|
--- |
|
language: |
|
- en |
|
size_categories: |
|
- 10M<n<100M |
|
pretty_name: Project Resilience Emissions from Land-Use Change Dataset |
|
tags: |
|
- climate |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: train |
|
path: data/train-* |
|
dataset_info: |
|
features: |
|
- name: ELUC_diff |
|
dtype: float32 |
|
- name: c3ann |
|
dtype: float32 |
|
- name: c3ann_diff |
|
dtype: float32 |
|
- name: c3nfx |
|
dtype: float32 |
|
- name: c3nfx_diff |
|
dtype: float32 |
|
- name: c3per |
|
dtype: float32 |
|
- name: c3per_diff |
|
dtype: float32 |
|
- name: c4ann |
|
dtype: float32 |
|
- name: c4ann_diff |
|
dtype: float32 |
|
- name: c4per |
|
dtype: float32 |
|
- name: c4per_diff |
|
dtype: float32 |
|
- name: cell_area_diff |
|
dtype: float32 |
|
- name: pastr |
|
dtype: float32 |
|
- name: pastr_diff |
|
dtype: float32 |
|
- name: primf |
|
dtype: float32 |
|
- name: primf_diff |
|
dtype: float32 |
|
- name: primn |
|
dtype: float32 |
|
- name: primn_diff |
|
dtype: float32 |
|
- name: range |
|
dtype: float32 |
|
- name: range_diff |
|
dtype: float32 |
|
- name: secdf |
|
dtype: float32 |
|
- name: secdf_diff |
|
dtype: float32 |
|
- name: secdn |
|
dtype: float32 |
|
- name: secdn_diff |
|
dtype: float32 |
|
- name: urban |
|
dtype: float32 |
|
- name: urban_diff |
|
dtype: float32 |
|
- name: ELUC |
|
dtype: float32 |
|
- name: cell_area |
|
dtype: float32 |
|
- name: country |
|
dtype: float64 |
|
- name: crop |
|
dtype: float32 |
|
- name: crop_diff |
|
dtype: float32 |
|
- name: country_name |
|
dtype: string |
|
- name: time |
|
dtype: int64 |
|
- name: lat |
|
dtype: float64 |
|
- name: lon |
|
dtype: float64 |
|
splits: |
|
- name: train |
|
num_bytes: 6797746584 |
|
num_examples: 41387985 |
|
download_size: 3176214475 |
|
dataset_size: 6797746584 |
|
--- |
|
# Project Resilience Emissions from Land-Use Change Dataset |
|
|
|
### Project Resilience |
|
To contribute to this project see [Project Resilience](https://www.itu.int/en/ITU-T/extcoop/ai-data-commons/Pages/project-resilience.aspx) ([Github Repo](https://github.com/Project-Resilience/mvp)) |
|
|
|
Land Use Change data is provided by the [Land Use Harmonization Project](https://doi.org/10.5194/gmd-2019-360), providing land-use changes from 850-2100 |
|
|
|
Emissions from Land-Use Change (ELUC) data is provided by the [Global Carbon Budget 2023](https://doi.org/10.5194/essd-15-5301-2023) Bookkeeping of Land-Use Emissions (BLUE) model. |
|
|
|
Data was used in [Discovering Effective Policies for Land-Use Planning](https://doi.org/10.48550/arXiv.2311.12304) at [NeurIPS 2023 Workshop: Tackling Climate Change with Machine Learning](https://www.climatechange.ai/events/neurips2023) |
|
|
|
### Land Use Types |
|
|
|
- Primary: Vegetation that is untouched by humans |
|
|
|
- primf: Primary forest |
|
- primn: Primary nonforest vegetation |
|
|
|
|
|
- Secondary: Vegetation that has been touched by humans |
|
|
|
- secdf: Secondary forest |
|
- secdn: Secondary nonforest vegetation |
|
|
|
- Urban |
|
|
|
- Crop |
|
|
|
- c3ann: Annual C3 crops (e.g. wheat) |
|
- c4ann: Annual C4 crops (e.g. maize) |
|
- c3per: Perennial C3 crops (e.g. banana) |
|
- c4per: Perennial C4 crops (e.g. sugarcane) |
|
- c3nfx: Nitrogen fixing C3 crops (e.g. soybean) |
|
|
|
- Pasture |
|
|
|
- pastr: Managed pasture land |
|
- range: Natural grassland/savannah/desert/etc. |
|
|
|
### Dataset |
|
The dataset is indexed by latitude, longitude, and time, with each row consisting of the land use of a given year, the land-use change from year to year+1, and the committed ELUC at the end of year in tons of carbon per hectare (tC/ha). |
|
|
|
Committed ELUC means the sum of all simulated future emissions due to a land-use change. |
|
|
|
In addition, the cell area of the cell in hectares and the name of the country the cell is located in are provided. |
|
|
|
A crop and crop_diff column consisting of the sums of all the crop types and crop type diffs is provided as well as the BLUE model treats all crop types the same. |
|
|
|
Raw data files are provided as: `merged_aggregated_dataset_1850_2022.zarr.zip` and `BLUE_LUH2-GCB2022_ELUC-committed_gridded_net_1850-2021.nc`, which are the land-use changes and the committed emissions respectively. |
|
|
|
--- |
|
dataset_info: |
|
features: |
|
- name: ELUC_diff |
|
dtype: float32 |
|
- name: c3ann |
|
dtype: float32 |
|
- name: c3ann_diff |
|
dtype: float32 |
|
- name: c3nfx |
|
dtype: float32 |
|
- name: c3nfx_diff |
|
dtype: float32 |
|
- name: c3per |
|
dtype: float32 |
|
- name: c3per_diff |
|
dtype: float32 |
|
- name: c4ann |
|
dtype: float32 |
|
- name: c4ann_diff |
|
dtype: float32 |
|
- name: c4per |
|
dtype: float32 |
|
- name: c4per_diff |
|
dtype: float32 |
|
- name: cell_area_diff |
|
dtype: float32 |
|
- name: pastr |
|
dtype: float32 |
|
- name: pastr_diff |
|
dtype: float32 |
|
- name: primf |
|
dtype: float32 |
|
- name: primf_diff |
|
dtype: float32 |
|
- name: primn |
|
dtype: float32 |
|
- name: primn_diff |
|
dtype: float32 |
|
- name: range |
|
dtype: float32 |
|
- name: range_diff |
|
dtype: float32 |
|
- name: secdf |
|
dtype: float32 |
|
- name: secdf_diff |
|
dtype: float32 |
|
- name: secdn |
|
dtype: float32 |
|
- name: secdn_diff |
|
dtype: float32 |
|
- name: urban |
|
dtype: float32 |
|
- name: urban_diff |
|
dtype: float32 |
|
- name: ELUC |
|
dtype: float32 |
|
- name: cell_area |
|
dtype: float32 |
|
- name: country |
|
dtype: float64 |
|
- name: crop |
|
dtype: float32 |
|
- name: crop_diff |
|
dtype: float32 |
|
- name: country_name |
|
dtype: string |
|
- name: time |
|
dtype: int64 |
|
- name: lat |
|
dtype: float64 |
|
- name: lon |
|
dtype: float64 |
|
splits: |
|
- name: train |
|
num_bytes: 6837499488 |
|
num_examples: 41630020 |
|
download_size: 3195082319 |
|
dataset_size: 6837499488 |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: train |
|
path: data/train-* |
|
--- |
