Data Help Desk at AMS 2021



The Data Help Desk at AMS2021 (hosted by the AMS Board on Data Stewardship with additional support from ESIP) will connect researchers with data experts to enhance research and make data and software more open and FAIR. Follow the action on Twitter.


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Do you have data-related questions? Are you looking to make your data and/or software open and FAIR to meet publisher or funder expectations, and get credit for your work? Are you interested in tools and resources for working with your data or for finding data to reuse? The Data Help Desk is here for you!

Data Experts



Data Help Desks Held

How to Participate

    • Follow the action on Twitter HERE.
    • Ask Data Questions:
      • Share your questions any time from January 11th-15th, 2021 via Twitter using the hashtag #DataHelpDesk or using the form found at Our team of Earth science data professionals has decades of experience in informatics and in many
        scientific domains and specializes in topics like finding, sharing,
        analyzing, publishing, and citing data.
      • Ask questions at the virtual AMS Data Help Desk exhibit booth between
        11:30 and 12:30 EST daily.
    • Watch Tool Demos & Tutorials: Below is an ever-growing gallery of tools and resources you can use to manage your data and enhance your research. See something you like or have a question about one? Tell us on Twitter using #DataHelpDesk or at the virtual Data Help Desk Exhibit Booth, or use this form.

AMS2021 Data Help Desk Intro

Contributed Demos & Tutorials

Brief overview of the Research Data archive's data discovery, access, and metrics services. Contributor: UCAR Research Data Archive

Geoscience Community Analysis Toolkit (GEOCAT): Develop Python ecosystem packages for analysis & visualization of geosciences data. Contributor: GEOCAT

Learn how to use the NASAWorldview imagery mapping & visualization application to explore global Earth science data imagery. Contributor: NASA Earthdata

A new way to visualize Argo's biogeochemical data using Argovis. Contributor: Argovis

Overview of the DOE's online archive for earth and environmental data: Environmental System Science Data Infrastructure for a Virtual Ecosystem (ESS-DIVE). Contributor: ESS-DIVE

Overview of the resources and tools available on the NEON (National Ecological Observatory Network) website. Contributor: NEON.

Learn about the data repository and curation services offered by the Environmental Data Initiative (EDI). Contributor: EDI

Find tips for data management & sources for training on data management topics. Contributor: Nancy Hoebelheinrich (Knowledge Motifs LLC).

Tutorials on using OpenTopography to find and process topographic data. Contributor: OpenTopography

Learn about Practical Data Management, a module of the NCEAS Learning Hub. Contributor: NCEAS

Learn the critical components of effective data management plans (DMPs) and explore tools that can support you in writing DMPs. Contributor: DataONE

Learn how DataONE supports easy access and discovery of data across a network of Earth and environmental science data repositories. Contributor: DataONE

Overview of the Earth Observing Laboratory's Field Catalog: a suite of tools that provide support for documentation, planning, real-time imagery, and analysis for field projects around the globe. Contributor: NCAR Earth Observing Laboratory

PANGEO’s vision for Cloud Native Data Repositories. See also this related publication. Contributor: Ryan Abernathey of PANGEO

Learn more about PANGEO, a community platform for Big Data geoscience. Contributor: PANGEO

New Earth science data resources available to help users find, access, use, and visualize NASA Earth science data. Contributor: NASA Earthdata

What About Model Data? Determining Best Practices for Preservation and Replicability. Contributor: EarthCube Model Data RCN

Learn how to search for, find, and download data through ESS-DIVE, and follow along in the data upload and publication process. Contributor: ESS-DIVE

Open Altimetry is an exploration and visualization tool for data from the NASA ICESat and ICESat-2 satellites. Contributor: OpenAltimetry

ERDDAP is a data server that gives you a simple, consistent way to download subsets of gridded and tabular scientific datasets in common file formats and make graphs and maps. Learn more: here

Cloud-based data tools for research, collaboration, and workflow documentation in the aquatic sciences: JupyterHub and HydroShare. Contributor: CUAHSI

Learn about data citation best practices and the how the Make Data Count project is supporting data citations for increased credit and attribution. Contributor: DataONE & EDI

Repository & metadata aggregator lightning talks from Data Help Desk at ESA20. Contributors: Arctic Data Center, CUAHSI, DataONE, EDI, iDigBio, NEON, Neotoma

Learn about the Earth Observing Laboratory's Catalog Maps GIS-based tool. Contributor: NCAR Earth Observing Laboratory

Data Discovery Studio indexes over 1.6 million dataset descriptions from 40+ geoscience data repositories and community contributions. Contributor: Data Discovery Studio

Overview of ezEML, a form-based, do-it-yourself online application for the creation of metadata in the Ecological Metadata Language (EML). Contributor: Environmental Data Initiative (EDI)

Brief walk-through of the structure and organization of NEON’s Instrumented Systems data and how you can access it. Contributor: NEON

The Ag Data Commons is a public, government, scientific research data catalog and repository available to help the agricultural research community share and discover research data funded by the USDA. Contributor: USDA Ag Data Commons

Figshare for Institutions is a next generation, all in one, hosted repository designed for administrators and end users. Contributor: Figshare

HydroShare is repository for sharing, collaborating around, and formally publishing scientific data. Contributor: CUAHSI.

Learn how SGCI serves the science gateway community by sharing experiences & providing services. Contributor: SGCI

How ontologies can help you find and understand the data you need. Contributor: Arctic Data Center

Data Management Planning: A full overview of how to approach this, guidance for creating a DMP and a demo of the DMPTool. Contributor: DataONE

Peer-Reviewed Notebooks from the EarthCube Community

  • An Interactive GUI for BALTO in a Jupyter notebook (GitHub | Recorded Demo)
  • Argovis API exposed in a Python Jupyter notebook: an easy access to Argo profiles, weather events, and gridded products (GitHub)
  • Semantic Annotation of Data using JSON Linked Data (GitHub)
  • Processing digital elevation data for deep learning models using Keras Spatial (GitHub)
  • Vertical Regridding and Remapping (GitHub)
  • Scikit-downscale: an open source Python package for scalable climate downscaling (GitHub | Recorded Demo)
  • 3D volume rendering of geophysical data using the yt platform (GitHub | Recorded Demo)
  • Big Arrays, Fast: Profiling Cloud Storage Read Throughput (GitHub)
  • CMIP6 without the interpolation: Grid-native analysis with Pangeo in the cloud (GitHub | Recorded Demo)
  • Intake / Pangeo Catalog: Making It Easier To Consume Earth’s Climate and Weather Data Multi-Cloud workflows with Pangeo and Dask Gateway (GitHub | Recorded Demo)
  • Jupyter Notebooks, the PmagPy Software Package and the Magnetics Information Consortium (MagIC) Database (GitHub | Recorded Demo)
  • Jupyter Meets the Earth Community Forum (Full-length recording | Summary)


Introduction to the American Meteorological Society 2021 annual meeting Data Help Desk resource. 
Overview of how to select an appropriate data repository to fulfill AMS publications expectations.

One pager describing the NCAR maintained, python based Geoscience Community Analysis Toolkit. Contributor: GeoCAT

Overview of products and services maintained by the National Centers for Environmental Information (NCEI). Contributor: NCEI

QGreenland is a a free GIS package for Greenland: A free mapping tool to support interdisciplinary Greenland-focused research, teaching, decision making, and collaboration. Contributor: QGreenland

Learn about the data repository and curation services offered by the Environmental Data Initiative (EDI). Contributor: EDI

Institutional Data Repositories: An Important Option for Complying with Data Sharing Requirements. Contributor: University of Michigan Library

Science gateways allow science & engineering communities to access shared resources. Learn how SGCI serves the science gateway community by sharing experiences & providing services. Contributor: SGCI

Marine Geoscience Data System (MGDS) is a community-trusted data repository for marine geophysical data products and complementary data related to understanding the formation and evolution of the seafloor and sub-seafloor. Contributor: MGDS

OpenAltimetry is a cyberinfrastructure platform for discovery, access, and visualization of data from NASA's ICESat and ICESat-2 missions. Contributor: OpenAltimetry

Learn how NCEAS conducts transformational science focused on informing solutions that will allow people and nature to thrive. Contributor: NCEAS

The OpenTopography Community Dataspace allows those who are producing small to
moderate sized topographic datasets to archive, sharing, and properly cite their data. Contributor: OpenTopography

Learn basics & tips for use of R, RStudio, and Jupyter Notebooks. Contributor: Shweta Narkar, PhD Student at RPI.

A selected list of data-related town halls and sessions at the AMS 2021 annual meeting.

This brochure outlines the services offered by NCAR's Earth Observing Laboratory (EOL) Data Management & Services Facility, include Data Planning, Field Support, Field Catalog Integrated Data Displays, and Data Archival, etc. Contributor: EOL

Overview of products and services maintained by the National Centers for Environmental Prediction (NCEP). Contributor: NCEP

Overview of the National Centers for Environmental Information (NCEI) Data Stewardship Services. Contributor: NCEI.

The Registry of Open Data on AWS exists to help people discover and share datasets that are available via AWS resources. Contributor: Open Data at AWS

Bringing global oceanic lithology and microfossil data collected by the ocean drilling programs to a single, searchable platform. Contributor: eODP (Extending Ocean Drilling Pursuits)

Learn about the data holdings of CCHDO, a public repository for high-quality repeat CTD and bottle data from GO-SHIP and other programs. Contributor: CCHDO

The Arctic Data Center (ADC) helps the research community reproducibly preserve and discover all products of NSF-funded science in the Arctic, including data, metadata, software, and documents. Contributor: ADC

The ERDDAP data server simplifies data discovery, visualization, and download. Contributor: Cara Wilson (NOAA SWFSC) & Dale Robinson (UC Santa Cruz)
The GMRT Synthesis is a multi-resolution Digital Elevation Model (DEM) maintained in 3 projections and managed with scalable global architecture. Learn how you can access the DEM as grids, images, points, and profiles. Contributor: GMRT.
AICE: Artificial Intelligence (AI) Solutions for the Arctic & Antarctic Discovery. Contributor: 
CUAHSI's tools and resources improve data accessibility and reproducibility, strength scientific data management, and fulfill data management requirements. Contributor: CUAHSI

Find learning resources on topics related to research data skills and data management. Contributor: Data Management Training Clearinghouse

Overview of the data management expectations to publish an article in an AMS publication.

Unidata provides data, software tools, and support to enhance Earth System education and research. Contributor: Unidata

A list of data resources provided by the National Center for Environmental Information (NCEI) for the 2021 AMS Data Help Desk. Contributor: NCEI

National Centers for Environmental Information (NCEI) Overview: Revealing the Past, Interpreting the Present, and Informing the Future. Contributor: NCEI

Geoweaver is a web system for composing & executing full-stack deep learning workflows by taking advantage of online spatial data facilities, high-performance computation platforms, and open-source deep learning libraries. Contributor: Geoweaver

Data Discovery Studio indexes over 1.6 million dataset descriptions from 40+ geoscience data repositories and community contributions. Contributor: Data Discovery Studio

Learn about the US Antarctic Program Data Center (USAP-DC). Contributor: USAP-DC

Brief presentation on how PIDs can help researchers make their data FAIR and themselves better know. Contributor: Knowledge Motifs.

A brief overview of the EarthCube Research Coordination Network (RCN) project, “What about model data?” Determining Best Practices for Preservation and Replicability. Contributor: What About Model Data RCN

DataONE is a community driven program providing access to data across multiple member repositories, supporting enhanced search and discovery of Earth and environmental data. Contributor: DataONE

Figshare is an all-in-one, hosted repository that helps researchers and institutions make research outputs findable and citable. Contributor: Figshare

The USGS Community for Data Integration (CDI) grows the knowledge base in data integration and management in the Earth sciences. Contributor: CDI

The TDS Jupyter Notebook service helps users discover, access, and visualize THREDDS datasets with Python. Contributor: Unidata

Relevant Publications & Other Resources