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sampottinger authored Feb 6, 2025
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Note that the visualizations are also invoked through `paper/viz/render_images.sh` for the paper.

### Other data
Note that an archive of [UDSA Risk Management Agency (RMA) Summary of Business (SOB) data](https://www.rma.usda.gov/tools-reports/summary-of-business) is also provided at our [usda_rma_sob.zip](https://ag-adaptation-study.pub/data/usda_rma_sob.zip). In addition to original format, all SOB datasets are given in Avro format where possible with standardized formatting / encoding. A subset of these data are considered within our paper as supporting evidence. See the README within the data archive for further details.

### Paper
Due to the complexities of the software install, the only officially supported way to build the paper is through the Docker image. First update the data:

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<br>

## Data
We make publicly available both inputs and outputs to our modeling. Due to size, some of these are archived at [ag-adaptation-study.pub](https://ag-adaptation-study.pub) while others are deposited into [Zenodo](https://zenodo.org/doi/10.5281/zenodo.13356980).

### CHC-CMIP6
Our derivative dataset from CHC-CMIP6 is available at [climate.csv](https://ag-adaptation-study.pub/data/climate.csv) and our [Zenodo](https://zenodo.org/doi/10.5281/zenodo.13356980). These are aggregated and preprocessed as used within our modeling.

### USDA RMA SOB
Note that an archive of [UDSA Risk Management Agency (RMA) Summary of Business (SOB) data](https://www.rma.usda.gov/tools-reports/summary-of-business) is also provided at our [usda_rma_sob.zip](https://ag-adaptation-study.pub/data/usda_rma_sob.zip). As a relatively large supplemental dataset, this is not currently in Zenodo. In addition to original format, all SOB datasets are given in Avro format where possible with standardized formatting / encoding. A subset of these data are considered within our paper as supporting evidence. See the README within the data archive for further details.

### Yield estimations (SCYM)
Our derivative SCYM yield estimations at neighborhood-level are avialable at [Zenodo](https://zenodo.org/doi/10.5281/zenodo.13356980).

### Model outputs
The following model outputs are made available both through our website:

- [export_claims.csv](https://ag-adaptation-study.pub/data/export_claims.csv]): Information about the claims rate under different conditions.
- [sim_hist.csv](https://ag-adaptation-study.pub/data/sim_hist.csv): Information about simulation-wide yield distributions under different conditions.
- [sweep_ag_all.csv](https://ag-adaptation-study.pub/data/sweep_ag_all.csv): Information about sweep outcomes and model performance.
- [tool.csv](https://ag-adaptation-study.pub/data/tool.csv): Geographically specific information about simulation outcomes at the 4 character geohash level.

As smaller payloads, these are also included in our [Zenodo](https://zenodo.org/doi/10.5281/zenodo.13356980).

<br>

## Open source
The pipeline, interactives, and paper can be executed independently and have segregated dependencies. We thank all of our open source dependencies for their contribution.

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