hestia-earth-models 0.78.1

HESTIA's set of modules for filling gaps in the activity data using external datasets (e.g. populating soil properties with a geospatial dataset using provided coordinates) and internal lookups (e.g. populating machinery use from fuel use). Includes rules for when gaps should be filled versus not (e.g. never gap fill yield, gap fill crop residue if yield provided etc.).

HESTIA Engine Models

HESTIA's set of models for running calculations or retrieving data using external datasets and internal lookups.

Documentation

Documentation for every model can be found in the HESTIA Guide.

Install

1. Install python 3.12 minimum
2. Install the module:

pip install hestia_earth.models

Usage

from hestia_earth.models.pooreNemecek2018 import run

cycle_data = {"@type": "Cycle", ...}
# cycle is a JSONLD node Cycle
result = run('no3ToGroundwaterSoilFlux', cycle_data)
print(result)

This will display only the result of the no3ToGroundwaterSoilFlux model (Emission).

Additionally, to reduce the number of queries to the HESTIA API and run the models faster, prefetching can be enabled:

from hestia_earth.models.preload_requests import enable_preload

enable_preload()

Using the orchestrator

The models come with an "orchestrator", which allows you to run a pre-configured set of models instead of a single one.

The configuration for each Node (Cycle, Site or ImpactAssessment) can be found in the config folder.

Usage:

from hestia_earth.orchestrator import run
from hestia_earth.models.config import load_config

cycle_data = {"@type": "Cycle", ...}
result = run(cycle, load_config(cycle))
print(result)

This will display the Cycle recalculated with all HESTIA default models running.

Using Spatial Models

We have models that can gap-fill geographical information on a Site. If you want to use these models:

1. Install the library: pip install hestia-earth-earth-engine
2. Follow the Getting Started instructions.

Using the ecoinventV3 model

ecoinvent is a consistent, transparent, and well validated life cycle inventory database. We use ecoinvent data to ascertain the environmental impacts of activities that occur outside of our system boundary, for example data on the environmental impacts of extracting oil and producing diesel, or the impacts of manufacturing plastics.

The ecoinventV3 model requires a valid license to run. We are currently working on a way to enable users of this code with a valid ecoinvent licence to run these models themselves, but for now, these models are only available on the public platform.