_profile": {
                "name": "CH4 emission profile",
                "gas_name": "CH4",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "CH4 emission per year for a defined list of years",
                "value": [
                    1862.7299,
                    1638.9362,
                    1397.3415,
                    1017.8895,
                    744.1857,
                    546.7597,
                    404.3536,
                    261.569,
                    174.0974,
                    107.7409
                ]
            },
            "n2o_methodA": {
                "name": "N2O emission, method A",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission, method A",
                "value": 0.004
            },
            "n2o_methodB": {
                "name": "N2O emission, method B",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission, method B",
                "value": 0.0032
            },
            "n2o_mean": {
                "name": "N2O emission, mean value",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission factor, average of two methods",
                "value": 0.0036
            },
            "n2o_total_per_year": {
                "name": "Total N2O emission per year",
                "gas_name": "N2O",
                "unit": "tCO2eq yr-1",
                "long_description": "Total N2O emission per year integrated over lifetime",
                "value": 1.0454
            },
            "n2o_total_lifetime": {
                "name": "Total N2O emission per lifetime",
                "gas_name": "N2O",
                "unit": "ktCO2eq",
                "long_description": "Total N2O emission integrated over lifetime",
                "value": 0.1045
            },
            "n2o_profile": {
                "name": "N2O emission profile",
                "gas_name": "N2O",
                "unit": "g CO2eq m-2 yr-1",
                "long_description": "N2O emission per year for a defined list of years",
                "value": [
                    0.004,
                    0.004,
                    0.004,
                    0.004,
                    0.004,
                    0.004,
                    0.004,
                    0.004,
                    0.004,
                    0.004
                ]
            }
        },
        "intern_vars": {
            "inflow_p_conc": {
                "name": "Influent total P concentration",
                "unit": "micrograms / L",
                "long_description": "Median influent total phosphorus concentration in micrograms/L entering the reservoir with runoff",
                "value": 8.1076
            },
            "retention_coeff": {
                "name": "Retention coefficient",
                "unit": "-",
                "long_description": "",
                "value": 0.0996
            },
            "trophic_status": {
                "name": "Trophic status of the reservoir",
                "unit": "-",
                "long_description": "",
                "value": "eutrophic"
            },
            "inflow_n_conc": {
                "name": "Influent total N concentration",
                "unit": "micrograms / L",
                "long_description": "Median influent total nitrogen concentration in micrograms/L entering the reservoir with runoff",
                "value": 0.0441
            },
            "reservoir_tn": {
                "name": "Reservoir TN concentration",
                "unit": "micrograms / L",
                "long_description": "",
                "value": 0.0396
            },
            "reservoir_tp": {
                "name": "Reservoir TP concentration",
                "unit": "micrograms / L",
                "long_description": "",
                "value": 7.3314
            },
            "littoral_area_frac": {
                "name": "Percentage of reservoir's surface area that is littoral",
                "unit": "%",
                "long_description": "",
                "value": 5.5383
            },
            "mean_radiance_lat": {
                "name": "Mean radiance at the reservoir",
                "unit": "kWh m-2 d-1",
                "long_description": "",
                "value": 4.353
            },
            "global_radiance": {
                "name": "Cumulative global horizontal radiance at the reservoir",
                "unit": "kWh m-2 d-1",
                "long_description": "",
                "value": 52.236
            },
            "bottom_temperature": {
                "name": "Bottom (hypolimnion) temperature in the reservoir",
                "unit": "deg C",
                "long_description": "",
                "value": 21.1383
            },
            "bottom_density": {
                "name": "Water density at the bottom of the reservoir",
                "unit": "kg/m3",
                "long_description": "",
                "value": 997.9921
            },
            "surface_temperature": {
                "name": "Surface (epilimnion) temperature in the reservoir",
                "unit": "deg C",
                "long_description": "",
                "value": 26.775
            },
            "surface_density": {
                "name": "Water density at the surface of the reservoir",
                "unit": "kg/m3",
                "long_description": "",
                "value": 996.6054
            },
            "thermocline_depth": {
                "name": "Thermocline depth",
                "unit": "m",
                "long_description": "",
                "value": 2.519
            },
            "nitrogen_load": {
                "name": "Influent total N load",
                "unit": "kgN / yr-1",
                "long_description": "",
                "value": 3132.4125
            },
            "phosphorus_load": {
                "name": "Influent total P load",
                "unit": "kgP / yr-1",
                "long_description": "",
                "value": 576287.4307
            },
            "nitrogen_downstream_conc": {
                "name": "Downstream TN concentration",
                "unit": "mg / L",
                "long_description": "",
                "value": 0.0001
            }
        }
    }
}

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