tools.qmd

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title: "Data and Tools"
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We are developing a wide range of community tools and apps for ecosystem modelers and policy end-users of our simulation data.

Please check our [Terms of Use](https://www.isimip.org/gettingstarted/terms-of-use/){.email-link} (via ISIMIP) if you would like to use these data for peer-reviewed research.

#### FishMIP Shiny

[[Country-level Ensemble Model Outputs]{.underline}](https://rstudio.global-ecosystem-model.cloud.edu.au/shiny/FAO_report_shiny/) Check out our Shinyapp (beta version) to visualise spatially aggregated data of projected changes in potential fish biomass, under alternative climate emission scenarios.

[[Input Explorer for Regional Modellers]{.underline}](https://rstudio.global-ecosystem-model.cloud.edu.au/shiny/FishMIP_Input_Explorer/) A Shinyapp to examine inputs per regional ecosystem model domain.

#### Tutorials

R/Python tutorials for extracting data from ISIMIP servers, regional-scale model inputs from global gridded Earth System Models, or plotting outputs from FishMIP, using a regional shapefiles.

-   [Accessing ISIMIP data](https://github.com/Fish-MIP/FishMIP_NOAA_workshop/blob/main/scripts/Accessing_climate_data_ISIMIP.md){.email-link}

-   [Creating regional model maps from shapefiles](https://github.com/Fish-MIP/FishMIP_regions){.email-link}

-   [Extracting data using regional mask](https://github.com/Fish-MIP/FishMIP_extracting-data/blob/main/Scripts/Extracting_FishMIP_data.md){.email-link}