diff --git a/CONTRIBUTING/index.html b/CONTRIBUTING/index.html index a0844922..8b916186 100644 --- a/CONTRIBUTING/index.html +++ b/CONTRIBUTING/index.html @@ -969,7 +969,14 @@
  • - Pull Request Process + Pull Request process + + +
    • + +
  • + + Release process
    • @@ -1043,17 +1050,46 @@

    Requirements to merge c
  • you must update the documentation
  • you must run the above scripts to format and line
    • -

    Pull Request Process

    +

    Pull Request process

    1. Ensure you include test coverage for all changes
      2. -
    2. Ensure your code is formatted properly via the command above
      3. -
    3. Update the documentation and the README.md with details of changes to the interface, this includes new environment - variables, function names, decorators, etc..
      4. -
    4. Increase the version numbers in any examples files and the README.md to the new version that this - Pull Request would represent. The versioning scheme we use is SemVer.
      5. -
    5. You may merge the Pull Request in once you have the sign-off of another developers, or if you - do not have permission to do that, you may request the reviewer to merge it for you.
      6. +
    6. Ensure your code is formatted properly following this document
      7. +
    7. Update the documentation and the README.md with details of changes to the interface, + this includes new environment variables, function names, decorators, etc.
      8. +
    8. Update CHANGELOG.md with details about your change in a section titled + Unreleased. If one does not exist, please create one.
      9. +
    9. You may merge the Pull Request in once you have the sign-off of another developers, + or if you do not have permission to do that, you may request the reviewer to merge it + for you.
    +

    Release process

    +
    +

    :memo: The versioning scheme we use is SemVer. Note that until +we agree we're ready for v1.0.0, we will not increment major version.

    +
    +
      +
    1. Ensure all desired features are merged to main branch and CHANGELOG is updated.
      2. +
    2. Use bump-my-version to increase the version number in all needed places, e.g. to + increase the minor version (1.2.3 to 1.3.0): + 
      bumpversion bump minor
+
      3. +
    3. Push a tag on the new commit containing the version number, prefixed with v, e.g. + v1.3.0.
      4. +
    4. Create a new GitHub Release. We + hand-curate our release notes to be valuable to humans. Please do not auto-generate + release notes and aim for consistency with the GitHub Release descriptions from other + releases.
      5. +
    +
    +

    :gear: After the GitHub release is published, multiple automations will trigger:

    + +

    :memo: earthaccess is published to conda-forge through the +earthdata-feedstock, as this +project was renamed early in its life. The conda package is named earthaccess.

    +

    Code of Conduct

    Our Pledge

    diff --git a/howto/edl/index.html b/howto/edl/index.html index bd0b9846..11915f5a 100644 --- a/howto/edl/index.html +++ b/howto/edl/index.html @@ -2159,7 +2159,7 @@

    earthaccess and NASA EDL 
    You're now authenticated with NASA Earthdata Login
-Using token with expiration date: 11/17/2023
+Using token with expiration date: 12/10/2023
 Using environment variables for EDL
    @@ -2231,10 +2231,10 @@

    Data in AWS @@ -2538,12 +2538,12 @@

    Accessing remo - diff --git a/index.html b/index.html index cfaa63ef..a36705aa 100644 --- a/index.html +++ b/index.html @@ -1097,6 +1097,10 @@

    Readme

    + + DOI + + Art Designer: Allison Horst @@ -1113,8 +1117,8 @@

    Readme

    Python Versions - - Documentation Status + + Documentation Status

    diff --git a/search/search_index.json b/search/search_index.json index 21013dc3..000b0707 100644 --- a/search/search_index.json +++ b/search/search_index.json @@ -1 +1 @@ -{"config":{"indexing":"full","lang":["en"],"min_search_length":3,"prebuild_index":false,"separator":"[\\s\\-]+"},"docs":[{"location":"","text":"Overview earthaccess is a python library to search, download or stream NASA Earth science data with just a few lines of code. In the age of cloud computing, the power of open science only reaches its full potential if we have easy-to-use workflows that facilitate research in an inclusive, efficient and reproducible way. Unfortunately \u2014as it stands today\u2014 scientists and students alike face a steep learning curve adapting to systems that have grown too complex and end up spending more time on the technicalities of the tools, cloud and NASA APIs than focusing on their important science. During several workshops organized by NASA Openscapes , the need to provide easy-to-use tools to our users became evident. Open science is a collaborative effort; it involves people from different technical backgrounds, and the data analysis to solve the pressing problems we face cannot be limited by the complexity of the underlying systems. Therefore, providing easy access to NASA Earthdata regardless of the data storage location (hosted within or outside of the cloud) is the main motivation behind this Python library. Installing earthaccess You will need Python 3.8 or higher installed. Install the latest release using conda conda install -c conda-forge earthaccess Using Pip pip install earthaccess Try it in your browser without installing anything! Usage With earthaccess we can login, search and download data with a few lines of code and even more relevant, our code will work the same way if we are running it in the cloud or from our laptop. earthaccess handles authentication with NASA's Earthdata Login (EDL) , search using NASA's CMR and access through fsspec . The only requirement to use this library is to open a free account with NASA EDL . Authentication Once you have an EDL account, you can authenticate using one of the following three methods: Using a .netrc file Can use earthaccess to read your EDL credentials (username and password) from a .netrc file Reading your EDL credentials from environment variables if available you can use environment variables EARTHDATA_USERNAME and EARTHDATA_PASSWORD Interactively entering your EDL credentials You can be prompted for these credentials and save them to a .netrc file import earthaccess auth = earthaccess . login () Once you are authenticated with NASA EDL you can: Get a file from a DAAC using a fsspec session. Request temporary S3 credentials from a particular DAAC (needed to download or stream data from an S3 bucket in the cloud). Use the library to download or stream data directly from S3. Regenerate CMR tokens (used for restricted datasets) Searching for data Once we have selected our dataset we can search for the data granules using doi , short_name or concept_id . If we are not sure or we don't know how to search for a particular dataset, we can start with the \"Introducing NASA earthaccess\" tutorial or through the NASA Earthdata Search portal . For a complete list of search parameters we can use visit the extended API documentation . results = earthaccess . search_data ( short_name = 'SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205' , cloud_hosted = True , bounding_box = ( - 10 , 20 , 10 , 50 ), temporal = ( \"1999-02\" , \"2019-03\" ), count = 10 ) Now that we have our results we can do multiple things: We can iterate over them to get HTTP (or S3) links, we can download the files to a local folder, or we can open these files and stream their content directly to other libraries e.g. xarray. Accessing the data Option 1: Using the data links If we already have a workflow in place for downloading our data, we can use earthaccess as a search-only library and get HTTP links from our query results. This could be the case if our current workflow uses a different language and we only need the links as input. # if the data set is cloud hosted there will be S3 links available. The access parameter accepts \"direct\" or \"external\", direct access is only possible if you are in the us-west-2 region in the cloud. data_links = [ granule . data_links ( access = \"direct\" ) for granule in results ] # or if the data is an on-prem dataset data_links = [ granule . data_links ( access = \"external\" ) for granule in results ] Note: earthaccess can get S3 credentials for us, or auhenticated HTTP sessions in case we want to use them with a different library. Option 2: Download data to a local folder This option is practical if you have the necessary space available on disk. The earthaccess library will print out the approximate size of the download and its progress. files = earthaccess . download ( results , \"./local_folder\" ) Option 3: Direct S3 Access - Stream data directly to xarray This method works best if you are in the same Amazon Web Services (AWS) region as the data (us-west-2) and you are working with gridded datasets (processing level 3 and above). import xarray as xr files = earthaccess . open ( results ) ds = xr . open_mfdataset ( files ) And that's it! Just one line of code, and this same piece of code will also work for data that are not hosted in the cloud, i.e. located at NASA storage centers. More examples coming soon! Compatibility Only Python 3.8+ is supported. Contributors Contributing Guide Welcome! \ud83d\ude0a\ud83d\udc4b Please see the Contributing Guide . Project Board . Glossary NASA Earth Science Glossary License earthaccess is licensed under the MIT license. See LICENSE . Level of Support This repository is not actively supported by NSIDC but we welcome issue submissions and pull requests in order to foster community contribution.","title":"Readme"},{"location":"#overview","text":"earthaccess is a python library to search, download or stream NASA Earth science data with just a few lines of code. In the age of cloud computing, the power of open science only reaches its full potential if we have easy-to-use workflows that facilitate research in an inclusive, efficient and reproducible way. Unfortunately \u2014as it stands today\u2014 scientists and students alike face a steep learning curve adapting to systems that have grown too complex and end up spending more time on the technicalities of the tools, cloud and NASA APIs than focusing on their important science. During several workshops organized by NASA Openscapes , the need to provide easy-to-use tools to our users became evident. Open science is a collaborative effort; it involves people from different technical backgrounds, and the data analysis to solve the pressing problems we face cannot be limited by the complexity of the underlying systems. Therefore, providing easy access to NASA Earthdata regardless of the data storage location (hosted within or outside of the cloud) is the main motivation behind this Python library.","title":"Overview"},{"location":"#installing-earthaccess","text":"You will need Python 3.8 or higher installed. Install the latest release using conda conda install -c conda-forge earthaccess Using Pip pip install earthaccess Try it in your browser without installing anything!","title":"Installing earthaccess"},{"location":"#usage","text":"With earthaccess we can login, search and download data with a few lines of code and even more relevant, our code will work the same way if we are running it in the cloud or from our laptop. earthaccess handles authentication with NASA's Earthdata Login (EDL) , search using NASA's CMR and access through fsspec . The only requirement to use this library is to open a free account with NASA EDL .","title":"Usage"},{"location":"#contributors","text":"","title":"Contributors"},{"location":"#contributing-guide","text":"Welcome! \ud83d\ude0a\ud83d\udc4b Please see the Contributing Guide .","title":"Contributing Guide"},{"location":"#license","text":"earthaccess is licensed under the MIT license. See LICENSE .","title":"License"},{"location":"#level-of-support","text":"This repository is not actively supported by NSIDC but we welcome issue submissions and pull requests in order to foster community contribution.","title":"Level of Support"},{"location":"CONTRIBUTING/","text":"Contributing When contributing to this repository, please first discuss the change you wish to make via issue, email, or any other method with the owners of this repository before making a change. Please note we have a code of conduct, please follow it in all your interactions with the project. Development environment earthaccess is a Python library that uses Poetry to build and publish the package to PyPI, the defacto Python repository. In order to develop new features or patch bugs etc. we need to set up a virtual environment and install the library locally. We can accomplish this with both Poetry or/and Conda. Using Conda If we have mamba (or conda) installed, we can use the environment file included in the binder folder, this will install all the libraries we need (including Poetry) to start developing earthaccess >mamba env update -f binder/environment-dev.yml >mamba activate earthaccess-dev >poetry install After activating our environment and installing the library with Poetry we can run Jupyter lab and start testing the local distribution or we can use the scripts inside scripts to run the tests and linting. Now we can create a feature branch and push those changes to our fork! Using Poetry If we want to use Poetry, first we need to install it . After installing Poetry we can use the same workflow we used for Conda, first we install the library locally: >poetry install and now we can run the local Jupyter Lab and run the scripts etc. using Poetry: >poetry run jupyter lab First Steps to fix an issue or bug Read the documentation (working on adding more) create the minimally reproducible issue try to edit the relevant code and see if it fixes it submit the fix to the problem as a pull request include an explanation of what you did and why First steps to contribute new features Create an issue to discuss the feature's scope and its fit for this package run pytest to ensure your local version of code passes all unit tests try to edit the relevant code and implement your new feature in a backwards compatible manner create new tests as you go, and run the test suite as you go update the documentation as you go Please format and lint as you go with the following scripts scripts/lint.sh scripts/format.sh Requirements to merge code (Pull Request Process) you must include test coverage you must update the documentation you must run the above scripts to format and line Pull Request Process Ensure you include test coverage for all changes Ensure your code is formatted properly via the command above Update the documentation and the README.md with details of changes to the interface, this includes new environment variables, function names, decorators, etc.. Increase the version numbers in any examples files and the README.md to the new version that this Pull Request would represent. The versioning scheme we use is SemVer . You may merge the Pull Request in once you have the sign-off of another developers, or if you do not have permission to do that, you may request the reviewer to merge it for you. Code of Conduct Our Pledge In the interest of fostering an open and welcoming environment, we as contributors and maintainers pledge to making participation in our project and our community a harassment-free experience for everyone, regardless of age, body size, disability, ethnicity, gender identity and expression, level of experience, nationality, personal appearance, race, religion, or sexual identity and orientation. Our Standards Examples of behavior that contributes to creating a positive environment include: Using welcoming and inclusive language Being respectful of differing viewpoints and experiences Gracefully accepting constructive criticism Focusing on what is best for the community Showing empathy towards other community members Examples of unacceptable behavior by participants include: The use of sexualized language or imagery and unwelcome sexual attention or advances Trolling, insulting/derogatory comments, and personal or political attacks Public or private harassment Publishing others' private information, such as a physical or electronic address, without explicit permission Other conduct which could reasonably be considered inappropriate in a professional setting Our Responsibilities Project maintainers are responsible for clarifying the standards of acceptable behavior and are expected to take appropriate and fair corrective action in response to any instances of unacceptable behavior. Project maintainers have the right and responsibility to remove, edit, or reject comments, commits, code, wiki edits, issues, and other contributions that are not aligned to this Code of Conduct, or to ban temporarily or permanently any contributor for other behaviors that they deem inappropriate, threatening, offensive, or harmful. Scope This Code of Conduct applies both within project spaces and in public spaces when an individual is representing the project or its community. Examples of representing a project or community include using an official project e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event. Representation of a project may be further defined and clarified by project maintainers. Enforcement Instances of abusive, harassing, or otherwise unacceptable behavior may be reported by contacting the project team at betolink@pm.me. All complaints will be reviewed and investigated and will result in a response that is deemed necessary and appropriate to the circumstances. The project team is obligated to maintain confidentiality with regard to the reporter of an incident. Further details of specific enforcement policies may be posted separately. Project maintainers who do not follow or enforce the Code of Conduct in good faith may face temporary or permanent repercussions as determined by other members of the project's leadership. Attribution This Code of Conduct is adapted from the PurpleBooth's Contributing Template","title":"Contributing"},{"location":"CONTRIBUTING/#contributing","text":"When contributing to this repository, please first discuss the change you wish to make via issue, email, or any other method with the owners of this repository before making a change. Please note we have a code of conduct, please follow it in all your interactions with the project.","title":"Contributing"},{"location":"CONTRIBUTING/#development-environment","text":"earthaccess is a Python library that uses Poetry to build and publish the package to PyPI, the defacto Python repository. In order to develop new features or patch bugs etc. we need to set up a virtual environment and install the library locally. We can accomplish this with both Poetry or/and Conda.","title":"Development environment"},{"location":"CONTRIBUTING/#first-steps-to-fix-an-issue-or-bug","text":"Read the documentation (working on adding more) create the minimally reproducible issue try to edit the relevant code and see if it fixes it submit the fix to the problem as a pull request include an explanation of what you did and why","title":"First Steps to fix an issue or bug"},{"location":"CONTRIBUTING/#first-steps-to-contribute-new-features","text":"Create an issue to discuss the feature's scope and its fit for this package run pytest to ensure your local version of code passes all unit tests try to edit the relevant code and implement your new feature in a backwards compatible manner create new tests as you go, and run the test suite as you go update the documentation as you go","title":"First steps to contribute new features"},{"location":"CONTRIBUTING/#pull-request-process","text":"Ensure you include test coverage for all changes Ensure your code is formatted properly via the command above Update the documentation and the README.md with details of changes to the interface, this includes new environment variables, function names, decorators, etc.. Increase the version numbers in any examples files and the README.md to the new version that this Pull Request would represent. The versioning scheme we use is SemVer . You may merge the Pull Request in once you have the sign-off of another developers, or if you do not have permission to do that, you may request the reviewer to merge it for you.","title":"Pull Request Process"},{"location":"CONTRIBUTING/#code-of-conduct","text":"","title":"Code of Conduct"},{"location":"resources/","text":"earthaccess presentations and external resources earthaccess @ UCAR SEA Conference Slides earthaccess @ AGU poster NSIDC Cloud Data Access Guide","title":"Resources"},{"location":"resources/#earthaccess-presentations-and-external-resources","text":"earthaccess @ UCAR SEA Conference Slides earthaccess @ AGU poster NSIDC Cloud Data Access Guide","title":"earthaccess presentations and external resources"},{"location":"howto/authenticate/","text":"Authenticate with Earthdata Login The first step to use NASA Earthdata is to create an account with Earthdata Login, please follow the instructions at NASA EDL Once registered, earthaccess can use environment variables, a .netrc file or interactive input from a user to login with NASA EDL. If a strategy is not especified, env vars will be used first, then netrc and finally user's input. import earthaccess auth = earthaccess . login () If you have a .netrc file with your Earthdata Login credentials auth = earthaccess . login ( strategy = \"netrc\" ) If your Earthdata Login credentials are set as environment variables: EARTHDATA_USERNAME, EARTHDATA_PASSWORD auth = earthaccess . login ( strategy = \"environment\" ) If you wish to enter your Earthdata Login credentials when prompted with optional persistence to .netrc auth = earthaccess . login ( strategy = \"interactive\" , persist = True )","title":"Authenticate with Earthdata Login"},{"location":"howto/authenticate/#authenticate-with-earthdata-login","text":"The first step to use NASA Earthdata is to create an account with Earthdata Login, please follow the instructions at NASA EDL Once registered, earthaccess can use environment variables, a .netrc file or interactive input from a user to login with NASA EDL. If a strategy is not especified, env vars will be used first, then netrc and finally user's input. import earthaccess auth = earthaccess . login () If you have a .netrc file with your Earthdata Login credentials auth = earthaccess . login ( strategy = \"netrc\" ) If your Earthdata Login credentials are set as environment variables: EARTHDATA_USERNAME, EARTHDATA_PASSWORD auth = earthaccess . login ( strategy = \"environment\" ) If you wish to enter your Earthdata Login credentials when prompted with optional persistence to .netrc auth = earthaccess . login ( strategy = \"interactive\" , persist = True )","title":"Authenticate with Earthdata Login"},{"location":"howto/cloud/","text":"Direct S3 access for cloud-based datasets Coming soon","title":"Direct S3 access - Open/stream files in the cloud"},{"location":"howto/cloud/#direct-s3-access-for-cloud-based-datasets","text":"Coming soon","title":"Direct S3 access for cloud-based datasets"},{"location":"howto/edl/","text":"(function (global, factory) { typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() : typeof define === 'function' && define.amd ? define(factory) : (global = global || self, global.ClipboardCopyElement = factory()); 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document.body.appendChild(scriptElement); } document.addEventListener('DOMContentLoaded', addWidgetsRenderer); }()); pre { line-height: 125%; } td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; } span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; } td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; } span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; } .highlight-ipynb .hll { background-color: var(--jp-cell-editor-active-background) } .highlight-ipynb { background: var(--jp-cell-editor-background); color: var(--jp-mirror-editor-variable-color) } .highlight-ipynb .c { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment */ .highlight-ipynb .err { color: var(--jp-mirror-editor-error-color) } /* Error */ .highlight-ipynb .k { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword */ .highlight-ipynb .o { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator */ .highlight-ipynb .p { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation */ .highlight-ipynb .ch { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Hashbang */ .highlight-ipynb .cm { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Multiline */ .highlight-ipynb .cp { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Preproc */ .highlight-ipynb .cpf { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.PreprocFile */ .highlight-ipynb .c1 { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Single */ .highlight-ipynb .cs { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Special */ .highlight-ipynb .kc { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Constant */ .highlight-ipynb .kd { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Declaration */ .highlight-ipynb .kn { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Namespace */ .highlight-ipynb .kp { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Pseudo */ .highlight-ipynb .kr { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Reserved */ .highlight-ipynb .kt { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Type */ .highlight-ipynb .m { color: var(--jp-mirror-editor-number-color) } /* Literal.Number */ .highlight-ipynb .s { color: var(--jp-mirror-editor-string-color) } /* Literal.String */ .highlight-ipynb .ow { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator.Word */ .highlight-ipynb .pm { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation.Marker */ .highlight-ipynb .w { color: var(--jp-mirror-editor-variable-color) } /* Text.Whitespace */ .highlight-ipynb .mb { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Bin */ .highlight-ipynb .mf { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Float */ .highlight-ipynb .mh { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Hex */ .highlight-ipynb .mi { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer */ .highlight-ipynb .mo { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Oct */ .highlight-ipynb .sa { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Affix */ .highlight-ipynb .sb { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Backtick */ .highlight-ipynb .sc { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Char */ .highlight-ipynb .dl { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Delimiter */ .highlight-ipynb .sd { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Doc */ .highlight-ipynb .s2 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Double */ .highlight-ipynb .se { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Escape */ .highlight-ipynb .sh { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Heredoc */ .highlight-ipynb .si { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Interpol */ .highlight-ipynb .sx { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Other */ .highlight-ipynb .sr { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Regex */ .highlight-ipynb .s1 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Single */ .highlight-ipynb .ss { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Symbol */ .highlight-ipynb .il { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer.Long */ /* This file is taken from the built JupyterLab theme.css Found on share/nbconvert/templates/lab/static Some changes have been made and marked with CHANGE */ .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ --jp-shadow-base-lightness: 0; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-400); --jp-border-color1: var(--md-grey-400); --jp-border-color2: var(--md-grey-300); --jp-border-color3: var(--md-grey-200); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(0, 0, 0, 1); --jp-ui-font-color1: rgba(0, 0, 0, 0.87); --jp-ui-font-color2: rgba(0, 0, 0, 0.54); --jp-ui-font-color3: rgba(0, 0, 0, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7); --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(0, 0, 0, 1); --jp-content-font-color1: rgba(0, 0, 0, 0.87); --jp-content-font-color2: rgba(0, 0, 0, 0.54); --jp-content-font-color3: rgba(0, 0, 0, 0.38); --jp-content-link-color: var(--md-blue-700); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: white; --jp-layout-color1: white; --jp-layout-color2: var(--md-grey-200); --jp-layout-color3: var(--md-grey-400); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: #111111; --jp-inverse-layout-color1: var(--md-grey-900); --jp-inverse-layout-color2: var(--md-grey-800); --jp-inverse-layout-color3: var(--md-grey-700); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-900); --jp-brand-color1: var(--md-blue-700); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-900); --jp-accent-color1: var(--md-green-700); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-900); --jp-warn-color1: var(--md-orange-700); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-900); --jp-error-color1: var(--md-red-700); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-900); --jp-success-color1: var(--md-green-700); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-900); --jp-info-color1: var(--md-cyan-700); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--md-grey-100); --jp-cell-editor-border-color: var(--md-grey-300); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 0.5; --jp-cell-prompt-not-active-font-color: var(--md-grey-700); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: var(--md-blue-50); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: #fdd; --jp-rendermime-table-row-background: var(--md-grey-100); --jp-rendermime-table-row-hover-background: var(--md-light-blue-50); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.25); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color1); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--md-grey-300); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color1); --jp-input-hover-background: var(--jp-layout-color1); --jp-input-background: var(--md-grey-100); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: #d9d9d9; --jp-editor-selected-focused-background: #d7d4f0; --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: #008000; --jp-mirror-editor-atom-color: #88f; --jp-mirror-editor-number-color: #080; --jp-mirror-editor-def-color: #00f; --jp-mirror-editor-variable-color: var(--md-grey-900); --jp-mirror-editor-variable-2-color: #05a; --jp-mirror-editor-variable-3-color: #085; --jp-mirror-editor-punctuation-color: #05a; --jp-mirror-editor-property-color: #05a; --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ba2121; --jp-mirror-editor-string-2-color: #708; --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: #008000; --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: #170; --jp-mirror-editor-attribute-color: #00c; --jp-mirror-editor-header-color: blue; --jp-mirror-editor-quote-color: #090; --jp-mirror-editor-link-color: #00c; --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: white; /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.5; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(245, 200, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } [data-md-color-scheme=\"slate\"] .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout * colors used in the theme as well. */ --jp-shadow-base-lightness: 32; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-700); --jp-border-color1: var(--md-grey-700); --jp-border-color2: var(--md-grey-800); --jp-border-color3: var(--md-grey-900); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(255, 255, 255, 1); --jp-ui-font-color1: rgba(255, 255, 255, 0.87); --jp-ui-font-color2: rgba(255, 255, 255, 0.54); --jp-ui-font-color3: rgba(255, 255, 255, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1); --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8); --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5); --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(255, 255, 255, 1); --jp-content-font-color1: rgba(255, 255, 255, 1); --jp-content-font-color2: rgba(255, 255, 255, 0.7); --jp-content-font-color3: rgba(255, 255, 255, 0.5); --jp-content-link-color: var(--md-blue-300); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: #111111; --jp-layout-color1: var(--md-grey-900); --jp-layout-color2: var(--md-grey-800); --jp-layout-color3: var(--md-grey-700); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: white; --jp-inverse-layout-color1: white; --jp-inverse-layout-color2: var(--md-grey-200); --jp-inverse-layout-color3: var(--md-grey-400); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-700); --jp-brand-color1: var(--md-blue-500); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-700); --jp-accent-color1: var(--md-green-500); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-700); --jp-warn-color1: var(--md-orange-500); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-700); --jp-error-color1: var(--md-red-500); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-700); --jp-success-color1: var(--md-green-500); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-700); --jp-info-color1: var(--md-cyan-500); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--jp-layout-color1); --jp-cell-editor-border-color: var(--md-grey-700); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 1; --jp-cell-prompt-not-active-font-color: var(--md-grey-300); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: rgba(244, 67, 54, 0.28); --jp-rendermime-table-row-background: var(--md-grey-900); --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.6); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color2); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--jp-layout-color0); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color0); --jp-input-hover-background: var(--jp-layout-color2); --jp-input-background: var(--md-grey-800); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: var(--jp-layout-color2); --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24); --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: var(--md-green-500); --jp-mirror-editor-atom-color: var(--md-blue-300); --jp-mirror-editor-number-color: var(--md-green-400); --jp-mirror-editor-def-color: var(--md-blue-600); --jp-mirror-editor-variable-color: var(--md-grey-300); --jp-mirror-editor-variable-2-color: var(--md-blue-400); --jp-mirror-editor-variable-3-color: var(--md-green-600); --jp-mirror-editor-punctuation-color: var(--md-blue-400); --jp-mirror-editor-property-color: var(--md-blue-400); --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ff7070; --jp-mirror-editor-string-2-color: var(--md-purple-300); --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: var(--md-green-600); --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: var(--md-green-700); --jp-mirror-editor-attribute-color: var(--md-blue-700); --jp-mirror-editor-header-color: var(--md-blue-500); --jp-mirror-editor-quote-color: var(--md-green-300); --jp-mirror-editor-link-color: var(--md-blue-700); --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: var(--md-grey-400); /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.6; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(255, 225, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* scrollbar related styles. Supports every browser except Edge. */ /* colors based on JetBrain's Darcula theme */ --jp-scrollbar-background-color: #3f4244; --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */ --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */ /* hacks for setting the thumb shape. These do nothing in Firefox */ --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */ --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */ /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } :root{--md-red-50: #ffebee;--md-red-100: #ffcdd2;--md-red-200: #ef9a9a;--md-red-300: #e57373;--md-red-400: #ef5350;--md-red-500: #f44336;--md-red-600: #e53935;--md-red-700: #d32f2f;--md-red-800: #c62828;--md-red-900: #b71c1c;--md-red-A100: #ff8a80;--md-red-A200: #ff5252;--md-red-A400: #ff1744;--md-red-A700: #d50000;--md-pink-50: #fce4ec;--md-pink-100: #f8bbd0;--md-pink-200: #f48fb1;--md-pink-300: #f06292;--md-pink-400: #ec407a;--md-pink-500: #e91e63;--md-pink-600: #d81b60;--md-pink-700: #c2185b;--md-pink-800: #ad1457;--md-pink-900: #880e4f;--md-pink-A100: #ff80ab;--md-pink-A200: #ff4081;--md-pink-A400: #f50057;--md-pink-A700: #c51162;--md-purple-50: #f3e5f5;--md-purple-100: #e1bee7;--md-purple-200: #ce93d8;--md-purple-300: #ba68c8;--md-purple-400: #ab47bc;--md-purple-500: #9c27b0;--md-purple-600: #8e24aa;--md-purple-700: #7b1fa2;--md-purple-800: #6a1b9a;--md-purple-900: #4a148c;--md-purple-A100: #ea80fc;--md-purple-A200: #e040fb;--md-purple-A400: #d500f9;--md-purple-A700: #aa00ff;--md-deep-purple-50: #ede7f6;--md-deep-purple-100: #d1c4e9;--md-deep-purple-200: #b39ddb;--md-deep-purple-300: #9575cd;--md-deep-purple-400: #7e57c2;--md-deep-purple-500: #673ab7;--md-deep-purple-600: #5e35b1;--md-deep-purple-700: #512da8;--md-deep-purple-800: #4527a0;--md-deep-purple-900: #311b92;--md-deep-purple-A100: #b388ff;--md-deep-purple-A200: #7c4dff;--md-deep-purple-A400: #651fff;--md-deep-purple-A700: #6200ea;--md-indigo-50: #e8eaf6;--md-indigo-100: #c5cae9;--md-indigo-200: #9fa8da;--md-indigo-300: #7986cb;--md-indigo-400: #5c6bc0;--md-indigo-500: #3f51b5;--md-indigo-600: #3949ab;--md-indigo-700: #303f9f;--md-indigo-800: #283593;--md-indigo-900: #1a237e;--md-indigo-A100: #8c9eff;--md-indigo-A200: #536dfe;--md-indigo-A400: #3d5afe;--md-indigo-A700: #304ffe;--md-blue-50: #e3f2fd;--md-blue-100: #bbdefb;--md-blue-200: #90caf9;--md-blue-300: #64b5f6;--md-blue-400: #42a5f5;--md-blue-500: #2196f3;--md-blue-600: #1e88e5;--md-blue-700: #1976d2;--md-blue-800: #1565c0;--md-blue-900: #0d47a1;--md-blue-A100: #82b1ff;--md-blue-A200: #448aff;--md-blue-A400: #2979ff;--md-blue-A700: #2962ff;--md-light-blue-50: #e1f5fe;--md-light-blue-100: #b3e5fc;--md-light-blue-200: #81d4fa;--md-light-blue-300: #4fc3f7;--md-light-blue-400: #29b6f6;--md-light-blue-500: #03a9f4;--md-light-blue-600: #039be5;--md-light-blue-700: #0288d1;--md-light-blue-800: #0277bd;--md-light-blue-900: #01579b;--md-light-blue-A100: #80d8ff;--md-light-blue-A200: #40c4ff;--md-light-blue-A400: #00b0ff;--md-light-blue-A700: #0091ea;--md-cyan-50: #e0f7fa;--md-cyan-100: #b2ebf2;--md-cyan-200: #80deea;--md-cyan-300: #4dd0e1;--md-cyan-400: #26c6da;--md-cyan-500: #00bcd4;--md-cyan-600: #00acc1;--md-cyan-700: #0097a7;--md-cyan-800: #00838f;--md-cyan-900: #006064;--md-cyan-A100: #84ffff;--md-cyan-A200: #18ffff;--md-cyan-A400: #00e5ff;--md-cyan-A700: #00b8d4;--md-teal-50: #e0f2f1;--md-teal-100: #b2dfdb;--md-teal-200: #80cbc4;--md-teal-300: #4db6ac;--md-teal-400: #26a69a;--md-teal-500: #009688;--md-teal-600: #00897b;--md-teal-700: #00796b;--md-teal-800: #00695c;--md-teal-900: #004d40;--md-teal-A100: #a7ffeb;--md-teal-A200: #64ffda;--md-teal-A400: #1de9b6;--md-teal-A700: #00bfa5;--md-green-50: #e8f5e9;--md-green-100: #c8e6c9;--md-green-200: #a5d6a7;--md-green-300: #81c784;--md-green-400: #66bb6a;--md-green-500: #4caf50;--md-green-600: #43a047;--md-green-700: #388e3c;--md-green-800: #2e7d32;--md-green-900: #1b5e20;--md-green-A100: #b9f6ca;--md-green-A200: #69f0ae;--md-green-A400: #00e676;--md-green-A700: #00c853;--md-light-green-50: #f1f8e9;--md-light-green-100: #dcedc8;--md-light-green-200: #c5e1a5;--md-light-green-300: #aed581;--md-light-green-400: #9ccc65;--md-light-green-500: #8bc34a;--md-light-green-600: #7cb342;--md-light-green-700: #689f38;--md-light-green-800: #558b2f;--md-light-green-900: #33691e;--md-light-green-A100: #ccff90;--md-light-green-A200: #b2ff59;--md-light-green-A400: #76ff03;--md-light-green-A700: #64dd17;--md-lime-50: #f9fbe7;--md-lime-100: #f0f4c3;--md-lime-200: #e6ee9c;--md-lime-300: #dce775;--md-lime-400: #d4e157;--md-lime-500: #cddc39;--md-lime-600: #c0ca33;--md-lime-700: #afb42b;--md-lime-800: #9e9d24;--md-lime-900: #827717;--md-lime-A100: #f4ff81;--md-lime-A200: #eeff41;--md-lime-A400: #c6ff00;--md-lime-A700: #aeea00;--md-yellow-50: #fffde7;--md-yellow-100: #fff9c4;--md-yellow-200: #fff59d;--md-yellow-300: #fff176;--md-yellow-400: #ffee58;--md-yellow-500: #ffeb3b;--md-yellow-600: #fdd835;--md-yellow-700: #fbc02d;--md-yellow-800: #f9a825;--md-yellow-900: #f57f17;--md-yellow-A100: #ffff8d;--md-yellow-A200: #ffff00;--md-yellow-A400: #ffea00;--md-yellow-A700: #ffd600;--md-amber-50: #fff8e1;--md-amber-100: #ffecb3;--md-amber-200: #ffe082;--md-amber-300: #ffd54f;--md-amber-400: #ffca28;--md-amber-500: #ffc107;--md-amber-600: #ffb300;--md-amber-700: #ffa000;--md-amber-800: #ff8f00;--md-amber-900: #ff6f00;--md-amber-A100: #ffe57f;--md-amber-A200: #ffd740;--md-amber-A400: #ffc400;--md-amber-A700: #ffab00;--md-orange-50: #fff3e0;--md-orange-100: #ffe0b2;--md-orange-200: #ffcc80;--md-orange-300: #ffb74d;--md-orange-400: #ffa726;--md-orange-500: #ff9800;--md-orange-600: #fb8c00;--md-orange-700: #f57c00;--md-orange-800: #ef6c00;--md-orange-900: #e65100;--md-orange-A100: #ffd180;--md-orange-A200: #ffab40;--md-orange-A400: #ff9100;--md-orange-A700: #ff6d00;--md-deep-orange-50: #fbe9e7;--md-deep-orange-100: #ffccbc;--md-deep-orange-200: #ffab91;--md-deep-orange-300: #ff8a65;--md-deep-orange-400: #ff7043;--md-deep-orange-500: 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sourceMappingURL=mkdocs-jupyter.css.map*/ init_mathjax = function() { if (window.MathJax) { // MathJax loaded MathJax.Hub.Config({ TeX: { equationNumbers: { autoNumber: \"AMS\", useLabelIds: true } }, tex2jax: { inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ], displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ], processEscapes: true, processEnvironments: true }, displayAlign: 'center', CommonHTML: { linebreaks: { automatic: true } } }); MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]); } } init_mathjax(); earthaccess and NASA EDL \u00b6 earthaccess allows us to access data from datasets behind NASA EDL. This library comes with handy methods to generate an access token, create an authenticated Python requests session or fsspec file accessors. The following are simple examples of what can we do with them. In [1]: Copied! import earthaccess auth = earthaccess . login () import earthaccess auth = earthaccess.login() You're now authenticated with NASA Earthdata Login Using token with expiration date: 11/17/2023 Using environment variables for EDL Data in AWS \u00b6 If the data we want to access is on AWS, we can use earthaccess to generate temporary S3 credentials for any of the DAACs In [2]: Copied! s3_credentials = auth . get_s3_credentials ( \"NSIDC\" ) s3_credentials s3_credentials = auth.get_s3_credentials(\"NSIDC\") s3_credentials Out[2]: {'accessKeyId': 'ASIA2D3OGJNTN67YVEGJ', 'secretAccessKey': 'mz7qIqy8XmFe/mvMuaXPwFEGuGObEOGQ0LevltaH', 'sessionToken': 'FwoGZXIvYXdzENb//////////wEaDEwh4JnZwX+1abSGDyLcAWcgag8+nG+3ILXbLbNMRtvPgaSMRvcJpwcyf9IC3PP9qsVEYPipIA4Dq2I+PvY1D9JBXv3HBq1t6tgyJjVQiPBALDw1zJcxfms+aBRmTSNgAbEBU60ixUBNeWofiAc6bP4+elTSvQJkD+zF5HSaXxW07auUcOEHLcwD3ylSLwGyt8xzEQK0eP+ofsElqOLNEMGx36BEHlD38HHPcLiGSUOTOeL7fTNSu8itxaNfc2e9RueuLSquf9VqzYuoOl8NSGXMzMifh6QPu8VWw+nFsNv8Q3iLdwQXXroxTc4ogvCiqAYyLRGzEieu+/wkKmFWiNxgLFv4BDnhUIqPk+i0Jz9aZwUDw42+OydFQJ2PMAZDew==', 'expiration': '2023-09-18 21:50:10+00:00'} These S3 temporary credentials are valid for 1 hour and can be used by third party libraries that support S3 buckets. HTTPS access \u00b6 We can also access data over HTTP using presigned Python requests sessions. The advantage of these sessions is that they work on every DAAC or data in S3 when accessed through HTTPS. In [3]: Copied! nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" # this is a Python requests session session = earthaccess . get_requests_https_session () nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" # this is a Python requests session session = earthaccess.get_requests_https_session() In [4]: Copied! headers = { \"Range\" : \"bytes=0-100\" } r = session . get ( lpcloud_url , headers = headers ) r . text headers = {\"Range\": \"bytes=0-100\"} r = session.get(lpcloud_url, headers=headers) r.text Out[4]: '\ufffdHDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffdHUn\\x00\\x00\\x00\\x00\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR\\x02' Accessing remote files as if they were local with fsspec \u00b6 In [5]: Copied! fs = earthaccess . get_fsspec_https_session () fs = earthaccess.get_fsspec_https_session() In [6]: Copied! with fs . open ( lpcloud_url ) as f : data = f . read ( 100 ) data with fs.open(lpcloud_url) as f: data = f.read(100) data Out[6]: b'\\x89HDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xd7HUn\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR' In [7]: Copied! %% time import xarray as xr # earthaccess can open a list of files files = earthaccess . open ([ lpcloud_url ]) ds = xr . open_dataset ( files [ 0 ], group = \"sensor_band_parameters\" ) ds %%time import xarray as xr # earthaccess can open a list of files files = earthaccess.open([lpcloud_url]) ds = xr.open_dataset(files[0], group=\"sensor_band_parameters\") ds var element = document.getElementById('0e16a249-a32d-4c85-a3d5-5cc380884dbc'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"8b74136aaaef46d9bf6229a88f886cad\"} var element = document.getElementById('c5b59a23-9285-4496-b4a0-c92e0959ce54'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"1b037802965948b4a43884de6e0c7725\"} var element = document.getElementById('954963ab-6eeb-4d8f-a0e7-ff4c4ebdfa61'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"4e09a10776d34d24a8812b8cb4e33f36\"} CPU times: user 742 ms, sys: 148 ms, total: 890 ms Wall time: 27.3 s Out[7]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, .xr-header > ul { display: inline; margin-top: 0; margin-bottom: 0; } .xr-obj-type, .xr-array-name { margin-left: 2px; margin-right: 10px; } .xr-obj-type { color: var(--xr-font-color2); } .xr-sections { padding-left: 0 !important; display: grid; grid-template-columns: 150px auto auto 1fr 20px 20px; } .xr-section-item { display: contents; } .xr-section-item input { display: none; } .xr-section-item input + label { color: var(--xr-disabled-color); } .xr-section-item input:enabled + label { cursor: pointer; color: var(--xr-font-color2); } .xr-section-item input:enabled + label:hover { color: var(--xr-font-color0); } .xr-section-summary { grid-column: 1; color: var(--xr-font-color2); font-weight: 500; } .xr-section-summary > span { display: inline-block; padding-left: 0.5em; } .xr-section-summary-in:disabled + label { color: var(--xr-font-color2); } .xr-section-summary-in + label:before { display: inline-block; content: '\u25ba'; font-size: 11px; width: 15px; text-align: center; } .xr-section-summary-in:disabled + label:before { color: var(--xr-disabled-color); } .xr-section-summary-in:checked + label:before { content: '\u25bc'; } .xr-section-summary-in:checked + label > span { display: none; } .xr-section-summary, .xr-section-inline-details { padding-top: 4px; padding-bottom: 4px; } .xr-section-inline-details { grid-column: 2 / -1; } .xr-section-details { display: none; grid-column: 1 / -1; margin-bottom: 5px; } .xr-section-summary-in:checked ~ .xr-section-details { display: contents; } .xr-array-wrap { grid-column: 1 / -1; display: grid; grid-template-columns: 20px auto; } .xr-array-wrap > label { grid-column: 1; vertical-align: top; } .xr-preview { color: var(--xr-font-color3); } .xr-array-preview, .xr-array-data { padding: 0 5px !important; grid-column: 2; } .xr-array-data, .xr-array-in:checked ~ .xr-array-preview { display: none; } .xr-array-in:checked ~ .xr-array-data, .xr-array-preview { display: inline-block; } .xr-dim-list { display: inline-block !important; list-style: none; padding: 0 !important; margin: 0; } .xr-dim-list li { display: inline-block; padding: 0; margin: 0; } .xr-dim-list:before { content: '('; } .xr-dim-list:after { content: ')'; } .xr-dim-list li:not(:last-child):after { content: ','; padding-right: 5px; } .xr-has-index { font-weight: bold; } .xr-var-list, .xr-var-item { display: contents; } .xr-var-item > div, .xr-var-item label, .xr-var-item > .xr-var-name span { background-color: var(--xr-background-color-row-even); margin-bottom: 0; } .xr-var-item > .xr-var-name:hover span { padding-right: 5px; } .xr-var-list > li:nth-child(odd) > div, .xr-var-list > li:nth-child(odd) > label, .xr-var-list > li:nth-child(odd) > .xr-var-name span { background-color: var(--xr-background-color-row-odd); } .xr-var-name { grid-column: 1; } .xr-var-dims { grid-column: 2; } .xr-var-dtype { grid-column: 3; text-align: right; color: var(--xr-font-color2); } .xr-var-preview { grid-column: 4; } .xr-index-preview { grid-column: 2 / 5; color: var(--xr-font-color2); } .xr-var-name, .xr-var-dims, .xr-var-dtype, .xr-preview, .xr-attrs dt { white-space: nowrap; overflow: hidden; text-overflow: ellipsis; padding-right: 10px; } .xr-var-name:hover, .xr-var-dims:hover, .xr-var-dtype:hover, .xr-attrs dt:hover { overflow: visible; width: auto; z-index: 1; } .xr-var-attrs, .xr-var-data, .xr-index-data { display: none; background-color: var(--xr-background-color) !important; padding-bottom: 5px !important; } .xr-var-attrs-in:checked ~ .xr-var-attrs, .xr-var-data-in:checked ~ .xr-var-data, .xr-index-data-in:checked ~ .xr-index-data { display: block; } .xr-var-data > table { float: right; } .xr-var-name span, .xr-var-data, .xr-index-name div, .xr-index-data, .xr-attrs { padding-left: 25px !important; } .xr-attrs, .xr-var-attrs, .xr-var-data, .xr-index-data { grid-column: 1 / -1; } dl.xr-attrs { padding: 0; margin: 0; display: grid; grid-template-columns: 125px auto; } .xr-attrs dt, .xr-attrs dd { padding: 0; margin: 0; float: left; padding-right: 10px; width: auto; } .xr-attrs dt { font-weight: normal; grid-column: 1; } .xr-attrs dt:hover span { display: inline-block; background: var(--xr-background-color); padding-right: 10px; } .xr-attrs dd { grid-column: 2; white-space: pre-wrap; word-break: break-all; } .xr-icon-database, .xr-icon-file-text2, .xr-no-icon { display: inline-block; vertical-align: middle; width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (bands: 285) Dimensions without coordinates: bands Data variables: wavelengths (bands) float32 ... fwhm (bands) float32 ... good_wavelengths (bands) float32 ... xarray.Dataset Dimensions: bands : 285 Coordinates: (0) Data variables: (3) wavelengths (bands) float32 ... long_name : Wavelength Centers units : nm [285 values with dtype=float32] fwhm (bands) float32 ... long_name : Full Width at Half Max units : nm [285 values with dtype=float32] good_wavelengths (bands) float32 ... long_name : Wavelengths where reflectance is useable: 1 = good data, 0 = bad data units : unitless [285 values with dtype=float32] Indexes: (0) Attributes: (0)","title":"earthaccess and NASA EDL"},{"location":"howto/edl/#earthaccess-and-nasa-edl","text":"earthaccess allows us to access data from datasets behind NASA EDL. This library comes with handy methods to generate an access token, create an authenticated Python requests session or fsspec file accessors. The following are simple examples of what can we do with them. In [1]: Copied! import earthaccess auth = earthaccess . login () import earthaccess auth = earthaccess.login() You're now authenticated with NASA Earthdata Login Using token with expiration date: 11/17/2023 Using environment variables for EDL","title":"earthaccess and NASA EDL"},{"location":"howto/edl/#data-in-aws","text":"If the data we want to access is on AWS, we can use earthaccess to generate temporary S3 credentials for any of the DAACs In [2]: Copied! s3_credentials = auth . get_s3_credentials ( \"NSIDC\" ) s3_credentials s3_credentials = auth.get_s3_credentials(\"NSIDC\") s3_credentials Out[2]: {'accessKeyId': 'ASIA2D3OGJNTN67YVEGJ', 'secretAccessKey': 'mz7qIqy8XmFe/mvMuaXPwFEGuGObEOGQ0LevltaH', 'sessionToken': 'FwoGZXIvYXdzENb//////////wEaDEwh4JnZwX+1abSGDyLcAWcgag8+nG+3ILXbLbNMRtvPgaSMRvcJpwcyf9IC3PP9qsVEYPipIA4Dq2I+PvY1D9JBXv3HBq1t6tgyJjVQiPBALDw1zJcxfms+aBRmTSNgAbEBU60ixUBNeWofiAc6bP4+elTSvQJkD+zF5HSaXxW07auUcOEHLcwD3ylSLwGyt8xzEQK0eP+ofsElqOLNEMGx36BEHlD38HHPcLiGSUOTOeL7fTNSu8itxaNfc2e9RueuLSquf9VqzYuoOl8NSGXMzMifh6QPu8VWw+nFsNv8Q3iLdwQXXroxTc4ogvCiqAYyLRGzEieu+/wkKmFWiNxgLFv4BDnhUIqPk+i0Jz9aZwUDw42+OydFQJ2PMAZDew==', 'expiration': '2023-09-18 21:50:10+00:00'} These S3 temporary credentials are valid for 1 hour and can be used by third party libraries that support S3 buckets.","title":"Data in AWS"},{"location":"howto/edl/#https-access","text":"We can also access data over HTTP using presigned Python requests sessions. The advantage of these sessions is that they work on every DAAC or data in S3 when accessed through HTTPS. In [3]: Copied! nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" # this is a Python requests session session = earthaccess . get_requests_https_session () nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" # this is a Python requests session session = earthaccess.get_requests_https_session() In [4]: Copied! headers = { \"Range\" : \"bytes=0-100\" } r = session . get ( lpcloud_url , headers = headers ) r . text headers = {\"Range\": \"bytes=0-100\"} r = session.get(lpcloud_url, headers=headers) r.text Out[4]: '\ufffdHDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffdHUn\\x00\\x00\\x00\\x00\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR\\x02'","title":"HTTPS access"},{"location":"howto/edl/#accessing-remote-files-as-if-they-were-local-with-fsspec","text":"In [5]: Copied! fs = earthaccess . get_fsspec_https_session () fs = earthaccess.get_fsspec_https_session() In [6]: Copied! with fs . open ( lpcloud_url ) as f : data = f . read ( 100 ) data with fs.open(lpcloud_url) as f: data = f.read(100) data Out[6]: b'\\x89HDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xd7HUn\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR' In [7]: Copied! %% time import xarray as xr # earthaccess can open a list of files files = earthaccess . open ([ lpcloud_url ]) ds = xr . open_dataset ( files [ 0 ], group = \"sensor_band_parameters\" ) ds %%time import xarray as xr # earthaccess can open a list of files files = earthaccess.open([lpcloud_url]) ds = xr.open_dataset(files[0], group=\"sensor_band_parameters\") ds var element = document.getElementById('0e16a249-a32d-4c85-a3d5-5cc380884dbc'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"8b74136aaaef46d9bf6229a88f886cad\"} var element = document.getElementById('c5b59a23-9285-4496-b4a0-c92e0959ce54'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"1b037802965948b4a43884de6e0c7725\"} var element = document.getElementById('954963ab-6eeb-4d8f-a0e7-ff4c4ebdfa61'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"4e09a10776d34d24a8812b8cb4e33f36\"} CPU times: user 742 ms, sys: 148 ms, total: 890 ms Wall time: 27.3 s Out[7]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, .xr-header > ul { display: inline; margin-top: 0; margin-bottom: 0; } .xr-obj-type, .xr-array-name { margin-left: 2px; margin-right: 10px; } .xr-obj-type { color: var(--xr-font-color2); } .xr-sections { padding-left: 0 !important; display: grid; grid-template-columns: 150px auto auto 1fr 20px 20px; } .xr-section-item { display: contents; } .xr-section-item input { display: none; } .xr-section-item input + label { color: var(--xr-disabled-color); } .xr-section-item input:enabled + label { cursor: pointer; color: var(--xr-font-color2); } .xr-section-item input:enabled + label:hover { color: var(--xr-font-color0); } .xr-section-summary { grid-column: 1; color: var(--xr-font-color2); font-weight: 500; } .xr-section-summary > span { display: inline-block; padding-left: 0.5em; } .xr-section-summary-in:disabled + label { color: var(--xr-font-color2); } .xr-section-summary-in + label:before { display: inline-block; content: '\u25ba'; font-size: 11px; width: 15px; text-align: center; } .xr-section-summary-in:disabled + label:before { color: var(--xr-disabled-color); } .xr-section-summary-in:checked + label:before { content: '\u25bc'; } .xr-section-summary-in:checked + label > span { display: none; } .xr-section-summary, .xr-section-inline-details { padding-top: 4px; padding-bottom: 4px; } .xr-section-inline-details { grid-column: 2 / -1; } .xr-section-details { display: none; grid-column: 1 / -1; margin-bottom: 5px; } .xr-section-summary-in:checked ~ .xr-section-details { display: contents; } .xr-array-wrap { grid-column: 1 / -1; display: grid; grid-template-columns: 20px auto; } .xr-array-wrap > label { grid-column: 1; vertical-align: top; } .xr-preview { color: var(--xr-font-color3); } .xr-array-preview, .xr-array-data { padding: 0 5px !important; grid-column: 2; } .xr-array-data, .xr-array-in:checked ~ .xr-array-preview { display: none; } .xr-array-in:checked ~ .xr-array-data, .xr-array-preview { display: inline-block; } .xr-dim-list { display: inline-block !important; list-style: none; padding: 0 !important; margin: 0; } .xr-dim-list li { display: inline-block; padding: 0; margin: 0; } .xr-dim-list:before { content: '('; } .xr-dim-list:after { content: ')'; } .xr-dim-list li:not(:last-child):after { content: ','; padding-right: 5px; } .xr-has-index { font-weight: bold; } .xr-var-list, .xr-var-item { display: contents; } .xr-var-item > div, .xr-var-item label, .xr-var-item > .xr-var-name span { background-color: var(--xr-background-color-row-even); margin-bottom: 0; } .xr-var-item > .xr-var-name:hover span { padding-right: 5px; } .xr-var-list > li:nth-child(odd) > div, .xr-var-list > li:nth-child(odd) > label, .xr-var-list > li:nth-child(odd) > .xr-var-name span { background-color: var(--xr-background-color-row-odd); } .xr-var-name { grid-column: 1; } .xr-var-dims { grid-column: 2; } .xr-var-dtype { grid-column: 3; text-align: right; color: var(--xr-font-color2); } .xr-var-preview { grid-column: 4; } .xr-index-preview { grid-column: 2 / 5; color: var(--xr-font-color2); } .xr-var-name, .xr-var-dims, .xr-var-dtype, .xr-preview, .xr-attrs dt { white-space: nowrap; overflow: hidden; text-overflow: ellipsis; padding-right: 10px; } .xr-var-name:hover, .xr-var-dims:hover, .xr-var-dtype:hover, .xr-attrs dt:hover { overflow: visible; width: auto; z-index: 1; } .xr-var-attrs, .xr-var-data, .xr-index-data { display: none; 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width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (bands: 285) Dimensions without coordinates: bands Data variables: wavelengths (bands) float32 ... fwhm (bands) float32 ... good_wavelengths (bands) float32 ... xarray.Dataset Dimensions: bands : 285 Coordinates: (0) Data variables: (3) wavelengths (bands) float32 ... long_name : Wavelength Centers units : nm [285 values with dtype=float32] fwhm (bands) float32 ... long_name : Full Width at Half Max units : nm [285 values with dtype=float32] good_wavelengths (bands) float32 ... long_name : Wavelengths where reflectance is useable: 1 = good data, 0 = bad data units : unitless [285 values with dtype=float32] Indexes: (0) Attributes: (0)","title":"Accessing remote files as if they were local with fsspec"},{"location":"howto/onprem/","text":"Download data for on-prem datasets Import the earthaccess library, search for granules in an on-prem dataset and download to a local computer. The Sea Ice Concentrations from Nimbus-7 SMMR and DMSP SSM/I-SSMIS Passive Microwave Data, Version 2, dataset is used. This has the shortname NSIDC-0051. We search for and download data granules for the northern hemisphere for November 2023. In this example, granules are downloaded to the current working directory using the local_path keyword. This can be changed to your preferred download location. import earthaccess auth = earthaccess . login () results = earthaccess . search_data ( short_name = 'NSIDC-0051' , temporal = ( '2022-11-01' , '2022-11-30' ), bounding_box = ( - 180 , 0 , 180 , 90 ) ) downloaded_files = earthaccess . download ( results , local_path = '.' , )","title":"Download data from on-prem location"},{"location":"howto/onprem/#download-data-for-on-prem-datasets","text":"Import the earthaccess library, search for granules in an on-prem dataset and download to a local computer. The Sea Ice Concentrations from Nimbus-7 SMMR and DMSP SSM/I-SSMIS Passive Microwave Data, Version 2, dataset is used. This has the shortname NSIDC-0051. We search for and download data granules for the northern hemisphere for November 2023. In this example, granules are downloaded to the current working directory using the local_path keyword. This can be changed to your preferred download location. import earthaccess auth = earthaccess . login () results = earthaccess . search_data ( short_name = 'NSIDC-0051' , temporal = ( '2022-11-01' , '2022-11-30' ), bounding_box = ( - 180 , 0 , 180 , 90 ) ) downloaded_files = earthaccess . download ( results , local_path = '.' , )","title":"Download data for on-prem datasets"},{"location":"howto/search-collections/","text":"how to search for data collections using spatial, temporal, keyword filters Coming soon","title":"Search NASA datasets using filters"},{"location":"howto/search-collections/#how-to-search-for-data-collections-using-spatial-temporal-keyword-filters","text":"Coming soon","title":"how to search for data collections using spatial, temporal, keyword filters"},{"location":"howto/search-granules/","text":"Import earthaccess library and search for granules within a data set using spatial and temporal filters. You need to know the short name of the data set which can be found on the data set landing page. import earthaccess results = earthaccess . search_data ( short_name = \"ATL06\" , version = \"005\" , cloud_hosted = True , bounding_box = ( - 10 , 20 , 10 , 50 ), temporal = ( \"2020-02\" , \"2020-03\" ), count = 100 )","title":"Search for data using filters"},{"location":"howto/storage-location/","text":"Determine if a data set is on-prem or in the cloud Coming soon","title":"Determine if a dataset is available in the cloud"},{"location":"howto/storage-location/#determine-if-a-data-set-is-on-prem-or-in-the-cloud","text":"Coming soon","title":"Determine if a data set is on-prem or in the cloud"},{"location":"tutorials/SSL/","text":"(function (global, factory) { typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() : typeof define === 'function' && define.amd ? define(factory) : (global = global || self, global.ClipboardCopyElement = factory()); }(this, function () { 'use strict'; 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When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(0, 0, 0, 1); --jp-content-font-color1: rgba(0, 0, 0, 0.87); --jp-content-font-color2: rgba(0, 0, 0, 0.54); --jp-content-font-color3: rgba(0, 0, 0, 0.38); --jp-content-link-color: var(--md-blue-700); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: white; --jp-layout-color1: white; --jp-layout-color2: var(--md-grey-200); --jp-layout-color3: var(--md-grey-400); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: #111111; --jp-inverse-layout-color1: var(--md-grey-900); --jp-inverse-layout-color2: var(--md-grey-800); --jp-inverse-layout-color3: var(--md-grey-700); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-900); --jp-brand-color1: var(--md-blue-700); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-900); --jp-accent-color1: var(--md-green-700); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-900); --jp-warn-color1: var(--md-orange-700); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-900); --jp-error-color1: var(--md-red-700); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-900); --jp-success-color1: var(--md-green-700); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-900); --jp-info-color1: var(--md-cyan-700); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--md-grey-100); --jp-cell-editor-border-color: var(--md-grey-300); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 0.5; --jp-cell-prompt-not-active-font-color: var(--md-grey-700); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: var(--md-blue-50); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: #fdd; --jp-rendermime-table-row-background: var(--md-grey-100); --jp-rendermime-table-row-hover-background: var(--md-light-blue-50); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.25); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color1); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--md-grey-300); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color1); --jp-input-hover-background: var(--jp-layout-color1); --jp-input-background: var(--md-grey-100); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: #d9d9d9; --jp-editor-selected-focused-background: #d7d4f0; --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: #008000; --jp-mirror-editor-atom-color: #88f; --jp-mirror-editor-number-color: #080; --jp-mirror-editor-def-color: #00f; --jp-mirror-editor-variable-color: var(--md-grey-900); --jp-mirror-editor-variable-2-color: #05a; --jp-mirror-editor-variable-3-color: #085; --jp-mirror-editor-punctuation-color: #05a; --jp-mirror-editor-property-color: #05a; --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ba2121; --jp-mirror-editor-string-2-color: #708; --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: #008000; --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: #170; --jp-mirror-editor-attribute-color: #00c; --jp-mirror-editor-header-color: blue; --jp-mirror-editor-quote-color: #090; --jp-mirror-editor-link-color: #00c; --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: white; /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.5; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(245, 200, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } [data-md-color-scheme=\"slate\"] .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout * colors used in the theme as well. */ --jp-shadow-base-lightness: 32; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-700); --jp-border-color1: var(--md-grey-700); --jp-border-color2: var(--md-grey-800); --jp-border-color3: var(--md-grey-900); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(255, 255, 255, 1); --jp-ui-font-color1: rgba(255, 255, 255, 0.87); --jp-ui-font-color2: rgba(255, 255, 255, 0.54); --jp-ui-font-color3: rgba(255, 255, 255, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1); --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8); --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5); --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(255, 255, 255, 1); --jp-content-font-color1: rgba(255, 255, 255, 1); --jp-content-font-color2: rgba(255, 255, 255, 0.7); --jp-content-font-color3: rgba(255, 255, 255, 0.5); --jp-content-link-color: var(--md-blue-300); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: #111111; --jp-layout-color1: var(--md-grey-900); --jp-layout-color2: var(--md-grey-800); --jp-layout-color3: var(--md-grey-700); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: white; --jp-inverse-layout-color1: white; --jp-inverse-layout-color2: var(--md-grey-200); --jp-inverse-layout-color3: var(--md-grey-400); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-700); --jp-brand-color1: var(--md-blue-500); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-700); --jp-accent-color1: var(--md-green-500); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-700); --jp-warn-color1: var(--md-orange-500); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-700); --jp-error-color1: var(--md-red-500); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-700); --jp-success-color1: var(--md-green-500); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-700); --jp-info-color1: var(--md-cyan-500); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--jp-layout-color1); --jp-cell-editor-border-color: var(--md-grey-700); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 1; --jp-cell-prompt-not-active-font-color: var(--md-grey-300); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: rgba(244, 67, 54, 0.28); --jp-rendermime-table-row-background: var(--md-grey-900); --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.6); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color2); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--jp-layout-color0); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color0); --jp-input-hover-background: var(--jp-layout-color2); --jp-input-background: var(--md-grey-800); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: var(--jp-layout-color2); --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24); --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: var(--md-green-500); --jp-mirror-editor-atom-color: var(--md-blue-300); --jp-mirror-editor-number-color: var(--md-green-400); --jp-mirror-editor-def-color: var(--md-blue-600); --jp-mirror-editor-variable-color: var(--md-grey-300); --jp-mirror-editor-variable-2-color: var(--md-blue-400); --jp-mirror-editor-variable-3-color: var(--md-green-600); --jp-mirror-editor-punctuation-color: var(--md-blue-400); --jp-mirror-editor-property-color: var(--md-blue-400); --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ff7070; --jp-mirror-editor-string-2-color: var(--md-purple-300); --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: var(--md-green-600); --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: var(--md-green-700); --jp-mirror-editor-attribute-color: var(--md-blue-700); --jp-mirror-editor-header-color: var(--md-blue-500); --jp-mirror-editor-quote-color: var(--md-green-300); --jp-mirror-editor-link-color: var(--md-blue-700); --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: var(--md-grey-400); /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.6; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(255, 225, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* scrollbar related styles. Supports every browser except Edge. */ /* colors based on JetBrain's Darcula theme */ --jp-scrollbar-background-color: #3f4244; --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */ --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */ /* hacks for setting the thumb shape. 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sourceMappingURL=mkdocs-jupyter.css.map*/ init_mathjax = function() { if (window.MathJax) { // MathJax loaded MathJax.Hub.Config({ TeX: { equationNumbers: { autoNumber: \"AMS\", useLabelIds: true } }, tex2jax: { inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ], displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ], processEscapes: true, processEnvironments: true }, displayAlign: 'center', CommonHTML: { linebreaks: { automatic: true } } }); MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]); } } init_mathjax(); \ud83c\udf0d Analyzing Sea Level Rise Using Earth Data in the Cloud \u00b6 This notebook is entirely based on Jinbo Wang's tutorial \u00b6 We are going to reproduce the plot from this infographic Source: NASA-led Study Reveals the Causes of Sea Level Rise Since 1900 In [1]: Copied! import earthaccess print ( f \"using earthaccess v { earthaccess . __version__ } \" ) auth = earthaccess . login () # are we authenticated? if not auth . authenticated : # ask for credentials and persist them in a .netrc file auth . login ( strategy = \"interactive\" , persist = True ) import earthaccess print(f\"using earthaccess v{earthaccess.__version__}\") auth = earthaccess.login() # are we authenticated? if not auth.authenticated: # ask for credentials and persist them in a .netrc file auth.login(strategy=\"interactive\", persist=True) using earthaccess v0.5.3 You're now authenticated with NASA Earthdata Login Using token with expiration date: 11/17/2023 Using environment variables for EDL Why earthaccess? \u00b6 earthaccess is a Python library that simplifies data discovery and access to NASA Earth science data by providing an abstraction layer for NASA\u2019s Common Metadata Repository (CMR) Search API so that searching for data can be done using a simpler notation instead of low level HTTP queries. Authentication in the cloud \u00b6 If the collection is a cloud-hosted collection we can print the summary() and get the S3 credential endpoint. These S3 credentials are temporary and we can use them with third party libraries such as s3fs, boto3 or awscli. In [2]: Copied! from pprint import pprint # We'll get 4 collections that match with our keywords collections = earthaccess . search_datasets ( keyword = \"SEA SURFACE HEIGHT\" , cloud_hosted = True , count = 4 ) # Let's print 2 collections for collection in collections [ 0 : 2 ]: # pprint(collection.summary()) print ( pprint ( collection . summary ()), collection . abstract (), \" \\n \" , collection [ \"umm\" ][ \"DOI\" ], \" \\n\\n \" ) from pprint import pprint # We'll get 4 collections that match with our keywords collections = earthaccess.search_datasets( keyword = \"SEA SURFACE HEIGHT\", cloud_hosted = True, count = 4 ) # Let's print 2 collections for collection in collections[0:2]: # pprint(collection.summary()) print(pprint(collection.summary()), collection.abstract(), \"\\n\", collection[\"umm\"][\"DOI\"], \"\\n\\n\") Datasets found: 220 {'cloud-info': {'Region': 'us-west-2', 'S3BucketAndObjectPrefixNames': ['podaac-ops-cumulus-public/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/', 'podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/'], 'S3CredentialsAPIDocumentationURL': 'https://archive.podaac.earthdata.nasa.gov/s3credentialsREADME', 'S3CredentialsAPIEndpoint': 'https://archive.podaac.earthdata.nasa.gov/s3credentials'}, 'concept-id': 'C2270392799-POCLOUD', 'file-type': \"[{'Format': 'netCDF-4', 'FormatType': 'Native', \" \"'AverageFileSize': 9.7, 'AverageFileSizeUnit': 'MB'}]\", 'get-data': ['https://cmr.earthdata.nasa.gov/virtual-directory/collections/C2270392799-POCLOUD', 'https://search.earthdata.nasa.gov/search/granules?p=C2270392799-POCLOUD'], 'short-name': 'SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205', 'version': '2205'} None This dataset provides gridded Sea Surface Height Anomalies (SSHA) above a mean sea surface, on a 1/6th degree grid every 5 days. It contains the fully corrected heights, with a delay of up to 3 months. The gridded data are derived from the along-track SSHA data of TOPEX/Poseidon, Jason-1, Jason-2, Jason-3 and Jason-CS (Sentinel-6) as reference data from the level 2 along-track data found at https://podaac.jpl.nasa.gov/dataset/MERGED_TP_J1_OSTM_OST_CYCLES_V51, plus ERS-1, ERS-2, Envisat, SARAL-AltiKa, CryoSat-2, Sentinel-3A, Sentinel-3B, depending on the date, from the RADS database. The date given in the grid files is the center of the 5-day window. The grids were produced from altimeter data using Kriging interpolation, which gives best linear prediction based upon prior knowledge of covariance. {'DOI': '10.5067/SLREF-CDRV3', 'Authority': 'https://doi.org'} {'cloud-info': {'Region': 'us-west-2', 'S3BucketAndObjectPrefixNames': ['nsidc-cumulus-prod-protected/ATLAS/ATL21/003', 'nsidc-cumulus-prod-public/ATLAS/ATL21/003'], 'S3CredentialsAPIDocumentationURL': 'https://data.nsidc.earthdatacloud.nasa.gov/s3credentialsREADME', 'S3CredentialsAPIEndpoint': 'https://data.nsidc.earthdatacloud.nasa.gov/s3credentials'}, 'concept-id': 'C2753316241-NSIDC_CPRD', 'file-type': \"[{'FormatType': 'Native', 'Format': 'HDF5', \" \"'FormatDescription': 'HTTPS'}]\", 'get-data': ['https://search.earthdata.nasa.gov/search?q=ATL21+V003'], 'short-name': 'ATL21', 'version': '003'} None ATL21 contains daily and monthly gridded polar sea surface height (SSH) anomalies, derived from the along-track ATLAS/ICESat-2 L3A Sea Ice Height product (ATL10, V6). The ATL10 product identifies leads in sea ice and establishes a reference sea surface used to estimate SSH in 10 km along-track segments. ATL21 aggregates the ATL10 along-track SSH estimates and computes daily and monthly gridded SSH anomaly in NSIDC Polar Stereographic Northern and Southern Hemisphere 25 km grids. {'DOI': '10.5067/ATLAS/ATL21.003'} A year of data \u00b6 Things to keep in mind: this particular dataset has data until 2019 this is a global dataset, each granule represents the whole world temporal coverage is 1 granule each 5 days In [3]: Copied! granules = earthaccess . search_data ( short_name = \"SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205\" , temporal = ( \"2017-01\" , \"2018-01\" ), count = - 1 ) print ( len ( granules )) granules = earthaccess.search_data( short_name = \"SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205\", temporal = (\"2017-01\",\"2018-01\"), count = -1 ) print(len(granules)) Granules found: 73 73 Working with the URLs directly \u00b6 If we chose, we can use earthdata to grab the file's URLs and then download them with another library (if we have a .netrc file configured with NASA's EDL credentials) Getting the links to our data is quiet simple with the data_links() method on each of the results: In [4]: Copied! # the collection is cloud hosted, but we can access it out of AWS with the regular HTTPS URL granules [ 0 ] . data_links ( access = \"out_of_region\" ) # the collection is cloud hosted, but we can access it out of AWS with the regular HTTPS URL granules[0].data_links(access=\"out_of_region\") Out[4]: ['https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/ssh_grids_v2205_2017010212.nc'] In [5]: Copied! granules [ 0 ] . data_links ( access = \"direct\" ) granules[0].data_links(access=\"direct\") Out[5]: ['s3://podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/ssh_grids_v2205_2017010212.nc'] POC: streaming into xarray \u00b6 We can use earthaccess to stream files directly into xarray, this will work well for cases where: Data is in NetCDF/HDF5/Zaar format xarray can read bytes directly for remote datasets only with h5netcdf and scipy back-ends, if we deal with a format that won't be recognized by these 2 backends xarray will raise an exception. Data is not big data (multi TB) not fully tested with Dask distributed Data is gridded xarray works better with homogeneous coordinates, working with swath data will be cumbersome. Data is chunked using reasonable large sizes(1MB or more) If our files are chunked in small pieces the access time will be orders of magnitude bigger than just downloading the data and accessing it locally. Opening a year of SSH (SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL1812) data (1.1 GB approx) can take up to 5 minutes streaming the data out of region(not in AWS) The reason for this is not that the data transfer is order of magintude slower but due the client libraries not fetching data concurrently and the metadata of the files in HDF is usually not consolidated like in Zaar, hence h5netcdf has to issue a lot of requests to get the info it needs. Note: we are looping through each year and getting the metadata for the first granule in May In [6]: Copied! # storing the resulting granule metadata granules = [] # we just grab 1 granule from May for each year of the dataset for year in range ( 1999 , 2019 ): print ( f \"Retrieving data for year: { year } \" ) results = earthaccess . search_data ( doi = \"10.5067/SLREF-CDRV3\" , temporal = ( f \" { year } -05\" , f \" { year } -06\" ) ) if len ( results ) > 0 : granules . append ( results [ 0 ]) print ( f \"Total granules: { len ( granules ) } \" ) # storing the resulting granule metadata granules = [] # we just grab 1 granule from May for each year of the dataset for year in range(1999, 2019): print(f\"Retrieving data for year: {year}\") results = earthaccess.search_data( doi = \"10.5067/SLREF-CDRV3\", temporal=(f\"{year}-05\", f\"{year}-06\") ) if len(results)>0: granules.append(results[0]) print(f\"Total granules: {len(granules)}\") Retrieving data for year: 1999 Granules found: 7 Retrieving data for year: 2000 Granules found: 7 Retrieving data for year: 2001 Granules found: 7 Retrieving data for year: 2002 Granules found: 7 Retrieving data for year: 2003 Granules found: 7 Retrieving data for year: 2004 Granules found: 6 Retrieving data for year: 2005 Granules found: 6 Retrieving data for year: 2006 Granules found: 6 Retrieving data for year: 2007 Granules found: 6 Retrieving data for year: 2008 Granules found: 6 Retrieving data for year: 2009 Granules found: 6 Retrieving data for year: 2010 Granules found: 6 Retrieving data for year: 2011 Granules found: 6 Retrieving data for year: 2012 Granules found: 6 Retrieving data for year: 2013 Granules found: 6 Retrieving data for year: 2014 Granules found: 6 Retrieving data for year: 2015 Granules found: 6 Retrieving data for year: 2016 Granules found: 7 Retrieving data for year: 2017 Granules found: 7 Retrieving data for year: 2018 Granules found: 7 Total granules: 20 What earthaccess.open() do? \u00b6 earthaccess.open() takes a list of results from earthaccess.search_data() or a list of URLs and creates a list of Python File-like objects that can be used in our code as if the remote files were local. When executed in AWS the file system used is S3FS when we open files outside of AWS we get a regular HTTPS file session. In [7]: Copied! %% time import xarray as xr fileset = earthaccess . open ( granules ) print ( f \" Using { type ( fileset [ 0 ]) } filesystem\" ) ds = xr . open_mfdataset ( fileset , chunks = {}) ds %%time import xarray as xr fileset = earthaccess.open(granules) print(f\" Using {type(fileset[0])} filesystem\") ds = xr.open_mfdataset(fileset, chunks={}) ds Opening 20 granules, approx size: 0.18 GB var element = document.getElementById('55f6c943-21ca-426c-afdf-835e5c972b79'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"ac1ee93bf72d479e8b798a375619e407\"} var element = document.getElementById('8c94d579-0d18-4741-8b76-cf44d6bb747f'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"6d06474e786347ef8350982d7aec2da3\"} var element = document.getElementById('45c8ba08-619a-4d6a-bf59-4186093ce36d'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"0bb83274b9764ddf8b75698e41efadb2\"} Using filesystem CPU times: user 2.73 s, sys: 421 ms, total: 3.15 s Wall time: 1min 7s Out[7]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, .xr-header > ul { display: inline; margin-top: 0; margin-bottom: 0; } .xr-obj-type, .xr-array-name { margin-left: 2px; margin-right: 10px; } .xr-obj-type { color: var(--xr-font-color2); } .xr-sections { padding-left: 0 !important; display: grid; grid-template-columns: 150px auto auto 1fr 20px 20px; } .xr-section-item { display: contents; } .xr-section-item input { display: none; } .xr-section-item input + label { color: var(--xr-disabled-color); } .xr-section-item input:enabled + label { cursor: pointer; color: var(--xr-font-color2); } .xr-section-item input:enabled + label:hover { color: var(--xr-font-color0); } .xr-section-summary { grid-column: 1; color: var(--xr-font-color2); font-weight: 500; } .xr-section-summary > span { display: inline-block; padding-left: 0.5em; } .xr-section-summary-in:disabled + label { color: var(--xr-font-color2); } .xr-section-summary-in + label:before { display: inline-block; content: '\u25ba'; font-size: 11px; width: 15px; text-align: center; } .xr-section-summary-in:disabled + label:before { color: var(--xr-disabled-color); } .xr-section-summary-in:checked + label:before { content: '\u25bc'; } .xr-section-summary-in:checked + label > span { display: none; } .xr-section-summary, .xr-section-inline-details { padding-top: 4px; padding-bottom: 4px; } .xr-section-inline-details { grid-column: 2 / -1; } .xr-section-details { display: none; grid-column: 1 / -1; margin-bottom: 5px; } .xr-section-summary-in:checked ~ .xr-section-details { display: contents; } .xr-array-wrap { grid-column: 1 / -1; display: grid; grid-template-columns: 20px auto; } .xr-array-wrap > label { grid-column: 1; vertical-align: top; } .xr-preview { color: var(--xr-font-color3); } .xr-array-preview, .xr-array-data { padding: 0 5px !important; grid-column: 2; } .xr-array-data, .xr-array-in:checked ~ .xr-array-preview { display: none; } .xr-array-in:checked ~ .xr-array-data, .xr-array-preview { display: inline-block; } .xr-dim-list { display: inline-block !important; list-style: none; padding: 0 !important; margin: 0; } .xr-dim-list li { display: inline-block; padding: 0; margin: 0; } .xr-dim-list:before { content: '('; } .xr-dim-list:after { content: ')'; } .xr-dim-list li:not(:last-child):after { content: ','; padding-right: 5px; } .xr-has-index { font-weight: bold; } .xr-var-list, .xr-var-item { display: contents; } .xr-var-item > div, .xr-var-item label, .xr-var-item > .xr-var-name span { background-color: var(--xr-background-color-row-even); margin-bottom: 0; } .xr-var-item > .xr-var-name:hover span { padding-right: 5px; } .xr-var-list > li:nth-child(odd) > div, .xr-var-list > li:nth-child(odd) > label, .xr-var-list > li:nth-child(odd) > .xr-var-name span { background-color: var(--xr-background-color-row-odd); } .xr-var-name { grid-column: 1; } .xr-var-dims { grid-column: 2; } .xr-var-dtype { grid-column: 3; text-align: right; color: var(--xr-font-color2); } .xr-var-preview { grid-column: 4; } .xr-index-preview { grid-column: 2 / 5; color: var(--xr-font-color2); } .xr-var-name, .xr-var-dims, .xr-var-dtype, .xr-preview, .xr-attrs dt { white-space: nowrap; overflow: hidden; text-overflow: ellipsis; padding-right: 10px; } .xr-var-name:hover, .xr-var-dims:hover, .xr-var-dtype:hover, .xr-attrs dt:hover { overflow: visible; width: auto; z-index: 1; } .xr-var-attrs, .xr-var-data, .xr-index-data { display: none; background-color: var(--xr-background-color) !important; padding-bottom: 5px !important; } .xr-var-attrs-in:checked ~ .xr-var-attrs, .xr-var-data-in:checked ~ .xr-var-data, .xr-index-data-in:checked ~ .xr-index-data { display: block; } .xr-var-data > table { float: right; } .xr-var-name span, .xr-var-data, .xr-index-name div, .xr-index-data, .xr-attrs { padding-left: 25px !important; } .xr-attrs, .xr-var-attrs, .xr-var-data, .xr-index-data { grid-column: 1 / -1; } dl.xr-attrs { padding: 0; margin: 0; display: grid; grid-template-columns: 125px auto; } .xr-attrs dt, .xr-attrs dd { padding: 0; margin: 0; float: left; padding-right: 10px; width: auto; } .xr-attrs dt { font-weight: normal; grid-column: 1; } .xr-attrs dt:hover span { display: inline-block; background: var(--xr-background-color); padding-right: 10px; } .xr-attrs dd { grid-column: 2; white-space: pre-wrap; word-break: break-all; } .xr-icon-database, .xr-icon-file-text2, .xr-no-icon { display: inline-block; vertical-align: middle; width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (Time: 20, Longitude: 2160, nv: 2, Latitude: 960) Coordinates: * Longitude (Longitude) float32 0.08333 0.25 0.4167 ... 359.6 359.8 359.9 * Latitude (Latitude) float32 -79.92 -79.75 -79.58 ... 79.58 79.75 79.92 * Time (Time) datetime64[ns] 1999-05-02T12:00:00 ... 2018-05-02T12:... Dimensions without coordinates: nv Data variables: Lon_bounds (Time, Longitude, nv) float32 dask.array Lat_bounds (Time, Latitude, nv) float32 dask.array Time_bounds (Time, nv) datetime64[ns] dask.array SLA (Time, Latitude, Longitude) float32 dask.array SLA_ERR (Time, Latitude, Longitude) float32 dask.array Attributes: (12/21) Conventions: CF-1.6 ncei_template_version: NCEI_NetCDF_Grid_Template_v2.0 Institution: Jet Propulsion Laboratory geospatial_lat_min: -79.916664 geospatial_lat_max: 79.916664 geospatial_lon_min: 0.083333336 ... ... version_number: 2205 Data_Pnts_Each_Sat: {\"16\": 764589, \"1002\": 637661} source_version: commit 7ba4d2404171bab4068e03a666a335c7a44c5f09 SLA_Global_MEAN: -0.012298334728518514 SLA_Global_STD: 0.09172898644796465 latency: final xarray.Dataset Dimensions: Time : 20 Longitude : 2160 nv : 2 Latitude : 960 Coordinates: (3) Longitude (Longitude) float32 0.08333 0.25 0.4167 ... 359.8 359.9 standard_name : longitude units : degrees_east point_spacing : even long_name : longitude axis : X bounds : Lon_bounds array([8.333334e-02, 2.500000e-01, 4.166667e-01, ..., 3.595833e+02, 3.597500e+02, 3.599167e+02], dtype=float32) Latitude (Latitude) float32 -79.92 -79.75 ... 79.75 79.92 standard_name : latitude units : degrees_north point_spacing : even long_name : latitude axis : Y bounds : Lat_bounds array([-79.916664, -79.75 , -79.583336, ..., 79.583336, 79.75 , 79.916664], dtype=float32) Time (Time) datetime64[ns] 1999-05-02T12:00:00 ... 2018-05-... standard_name : time long_name : Time bounds : Time_bounds axis : T array(['1999-05-02T12:00:00.000000000', '2000-05-01T12:00:00.000000000', '2001-05-01T12:00:00.000000000', '2002-05-01T12:00:00.000000000', '2003-05-01T12:00:00.000000000', '2004-05-05T12:00:00.000000000', '2005-05-05T12:00:00.000000000', '2006-05-05T12:00:00.000000000', '2007-05-05T12:00:00.000000000', '2008-05-04T12:00:00.000000000', '2009-05-04T12:00:00.000000000', '2010-05-04T12:00:00.000000000', '2011-05-04T12:00:00.000000000', '2012-05-03T12:00:00.000000000', '2013-05-03T12:00:00.000000000', '2014-05-03T12:00:00.000000000', '2015-05-03T12:00:00.000000000', '2016-05-02T12:00:00.000000000', '2017-05-02T12:00:00.000000000', '2018-05-02T12:00:00.000000000'], dtype='datetime64[ns]') Data variables: (5) Lon_bounds (Time, Longitude, nv) float32 dask.array units : degrees_east comment : longitude values at the west and east bounds of each pixel. Array Chunk Bytes 337.50 kiB 16.88 kiB Shape (20, 2160, 2) (1, 2160, 2) Dask graph 20 chunks in 61 graph layers Data type float32 numpy.ndarray 2 2160 20 Lat_bounds (Time, Latitude, nv) float32 dask.array units : degrees_north comment : latitude values at the north and south bounds of each pixel. Array Chunk Bytes 150.00 kiB 7.50 kiB Shape (20, 960, 2) (1, 960, 2) Dask graph 20 chunks in 61 graph layers Data type float32 numpy.ndarray 2 960 20 Time_bounds (Time, nv) datetime64[ns] dask.array comment : Time bounds for each time value, same value as time variable. The time variable is defined on points instead of on bounding boxes. Array Chunk Bytes 320 B 16 B Shape (20, 2) (1, 2) Dask graph 20 chunks in 41 graph layers Data type datetime64[ns] numpy.ndarray 2 20 SLA (Time, Latitude, Longitude) float32 dask.array units : m long_name : Sea Level Anomaly Estimate standard_name : sea_surface_height_above_sea_level alias : sea_surface_height_above_sea_level Array Chunk Bytes 158.20 MiB 7.91 MiB Shape (20, 960, 2160) (1, 960, 2160) Dask graph 20 chunks in 41 graph layers Data type float32 numpy.ndarray 2160 960 20 SLA_ERR (Time, Latitude, Longitude) float32 dask.array units : m long_name : Sea Level Anomaly Error Estimate Array Chunk Bytes 158.20 MiB 7.91 MiB Shape (20, 960, 2160) (1, 960, 2160) Dask graph 20 chunks in 41 graph layers Data type float32 numpy.ndarray 2160 960 20 Indexes: (3) Longitude PandasIndex PandasIndex(Index([0.0833333358168602, 0.25, 0.4166666567325592, 0.5833333134651184, 0.75, 0.9166666865348816, 1.0833333730697632, 1.25, 1.4166666269302368, 1.5833333730697632, ... 358.4166564941406, 358.5833435058594, 358.75, 358.9166564941406, 359.0833435058594, 359.25, 359.4166564941406, 359.5833435058594, 359.75, 359.9166564941406], dtype='float32', name='Longitude', length=2160)) Latitude PandasIndex PandasIndex(Index([-79.91666412353516, -79.75, -79.58333587646484, -79.41666412353516, -79.25, -79.08333587646484, -78.91666412353516, -78.75, -78.58333587646484, -78.41666412353516, ... 78.41666412353516, 78.58333587646484, 78.75, 78.91666412353516, 79.08333587646484, 79.25, 79.41666412353516, 79.58333587646484, 79.75, 79.91666412353516], dtype='float32', name='Latitude', length=960)) Time PandasIndex PandasIndex(DatetimeIndex(['1999-05-02 12:00:00', '2000-05-01 12:00:00', '2001-05-01 12:00:00', '2002-05-01 12:00:00', '2003-05-01 12:00:00', '2004-05-05 12:00:00', '2005-05-05 12:00:00', '2006-05-05 12:00:00', '2007-05-05 12:00:00', '2008-05-04 12:00:00', '2009-05-04 12:00:00', '2010-05-04 12:00:00', '2011-05-04 12:00:00', '2012-05-03 12:00:00', '2013-05-03 12:00:00', '2014-05-03 12:00:00', '2015-05-03 12:00:00', '2016-05-02 12:00:00', '2017-05-02 12:00:00', '2018-05-02 12:00:00'], dtype='datetime64[ns]', name='Time', freq=None)) Attributes: (21) Conventions : CF-1.6 ncei_template_version : NCEI_NetCDF_Grid_Template_v2.0 Institution : Jet Propulsion Laboratory geospatial_lat_min : -79.916664 geospatial_lat_max : 79.916664 geospatial_lon_min : 0.083333336 geospatial_lon_max : 359.91666 time_coverage_start : 1999-05-02 time_coverage_end : 1999-05-02 date_created : 2022-10-30T20:44:31.219578 title : Sea Level Anomaly Estimate based on Altimeter Data, final product (replaced interim version). short_name : SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205 long_name : MEaSUREs Gridded Sea Surface Height Anomalies Version 2205 summary : Sea level anomaly grids from altimeter data using Kriging interpolation, which gives best linear prediction based upon prior knowledge of covariance. DOI : 10.5067/SLREF-CDRV3 version_number : 2205 Data_Pnts_Each_Sat : {\"16\": 764589, \"1002\": 637661} source_version : commit 7ba4d2404171bab4068e03a666a335c7a44c5f09 SLA_Global_MEAN : -0.012298334728518514 SLA_Global_STD : 0.09172898644796465 latency : final Plotting \u00b6 In [8]: Copied! ds . SLA . where (( ds . SLA >= 0 ) & ( ds . SLA < 10 )) . std ( 'Time' ) . plot ( figsize = ( 14 , 6 ), x = 'Longitude' , y = 'Latitude' ) ds.SLA.where((ds.SLA>=0) & (ds.SLA < 10)).std('Time').plot(figsize=(14,6), x='Longitude', y='Latitude') /home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/dask/array/numpy_compat.py:41: RuntimeWarning: invalid value encountered in divide x = np.divide(x1, x2, out) Out[8]: In [9]: Copied! from pyproj import Geod import numpy as np def ssl_area ( lats ): \"\"\" Calculate the area associated with a 1/6 by 1/6 degree box at latitude specified in 'lats'. Parameter ========== lats: a list or numpy array of size N the latitudes of interest. Return ======= out: Array (N) area values (unit: m^2) \"\"\" # Define WGS84 as CRS: geod = Geod ( ellps = 'WGS84' ) dx = 1 / 12.0 # TODO: explain this c_area = lambda lat : geod . polygon_area_perimeter ( np . r_ [ - dx , dx , dx , - dx ], lat + np . r_ [ - dx , - dx , dx , dx ])[ 0 ] out = [] for lat in lats : out . append ( c_area ( lat )) return np . array ( out ) # note: they rotated the data in the last release, this operation used to be (1,-1) ssh_area = ssl_area ( ds . Latitude . data ) . reshape ( - 1 , 1 ) print ( ssh_area . shape ) from pyproj import Geod import numpy as np def ssl_area(lats): \"\"\" Calculate the area associated with a 1/6 by 1/6 degree box at latitude specified in 'lats'. Parameter ========== lats: a list or numpy array of size N the latitudes of interest. Return ======= out: Array (N) area values (unit: m^2) \"\"\" # Define WGS84 as CRS: geod = Geod(ellps='WGS84') dx=1/12.0 # TODO: explain this c_area=lambda lat: geod.polygon_area_perimeter(np.r_[-dx,dx,dx,-dx], lat+np.r_[-dx,-dx,dx,dx])[0] out=[] for lat in lats: out.append(c_area(lat)) return np.array(out) # note: they rotated the data in the last release, this operation used to be (1,-1) ssh_area = ssl_area(ds.Latitude.data).reshape(-1,1) print(ssh_area.shape) (960, 1) In [10]: Copied! # This dataset was moved from opendap granule = earthaccess . search_data ( concept_id = \"C2491724765-POCLOUD\" )[ 0 ] . data_links ()[ 0 ] gmsl = earthaccess . open ([ granule ])[ 0 ] # This dataset was moved from opendap granule = earthaccess.search_data(concept_id=\"C2491724765-POCLOUD\")[0].data_links()[0] gmsl = earthaccess.open([granule])[0] Granules found: 1 var element = document.getElementById('6d1f5509-e0fe-4fba-8448-adec0f255395'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"424de6dd560f4e1cb87ab378025c3e65\"} var element = document.getElementById('f4cff155-4d5f-418f-b229-f35d28ae6479'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"826bde2b8d334b32a52c050504928ef0\"} var element = document.getElementById('5ec35312-29af-4517-bb0e-065dd5398379'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"fd83356e8c3a4835bebe9dcc908b97ef\"} In [11]: Copied! %% time import numpy as np from matplotlib import pyplot as plt plt . rcParams [ \"figure.figsize\" ] = ( 16 , 4 ) img = plt . imread ( \"underwater.jpeg\" ) fig , axs = plt . subplots () plt . grid ( True ) def global_mean ( SLA , ** kwargs ): dout = (( SLA * ssh_area ) . sum () / ( SLA / SLA * ssh_area ) . sum ()) * 1000 return dout result = ds . SLA . groupby ( 'Time' ) . apply ( global_mean ) plt . xlabel ( 'Time (year)' , fontsize = 16 ) plt . ylabel ( 'Global Mean SLA (meter)' , fontsize = 12 ) # axs.imshow(img, aspect='auto') plt . grid ( True ) historic_ts = xr . open_dataset ( gmsl ) result . plot ( ax = axs , color = \"orange\" , marker = \"o\" , label = 'satellite record' ) historic_ts [ 'global_average_sea_level_change' ] . plot ( ax = axs , label = 'Historical in-situ record' , color = \"lightblue\" ) x0 , x1 = axs . get_xlim () y0 , y1 = axs . get_ylim () axs . imshow ( img , extent = [ x0 , x1 , y0 , y1 ], aspect = 'auto' ) plt . legend () plt . show () %%time import numpy as np from matplotlib import pyplot as plt plt.rcParams[\"figure.figsize\"] = (16,4) img = plt.imread(\"underwater.jpeg\") fig, axs = plt.subplots() plt.grid(True) def global_mean(SLA, **kwargs): dout=((SLA*ssh_area).sum()/(SLA/SLA*ssh_area).sum())*1000 return dout result = ds.SLA.groupby('Time').apply(global_mean) plt.xlabel('Time (year)',fontsize=16) plt.ylabel('Global Mean SLA (meter)',fontsize=12) # axs.imshow(img, aspect='auto') plt.grid(True) historic_ts=xr.open_dataset(gmsl) result.plot(ax=axs, color=\"orange\", marker=\"o\", label='satellite record') historic_ts['global_average_sea_level_change'].plot(ax=axs, label='Historical in-situ record', color=\"lightblue\") x0,x1 = axs.get_xlim() y0,y1 = axs.get_ylim() axs.imshow(img, extent=[x0, x1, y0, y1], aspect='auto') plt.legend() plt.show() CPU times: user 2.46 s, sys: 112 ms, total: 2.58 s Wall time: 3.45 s","title":"\ud83c\udf0d Analyzing Sea Level Rise Using Earth Data in the Cloud"},{"location":"tutorials/SSL/#analyzing-sea-level-rise-using-earth-data-in-the-cloud","text":"","title":"\ud83c\udf0d Analyzing Sea Level Rise Using Earth Data in the Cloud"},{"location":"tutorials/SSL/#this-notebook-is-entirely-based-on-jinbo-wangs-tutorial","text":"We are going to reproduce the plot from this infographic Source: NASA-led Study Reveals the Causes of Sea Level Rise Since 1900 In [1]: Copied! import earthaccess print ( f \"using earthaccess v { earthaccess . __version__ } \" ) auth = earthaccess . login () # are we authenticated? if not auth . authenticated : # ask for credentials and persist them in a .netrc file auth . login ( strategy = \"interactive\" , persist = True ) import earthaccess print(f\"using earthaccess v{earthaccess.__version__}\") auth = earthaccess.login() # are we authenticated? if not auth.authenticated: # ask for credentials and persist them in a .netrc file auth.login(strategy=\"interactive\", persist=True) using earthaccess v0.5.3 You're now authenticated with NASA Earthdata Login Using token with expiration date: 11/17/2023 Using environment variables for EDL","title":"This notebook is entirely based on Jinbo Wang's tutorial"},{"location":"tutorials/SSL/#why-earthaccess","text":"earthaccess is a Python library that simplifies data discovery and access to NASA Earth science data by providing an abstraction layer for NASA\u2019s Common Metadata Repository (CMR) Search API so that searching for data can be done using a simpler notation instead of low level HTTP queries.","title":"Why earthaccess?"},{"location":"tutorials/SSL/#authentication-in-the-cloud","text":"If the collection is a cloud-hosted collection we can print the summary() and get the S3 credential endpoint. These S3 credentials are temporary and we can use them with third party libraries such as s3fs, boto3 or awscli. In [2]: Copied! from pprint import pprint # We'll get 4 collections that match with our keywords collections = earthaccess . search_datasets ( keyword = \"SEA SURFACE HEIGHT\" , cloud_hosted = True , count = 4 ) # Let's print 2 collections for collection in collections [ 0 : 2 ]: # pprint(collection.summary()) print ( pprint ( collection . summary ()), collection . abstract (), \" \\n \" , collection [ \"umm\" ][ \"DOI\" ], \" \\n\\n \" ) from pprint import pprint # We'll get 4 collections that match with our keywords collections = earthaccess.search_datasets( keyword = \"SEA SURFACE HEIGHT\", cloud_hosted = True, count = 4 ) # Let's print 2 collections for collection in collections[0:2]: # pprint(collection.summary()) print(pprint(collection.summary()), collection.abstract(), \"\\n\", collection[\"umm\"][\"DOI\"], \"\\n\\n\") Datasets found: 220 {'cloud-info': {'Region': 'us-west-2', 'S3BucketAndObjectPrefixNames': ['podaac-ops-cumulus-public/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/', 'podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/'], 'S3CredentialsAPIDocumentationURL': 'https://archive.podaac.earthdata.nasa.gov/s3credentialsREADME', 'S3CredentialsAPIEndpoint': 'https://archive.podaac.earthdata.nasa.gov/s3credentials'}, 'concept-id': 'C2270392799-POCLOUD', 'file-type': \"[{'Format': 'netCDF-4', 'FormatType': 'Native', \" \"'AverageFileSize': 9.7, 'AverageFileSizeUnit': 'MB'}]\", 'get-data': ['https://cmr.earthdata.nasa.gov/virtual-directory/collections/C2270392799-POCLOUD', 'https://search.earthdata.nasa.gov/search/granules?p=C2270392799-POCLOUD'], 'short-name': 'SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205', 'version': '2205'} None This dataset provides gridded Sea Surface Height Anomalies (SSHA) above a mean sea surface, on a 1/6th degree grid every 5 days. It contains the fully corrected heights, with a delay of up to 3 months. The gridded data are derived from the along-track SSHA data of TOPEX/Poseidon, Jason-1, Jason-2, Jason-3 and Jason-CS (Sentinel-6) as reference data from the level 2 along-track data found at https://podaac.jpl.nasa.gov/dataset/MERGED_TP_J1_OSTM_OST_CYCLES_V51, plus ERS-1, ERS-2, Envisat, SARAL-AltiKa, CryoSat-2, Sentinel-3A, Sentinel-3B, depending on the date, from the RADS database. The date given in the grid files is the center of the 5-day window. The grids were produced from altimeter data using Kriging interpolation, which gives best linear prediction based upon prior knowledge of covariance. {'DOI': '10.5067/SLREF-CDRV3', 'Authority': 'https://doi.org'} {'cloud-info': {'Region': 'us-west-2', 'S3BucketAndObjectPrefixNames': ['nsidc-cumulus-prod-protected/ATLAS/ATL21/003', 'nsidc-cumulus-prod-public/ATLAS/ATL21/003'], 'S3CredentialsAPIDocumentationURL': 'https://data.nsidc.earthdatacloud.nasa.gov/s3credentialsREADME', 'S3CredentialsAPIEndpoint': 'https://data.nsidc.earthdatacloud.nasa.gov/s3credentials'}, 'concept-id': 'C2753316241-NSIDC_CPRD', 'file-type': \"[{'FormatType': 'Native', 'Format': 'HDF5', \" \"'FormatDescription': 'HTTPS'}]\", 'get-data': ['https://search.earthdata.nasa.gov/search?q=ATL21+V003'], 'short-name': 'ATL21', 'version': '003'} None ATL21 contains daily and monthly gridded polar sea surface height (SSH) anomalies, derived from the along-track ATLAS/ICESat-2 L3A Sea Ice Height product (ATL10, V6). The ATL10 product identifies leads in sea ice and establishes a reference sea surface used to estimate SSH in 10 km along-track segments. ATL21 aggregates the ATL10 along-track SSH estimates and computes daily and monthly gridded SSH anomaly in NSIDC Polar Stereographic Northern and Southern Hemisphere 25 km grids. {'DOI': '10.5067/ATLAS/ATL21.003'}","title":"Authentication in the cloud"},{"location":"tutorials/SSL/#a-year-of-data","text":"Things to keep in mind: this particular dataset has data until 2019 this is a global dataset, each granule represents the whole world temporal coverage is 1 granule each 5 days In [3]: Copied! granules = earthaccess . search_data ( short_name = \"SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205\" , temporal = ( \"2017-01\" , \"2018-01\" ), count = - 1 ) print ( len ( granules )) granules = earthaccess.search_data( short_name = \"SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205\", temporal = (\"2017-01\",\"2018-01\"), count = -1 ) print(len(granules)) Granules found: 73 73","title":"A year of data"},{"location":"tutorials/SSL/#working-with-the-urls-directly","text":"If we chose, we can use earthdata to grab the file's URLs and then download them with another library (if we have a .netrc file configured with NASA's EDL credentials) Getting the links to our data is quiet simple with the data_links() method on each of the results: In [4]: Copied! # the collection is cloud hosted, but we can access it out of AWS with the regular HTTPS URL granules [ 0 ] . data_links ( access = \"out_of_region\" ) # the collection is cloud hosted, but we can access it out of AWS with the regular HTTPS URL granules[0].data_links(access=\"out_of_region\") Out[4]: ['https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/ssh_grids_v2205_2017010212.nc'] In [5]: Copied! granules [ 0 ] . data_links ( access = \"direct\" ) granules[0].data_links(access=\"direct\") Out[5]: ['s3://podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/ssh_grids_v2205_2017010212.nc']","title":"Working with the URLs directly"},{"location":"tutorials/SSL/#poc-streaming-into-xarray","text":"We can use earthaccess to stream files directly into xarray, this will work well for cases where: Data is in NetCDF/HDF5/Zaar format xarray can read bytes directly for remote datasets only with h5netcdf and scipy back-ends, if we deal with a format that won't be recognized by these 2 backends xarray will raise an exception. Data is not big data (multi TB) not fully tested with Dask distributed Data is gridded xarray works better with homogeneous coordinates, working with swath data will be cumbersome. Data is chunked using reasonable large sizes(1MB or more) If our files are chunked in small pieces the access time will be orders of magnitude bigger than just downloading the data and accessing it locally. Opening a year of SSH (SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL1812) data (1.1 GB approx) can take up to 5 minutes streaming the data out of region(not in AWS) The reason for this is not that the data transfer is order of magintude slower but due the client libraries not fetching data concurrently and the metadata of the files in HDF is usually not consolidated like in Zaar, hence h5netcdf has to issue a lot of requests to get the info it needs. Note: we are looping through each year and getting the metadata for the first granule in May In [6]: Copied! # storing the resulting granule metadata granules = [] # we just grab 1 granule from May for each year of the dataset for year in range ( 1999 , 2019 ): print ( f \"Retrieving data for year: { year } \" ) results = earthaccess . search_data ( doi = \"10.5067/SLREF-CDRV3\" , temporal = ( f \" { year } -05\" , f \" { year } -06\" ) ) if len ( results ) > 0 : granules . append ( results [ 0 ]) print ( f \"Total granules: { len ( granules ) } \" ) # storing the resulting granule metadata granules = [] # we just grab 1 granule from May for each year of the dataset for year in range(1999, 2019): print(f\"Retrieving data for year: {year}\") results = earthaccess.search_data( doi = \"10.5067/SLREF-CDRV3\", temporal=(f\"{year}-05\", f\"{year}-06\") ) if len(results)>0: granules.append(results[0]) print(f\"Total granules: {len(granules)}\") Retrieving data for year: 1999 Granules found: 7 Retrieving data for year: 2000 Granules found: 7 Retrieving data for year: 2001 Granules found: 7 Retrieving data for year: 2002 Granules found: 7 Retrieving data for year: 2003 Granules found: 7 Retrieving data for year: 2004 Granules found: 6 Retrieving data for year: 2005 Granules found: 6 Retrieving data for year: 2006 Granules found: 6 Retrieving data for year: 2007 Granules found: 6 Retrieving data for year: 2008 Granules found: 6 Retrieving data for year: 2009 Granules found: 6 Retrieving data for year: 2010 Granules found: 6 Retrieving data for year: 2011 Granules found: 6 Retrieving data for year: 2012 Granules found: 6 Retrieving data for year: 2013 Granules found: 6 Retrieving data for year: 2014 Granules found: 6 Retrieving data for year: 2015 Granules found: 6 Retrieving data for year: 2016 Granules found: 7 Retrieving data for year: 2017 Granules found: 7 Retrieving data for year: 2018 Granules found: 7 Total granules: 20","title":"POC: streaming into xarray"},{"location":"tutorials/SSL/#what-earthaccessopen-do","text":"earthaccess.open() takes a list of results from earthaccess.search_data() or a list of URLs and creates a list of Python File-like objects that can be used in our code as if the remote files were local. When executed in AWS the file system used is S3FS when we open files outside of AWS we get a regular HTTPS file session. In [7]: Copied! %% time import xarray as xr fileset = earthaccess . open ( granules ) print ( f \" Using { type ( fileset [ 0 ]) } filesystem\" ) ds = xr . open_mfdataset ( fileset , chunks = {}) ds %%time import xarray as xr fileset = earthaccess.open(granules) print(f\" Using {type(fileset[0])} filesystem\") ds = xr.open_mfdataset(fileset, chunks={}) ds Opening 20 granules, approx size: 0.18 GB var element = document.getElementById('55f6c943-21ca-426c-afdf-835e5c972b79'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"ac1ee93bf72d479e8b798a375619e407\"} var element = document.getElementById('8c94d579-0d18-4741-8b76-cf44d6bb747f'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"6d06474e786347ef8350982d7aec2da3\"} var element = document.getElementById('45c8ba08-619a-4d6a-bf59-4186093ce36d'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"0bb83274b9764ddf8b75698e41efadb2\"} Using filesystem CPU times: user 2.73 s, sys: 421 ms, total: 3.15 s Wall time: 1min 7s Out[7]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, .xr-header > ul { display: inline; margin-top: 0; margin-bottom: 0; } .xr-obj-type, .xr-array-name { margin-left: 2px; margin-right: 10px; } .xr-obj-type { color: var(--xr-font-color2); } .xr-sections { padding-left: 0 !important; display: grid; grid-template-columns: 150px auto auto 1fr 20px 20px; } .xr-section-item { display: contents; } .xr-section-item input { display: none; } .xr-section-item input + label { color: var(--xr-disabled-color); } .xr-section-item input:enabled + label { cursor: pointer; color: var(--xr-font-color2); } .xr-section-item input:enabled + label:hover { color: var(--xr-font-color0); } .xr-section-summary { grid-column: 1; color: var(--xr-font-color2); font-weight: 500; } .xr-section-summary > span { display: inline-block; padding-left: 0.5em; } .xr-section-summary-in:disabled + label { color: var(--xr-font-color2); } .xr-section-summary-in + label:before { display: inline-block; content: '\u25ba'; font-size: 11px; width: 15px; text-align: center; } .xr-section-summary-in:disabled + label:before { color: var(--xr-disabled-color); } .xr-section-summary-in:checked + label:before { content: '\u25bc'; } .xr-section-summary-in:checked + label > span { display: none; } .xr-section-summary, .xr-section-inline-details { padding-top: 4px; padding-bottom: 4px; } .xr-section-inline-details { grid-column: 2 / -1; } .xr-section-details { display: none; grid-column: 1 / -1; margin-bottom: 5px; } .xr-section-summary-in:checked ~ .xr-section-details { display: contents; } .xr-array-wrap { grid-column: 1 / -1; display: grid; grid-template-columns: 20px auto; } .xr-array-wrap > label { grid-column: 1; vertical-align: top; } .xr-preview { color: var(--xr-font-color3); } .xr-array-preview, .xr-array-data { padding: 0 5px !important; grid-column: 2; } .xr-array-data, .xr-array-in:checked ~ .xr-array-preview { display: none; } .xr-array-in:checked ~ .xr-array-data, .xr-array-preview { display: inline-block; } .xr-dim-list { display: inline-block !important; list-style: none; padding: 0 !important; margin: 0; } .xr-dim-list li { display: inline-block; padding: 0; margin: 0; } .xr-dim-list:before { content: '('; } .xr-dim-list:after { content: ')'; } .xr-dim-list li:not(:last-child):after { content: ','; padding-right: 5px; } .xr-has-index { font-weight: bold; } .xr-var-list, .xr-var-item { display: contents; } .xr-var-item > div, .xr-var-item label, .xr-var-item > .xr-var-name span { background-color: var(--xr-background-color-row-even); margin-bottom: 0; } .xr-var-item > .xr-var-name:hover span { padding-right: 5px; } .xr-var-list > li:nth-child(odd) > div, .xr-var-list > li:nth-child(odd) > label, .xr-var-list > li:nth-child(odd) > .xr-var-name span { background-color: var(--xr-background-color-row-odd); } .xr-var-name { grid-column: 1; } .xr-var-dims { grid-column: 2; } .xr-var-dtype { grid-column: 3; text-align: right; color: var(--xr-font-color2); } .xr-var-preview { grid-column: 4; } .xr-index-preview { grid-column: 2 / 5; color: var(--xr-font-color2); } .xr-var-name, .xr-var-dims, .xr-var-dtype, .xr-preview, .xr-attrs dt { white-space: nowrap; overflow: hidden; text-overflow: ellipsis; padding-right: 10px; } .xr-var-name:hover, .xr-var-dims:hover, .xr-var-dtype:hover, .xr-attrs dt:hover { overflow: visible; width: auto; z-index: 1; } .xr-var-attrs, .xr-var-data, .xr-index-data { display: none; background-color: var(--xr-background-color) !important; padding-bottom: 5px !important; } .xr-var-attrs-in:checked ~ .xr-var-attrs, .xr-var-data-in:checked ~ .xr-var-data, .xr-index-data-in:checked ~ .xr-index-data { display: block; } .xr-var-data > table { float: right; } .xr-var-name span, .xr-var-data, .xr-index-name div, .xr-index-data, .xr-attrs { padding-left: 25px !important; } .xr-attrs, .xr-var-attrs, .xr-var-data, .xr-index-data { grid-column: 1 / -1; } dl.xr-attrs { padding: 0; margin: 0; display: grid; grid-template-columns: 125px auto; } .xr-attrs dt, .xr-attrs dd { padding: 0; margin: 0; float: left; padding-right: 10px; width: auto; } .xr-attrs dt { font-weight: normal; grid-column: 1; } .xr-attrs dt:hover span { display: inline-block; background: var(--xr-background-color); padding-right: 10px; } .xr-attrs dd { grid-column: 2; white-space: pre-wrap; word-break: break-all; } .xr-icon-database, .xr-icon-file-text2, .xr-no-icon { display: inline-block; vertical-align: middle; width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (Time: 20, Longitude: 2160, nv: 2, Latitude: 960) Coordinates: * Longitude (Longitude) float32 0.08333 0.25 0.4167 ... 359.6 359.8 359.9 * Latitude (Latitude) float32 -79.92 -79.75 -79.58 ... 79.58 79.75 79.92 * Time (Time) datetime64[ns] 1999-05-02T12:00:00 ... 2018-05-02T12:... Dimensions without coordinates: nv Data variables: Lon_bounds (Time, Longitude, nv) float32 dask.array Lat_bounds (Time, Latitude, nv) float32 dask.array Time_bounds (Time, nv) datetime64[ns] dask.array SLA (Time, Latitude, Longitude) float32 dask.array SLA_ERR (Time, Latitude, Longitude) float32 dask.array Attributes: (12/21) Conventions: CF-1.6 ncei_template_version: NCEI_NetCDF_Grid_Template_v2.0 Institution: Jet Propulsion Laboratory geospatial_lat_min: -79.916664 geospatial_lat_max: 79.916664 geospatial_lon_min: 0.083333336 ... ... version_number: 2205 Data_Pnts_Each_Sat: {\"16\": 764589, \"1002\": 637661} source_version: commit 7ba4d2404171bab4068e03a666a335c7a44c5f09 SLA_Global_MEAN: -0.012298334728518514 SLA_Global_STD: 0.09172898644796465 latency: final xarray.Dataset Dimensions: Time : 20 Longitude : 2160 nv : 2 Latitude : 960 Coordinates: (3) Longitude (Longitude) float32 0.08333 0.25 0.4167 ... 359.8 359.9 standard_name : longitude units : degrees_east point_spacing : even long_name : longitude axis : X bounds : Lon_bounds array([8.333334e-02, 2.500000e-01, 4.166667e-01, ..., 3.595833e+02, 3.597500e+02, 3.599167e+02], dtype=float32) Latitude (Latitude) float32 -79.92 -79.75 ... 79.75 79.92 standard_name : latitude units : degrees_north point_spacing : even long_name : latitude axis : Y bounds : Lat_bounds array([-79.916664, -79.75 , -79.583336, ..., 79.583336, 79.75 , 79.916664], dtype=float32) Time (Time) datetime64[ns] 1999-05-02T12:00:00 ... 2018-05-... standard_name : time long_name : Time bounds : Time_bounds axis : T array(['1999-05-02T12:00:00.000000000', '2000-05-01T12:00:00.000000000', '2001-05-01T12:00:00.000000000', '2002-05-01T12:00:00.000000000', '2003-05-01T12:00:00.000000000', '2004-05-05T12:00:00.000000000', '2005-05-05T12:00:00.000000000', '2006-05-05T12:00:00.000000000', '2007-05-05T12:00:00.000000000', '2008-05-04T12:00:00.000000000', '2009-05-04T12:00:00.000000000', '2010-05-04T12:00:00.000000000', '2011-05-04T12:00:00.000000000', '2012-05-03T12:00:00.000000000', '2013-05-03T12:00:00.000000000', '2014-05-03T12:00:00.000000000', '2015-05-03T12:00:00.000000000', '2016-05-02T12:00:00.000000000', '2017-05-02T12:00:00.000000000', '2018-05-02T12:00:00.000000000'], dtype='datetime64[ns]') Data variables: (5) Lon_bounds (Time, Longitude, nv) float32 dask.array units : degrees_east comment : longitude values at the west and east bounds of each pixel. Array Chunk Bytes 337.50 kiB 16.88 kiB Shape (20, 2160, 2) (1, 2160, 2) Dask graph 20 chunks in 61 graph layers Data type float32 numpy.ndarray 2 2160 20 Lat_bounds (Time, Latitude, nv) float32 dask.array units : degrees_north comment : latitude values at the north and south bounds of each pixel. Array Chunk Bytes 150.00 kiB 7.50 kiB Shape (20, 960, 2) (1, 960, 2) Dask graph 20 chunks in 61 graph layers Data type float32 numpy.ndarray 2 960 20 Time_bounds (Time, nv) datetime64[ns] dask.array comment : Time bounds for each time value, same value as time variable. The time variable is defined on points instead of on bounding boxes. Array Chunk Bytes 320 B 16 B Shape (20, 2) (1, 2) Dask graph 20 chunks in 41 graph layers Data type datetime64[ns] numpy.ndarray 2 20 SLA (Time, Latitude, Longitude) float32 dask.array units : m long_name : Sea Level Anomaly Estimate standard_name : sea_surface_height_above_sea_level alias : sea_surface_height_above_sea_level Array Chunk Bytes 158.20 MiB 7.91 MiB Shape (20, 960, 2160) (1, 960, 2160) Dask graph 20 chunks in 41 graph layers Data type float32 numpy.ndarray 2160 960 20 SLA_ERR (Time, Latitude, Longitude) float32 dask.array units : m long_name : Sea Level Anomaly Error Estimate Array Chunk Bytes 158.20 MiB 7.91 MiB Shape (20, 960, 2160) (1, 960, 2160) Dask graph 20 chunks in 41 graph layers Data type float32 numpy.ndarray 2160 960 20 Indexes: (3) Longitude PandasIndex PandasIndex(Index([0.0833333358168602, 0.25, 0.4166666567325592, 0.5833333134651184, 0.75, 0.9166666865348816, 1.0833333730697632, 1.25, 1.4166666269302368, 1.5833333730697632, ... 358.4166564941406, 358.5833435058594, 358.75, 358.9166564941406, 359.0833435058594, 359.25, 359.4166564941406, 359.5833435058594, 359.75, 359.9166564941406], dtype='float32', name='Longitude', length=2160)) Latitude PandasIndex PandasIndex(Index([-79.91666412353516, -79.75, -79.58333587646484, -79.41666412353516, -79.25, -79.08333587646484, -78.91666412353516, -78.75, -78.58333587646484, -78.41666412353516, ... 78.41666412353516, 78.58333587646484, 78.75, 78.91666412353516, 79.08333587646484, 79.25, 79.41666412353516, 79.58333587646484, 79.75, 79.91666412353516], dtype='float32', name='Latitude', length=960)) Time PandasIndex PandasIndex(DatetimeIndex(['1999-05-02 12:00:00', '2000-05-01 12:00:00', '2001-05-01 12:00:00', '2002-05-01 12:00:00', '2003-05-01 12:00:00', '2004-05-05 12:00:00', '2005-05-05 12:00:00', '2006-05-05 12:00:00', '2007-05-05 12:00:00', '2008-05-04 12:00:00', '2009-05-04 12:00:00', '2010-05-04 12:00:00', '2011-05-04 12:00:00', '2012-05-03 12:00:00', '2013-05-03 12:00:00', '2014-05-03 12:00:00', '2015-05-03 12:00:00', '2016-05-02 12:00:00', '2017-05-02 12:00:00', '2018-05-02 12:00:00'], dtype='datetime64[ns]', name='Time', freq=None)) Attributes: (21) Conventions : CF-1.6 ncei_template_version : NCEI_NetCDF_Grid_Template_v2.0 Institution : Jet Propulsion Laboratory geospatial_lat_min : -79.916664 geospatial_lat_max : 79.916664 geospatial_lon_min : 0.083333336 geospatial_lon_max : 359.91666 time_coverage_start : 1999-05-02 time_coverage_end : 1999-05-02 date_created : 2022-10-30T20:44:31.219578 title : Sea Level Anomaly Estimate based on Altimeter Data, final product (replaced interim version). short_name : SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205 long_name : MEaSUREs Gridded Sea Surface Height Anomalies Version 2205 summary : Sea level anomaly grids from altimeter data using Kriging interpolation, which gives best linear prediction based upon prior knowledge of covariance. DOI : 10.5067/SLREF-CDRV3 version_number : 2205 Data_Pnts_Each_Sat : {\"16\": 764589, \"1002\": 637661} source_version : commit 7ba4d2404171bab4068e03a666a335c7a44c5f09 SLA_Global_MEAN : -0.012298334728518514 SLA_Global_STD : 0.09172898644796465 latency : final","title":"What earthaccess.open() do?"},{"location":"tutorials/SSL/#plotting","text":"In [8]: Copied! ds . SLA . where (( ds . SLA >= 0 ) & ( ds . SLA < 10 )) . std ( 'Time' ) . plot ( figsize = ( 14 , 6 ), x = 'Longitude' , y = 'Latitude' ) ds.SLA.where((ds.SLA>=0) & (ds.SLA < 10)).std('Time').plot(figsize=(14,6), x='Longitude', y='Latitude') /home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/dask/array/numpy_compat.py:41: RuntimeWarning: invalid value encountered in divide x = np.divide(x1, x2, out) Out[8]: In [9]: Copied! from pyproj import Geod import numpy as np def ssl_area ( lats ): \"\"\" Calculate the area associated with a 1/6 by 1/6 degree box at latitude specified in 'lats'. Parameter ========== lats: a list or numpy array of size N the latitudes of interest. Return ======= out: Array (N) area values (unit: m^2) \"\"\" # Define WGS84 as CRS: geod = Geod ( ellps = 'WGS84' ) dx = 1 / 12.0 # TODO: explain this c_area = lambda lat : geod . polygon_area_perimeter ( np . r_ [ - dx , dx , dx , - dx ], lat + np . r_ [ - dx , - dx , dx , dx ])[ 0 ] out = [] for lat in lats : out . append ( c_area ( lat )) return np . array ( out ) # note: they rotated the data in the last release, this operation used to be (1,-1) ssh_area = ssl_area ( ds . Latitude . data ) . reshape ( - 1 , 1 ) print ( ssh_area . shape ) from pyproj import Geod import numpy as np def ssl_area(lats): \"\"\" Calculate the area associated with a 1/6 by 1/6 degree box at latitude specified in 'lats'. Parameter ========== lats: a list or numpy array of size N the latitudes of interest. Return ======= out: Array (N) area values (unit: m^2) \"\"\" # Define WGS84 as CRS: geod = Geod(ellps='WGS84') dx=1/12.0 # TODO: explain this c_area=lambda lat: geod.polygon_area_perimeter(np.r_[-dx,dx,dx,-dx], lat+np.r_[-dx,-dx,dx,dx])[0] out=[] for lat in lats: out.append(c_area(lat)) return np.array(out) # note: they rotated the data in the last release, this operation used to be (1,-1) ssh_area = ssl_area(ds.Latitude.data).reshape(-1,1) print(ssh_area.shape) (960, 1) In [10]: Copied! # This dataset was moved from opendap granule = earthaccess . search_data ( concept_id = \"C2491724765-POCLOUD\" )[ 0 ] . data_links ()[ 0 ] gmsl = earthaccess . open ([ granule ])[ 0 ] # This dataset was moved from opendap granule = earthaccess.search_data(concept_id=\"C2491724765-POCLOUD\")[0].data_links()[0] gmsl = earthaccess.open([granule])[0] Granules found: 1 var element = document.getElementById('6d1f5509-e0fe-4fba-8448-adec0f255395'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"424de6dd560f4e1cb87ab378025c3e65\"} var element = document.getElementById('f4cff155-4d5f-418f-b229-f35d28ae6479'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"826bde2b8d334b32a52c050504928ef0\"} var element = document.getElementById('5ec35312-29af-4517-bb0e-065dd5398379'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"fd83356e8c3a4835bebe9dcc908b97ef\"} In [11]: Copied! %% time import numpy as np from matplotlib import pyplot as plt plt . rcParams [ \"figure.figsize\" ] = ( 16 , 4 ) img = plt . imread ( \"underwater.jpeg\" ) fig , axs = plt . subplots () plt . grid ( True ) def global_mean ( SLA , ** kwargs ): dout = (( SLA * ssh_area ) . sum () / ( SLA / SLA * ssh_area ) . sum ()) * 1000 return dout result = ds . SLA . groupby ( 'Time' ) . apply ( global_mean ) plt . xlabel ( 'Time (year)' , fontsize = 16 ) plt . ylabel ( 'Global Mean SLA (meter)' , fontsize = 12 ) # axs.imshow(img, aspect='auto') plt . grid ( True ) historic_ts = xr . open_dataset ( gmsl ) result . plot ( ax = axs , color = \"orange\" , marker = \"o\" , label = 'satellite record' ) historic_ts [ 'global_average_sea_level_change' ] . plot ( ax = axs , label = 'Historical in-situ record' , color = \"lightblue\" ) x0 , x1 = axs . get_xlim () y0 , y1 = axs . get_ylim () axs . imshow ( img , extent = [ x0 , x1 , y0 , y1 ], aspect = 'auto' ) plt . legend () plt . show () %%time import numpy as np from matplotlib import pyplot as plt plt.rcParams[\"figure.figsize\"] = (16,4) img = plt.imread(\"underwater.jpeg\") fig, axs = plt.subplots() plt.grid(True) def global_mean(SLA, **kwargs): dout=((SLA*ssh_area).sum()/(SLA/SLA*ssh_area).sum())*1000 return dout result = ds.SLA.groupby('Time').apply(global_mean) plt.xlabel('Time (year)',fontsize=16) plt.ylabel('Global Mean SLA (meter)',fontsize=12) # axs.imshow(img, aspect='auto') plt.grid(True) historic_ts=xr.open_dataset(gmsl) result.plot(ax=axs, color=\"orange\", marker=\"o\", label='satellite record') historic_ts['global_average_sea_level_change'].plot(ax=axs, label='Historical in-situ record', color=\"lightblue\") x0,x1 = axs.get_xlim() y0,y1 = axs.get_ylim() axs.imshow(img, extent=[x0, x1, y0, y1], aspect='auto') plt.legend() plt.show() CPU times: user 2.46 s, sys: 112 ms, total: 2.58 s Wall time: 3.45 s","title":"Plotting"},{"location":"tutorials/emit-earthaccess/","text":"(function (global, factory) { typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() : typeof define === 'function' && define.amd ? define(factory) : (global = global || self, global.ClipboardCopyElement = factory()); 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These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ --jp-shadow-base-lightness: 0; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-400); --jp-border-color1: var(--md-grey-400); --jp-border-color2: var(--md-grey-300); --jp-border-color3: var(--md-grey-200); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(0, 0, 0, 1); --jp-ui-font-color1: rgba(0, 0, 0, 0.87); --jp-ui-font-color2: rgba(0, 0, 0, 0.54); --jp-ui-font-color3: rgba(0, 0, 0, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7); --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(0, 0, 0, 1); --jp-content-font-color1: rgba(0, 0, 0, 0.87); --jp-content-font-color2: rgba(0, 0, 0, 0.54); --jp-content-font-color3: rgba(0, 0, 0, 0.38); --jp-content-link-color: var(--md-blue-700); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: white; --jp-layout-color1: white; --jp-layout-color2: var(--md-grey-200); --jp-layout-color3: var(--md-grey-400); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: #111111; --jp-inverse-layout-color1: var(--md-grey-900); --jp-inverse-layout-color2: var(--md-grey-800); --jp-inverse-layout-color3: var(--md-grey-700); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-900); --jp-brand-color1: var(--md-blue-700); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-900); --jp-accent-color1: var(--md-green-700); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-900); --jp-warn-color1: var(--md-orange-700); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-900); --jp-error-color1: var(--md-red-700); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-900); --jp-success-color1: var(--md-green-700); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-900); --jp-info-color1: var(--md-cyan-700); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--md-grey-100); --jp-cell-editor-border-color: var(--md-grey-300); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 0.5; --jp-cell-prompt-not-active-font-color: var(--md-grey-700); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: var(--md-blue-50); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: #fdd; --jp-rendermime-table-row-background: var(--md-grey-100); --jp-rendermime-table-row-hover-background: var(--md-light-blue-50); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.25); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color1); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--md-grey-300); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color1); --jp-input-hover-background: var(--jp-layout-color1); --jp-input-background: var(--md-grey-100); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: #d9d9d9; --jp-editor-selected-focused-background: #d7d4f0; --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: #008000; --jp-mirror-editor-atom-color: #88f; --jp-mirror-editor-number-color: #080; --jp-mirror-editor-def-color: #00f; --jp-mirror-editor-variable-color: var(--md-grey-900); --jp-mirror-editor-variable-2-color: #05a; --jp-mirror-editor-variable-3-color: #085; --jp-mirror-editor-punctuation-color: #05a; --jp-mirror-editor-property-color: #05a; --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ba2121; --jp-mirror-editor-string-2-color: #708; --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: #008000; --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: #170; --jp-mirror-editor-attribute-color: #00c; --jp-mirror-editor-header-color: blue; --jp-mirror-editor-quote-color: #090; --jp-mirror-editor-link-color: #00c; --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: white; /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.5; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(245, 200, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } [data-md-color-scheme=\"slate\"] .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout * colors used in the theme as well. */ --jp-shadow-base-lightness: 32; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-700); --jp-border-color1: var(--md-grey-700); --jp-border-color2: var(--md-grey-800); --jp-border-color3: var(--md-grey-900); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(255, 255, 255, 1); --jp-ui-font-color1: rgba(255, 255, 255, 0.87); --jp-ui-font-color2: rgba(255, 255, 255, 0.54); --jp-ui-font-color3: rgba(255, 255, 255, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1); --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8); --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5); --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(255, 255, 255, 1); --jp-content-font-color1: rgba(255, 255, 255, 1); --jp-content-font-color2: rgba(255, 255, 255, 0.7); --jp-content-font-color3: rgba(255, 255, 255, 0.5); --jp-content-link-color: var(--md-blue-300); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: #111111; --jp-layout-color1: var(--md-grey-900); --jp-layout-color2: var(--md-grey-800); --jp-layout-color3: var(--md-grey-700); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: white; --jp-inverse-layout-color1: white; --jp-inverse-layout-color2: var(--md-grey-200); --jp-inverse-layout-color3: var(--md-grey-400); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-700); --jp-brand-color1: var(--md-blue-500); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-700); --jp-accent-color1: var(--md-green-500); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-700); --jp-warn-color1: var(--md-orange-500); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-700); --jp-error-color1: var(--md-red-500); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-700); --jp-success-color1: var(--md-green-500); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-700); --jp-info-color1: var(--md-cyan-500); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--jp-layout-color1); --jp-cell-editor-border-color: var(--md-grey-700); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 1; --jp-cell-prompt-not-active-font-color: var(--md-grey-300); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: rgba(244, 67, 54, 0.28); --jp-rendermime-table-row-background: var(--md-grey-900); --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.6); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color2); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--jp-layout-color0); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color0); --jp-input-hover-background: var(--jp-layout-color2); --jp-input-background: var(--md-grey-800); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: var(--jp-layout-color2); --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24); --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: var(--md-green-500); --jp-mirror-editor-atom-color: var(--md-blue-300); --jp-mirror-editor-number-color: var(--md-green-400); --jp-mirror-editor-def-color: var(--md-blue-600); --jp-mirror-editor-variable-color: var(--md-grey-300); --jp-mirror-editor-variable-2-color: var(--md-blue-400); --jp-mirror-editor-variable-3-color: var(--md-green-600); --jp-mirror-editor-punctuation-color: var(--md-blue-400); --jp-mirror-editor-property-color: var(--md-blue-400); --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ff7070; --jp-mirror-editor-string-2-color: var(--md-purple-300); --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: var(--md-green-600); --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: var(--md-green-700); --jp-mirror-editor-attribute-color: var(--md-blue-700); --jp-mirror-editor-header-color: var(--md-blue-500); --jp-mirror-editor-quote-color: var(--md-green-300); --jp-mirror-editor-link-color: var(--md-blue-700); --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: var(--md-grey-400); /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.6; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(255, 225, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* scrollbar related styles. Supports every browser except Edge. */ /* colors based on JetBrain's Darcula theme */ --jp-scrollbar-background-color: #3f4244; --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */ --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */ /* hacks for setting the thumb shape. These do nothing in Firefox */ --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */ --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */ /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } :root{--md-red-50: #ffebee;--md-red-100: #ffcdd2;--md-red-200: #ef9a9a;--md-red-300: #e57373;--md-red-400: #ef5350;--md-red-500: #f44336;--md-red-600: #e53935;--md-red-700: #d32f2f;--md-red-800: #c62828;--md-red-900: #b71c1c;--md-red-A100: #ff8a80;--md-red-A200: #ff5252;--md-red-A400: #ff1744;--md-red-A700: #d50000;--md-pink-50: #fce4ec;--md-pink-100: #f8bbd0;--md-pink-200: #f48fb1;--md-pink-300: #f06292;--md-pink-400: #ec407a;--md-pink-500: #e91e63;--md-pink-600: #d81b60;--md-pink-700: #c2185b;--md-pink-800: #ad1457;--md-pink-900: #880e4f;--md-pink-A100: #ff80ab;--md-pink-A200: #ff4081;--md-pink-A400: #f50057;--md-pink-A700: #c51162;--md-purple-50: #f3e5f5;--md-purple-100: #e1bee7;--md-purple-200: #ce93d8;--md-purple-300: #ba68c8;--md-purple-400: #ab47bc;--md-purple-500: #9c27b0;--md-purple-600: #8e24aa;--md-purple-700: #7b1fa2;--md-purple-800: #6a1b9a;--md-purple-900: #4a148c;--md-purple-A100: #ea80fc;--md-purple-A200: #e040fb;--md-purple-A400: #d500f9;--md-purple-A700: #aa00ff;--md-deep-purple-50: #ede7f6;--md-deep-purple-100: #d1c4e9;--md-deep-purple-200: #b39ddb;--md-deep-purple-300: #9575cd;--md-deep-purple-400: #7e57c2;--md-deep-purple-500: #673ab7;--md-deep-purple-600: #5e35b1;--md-deep-purple-700: #512da8;--md-deep-purple-800: #4527a0;--md-deep-purple-900: #311b92;--md-deep-purple-A100: #b388ff;--md-deep-purple-A200: #7c4dff;--md-deep-purple-A400: #651fff;--md-deep-purple-A700: #6200ea;--md-indigo-50: #e8eaf6;--md-indigo-100: #c5cae9;--md-indigo-200: #9fa8da;--md-indigo-300: #7986cb;--md-indigo-400: #5c6bc0;--md-indigo-500: #3f51b5;--md-indigo-600: #3949ab;--md-indigo-700: #303f9f;--md-indigo-800: #283593;--md-indigo-900: #1a237e;--md-indigo-A100: #8c9eff;--md-indigo-A200: #536dfe;--md-indigo-A400: #3d5afe;--md-indigo-A700: #304ffe;--md-blue-50: #e3f2fd;--md-blue-100: #bbdefb;--md-blue-200: #90caf9;--md-blue-300: #64b5f6;--md-blue-400: #42a5f5;--md-blue-500: #2196f3;--md-blue-600: #1e88e5;--md-blue-700: #1976d2;--md-blue-800: #1565c0;--md-blue-900: #0d47a1;--md-blue-A100: #82b1ff;--md-blue-A200: #448aff;--md-blue-A400: #2979ff;--md-blue-A700: #2962ff;--md-light-blue-50: #e1f5fe;--md-light-blue-100: #b3e5fc;--md-light-blue-200: #81d4fa;--md-light-blue-300: #4fc3f7;--md-light-blue-400: #29b6f6;--md-light-blue-500: #03a9f4;--md-light-blue-600: #039be5;--md-light-blue-700: #0288d1;--md-light-blue-800: #0277bd;--md-light-blue-900: #01579b;--md-light-blue-A100: #80d8ff;--md-light-blue-A200: #40c4ff;--md-light-blue-A400: #00b0ff;--md-light-blue-A700: #0091ea;--md-cyan-50: #e0f7fa;--md-cyan-100: #b2ebf2;--md-cyan-200: #80deea;--md-cyan-300: #4dd0e1;--md-cyan-400: #26c6da;--md-cyan-500: #00bcd4;--md-cyan-600: #00acc1;--md-cyan-700: #0097a7;--md-cyan-800: #00838f;--md-cyan-900: #006064;--md-cyan-A100: #84ffff;--md-cyan-A200: #18ffff;--md-cyan-A400: #00e5ff;--md-cyan-A700: #00b8d4;--md-teal-50: #e0f2f1;--md-teal-100: #b2dfdb;--md-teal-200: #80cbc4;--md-teal-300: #4db6ac;--md-teal-400: #26a69a;--md-teal-500: #009688;--md-teal-600: #00897b;--md-teal-700: #00796b;--md-teal-800: #00695c;--md-teal-900: #004d40;--md-teal-A100: #a7ffeb;--md-teal-A200: #64ffda;--md-teal-A400: #1de9b6;--md-teal-A700: #00bfa5;--md-green-50: #e8f5e9;--md-green-100: #c8e6c9;--md-green-200: #a5d6a7;--md-green-300: #81c784;--md-green-400: #66bb6a;--md-green-500: #4caf50;--md-green-600: #43a047;--md-green-700: #388e3c;--md-green-800: #2e7d32;--md-green-900: #1b5e20;--md-green-A100: #b9f6ca;--md-green-A200: #69f0ae;--md-green-A400: #00e676;--md-green-A700: #00c853;--md-light-green-50: #f1f8e9;--md-light-green-100: #dcedc8;--md-light-green-200: #c5e1a5;--md-light-green-300: #aed581;--md-light-green-400: #9ccc65;--md-light-green-500: #8bc34a;--md-light-green-600: #7cb342;--md-light-green-700: #689f38;--md-light-green-800: #558b2f;--md-light-green-900: #33691e;--md-light-green-A100: #ccff90;--md-light-green-A200: #b2ff59;--md-light-green-A400: #76ff03;--md-light-green-A700: #64dd17;--md-lime-50: #f9fbe7;--md-lime-100: #f0f4c3;--md-lime-200: #e6ee9c;--md-lime-300: #dce775;--md-lime-400: #d4e157;--md-lime-500: #cddc39;--md-lime-600: #c0ca33;--md-lime-700: #afb42b;--md-lime-800: #9e9d24;--md-lime-900: #827717;--md-lime-A100: #f4ff81;--md-lime-A200: #eeff41;--md-lime-A400: #c6ff00;--md-lime-A700: #aeea00;--md-yellow-50: #fffde7;--md-yellow-100: #fff9c4;--md-yellow-200: #fff59d;--md-yellow-300: #fff176;--md-yellow-400: #ffee58;--md-yellow-500: #ffeb3b;--md-yellow-600: #fdd835;--md-yellow-700: #fbc02d;--md-yellow-800: #f9a825;--md-yellow-900: #f57f17;--md-yellow-A100: #ffff8d;--md-yellow-A200: #ffff00;--md-yellow-A400: #ffea00;--md-yellow-A700: #ffd600;--md-amber-50: #fff8e1;--md-amber-100: #ffecb3;--md-amber-200: #ffe082;--md-amber-300: #ffd54f;--md-amber-400: #ffca28;--md-amber-500: #ffc107;--md-amber-600: #ffb300;--md-amber-700: #ffa000;--md-amber-800: #ff8f00;--md-amber-900: #ff6f00;--md-amber-A100: #ffe57f;--md-amber-A200: #ffd740;--md-amber-A400: #ffc400;--md-amber-A700: #ffab00;--md-orange-50: #fff3e0;--md-orange-100: #ffe0b2;--md-orange-200: #ffcc80;--md-orange-300: #ffb74d;--md-orange-400: #ffa726;--md-orange-500: #ff9800;--md-orange-600: #fb8c00;--md-orange-700: #f57c00;--md-orange-800: #ef6c00;--md-orange-900: #e65100;--md-orange-A100: #ffd180;--md-orange-A200: #ffab40;--md-orange-A400: #ff9100;--md-orange-A700: #ff6d00;--md-deep-orange-50: #fbe9e7;--md-deep-orange-100: #ffccbc;--md-deep-orange-200: #ffab91;--md-deep-orange-300: #ff8a65;--md-deep-orange-400: #ff7043;--md-deep-orange-500: 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sourceMappingURL=mkdocs-jupyter.css.map*/ init_mathjax = function() { if (window.MathJax) { // MathJax loaded MathJax.Hub.Config({ TeX: { equationNumbers: { autoNumber: \"AMS\", useLabelIds: true } }, tex2jax: { inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ], displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ], processEscapes: true, processEnvironments: true }, displayAlign: 'center', CommonHTML: { linebreaks: { automatic: true } } }); MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]); } } init_mathjax(); Streaming data from NASA's Earth Surface Minteral Dust Source Investigation (EMIT) \u00b6 This is a proof of concept notebook to demonstrate how earthaccess can facilitate the use of cloud hosted data from NASA using xarray and holoviews. For a formal tutorial on EMIT please visit the official repository where things are explained in detail. EMIT Science Tutorial Prerequisites NASA EDL credentials Openscapes Conda environment installed For direct access this notebook should run in AWS IMPORTANT: This notebook should run out of AWS but is not recomended as streaming HDF5 data is slow out of region In [1]: Copied! import earthaccess import numpy as np import xarray as xr import h5netcdf from pprint import pprint print ( f \"using earthaccess version { earthaccess . __version__ } \" ) auth = earthaccess . login () import earthaccess import numpy as np import xarray as xr import h5netcdf from pprint import pprint print(f\"using earthaccess version {earthaccess.__version__}\") auth = earthaccess.login() using earthaccess version 0.5.3 You're now authenticated with NASA Earthdata Login Using token with expiration date: 11/17/2023 Using environment variables for EDL Searching for the dataset with .search_datasets() \u00b6 Note: API docs can be found at earthaccess In [2]: Copied! results = earthaccess . search_datasets ( short_name = \"EMITL2ARFL\" , cloud_hosted = True ) # Let's print our datasets for dataset in results : print ( pprint ( dataset . summary ())) results = earthaccess.search_datasets(short_name = \"EMITL2ARFL\", cloud_hosted=True) # Let's print our datasets for dataset in results: print(pprint(dataset.summary())) Datasets found: 1 {'cloud-info': {'Region': 'us-west-2', 'S3BucketAndObjectPrefixNames': ['s3://lp-prod-protected/EMITL2ARFL.001', 's3://lp-prod-public/EMITL2ARFL.001'], 'S3CredentialsAPIDocumentationURL': 'https://data.lpdaac.earthdatacloud.nasa.gov/s3credentialsREADME', 'S3CredentialsAPIEndpoint': 'https://data.lpdaac.earthdatacloud.nasa.gov/s3credentials'}, 'concept-id': 'C2408750690-LPCLOUD', 'file-type': \"[{'Format': 'netCDF-4', 'FormatType': 'Native', \" \"'FormatDescription': 'Network Common Data Format Version 4', \" \"'Media': ['Earthdata Cloud', 'HTTPS'], 'AverageFileSize': 1.8, \" \"'AverageFileSizeUnit': 'GB', \" \"'TotalCollectionFileSizeBeginDate': \" \"'2022-08-09T00:00:00.000Z'}]\", 'get-data': ['https://search.earthdata.nasa.gov/search/granules?p=C2408750690-LPCLOUD'], 'short-name': 'EMITL2ARFL', 'version': '001'} None Searching for the data with .search_data() over Ecuador \u00b6 In [3]: Copied! # ~Ecuador = -82.05,-3.17,-76.94,-0.52 granules = earthaccess . search_data ( short_name = \"EMITL2ARFL\" , bounding_box = ( - 82.05 , - 3.17 , - 76.94 , - 0.52 ), count = 10 ) print ( len ( granules )) # ~Ecuador = -82.05,-3.17,-76.94,-0.52 granules = earthaccess.search_data(short_name=\"EMITL2ARFL\", bounding_box=(-82.05,-3.17,-76.94,-0.52), count=10) print(len(granules)) Granules found: 15 10 earthaccess can print a preview of the data using the metadata from CMR \u00b6 Note: there is a bug in earthaccess where the reported size of the granules are always 0, fix is coming next week In [4]: Copied! granules [ 7 ] granules[7] Out[4]: 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Data : EMIT_L2A_RFL_001_20230304T151234_2306310_003.nc EMIT_L2A_RFLUNCERT_001_20230304T151234_2306310_003.nc EMIT_L2A_MASK_001_20230304T151234_2306310_003.nc Size : 3578.78 MB Cloud Hosted : True Streaming data from S3 with fsspec \u00b6 Opening the data with earthaccess.open() and accessing the NetCDF as if it was local If we run this code in AWS(us-west-2), earthaccess can use direct S3 links. If we run it out of AWS, earthaccess can only use HTTPS links. Direct S3 access for NASA data is only allowed in region. In [5]: Copied! # open() accepts a list of results or a list of links file_handlers = earthaccess . open ( granules ) file_handlers # open() accepts a list of results or a list of links file_handlers = earthaccess.open(granules) file_handlers Opening 10 granules, approx size: 42.27 GB var element = document.getElementById('0fe53f64-654f-44d7-b764-ddab12816bd0'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"a7a0631b55554e2ea7ffb8cda4709c9f\"} Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. var element = document.getElementById('d1db1ace-1199-4521-aec9-7746db5db65d'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"acd2ed50e36048a7a91b02dfcc3d444c\"} Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. var element = document.getElementById('033c568c-53b9-4dca-9d0f-a4e81a868fd3'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"0b7585d87b9f40cc823a1ea31d9c4383\"} Out[5]: [, , , , , , , , , ] In [6]: Copied! %% time # we can use any file from the array file_p = file_handlers [ 4 ] refl = xr . open_dataset ( file_p ) wvl = xr . open_dataset ( file_p , group = 'sensor_band_parameters' ) loc = xr . open_dataset ( file_p , group = 'location' ) ds = xr . merge ([ refl , loc ]) ds = ds . assign_coords ({ 'downtrack' :([ 'downtrack' ], refl . downtrack . data ), 'crosstrack' :([ 'crosstrack' ], refl . crosstrack . data ), ** wvl . variables }) ds %%time # we can use any file from the array file_p = file_handlers[4] refl = xr.open_dataset(file_p) wvl = xr.open_dataset(file_p, group='sensor_band_parameters') loc = xr.open_dataset(file_p, group='location') ds = xr.merge([refl, loc]) ds = ds.assign_coords({'downtrack':(['downtrack'], refl.downtrack.data),'crosstrack':(['crosstrack'],refl.crosstrack.data), **wvl.variables}) ds --------------------------------------------------------------------------- KeyError Traceback (most recent call last) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/file_manager.py:209 , in CachingFileManager._acquire_with_cache_info (self, needs_lock) 208 try : --> 209 file = self . _cache [ self . _key ] 210 except KeyError : File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/lru_cache.py:55 , in LRUCache.__getitem__ (self, key) 54 with self . _lock: ---> 55 value = self . _cache [ key ] 56 self . _cache . move_to_end(key) KeyError : [, (,), 'r', (('decode_vlen_strings', True), ('invalid_netcdf', None)), '17c67517-a2d3-4dbd-8beb-a75bf0d8180d'] During handling of the above exception, another exception occurred: ClientResponseError Traceback (most recent call last) File :4 File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/api.py:541 , in open_dataset (filename_or_obj, engine, chunks, cache, decode_cf, mask_and_scale, decode_times, decode_timedelta, use_cftime, concat_characters, decode_coords, drop_variables, inline_array, backend_kwargs, **kwargs) 529 decoders = _resolve_decoders_kwargs( 530 decode_cf, 531 open_backend_dataset_parameters = backend . open_dataset_parameters, (...) 537 decode_coords = decode_coords, 538 ) 540 overwrite_encoded_chunks = kwargs . pop( \" overwrite_encoded_chunks \" , None ) --> 541 backend_ds = backend . open_dataset ( 542 filename_or_obj , 543 drop_variables = drop_variables , 544 * * decoders , 545 * * kwargs , 546 ) 547 ds = _dataset_from_backend_dataset( 548 backend_ds, 549 filename_or_obj, (...) 557 * * kwargs, 558 ) 559 return ds File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/h5netcdf_.py:407 , in H5netcdfBackendEntrypoint.open_dataset (self, filename_or_obj, mask_and_scale, decode_times, concat_characters, decode_coords, drop_variables, use_cftime, decode_timedelta, format, group, lock, invalid_netcdf, phony_dims, decode_vlen_strings) 387 def open_dataset ( 388 self , 389 filename_or_obj, (...) 403 decode_vlen_strings = True , 404 ): 406 filename_or_obj = _normalize_path(filename_or_obj) --> 407 store = H5NetCDFStore . open ( 408 filename_or_obj , 409 format = format , 410 group = group , 411 lock = lock , 412 invalid_netcdf = invalid_netcdf , 413 phony_dims = phony_dims , 414 decode_vlen_strings = decode_vlen_strings , 415 ) 417 store_entrypoint = StoreBackendEntrypoint() 419 ds = store_entrypoint . open_dataset( 420 store, 421 mask_and_scale = mask_and_scale, (...) 427 decode_timedelta = decode_timedelta, 428 ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/h5netcdf_.py:170 , in H5NetCDFStore.open (cls, filename, mode, format, group, lock, autoclose, invalid_netcdf, phony_dims, decode_vlen_strings) 167 lock = combine_locks([HDF5_LOCK, get_write_lock(filename)]) 169 manager = CachingFileManager(h5netcdf . File, filename, mode = mode, kwargs = kwargs) --> 170 return cls ( manager , group = group , mode = mode , lock = lock , autoclose = autoclose ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/h5netcdf_.py:120 , in H5NetCDFStore.__init__ (self, manager, group, mode, lock, autoclose) 117 self . format = None 118 # todo: utilizing find_root_and_group seems a bit clunky 119 # making filename available on h5netcdf.Group seems better --> 120 self . _filename = find_root_and_group( self . ds )[ 0 ] . filename 121 self . is_remote = is_remote_uri( self . _filename) 122 self . lock = ensure_lock(lock) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/h5netcdf_.py:181 , in H5NetCDFStore.ds (self) 179 @property 180 def ds ( self ): --> 181 return self . _acquire ( ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/h5netcdf_.py:173 , in H5NetCDFStore._acquire (self, needs_lock) 172 def _acquire ( self , needs_lock = True ): --> 173 with self . _manager . acquire_context(needs_lock) as root: 174 ds = _nc4_require_group( 175 root, self . _group, self . _mode, create_group = _h5netcdf_create_group 176 ) 177 return ds File /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/contextlib.py:119 , in _GeneratorContextManager.__enter__ (self) 117 del self . args, self . kwds, self . func 118 try : --> 119 return next ( self . gen ) 120 except StopIteration : 121 raise RuntimeError ( \" generator didn ' t yield \" ) from None File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/file_manager.py:197 , in CachingFileManager.acquire_context (self, needs_lock) 194 @contextlib . contextmanager 195 def acquire_context ( self , needs_lock = True ): 196 \"\"\"Context manager for acquiring a file.\"\"\" --> 197 file, cached = self . _acquire_with_cache_info ( needs_lock ) 198 try : 199 yield file File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/file_manager.py:215 , in CachingFileManager._acquire_with_cache_info (self, needs_lock) 213 kwargs = kwargs . copy() 214 kwargs[ \" mode \" ] = self . _mode --> 215 file = self . _opener ( * self . _args , * * kwargs ) 216 if self . _mode == \" w \" : 217 # ensure file doesn't get overridden when opened again 218 self . _mode = \" a \" File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/h5netcdf/core.py:1108 , in File.__init__ (self, path, mode, invalid_netcdf, phony_dims, **kwargs) 1106 # This maps keeps track of all HDF5 datasets corresponding to this group. 1107 self . _all_h5groups = ChainMap( self . _h5group) -> 1108 super ( File , self ) . __init__ ( self , self . _h5path ) 1109 # get maximum dimension id and count of labeled dimensions 1110 if self . _writable: File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/h5netcdf/core.py:505 , in Group.__init__ (self, parent, name) 502 if self . _root . _phony_dims_mode is not None : 503 phony_dims = Counter() --> 505 for k, v in self . _h5group . items(): 506 if isinstance (v, self . _root . _h5py . Group): 507 # add to the groups collection if this is a h5py(d) Group 508 # instance 509 self . _groups . add(k) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/h5py/_hl/base.py:438 , in ItemsViewHDF5.__iter__ (self) 436 with phil: 437 for key in self . _mapping: --> 438 yield (key, self . _mapping . get ( key ) ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/h5py/_hl/group.py:400 , in Group.get (self, name, default, getclass, getlink) 398 if not (getclass or getlink): 399 try : --> 400 return self [ name ] 401 except KeyError : 402 return default File h5py/_objects.pyx:54 , in h5py._objects.with_phil.wrapper () File h5py/_objects.pyx:55 , in h5py._objects.with_phil.wrapper () File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/h5py/_hl/group.py:357 , in Group.__getitem__ (self, name) 355 raise ValueError ( \" Invalid HDF5 object reference \" ) 356 elif isinstance (name, ( bytes , str )): --> 357 oid = h5o . open ( self . id , self . _e ( name ) , lapl = self . _lapl ) 358 else : 359 raise TypeError ( \" Accessing a group is done with bytes or str, \" 360 \" not {} \" . format( type (name))) File h5py/_objects.pyx:54 , in h5py._objects.with_phil.wrapper () File h5py/_objects.pyx:55 , in h5py._objects.with_phil.wrapper () File h5py/h5o.pyx:190 , in h5py.h5o.open () File h5py/h5fd.pyx:163 , in h5py.h5fd.H5FD_fileobj_read () File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/spec.py:1800 , in AbstractBufferedFile.readinto (self, b) 1795 \"\"\"mirrors builtin file's readinto method 1796 1797 https://docs.python.org/3/library/io.html#io.RawIOBase.readinto 1798 \"\"\" 1799 out = memoryview (b) . cast( \" B \" ) -> 1800 data = self . read ( out . nbytes ) 1801 out[: len (data)] = data 1802 return len (data) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/spec.py:1790 , in AbstractBufferedFile.read (self, length) 1787 if length == 0 : 1788 # don't even bother calling fetch 1789 return b \" \" -> 1790 out = self . cache . _fetch ( self . loc , self . loc + length ) 1791 self . loc + = len (out) 1792 return out File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/caching.py:393 , in BytesCache._fetch (self, start, end) 391 pass 392 elif end - self . end > self . blocksize: --> 393 self . cache = self . fetcher ( start , bend ) 394 self . start = start 395 else : File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:121 , in sync_wrapper..wrapper (*args, **kwargs) 118 @functools . wraps(func) 119 def wrapper ( * args, * * kwargs): 120 self = obj or args[ 0 ] --> 121 return sync ( self . loop , func , * args , * * kwargs ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:106 , in sync (loop, func, timeout, *args, **kwargs) 104 raise FSTimeoutError from return_result 105 elif isinstance (return_result, BaseException ): --> 106 raise return_result 107 else : 108 return return_result File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:61 , in _runner (event, coro, result, timeout) 59 coro = asyncio . wait_for(coro, timeout = timeout) 60 try : ---> 61 result[ 0 ] = await coro 62 except Exception as ex: 63 result[ 0 ] = ex File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/implementations/http.py:655 , in HTTPFile.async_fetch_range (self, start, end) 652 if r . status == 416 : 653 # range request outside file 654 return b \" \" --> 655 r . raise_for_status ( ) 657 # If the server has handled the range request, it should reply 658 # with status 206 (partial content). But we'll guess that a suitable 659 # Content-Range header or a Content-Length no more than the 660 # requested range also mean we have got the desired range. 661 response_is_range = ( 662 r . status == 206 663 or self . _parse_content_range(r . headers)[ 0 ] == start 664 or int (r . headers . get( \" Content-Length \" , end + 1 )) < = end - start 665 ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/aiohttp/client_reqrep.py:1005 , in ClientResponse.raise_for_status (self) 1003 assert self . reason is not None 1004 self . release() -> 1005 raise ClientResponseError( 1006 self . request_info, 1007 self . history, 1008 status = self . status, 1009 message = self . reason, 1010 headers = self . headers, 1011 ) ClientResponseError : 502, message='Bad Gateway', url=URL('https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20230220T195555_2305113_042/EMIT_L2A_RFLUNCERT_001_20230220T195555_2305113_042.nc') Plotting non orthorectified data \u00b6 Use the following code to plot the Panel widget when you run this code on AWS us-west-2 import hvplot.xarray import panel as pn import holoviews as hv pn . extension () b850 = np . nanargmin ( abs ( ds [ 'wavelengths' ] . values - 850 )) # Find band nearest to value of 850 nm (NIR) image = ds . sel ( bands = b850 ) . reflectance_uncertainty . hvplot ( 'crosstrack' , 'downtrack' , cmap = 'viridis' ) stream = hv . streams . Tap ( source = image , x = 255 , y = 484 ) def wavelengths_histogram ( x , y ): histo = ds [ 'reflectance_uncertainty' ] . sel ( crosstrack = x , downtrack = y , method = 'nearest' ) . hvplot ( x = \"wavelengths\" , color = 'green' ) return histo tap_dmap = hv . DynamicMap ( wavelengths_histogram , streams = [ stream ]) pn . Column ( image , tap_dmap )","title":"Streaming data from NASA's Earth Surface Minteral Dust Source Investigation (EMIT)"},{"location":"tutorials/emit-earthaccess/#streaming-data-from-nasas-earth-surface-minteral-dust-source-investigation-emit","text":"This is a proof of concept notebook to demonstrate how earthaccess can facilitate the use of cloud hosted data from NASA using xarray and holoviews. For a formal tutorial on EMIT please visit the official repository where things are explained in detail. EMIT Science Tutorial Prerequisites NASA EDL credentials Openscapes Conda environment installed For direct access this notebook should run in AWS IMPORTANT: This notebook should run out of AWS but is not recomended as streaming HDF5 data is slow out of region In [1]: Copied! import earthaccess import numpy as np import xarray as xr import h5netcdf from pprint import pprint print ( f \"using earthaccess version { earthaccess . __version__ } \" ) auth = earthaccess . login () import earthaccess import numpy as np import xarray as xr import h5netcdf from pprint import pprint print(f\"using earthaccess version {earthaccess.__version__}\") auth = earthaccess.login() using earthaccess version 0.5.3 You're now authenticated with NASA Earthdata Login Using token with expiration date: 11/17/2023 Using environment variables for EDL","title":"Streaming data from NASA's Earth Surface Minteral Dust Source Investigation (EMIT)"},{"location":"tutorials/emit-earthaccess/#searching-for-the-dataset-with-search_datasets","text":"Note: API docs can be found at earthaccess In [2]: Copied! results = earthaccess . search_datasets ( short_name = \"EMITL2ARFL\" , cloud_hosted = True ) # Let's print our datasets for dataset in results : print ( pprint ( dataset . summary ())) results = earthaccess.search_datasets(short_name = \"EMITL2ARFL\", cloud_hosted=True) # Let's print our datasets for dataset in results: print(pprint(dataset.summary())) Datasets found: 1 {'cloud-info': {'Region': 'us-west-2', 'S3BucketAndObjectPrefixNames': ['s3://lp-prod-protected/EMITL2ARFL.001', 's3://lp-prod-public/EMITL2ARFL.001'], 'S3CredentialsAPIDocumentationURL': 'https://data.lpdaac.earthdatacloud.nasa.gov/s3credentialsREADME', 'S3CredentialsAPIEndpoint': 'https://data.lpdaac.earthdatacloud.nasa.gov/s3credentials'}, 'concept-id': 'C2408750690-LPCLOUD', 'file-type': \"[{'Format': 'netCDF-4', 'FormatType': 'Native', \" \"'FormatDescription': 'Network Common Data Format Version 4', \" \"'Media': ['Earthdata Cloud', 'HTTPS'], 'AverageFileSize': 1.8, \" \"'AverageFileSizeUnit': 'GB', \" \"'TotalCollectionFileSizeBeginDate': \" \"'2022-08-09T00:00:00.000Z'}]\", 'get-data': ['https://search.earthdata.nasa.gov/search/granules?p=C2408750690-LPCLOUD'], 'short-name': 'EMITL2ARFL', 'version': '001'} None","title":"Searching for the dataset with .search_datasets()"},{"location":"tutorials/emit-earthaccess/#searching-for-the-data-with-search_data-over-ecuador","text":"In [3]: Copied! # ~Ecuador = -82.05,-3.17,-76.94,-0.52 granules = earthaccess . search_data ( short_name = \"EMITL2ARFL\" , bounding_box = ( - 82.05 , - 3.17 , - 76.94 , - 0.52 ), count = 10 ) print ( len ( granules )) # ~Ecuador = -82.05,-3.17,-76.94,-0.52 granules = earthaccess.search_data(short_name=\"EMITL2ARFL\", bounding_box=(-82.05,-3.17,-76.94,-0.52), count=10) print(len(granules)) Granules found: 15 10","title":"Searching for the data with .search_data() over Ecuador"},{"location":"tutorials/emit-earthaccess/#earthaccess-can-print-a-preview-of-the-data-using-the-metadata-from-cmr","text":"Note: there is a bug in earthaccess where the reported size of the granules are always 0, fix is coming next week In [4]: Copied! granules [ 7 ] granules[7] Out[4]: .bootstrap{font-family:sans-serif;line-height:1;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%}.bootstrap{margin:0;font-size:10px;}.bootstrap article,.bootstrap aside,.bootstrap footer,.bootstrap header,.bootstrap nav,.bootstrap section{display:block}.bootstrap h1{font-size:2em;margin:0.67em 0}.bootstrap figcaption,.bootstrap figure,.bootstrap main{display:block}.bootstrap figure{margin:1em 40px}.bootstrap hr{-webkit-box-sizing:content-box;box-sizing:content-box;height:0;overflow:visible}.bootstrap pre{font-family:monospace,monospace;font-size:1em}.bootstrap a{background-color:transparent;-webkit-text-decoration-skip:objects}.bootstrap a:active,.bootstrap 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Data : EMIT_L2A_RFL_001_20230304T151234_2306310_003.nc EMIT_L2A_RFLUNCERT_001_20230304T151234_2306310_003.nc EMIT_L2A_MASK_001_20230304T151234_2306310_003.nc Size : 3578.78 MB Cloud Hosted : True","title":"earthaccess can print a preview of the data using the metadata from CMR"},{"location":"tutorials/emit-earthaccess/#streaming-data-from-s3-with-fsspec","text":"Opening the data with earthaccess.open() and accessing the NetCDF as if it was local If we run this code in AWS(us-west-2), earthaccess can use direct S3 links. If we run it out of AWS, earthaccess can only use HTTPS links. Direct S3 access for NASA data is only allowed in region. In [5]: Copied! # open() accepts a list of results or a list of links file_handlers = earthaccess . open ( granules ) file_handlers # open() accepts a list of results or a list of links file_handlers = earthaccess.open(granules) file_handlers Opening 10 granules, approx size: 42.27 GB var element = document.getElementById('0fe53f64-654f-44d7-b764-ddab12816bd0'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"a7a0631b55554e2ea7ffb8cda4709c9f\"} Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. var element = document.getElementById('d1db1ace-1199-4521-aec9-7746db5db65d'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"acd2ed50e36048a7a91b02dfcc3d444c\"} Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. var element = document.getElementById('033c568c-53b9-4dca-9d0f-a4e81a868fd3'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"0b7585d87b9f40cc823a1ea31d9c4383\"} Out[5]: [, , , , , , , , , ] In [6]: Copied! %% time # we can use any file from the array file_p = file_handlers [ 4 ] refl = xr . open_dataset ( file_p ) wvl = xr . open_dataset ( file_p , group = 'sensor_band_parameters' ) loc = xr . open_dataset ( file_p , group = 'location' ) ds = xr . merge ([ refl , loc ]) ds = ds . assign_coords ({ 'downtrack' :([ 'downtrack' ], refl . downtrack . data ), 'crosstrack' :([ 'crosstrack' ], refl . crosstrack . data ), ** wvl . variables }) ds %%time # we can use any file from the array file_p = file_handlers[4] refl = xr.open_dataset(file_p) wvl = xr.open_dataset(file_p, group='sensor_band_parameters') loc = xr.open_dataset(file_p, group='location') ds = xr.merge([refl, loc]) ds = ds.assign_coords({'downtrack':(['downtrack'], refl.downtrack.data),'crosstrack':(['crosstrack'],refl.crosstrack.data), **wvl.variables}) ds --------------------------------------------------------------------------- KeyError Traceback (most recent call last) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/file_manager.py:209 , in CachingFileManager._acquire_with_cache_info (self, needs_lock) 208 try : --> 209 file = self . _cache [ self . _key ] 210 except KeyError : File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/lru_cache.py:55 , in LRUCache.__getitem__ (self, key) 54 with self . _lock: ---> 55 value = self . _cache [ key ] 56 self . _cache . move_to_end(key) KeyError : [, (,), 'r', (('decode_vlen_strings', True), ('invalid_netcdf', None)), '17c67517-a2d3-4dbd-8beb-a75bf0d8180d'] During handling of the above exception, another exception occurred: ClientResponseError Traceback (most recent call last) File :4 File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/api.py:541 , in open_dataset (filename_or_obj, engine, chunks, cache, decode_cf, mask_and_scale, decode_times, decode_timedelta, use_cftime, concat_characters, decode_coords, drop_variables, inline_array, backend_kwargs, **kwargs) 529 decoders = _resolve_decoders_kwargs( 530 decode_cf, 531 open_backend_dataset_parameters = backend . open_dataset_parameters, (...) 537 decode_coords = decode_coords, 538 ) 540 overwrite_encoded_chunks = kwargs . pop( \" overwrite_encoded_chunks \" , None ) --> 541 backend_ds = backend . open_dataset ( 542 filename_or_obj , 543 drop_variables = drop_variables , 544 * * decoders , 545 * * kwargs , 546 ) 547 ds = _dataset_from_backend_dataset( 548 backend_ds, 549 filename_or_obj, (...) 557 * * kwargs, 558 ) 559 return ds File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/h5netcdf_.py:407 , in H5netcdfBackendEntrypoint.open_dataset (self, filename_or_obj, mask_and_scale, decode_times, concat_characters, decode_coords, drop_variables, use_cftime, decode_timedelta, format, group, lock, invalid_netcdf, phony_dims, decode_vlen_strings) 387 def open_dataset ( 388 self , 389 filename_or_obj, (...) 403 decode_vlen_strings = True , 404 ): 406 filename_or_obj = _normalize_path(filename_or_obj) --> 407 store = H5NetCDFStore . open ( 408 filename_or_obj , 409 format = format , 410 group = group , 411 lock = lock , 412 invalid_netcdf = invalid_netcdf , 413 phony_dims = phony_dims , 414 decode_vlen_strings = decode_vlen_strings , 415 ) 417 store_entrypoint = StoreBackendEntrypoint() 419 ds = store_entrypoint . open_dataset( 420 store, 421 mask_and_scale = mask_and_scale, (...) 427 decode_timedelta = decode_timedelta, 428 ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/h5netcdf_.py:170 , in H5NetCDFStore.open (cls, filename, mode, format, group, lock, autoclose, invalid_netcdf, phony_dims, decode_vlen_strings) 167 lock = combine_locks([HDF5_LOCK, get_write_lock(filename)]) 169 manager = CachingFileManager(h5netcdf . File, filename, mode = mode, kwargs = kwargs) --> 170 return cls ( manager , group = group , mode = mode , lock = lock , autoclose = autoclose ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/h5netcdf_.py:120 , in H5NetCDFStore.__init__ (self, manager, group, mode, lock, autoclose) 117 self . format = None 118 # todo: utilizing find_root_and_group seems a bit clunky 119 # making filename available on h5netcdf.Group seems better --> 120 self . _filename = find_root_and_group( self . ds )[ 0 ] . filename 121 self . is_remote = is_remote_uri( self . _filename) 122 self . lock = ensure_lock(lock) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/h5netcdf_.py:181 , in H5NetCDFStore.ds (self) 179 @property 180 def ds ( self ): --> 181 return self . _acquire ( ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/h5netcdf_.py:173 , in H5NetCDFStore._acquire (self, needs_lock) 172 def _acquire ( self , needs_lock = True ): --> 173 with self . _manager . acquire_context(needs_lock) as root: 174 ds = _nc4_require_group( 175 root, self . _group, self . _mode, create_group = _h5netcdf_create_group 176 ) 177 return ds File /opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/contextlib.py:119 , in _GeneratorContextManager.__enter__ (self) 117 del self . args, self . kwds, self . func 118 try : --> 119 return next ( self . gen ) 120 except StopIteration : 121 raise RuntimeError ( \" generator didn ' t yield \" ) from None File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/file_manager.py:197 , in CachingFileManager.acquire_context (self, needs_lock) 194 @contextlib . contextmanager 195 def acquire_context ( self , needs_lock = True ): 196 \"\"\"Context manager for acquiring a file.\"\"\" --> 197 file, cached = self . _acquire_with_cache_info ( needs_lock ) 198 try : 199 yield file File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/xarray/backends/file_manager.py:215 , in CachingFileManager._acquire_with_cache_info (self, needs_lock) 213 kwargs = kwargs . copy() 214 kwargs[ \" mode \" ] = self . _mode --> 215 file = self . _opener ( * self . _args , * * kwargs ) 216 if self . _mode == \" w \" : 217 # ensure file doesn't get overridden when opened again 218 self . _mode = \" a \" File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/h5netcdf/core.py:1108 , in File.__init__ (self, path, mode, invalid_netcdf, phony_dims, **kwargs) 1106 # This maps keeps track of all HDF5 datasets corresponding to this group. 1107 self . _all_h5groups = ChainMap( self . _h5group) -> 1108 super ( File , self ) . __init__ ( self , self . _h5path ) 1109 # get maximum dimension id and count of labeled dimensions 1110 if self . _writable: File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/h5netcdf/core.py:505 , in Group.__init__ (self, parent, name) 502 if self . _root . _phony_dims_mode is not None : 503 phony_dims = Counter() --> 505 for k, v in self . _h5group . items(): 506 if isinstance (v, self . _root . _h5py . Group): 507 # add to the groups collection if this is a h5py(d) Group 508 # instance 509 self . _groups . add(k) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/h5py/_hl/base.py:438 , in ItemsViewHDF5.__iter__ (self) 436 with phil: 437 for key in self . _mapping: --> 438 yield (key, self . _mapping . get ( key ) ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/h5py/_hl/group.py:400 , in Group.get (self, name, default, getclass, getlink) 398 if not (getclass or getlink): 399 try : --> 400 return self [ name ] 401 except KeyError : 402 return default File h5py/_objects.pyx:54 , in h5py._objects.with_phil.wrapper () File h5py/_objects.pyx:55 , in h5py._objects.with_phil.wrapper () File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/h5py/_hl/group.py:357 , in Group.__getitem__ (self, name) 355 raise ValueError ( \" Invalid HDF5 object reference \" ) 356 elif isinstance (name, ( bytes , str )): --> 357 oid = h5o . open ( self . id , self . _e ( name ) , lapl = self . _lapl ) 358 else : 359 raise TypeError ( \" Accessing a group is done with bytes or str, \" 360 \" not {} \" . format( type (name))) File h5py/_objects.pyx:54 , in h5py._objects.with_phil.wrapper () File h5py/_objects.pyx:55 , in h5py._objects.with_phil.wrapper () File h5py/h5o.pyx:190 , in h5py.h5o.open () File h5py/h5fd.pyx:163 , in h5py.h5fd.H5FD_fileobj_read () File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/spec.py:1800 , in AbstractBufferedFile.readinto (self, b) 1795 \"\"\"mirrors builtin file's readinto method 1796 1797 https://docs.python.org/3/library/io.html#io.RawIOBase.readinto 1798 \"\"\" 1799 out = memoryview (b) . cast( \" B \" ) -> 1800 data = self . read ( out . nbytes ) 1801 out[: len (data)] = data 1802 return len (data) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/spec.py:1790 , in AbstractBufferedFile.read (self, length) 1787 if length == 0 : 1788 # don't even bother calling fetch 1789 return b \" \" -> 1790 out = self . cache . _fetch ( self . loc , self . loc + length ) 1791 self . loc + = len (out) 1792 return out File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/caching.py:393 , in BytesCache._fetch (self, start, end) 391 pass 392 elif end - self . end > self . blocksize: --> 393 self . cache = self . fetcher ( start , bend ) 394 self . start = start 395 else : File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:121 , in sync_wrapper..wrapper (*args, **kwargs) 118 @functools . wraps(func) 119 def wrapper ( * args, * * kwargs): 120 self = obj or args[ 0 ] --> 121 return sync ( self . loop , func , * args , * * kwargs ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:106 , in sync (loop, func, timeout, *args, **kwargs) 104 raise FSTimeoutError from return_result 105 elif isinstance (return_result, BaseException ): --> 106 raise return_result 107 else : 108 return return_result File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:61 , in _runner (event, coro, result, timeout) 59 coro = asyncio . wait_for(coro, timeout = timeout) 60 try : ---> 61 result[ 0 ] = await coro 62 except Exception as ex: 63 result[ 0 ] = ex File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/implementations/http.py:655 , in HTTPFile.async_fetch_range (self, start, end) 652 if r . status == 416 : 653 # range request outside file 654 return b \" \" --> 655 r . raise_for_status ( ) 657 # If the server has handled the range request, it should reply 658 # with status 206 (partial content). But we'll guess that a suitable 659 # Content-Range header or a Content-Length no more than the 660 # requested range also mean we have got the desired range. 661 response_is_range = ( 662 r . status == 206 663 or self . _parse_content_range(r . headers)[ 0 ] == start 664 or int (r . headers . get( \" Content-Length \" , end + 1 )) < = end - start 665 ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/aiohttp/client_reqrep.py:1005 , in ClientResponse.raise_for_status (self) 1003 assert self . reason is not None 1004 self . release() -> 1005 raise ClientResponseError( 1006 self . request_info, 1007 self . history, 1008 status = self . status, 1009 message = self . reason, 1010 headers = self . headers, 1011 ) ClientResponseError : 502, message='Bad Gateway', url=URL('https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20230220T195555_2305113_042/EMIT_L2A_RFLUNCERT_001_20230220T195555_2305113_042.nc')","title":"Streaming data from S3 with fsspec"},{"location":"tutorials/emit-earthaccess/#plotting-non-orthorectified-data","text":"Use the following code to plot the Panel widget when you run this code on AWS us-west-2 import hvplot.xarray import panel as pn import holoviews as hv pn . extension () b850 = np . nanargmin ( abs ( ds [ 'wavelengths' ] . values - 850 )) # Find band nearest to value of 850 nm (NIR) image = ds . sel ( bands = b850 ) . reflectance_uncertainty . hvplot ( 'crosstrack' , 'downtrack' , cmap = 'viridis' ) stream = hv . streams . Tap ( source = image , x = 255 , y = 484 ) def wavelengths_histogram ( x , y ): histo = ds [ 'reflectance_uncertainty' ] . sel ( crosstrack = x , downtrack = y , method = 'nearest' ) . hvplot ( x = \"wavelengths\" , color = 'green' ) return histo tap_dmap = hv . DynamicMap ( wavelengths_histogram , streams = [ stream ]) pn . Column ( image , tap_dmap )","title":"Plotting non orthorectified data"},{"location":"tutorials/file-access/","text":"(function (global, factory) { typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() : typeof define === 'function' && define.amd ? define(factory) : (global = global || self, global.ClipboardCopyElement = factory()); }(this, function () { 'use strict'; function createNode(text) { const node = document.createElement('pre'); node.style.width = '1px'; node.style.height = '1px'; node.style.position = 'fixed'; node.style.top = '5px'; node.textContent = text; return node; } function copyNode(node) { if ('clipboard' in navigator) { // eslint-disable-next-line flowtype/no-flow-fix-me-comments // $FlowFixMe Clipboard is not defined in Flow yet. return navigator.clipboard.writeText(node.textContent); } const selection = getSelection(); if (selection == null) { return Promise.reject(new Error()); } selection.removeAllRanges(); const range = document.createRange(); 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We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: #fdd; --jp-rendermime-table-row-background: var(--md-grey-100); --jp-rendermime-table-row-hover-background: var(--md-light-blue-50); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.25); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color1); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--md-grey-300); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color1); --jp-input-hover-background: var(--jp-layout-color1); --jp-input-background: var(--md-grey-100); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: #d9d9d9; --jp-editor-selected-focused-background: #d7d4f0; --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: #008000; --jp-mirror-editor-atom-color: #88f; --jp-mirror-editor-number-color: #080; --jp-mirror-editor-def-color: #00f; --jp-mirror-editor-variable-color: var(--md-grey-900); --jp-mirror-editor-variable-2-color: #05a; --jp-mirror-editor-variable-3-color: #085; --jp-mirror-editor-punctuation-color: #05a; --jp-mirror-editor-property-color: #05a; --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ba2121; --jp-mirror-editor-string-2-color: #708; --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: #008000; --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: #170; --jp-mirror-editor-attribute-color: #00c; --jp-mirror-editor-header-color: blue; --jp-mirror-editor-quote-color: #090; --jp-mirror-editor-link-color: #00c; --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: white; /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.5; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(245, 200, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } [data-md-color-scheme=\"slate\"] .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout * colors used in the theme as well. */ --jp-shadow-base-lightness: 32; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-700); --jp-border-color1: var(--md-grey-700); --jp-border-color2: var(--md-grey-800); --jp-border-color3: var(--md-grey-900); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(255, 255, 255, 1); --jp-ui-font-color1: rgba(255, 255, 255, 0.87); --jp-ui-font-color2: rgba(255, 255, 255, 0.54); --jp-ui-font-color3: rgba(255, 255, 255, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1); --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8); --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5); --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(255, 255, 255, 1); --jp-content-font-color1: rgba(255, 255, 255, 1); --jp-content-font-color2: rgba(255, 255, 255, 0.7); --jp-content-font-color3: rgba(255, 255, 255, 0.5); --jp-content-link-color: var(--md-blue-300); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: #111111; --jp-layout-color1: var(--md-grey-900); --jp-layout-color2: var(--md-grey-800); --jp-layout-color3: var(--md-grey-700); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: white; --jp-inverse-layout-color1: white; --jp-inverse-layout-color2: var(--md-grey-200); --jp-inverse-layout-color3: var(--md-grey-400); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-700); --jp-brand-color1: var(--md-blue-500); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-700); --jp-accent-color1: var(--md-green-500); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-700); --jp-warn-color1: var(--md-orange-500); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-700); --jp-error-color1: var(--md-red-500); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-700); --jp-success-color1: var(--md-green-500); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-700); --jp-info-color1: var(--md-cyan-500); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--jp-layout-color1); --jp-cell-editor-border-color: var(--md-grey-700); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 1; --jp-cell-prompt-not-active-font-color: var(--md-grey-300); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: rgba(244, 67, 54, 0.28); --jp-rendermime-table-row-background: var(--md-grey-900); --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.6); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color2); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--jp-layout-color0); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color0); --jp-input-hover-background: var(--jp-layout-color2); --jp-input-background: var(--md-grey-800); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: var(--jp-layout-color2); --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24); --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: var(--md-green-500); --jp-mirror-editor-atom-color: var(--md-blue-300); --jp-mirror-editor-number-color: var(--md-green-400); --jp-mirror-editor-def-color: var(--md-blue-600); --jp-mirror-editor-variable-color: var(--md-grey-300); --jp-mirror-editor-variable-2-color: var(--md-blue-400); --jp-mirror-editor-variable-3-color: var(--md-green-600); --jp-mirror-editor-punctuation-color: var(--md-blue-400); --jp-mirror-editor-property-color: var(--md-blue-400); --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ff7070; --jp-mirror-editor-string-2-color: var(--md-purple-300); --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: var(--md-green-600); --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: var(--md-green-700); --jp-mirror-editor-attribute-color: var(--md-blue-700); --jp-mirror-editor-header-color: var(--md-blue-500); --jp-mirror-editor-quote-color: var(--md-green-300); --jp-mirror-editor-link-color: var(--md-blue-700); --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: var(--md-grey-400); /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.6; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(255, 225, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* scrollbar related styles. Supports every browser except Edge. */ /* colors based on JetBrain's Darcula theme */ --jp-scrollbar-background-color: #3f4244; --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */ --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */ /* hacks for setting the thumb shape. These do nothing in Firefox */ --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */ --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */ /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } :root{--md-red-50: #ffebee;--md-red-100: #ffcdd2;--md-red-200: #ef9a9a;--md-red-300: #e57373;--md-red-400: #ef5350;--md-red-500: #f44336;--md-red-600: #e53935;--md-red-700: #d32f2f;--md-red-800: #c62828;--md-red-900: #b71c1c;--md-red-A100: #ff8a80;--md-red-A200: #ff5252;--md-red-A400: #ff1744;--md-red-A700: #d50000;--md-pink-50: #fce4ec;--md-pink-100: #f8bbd0;--md-pink-200: #f48fb1;--md-pink-300: #f06292;--md-pink-400: #ec407a;--md-pink-500: #e91e63;--md-pink-600: #d81b60;--md-pink-700: #c2185b;--md-pink-800: #ad1457;--md-pink-900: #880e4f;--md-pink-A100: #ff80ab;--md-pink-A200: #ff4081;--md-pink-A400: #f50057;--md-pink-A700: #c51162;--md-purple-50: #f3e5f5;--md-purple-100: #e1bee7;--md-purple-200: #ce93d8;--md-purple-300: #ba68c8;--md-purple-400: #ab47bc;--md-purple-500: #9c27b0;--md-purple-600: #8e24aa;--md-purple-700: #7b1fa2;--md-purple-800: #6a1b9a;--md-purple-900: #4a148c;--md-purple-A100: #ea80fc;--md-purple-A200: #e040fb;--md-purple-A400: #d500f9;--md-purple-A700: #aa00ff;--md-deep-purple-50: #ede7f6;--md-deep-purple-100: #d1c4e9;--md-deep-purple-200: #b39ddb;--md-deep-purple-300: #9575cd;--md-deep-purple-400: #7e57c2;--md-deep-purple-500: #673ab7;--md-deep-purple-600: #5e35b1;--md-deep-purple-700: #512da8;--md-deep-purple-800: #4527a0;--md-deep-purple-900: #311b92;--md-deep-purple-A100: #b388ff;--md-deep-purple-A200: #7c4dff;--md-deep-purple-A400: #651fff;--md-deep-purple-A700: #6200ea;--md-indigo-50: #e8eaf6;--md-indigo-100: #c5cae9;--md-indigo-200: #9fa8da;--md-indigo-300: #7986cb;--md-indigo-400: #5c6bc0;--md-indigo-500: #3f51b5;--md-indigo-600: #3949ab;--md-indigo-700: #303f9f;--md-indigo-800: #283593;--md-indigo-900: #1a237e;--md-indigo-A100: #8c9eff;--md-indigo-A200: #536dfe;--md-indigo-A400: #3d5afe;--md-indigo-A700: #304ffe;--md-blue-50: #e3f2fd;--md-blue-100: #bbdefb;--md-blue-200: #90caf9;--md-blue-300: #64b5f6;--md-blue-400: #42a5f5;--md-blue-500: #2196f3;--md-blue-600: #1e88e5;--md-blue-700: #1976d2;--md-blue-800: #1565c0;--md-blue-900: #0d47a1;--md-blue-A100: #82b1ff;--md-blue-A200: #448aff;--md-blue-A400: #2979ff;--md-blue-A700: #2962ff;--md-light-blue-50: #e1f5fe;--md-light-blue-100: #b3e5fc;--md-light-blue-200: #81d4fa;--md-light-blue-300: #4fc3f7;--md-light-blue-400: #29b6f6;--md-light-blue-500: #03a9f4;--md-light-blue-600: #039be5;--md-light-blue-700: #0288d1;--md-light-blue-800: #0277bd;--md-light-blue-900: #01579b;--md-light-blue-A100: #80d8ff;--md-light-blue-A200: #40c4ff;--md-light-blue-A400: #00b0ff;--md-light-blue-A700: #0091ea;--md-cyan-50: #e0f7fa;--md-cyan-100: #b2ebf2;--md-cyan-200: #80deea;--md-cyan-300: #4dd0e1;--md-cyan-400: #26c6da;--md-cyan-500: #00bcd4;--md-cyan-600: #00acc1;--md-cyan-700: #0097a7;--md-cyan-800: #00838f;--md-cyan-900: #006064;--md-cyan-A100: #84ffff;--md-cyan-A200: #18ffff;--md-cyan-A400: #00e5ff;--md-cyan-A700: #00b8d4;--md-teal-50: #e0f2f1;--md-teal-100: #b2dfdb;--md-teal-200: #80cbc4;--md-teal-300: #4db6ac;--md-teal-400: #26a69a;--md-teal-500: #009688;--md-teal-600: #00897b;--md-teal-700: #00796b;--md-teal-800: #00695c;--md-teal-900: #004d40;--md-teal-A100: #a7ffeb;--md-teal-A200: #64ffda;--md-teal-A400: #1de9b6;--md-teal-A700: #00bfa5;--md-green-50: #e8f5e9;--md-green-100: #c8e6c9;--md-green-200: #a5d6a7;--md-green-300: #81c784;--md-green-400: #66bb6a;--md-green-500: #4caf50;--md-green-600: #43a047;--md-green-700: #388e3c;--md-green-800: #2e7d32;--md-green-900: #1b5e20;--md-green-A100: #b9f6ca;--md-green-A200: #69f0ae;--md-green-A400: #00e676;--md-green-A700: 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sourceMappingURL=mkdocs-jupyter.css.map*/ init_mathjax = function() { if (window.MathJax) { // MathJax loaded MathJax.Hub.Config({ TeX: { equationNumbers: { autoNumber: \"AMS\", useLabelIds: true } }, tex2jax: { inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ], displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ], processEscapes: true, processEnvironments: true }, displayAlign: 'center', CommonHTML: { linebreaks: { automatic: true } } }); MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]); } } init_mathjax(); Accessing remote files with earthaccess \u00b6 When we search for data using earthaccess we get back a list of results from NASA's Common Metadata Repository or CMR for short. These results contain all the information we need to access the files represented by the metadata. earthaccess offers 2 access methods that operate with these results, the first method is the well known, download() where we copy the results from their location to our local disk, if we are running the code in AWS say on a Jupyterhub the files will be copied to the local VM disk. The other method is open() , earthaccess uses fsspec to open remote files as if they were local. open has advantages and some disadvantages that we must know before using it. The main advantage for open() is that we don't have to download the file, we can stream it into memory however depending on how we do it we may run into network performance issues. Again, if we run the code next to the data this would be fast, if we do it locally in our laptopts it will be slow. In [1]: Copied! import earthaccess auth = earthaccess . login () import earthaccess auth = earthaccess.login() You're now authenticated with NASA Earthdata Login Using token with expiration date: 11/17/2023 Using environment variables for EDL In [2]: Copied! results = earthaccess . search_data ( short_name = \"ATL06\" , cloud_hosted = False , temporal = ( \"2019-01\" , \"2019-02\" ), polygon = [( - 100 , 40 ), ( - 110 , 40 ), ( - 105 , 38 ), ( - 100 , 40 )] ) results [ 0 ] results = earthaccess.search_data( short_name=\"ATL06\", cloud_hosted=False, temporal=(\"2019-01\", \"2019-02\"), polygon=[(-100, 40), (-110, 40), (-105, 38), (-100, 40)] ) results[0] Granules found: 47 Out[2]: .bootstrap{font-family:sans-serif;line-height:1;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%}.bootstrap{margin:0;font-size:10px;}.bootstrap article,.bootstrap aside,.bootstrap footer,.bootstrap header,.bootstrap nav,.bootstrap section{display:block}.bootstrap h1{font-size:2em;margin:0.67em 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.progress-bar{background-image:-webkit-linear-gradient(top, #337ab7 0, #286090 100%);background-image:-o-linear-gradient(top, #337ab7 0, #286090 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#286090));background-image:linear-gradient(to bottom, #337ab7 0, #286090 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff286090', GradientType=0)}.bootstrap .progress-bar-success{background-image:-webkit-linear-gradient(top, #5cb85c 0, #449d44 100%);background-image:-o-linear-gradient(top, #5cb85c 0, #449d44 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #5cb85c), to(#449d44));background-image:linear-gradient(to bottom, #5cb85c 0, #449d44 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5cb85c', endColorstr='#ff449d44', GradientType=0)}.bootstrap .progress-bar-info{background-image:-webkit-linear-gradient(top, #5bc0de 0, #31b0d5 100%);background-image:-o-linear-gradient(top, #5bc0de 0, #31b0d5 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #5bc0de), to(#31b0d5));background-image:linear-gradient(to bottom, #5bc0de 0, #31b0d5 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff31b0d5', GradientType=0)}.bootstrap .progress-bar-warning{background-image:-webkit-linear-gradient(top, #f0ad4e 0, #ec971f 100%);background-image:-o-linear-gradient(top, #f0ad4e 0, #ec971f 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f0ad4e), to(#ec971f));background-image:linear-gradient(to bottom, #f0ad4e 0, #ec971f 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff0ad4e', endColorstr='#ffec971f', GradientType=0)}.bootstrap .progress-bar-danger{background-image:-webkit-linear-gradient(top, #d9534f 0, #c9302c 100%);background-image:-o-linear-gradient(top, #d9534f 0, #c9302c 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #d9534f), to(#c9302c));background-image:linear-gradient(to bottom, #d9534f 0, #c9302c 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffd9534f', endColorstr='#ffc9302c', GradientType=0)}.bootstrap .progress-bar-striped{background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent)}.bootstrap .list-group{border-radius:4px;-webkit-box-shadow:0 1px 2px rgba(0, 0, 0, 0.075);box-shadow:0 1px 2px rgba(0, 0, 0, 0.075)}.bootstrap .list-group-item.active,.bootstrap .list-group-item.active:hover,.bootstrap .list-group-item.active:focus{text-shadow:0 -1px 0 #286090;background-image:-webkit-linear-gradient(top, #337ab7 0, #2b669a 100%);background-image:-o-linear-gradient(top, #337ab7 0, #2b669a 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#2b669a));background-image:linear-gradient(to bottom, #337ab7 0, #2b669a 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff2b669a', GradientType=0);border-color:#2b669a}.bootstrap .list-group-item.active .badge,.bootstrap .list-group-item.active:hover .badge,.bootstrap .list-group-item.active:focus .badge{text-shadow:none}.bootstrap .panel{-webkit-box-shadow:0 1px 2px rgba(0, 0, 0, 0.05);box-shadow:0 1px 2px rgba(0, 0, 0, 0.05)}.bootstrap .panel-default > .panel-heading{background-image:-webkit-linear-gradient(top, #f5f5f5 0, #e8e8e8 100%);background-image:-o-linear-gradient(top, #f5f5f5 0, #e8e8e8 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f5f5f5), to(#e8e8e8));background-image:linear-gradient(to bottom, #f5f5f5 0, #e8e8e8 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff5f5f5', endColorstr='#ffe8e8e8', GradientType=0)}.bootstrap .panel-primary > .panel-heading{background-image:-webkit-linear-gradient(top, #337ab7 0, #2e6da4 100%);background-image:-o-linear-gradient(top, #337ab7 0, #2e6da4 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#2e6da4));background-image:linear-gradient(to bottom, #337ab7 0, #2e6da4 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff2e6da4', GradientType=0)}.bootstrap .panel-success > .panel-heading{background-image:-webkit-linear-gradient(top, #dff0d8 0, #d0e9c6 100%);background-image:-o-linear-gradient(top, #dff0d8 0, #d0e9c6 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #dff0d8), to(#d0e9c6));background-image:linear-gradient(to bottom, #dff0d8 0, #d0e9c6 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffdff0d8', endColorstr='#ffd0e9c6', GradientType=0)}.bootstrap .panel-info > .panel-heading{background-image:-webkit-linear-gradient(top, #d9edf7 0, #c4e3f3 100%);background-image:-o-linear-gradient(top, #d9edf7 0, #c4e3f3 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #d9edf7), to(#c4e3f3));background-image:linear-gradient(to bottom, #d9edf7 0, #c4e3f3 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffd9edf7', endColorstr='#ffc4e3f3', GradientType=0)}.bootstrap .panel-warning > .panel-heading{background-image:-webkit-linear-gradient(top, #fcf8e3 0, #faf2cc 100%);background-image:-o-linear-gradient(top, #fcf8e3 0, #faf2cc 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #fcf8e3), to(#faf2cc));background-image:linear-gradient(to bottom, #fcf8e3 0, #faf2cc 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffcf8e3', endColorstr='#fffaf2cc', GradientType=0)}.bootstrap .panel-danger > .panel-heading{background-image:-webkit-linear-gradient(top, #f2dede 0, #ebcccc 100%);background-image:-o-linear-gradient(top, #f2dede 0, #ebcccc 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f2dede), to(#ebcccc));background-image:linear-gradient(to bottom, #f2dede 0, #ebcccc 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff2dede', endColorstr='#ffebcccc', GradientType=0)}.bootstrap .well{background-image:-webkit-linear-gradient(top, #e8e8e8 0, #f5f5f5 100%);background-image:-o-linear-gradient(top, #e8e8e8 0, #f5f5f5 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #e8e8e8), to(#f5f5f5));background-image:linear-gradient(to bottom, #e8e8e8 0, #f5f5f5 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffe8e8e8', endColorstr='#fff5f5f5', GradientType=0);border-color:#dcdcdc;-webkit-box-shadow:inset 0 1px 3px rgba(0, 0, 0, 0.05), 0 1px 0 rgba(255, 255, 255, 0.1);box-shadow:inset 0 1px 3px rgba(0, 0, 0, 0.05), 0 1px 0 rgba(255, 255, 255, 0.1)} /* CSS to override bootstrap or define custom styles */ .bootstrap .p { font-size: 18px; } .bootstrap .pull-right { @extend .float-right; } .bootstrap .pull-left { @extend .float-left; } Data : ATL06_20190103064855_00890206_005_01.h5 Size : 43.12 MB Cloud Hosted : False In [3]: Copied! nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" session = earthaccess . get_requests_https_session () nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" session = earthaccess.get_requests_https_session() In [4]: Copied! headers = { \"Range\" : \"bytes=0-100\" } r = session . get ( lpcloud_url , headers = headers ) r headers = {\"Range\": \"bytes=0-100\"} r = session.get(lpcloud_url, headers=headers) r Out[4]: In [5]: Copied! fs = earthaccess . get_fsspec_https_session () fs = earthaccess.get_fsspec_https_session() In [6]: Copied! with fs . open ( lpcloud_url ) as f : data = f . read ( 100 ) data with fs.open(lpcloud_url) as f: data = f.read(100) data Out[6]: b'\\x89HDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xd7HUn\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR' In [7]: Copied! %% time import xarray as xr files = earthaccess . open ( results [ 0 : 2 ]) ds = xr . open_dataset ( files [ 0 ], group = \"/gt1r/land_ice_segments\" ) ds %%time import xarray as xr files = earthaccess.open(results[0:2]) ds = xr.open_dataset(files[0], group=\"/gt1r/land_ice_segments\") ds Opening 2 granules, approx size: 0.19 GB var element = document.getElementById('b7dcc0a8-9bc1-46de-9199-1c7e8d2c3890'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"5720abf4be5f494aa88c81f72633671b\"} var element = document.getElementById('87f01e4d-dd8b-41d2-ae9f-a2503fad5de9'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"b39e5fc045c942798cffe423bee51043\"} var element = document.getElementById('181caf67-4b95-434e-b80d-001c60a84217'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"e6598c1009404fc1a01c83fa49bc6bf4\"} CPU times: user 1.4 s, sys: 262 ms, total: 1.67 s Wall time: 37.5 s Out[7]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, .xr-header > ul { display: inline; margin-top: 0; margin-bottom: 0; } .xr-obj-type, .xr-array-name { margin-left: 2px; margin-right: 10px; } .xr-obj-type { color: var(--xr-font-color2); } .xr-sections { padding-left: 0 !important; display: grid; grid-template-columns: 150px auto auto 1fr 20px 20px; } .xr-section-item { display: contents; } .xr-section-item input { display: none; } .xr-section-item input + label { color: var(--xr-disabled-color); } .xr-section-item input:enabled + label { cursor: pointer; color: var(--xr-font-color2); } .xr-section-item input:enabled + label:hover { color: var(--xr-font-color0); } .xr-section-summary { grid-column: 1; color: var(--xr-font-color2); font-weight: 500; } .xr-section-summary > span { display: inline-block; padding-left: 0.5em; } .xr-section-summary-in:disabled + label { color: var(--xr-font-color2); } .xr-section-summary-in + label:before { display: inline-block; content: '\u25ba'; font-size: 11px; width: 15px; text-align: center; } .xr-section-summary-in:disabled + label:before { color: var(--xr-disabled-color); } .xr-section-summary-in:checked + label:before { content: '\u25bc'; } .xr-section-summary-in:checked + label > span { display: none; } .xr-section-summary, .xr-section-inline-details { padding-top: 4px; padding-bottom: 4px; } .xr-section-inline-details { grid-column: 2 / -1; } .xr-section-details { display: none; grid-column: 1 / -1; margin-bottom: 5px; } .xr-section-summary-in:checked ~ .xr-section-details { display: contents; } .xr-array-wrap { grid-column: 1 / -1; display: grid; grid-template-columns: 20px auto; } .xr-array-wrap > label { grid-column: 1; vertical-align: top; } .xr-preview { color: var(--xr-font-color3); } .xr-array-preview, .xr-array-data { padding: 0 5px !important; grid-column: 2; } .xr-array-data, .xr-array-in:checked ~ .xr-array-preview { display: none; } .xr-array-in:checked ~ .xr-array-data, .xr-array-preview { display: inline-block; } .xr-dim-list { display: inline-block !important; list-style: none; padding: 0 !important; margin: 0; } .xr-dim-list li { display: inline-block; padding: 0; margin: 0; } .xr-dim-list:before { content: '('; } .xr-dim-list:after { content: ')'; } .xr-dim-list li:not(:last-child):after { content: ','; padding-right: 5px; } .xr-has-index { font-weight: bold; } .xr-var-list, .xr-var-item { display: contents; } .xr-var-item > div, .xr-var-item label, .xr-var-item > .xr-var-name span { background-color: var(--xr-background-color-row-even); margin-bottom: 0; } .xr-var-item > .xr-var-name:hover span { padding-right: 5px; } .xr-var-list > li:nth-child(odd) > div, .xr-var-list > li:nth-child(odd) > label, .xr-var-list > li:nth-child(odd) > .xr-var-name span { background-color: var(--xr-background-color-row-odd); } .xr-var-name { grid-column: 1; } .xr-var-dims { grid-column: 2; } .xr-var-dtype { grid-column: 3; text-align: right; color: var(--xr-font-color2); } .xr-var-preview { grid-column: 4; } .xr-index-preview { grid-column: 2 / 5; color: var(--xr-font-color2); } .xr-var-name, .xr-var-dims, .xr-var-dtype, .xr-preview, .xr-attrs dt { white-space: nowrap; overflow: hidden; text-overflow: ellipsis; padding-right: 10px; } .xr-var-name:hover, .xr-var-dims:hover, .xr-var-dtype:hover, .xr-attrs dt:hover { overflow: visible; width: auto; z-index: 1; } .xr-var-attrs, .xr-var-data, .xr-index-data { display: none; background-color: var(--xr-background-color) !important; padding-bottom: 5px !important; } .xr-var-attrs-in:checked ~ .xr-var-attrs, .xr-var-data-in:checked ~ .xr-var-data, .xr-index-data-in:checked ~ .xr-index-data { display: block; } .xr-var-data > table { float: right; } .xr-var-name span, .xr-var-data, .xr-index-name div, .xr-index-data, .xr-attrs { padding-left: 25px !important; } .xr-attrs, .xr-var-attrs, .xr-var-data, .xr-index-data { grid-column: 1 / -1; } dl.xr-attrs { padding: 0; margin: 0; display: grid; grid-template-columns: 125px auto; } .xr-attrs dt, .xr-attrs dd { padding: 0; margin: 0; float: left; padding-right: 10px; width: auto; } .xr-attrs dt { font-weight: normal; grid-column: 1; } .xr-attrs dt:hover span { display: inline-block; background: var(--xr-background-color); padding-right: 10px; } .xr-attrs dd { grid-column: 2; white-space: pre-wrap; word-break: break-all; } .xr-icon-database, .xr-icon-file-text2, .xr-no-icon { display: inline-block; vertical-align: middle; width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (delta_time: 38013) Coordinates: * delta_time (delta_time) datetime64[ns] 2019-01-03T06:49:07.97... latitude (delta_time) float64 ... longitude (delta_time) float64 ... Data variables: atl06_quality_summary (delta_time) int8 ... h_li (delta_time) float32 ... h_li_sigma (delta_time) float32 ... segment_id (delta_time) float64 ... sigma_geo_h (delta_time) float32 ... Attributes: Description: The land_ice_height group contains the primary set of deriv... data_rate: Data within this group are sparse. Data values are provide... xarray.Dataset Dimensions: delta_time : 38013 Coordinates: (3) delta_time (delta_time) datetime64[ns] 2019-01-03T06:49:07.975850512 ..... contentType : referenceInformation description : Number of GPS seconds since the ATLAS SDP epoch. The ATLAS Standard Data Products (SDP) epoch offset is defined within /ancillary_data/atlas_sdp_gps_epoch as the number of GPS seconds between the GPS epoch (1980-01-06T00:00:00.000000Z UTC) and the ATLAS SDP epoch. By adding the offset contained within atlas_sdp_gps_epoch to delta time parameters, the time in gps_seconds relative to the GPS epoch can be computed. long_name : Elapsed GPS seconds source : section 4.4 standard_name : time array(['2019-01-03T06:49:07.975850512', '2019-01-03T06:49:07.978271276', '2019-01-03T06:49:07.980879456', ..., '2019-01-03T06:54:50.883507584', '2019-01-03T06:54:50.886318008', '2019-01-03T06:54:50.889128256'], dtype='datetime64[ns]') latitude (delta_time) float64 ... contentType : physicalMeasurement description : Latitude of segment center, WGS84, North=+, long_name : Latitude source : section 3.10 standard_name : latitude units : degrees_north valid_max : 90.0 valid_min : -90.0 [38013 values with dtype=float64] longitude (delta_time) float64 ... contentType : physicalMeasurement description : Longitude of segment center, , WGS84, East=+ long_name : Longitude source : section 3.10 standard_name : longitude units : degrees_east valid_max : 180.0 valid_min : -180.0 [38013 values with dtype=float64] Data variables: (5) atl06_quality_summary (delta_time) int8 ... contentType : qualityInformation description : The ATL06_quality_summary parameter indicates the best-quality subset of all ATL06 data. A zero in this parameter implies that no data-quality tests have found a problem with the segment, a one implies that some potential problem has been found. Users who select only segments with zero values for this flag can be relatively certain of obtaining high-quality data, but will likely miss a significant fraction of usable data, particularly in cloudy, rough, or low-surface-reflectance conditions. flag_meanings : best_quality potential_problem flag_values : [0 1] long_name : ATL06_Quality_Summary source : section 4.3 units : 1 valid_max : 1 valid_min : 0 [38013 values with dtype=int8] h_li (delta_time) float32 ... contentType : physicalMeasurement description : Standard land-ice segment height determined by land ice algorithm, corrected for first-photon bias, representing the median- based height of the selected PEs long_name : Land Ice height source : section 4.4 units : meters [38013 values with dtype=float32] h_li_sigma (delta_time) float32 ... contentType : qualityInformation description : Propagated error due to sampling error and FPB correction from the land ice algorithm long_name : Expected RMS segment misfit source : section 4.4 units : meters [38013 values with dtype=float32] segment_id (delta_time) float64 ... contentType : referenceInformation description : Segment number, counting from the equator. Equal to the segment_id for the second of the two 20m ATL03 segments included in the 40m ATL06 segment long_name : Reference Point, m source : section 3.1.2.1 units : 1 [38013 values with dtype=float64] sigma_geo_h (delta_time) float32 ... contentType : qualityInformation description : Total vertical geolocation error due to PPD and POD, including the effects of horizontal geolocation error on the segment vertical error. long_name : Vertical Geolocation Error source : ATBD Section 3.10 units : meters [38013 values with dtype=float32] Indexes: (1) delta_time PandasIndex PandasIndex(DatetimeIndex(['2019-01-03 06:49:07.975850512', '2019-01-03 06:49:07.978271276', '2019-01-03 06:49:07.980879456', '2019-01-03 06:49:07.983487640', '2019-01-03 06:49:07.986294968', '2019-01-03 06:49:07.989102780', '2019-01-03 06:49:07.991911688', '2019-01-03 06:49:07.994722156', '2019-01-03 06:49:07.997534188', '2019-01-03 06:49:08.000348892', ... '2019-01-03 06:54:50.863771900', '2019-01-03 06:54:50.866594728', '2019-01-03 06:54:50.869417168', '2019-01-03 06:54:50.872238664', '2019-01-03 06:54:50.875058728', '2019-01-03 06:54:50.877877124', '2019-01-03 06:54:50.880693976', '2019-01-03 06:54:50.883507584', '2019-01-03 06:54:50.886318008', '2019-01-03 06:54:50.889128256'], dtype='datetime64[ns]', name='delta_time', length=38013, freq=None)) Attributes: (2) Description : The land_ice_height group contains the primary set of derived ATL06 products. This includes geolocation, height, and standard error and quality measures for each segment. This group is sparse, meaning that parameters are provided only for pairs of segments for which at least one beam has a valid surface-height measurement. data_rate : Data within this group are sparse. Data values are provided only for those ICESat-2 20m segments where at least one beam has a valid land ice height measurement.","title":"Accessing remote files with earthaccess"},{"location":"tutorials/file-access/#accessing-remote-files-with-earthaccess","text":"When we search for data using earthaccess we get back a list of results from NASA's Common Metadata Repository or CMR for short. These results contain all the information we need to access the files represented by the metadata. earthaccess offers 2 access methods that operate with these results, the first method is the well known, download() where we copy the results from their location to our local disk, if we are running the code in AWS say on a Jupyterhub the files will be copied to the local VM disk. The other method is open() , earthaccess uses fsspec to open remote files as if they were local. open has advantages and some disadvantages that we must know before using it. The main advantage for open() is that we don't have to download the file, we can stream it into memory however depending on how we do it we may run into network performance issues. Again, if we run the code next to the data this would be fast, if we do it locally in our laptopts it will be slow. 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a{text-shadow:0 1px 0 rgba(255, 255, 255, 0.25)}.bootstrap .navbar-inverse{background-image:-webkit-linear-gradient(top, #3c3c3c 0, #222 100%);background-image:-o-linear-gradient(top, #3c3c3c 0, #222 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #3c3c3c), to(#222));background-image:linear-gradient(to bottom, #3c3c3c 0, #222 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff3c3c3c', endColorstr='#ff222222', GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);border-radius:4px}.bootstrap .navbar-inverse .navbar-nav > .open > a,.bootstrap .navbar-inverse .navbar-nav > .active > a{background-image:-webkit-linear-gradient(top, #080808 0, #0f0f0f 100%);background-image:-o-linear-gradient(top, #080808 0, #0f0f0f 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #080808), to(#0f0f0f));background-image:linear-gradient(to bottom, #080808 0, 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.progress-bar{background-image:-webkit-linear-gradient(top, #337ab7 0, #286090 100%);background-image:-o-linear-gradient(top, #337ab7 0, #286090 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#286090));background-image:linear-gradient(to bottom, #337ab7 0, #286090 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff286090', GradientType=0)}.bootstrap .progress-bar-success{background-image:-webkit-linear-gradient(top, #5cb85c 0, #449d44 100%);background-image:-o-linear-gradient(top, #5cb85c 0, #449d44 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #5cb85c), to(#449d44));background-image:linear-gradient(to bottom, #5cb85c 0, #449d44 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5cb85c', endColorstr='#ff449d44', GradientType=0)}.bootstrap .progress-bar-info{background-image:-webkit-linear-gradient(top, #5bc0de 0, #31b0d5 100%);background-image:-o-linear-gradient(top, #5bc0de 0, #31b0d5 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #5bc0de), to(#31b0d5));background-image:linear-gradient(to bottom, #5bc0de 0, #31b0d5 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff31b0d5', GradientType=0)}.bootstrap .progress-bar-warning{background-image:-webkit-linear-gradient(top, #f0ad4e 0, #ec971f 100%);background-image:-o-linear-gradient(top, #f0ad4e 0, #ec971f 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f0ad4e), to(#ec971f));background-image:linear-gradient(to bottom, #f0ad4e 0, #ec971f 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff0ad4e', endColorstr='#ffec971f', GradientType=0)}.bootstrap .progress-bar-danger{background-image:-webkit-linear-gradient(top, #d9534f 0, #c9302c 100%);background-image:-o-linear-gradient(top, #d9534f 0, #c9302c 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #d9534f), to(#c9302c));background-image:linear-gradient(to bottom, #d9534f 0, #c9302c 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffd9534f', endColorstr='#ffc9302c', GradientType=0)}.bootstrap .progress-bar-striped{background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent)}.bootstrap .list-group{border-radius:4px;-webkit-box-shadow:0 1px 2px rgba(0, 0, 0, 0.075);box-shadow:0 1px 2px rgba(0, 0, 0, 0.075)}.bootstrap .list-group-item.active,.bootstrap .list-group-item.active:hover,.bootstrap .list-group-item.active:focus{text-shadow:0 -1px 0 #286090;background-image:-webkit-linear-gradient(top, #337ab7 0, #2b669a 100%);background-image:-o-linear-gradient(top, #337ab7 0, #2b669a 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#2b669a));background-image:linear-gradient(to bottom, #337ab7 0, #2b669a 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff2b669a', GradientType=0);border-color:#2b669a}.bootstrap .list-group-item.active .badge,.bootstrap .list-group-item.active:hover .badge,.bootstrap .list-group-item.active:focus .badge{text-shadow:none}.bootstrap .panel{-webkit-box-shadow:0 1px 2px rgba(0, 0, 0, 0.05);box-shadow:0 1px 2px rgba(0, 0, 0, 0.05)}.bootstrap .panel-default > .panel-heading{background-image:-webkit-linear-gradient(top, #f5f5f5 0, #e8e8e8 100%);background-image:-o-linear-gradient(top, #f5f5f5 0, #e8e8e8 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f5f5f5), to(#e8e8e8));background-image:linear-gradient(to bottom, #f5f5f5 0, #e8e8e8 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff5f5f5', endColorstr='#ffe8e8e8', GradientType=0)}.bootstrap .panel-primary > .panel-heading{background-image:-webkit-linear-gradient(top, #337ab7 0, #2e6da4 100%);background-image:-o-linear-gradient(top, #337ab7 0, #2e6da4 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#2e6da4));background-image:linear-gradient(to bottom, #337ab7 0, #2e6da4 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff2e6da4', GradientType=0)}.bootstrap .panel-success > .panel-heading{background-image:-webkit-linear-gradient(top, #dff0d8 0, #d0e9c6 100%);background-image:-o-linear-gradient(top, #dff0d8 0, #d0e9c6 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #dff0d8), to(#d0e9c6));background-image:linear-gradient(to bottom, #dff0d8 0, #d0e9c6 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffdff0d8', endColorstr='#ffd0e9c6', GradientType=0)}.bootstrap .panel-info > .panel-heading{background-image:-webkit-linear-gradient(top, #d9edf7 0, #c4e3f3 100%);background-image:-o-linear-gradient(top, #d9edf7 0, #c4e3f3 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #d9edf7), to(#c4e3f3));background-image:linear-gradient(to bottom, #d9edf7 0, #c4e3f3 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffd9edf7', endColorstr='#ffc4e3f3', GradientType=0)}.bootstrap .panel-warning > .panel-heading{background-image:-webkit-linear-gradient(top, #fcf8e3 0, #faf2cc 100%);background-image:-o-linear-gradient(top, #fcf8e3 0, #faf2cc 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #fcf8e3), to(#faf2cc));background-image:linear-gradient(to bottom, #fcf8e3 0, #faf2cc 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffcf8e3', endColorstr='#fffaf2cc', GradientType=0)}.bootstrap .panel-danger > .panel-heading{background-image:-webkit-linear-gradient(top, #f2dede 0, #ebcccc 100%);background-image:-o-linear-gradient(top, #f2dede 0, #ebcccc 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f2dede), to(#ebcccc));background-image:linear-gradient(to bottom, #f2dede 0, #ebcccc 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff2dede', endColorstr='#ffebcccc', GradientType=0)}.bootstrap .well{background-image:-webkit-linear-gradient(top, #e8e8e8 0, #f5f5f5 100%);background-image:-o-linear-gradient(top, #e8e8e8 0, #f5f5f5 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #e8e8e8), to(#f5f5f5));background-image:linear-gradient(to bottom, #e8e8e8 0, #f5f5f5 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffe8e8e8', endColorstr='#fff5f5f5', GradientType=0);border-color:#dcdcdc;-webkit-box-shadow:inset 0 1px 3px rgba(0, 0, 0, 0.05), 0 1px 0 rgba(255, 255, 255, 0.1);box-shadow:inset 0 1px 3px rgba(0, 0, 0, 0.05), 0 1px 0 rgba(255, 255, 255, 0.1)} /* CSS to override bootstrap or define custom styles */ .bootstrap .p { font-size: 18px; } .bootstrap .pull-right { @extend .float-right; } .bootstrap .pull-left { @extend .float-left; } Data : ATL06_20190103064855_00890206_005_01.h5 Size : 43.12 MB Cloud Hosted : False In [3]: Copied! nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" session = earthaccess . get_requests_https_session () nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" session = earthaccess.get_requests_https_session() In [4]: Copied! headers = { \"Range\" : \"bytes=0-100\" } r = session . get ( lpcloud_url , headers = headers ) r headers = {\"Range\": \"bytes=0-100\"} r = session.get(lpcloud_url, headers=headers) r Out[4]: In [5]: Copied! fs = earthaccess . get_fsspec_https_session () fs = earthaccess.get_fsspec_https_session() In [6]: Copied! with fs . open ( lpcloud_url ) as f : data = f . read ( 100 ) data with fs.open(lpcloud_url) as f: data = f.read(100) data Out[6]: b'\\x89HDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xd7HUn\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR' In [7]: Copied! %% time import xarray as xr files = earthaccess . open ( results [ 0 : 2 ]) ds = xr . open_dataset ( files [ 0 ], group = \"/gt1r/land_ice_segments\" ) ds %%time import xarray as xr files = earthaccess.open(results[0:2]) ds = xr.open_dataset(files[0], group=\"/gt1r/land_ice_segments\") ds Opening 2 granules, approx size: 0.19 GB var element = document.getElementById('b7dcc0a8-9bc1-46de-9199-1c7e8d2c3890'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"5720abf4be5f494aa88c81f72633671b\"} var element = document.getElementById('87f01e4d-dd8b-41d2-ae9f-a2503fad5de9'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"b39e5fc045c942798cffe423bee51043\"} var element = document.getElementById('181caf67-4b95-434e-b80d-001c60a84217'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"e6598c1009404fc1a01c83fa49bc6bf4\"} CPU times: user 1.4 s, sys: 262 ms, total: 1.67 s Wall time: 37.5 s Out[7]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, 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left; padding-right: 10px; width: auto; } .xr-attrs dt { font-weight: normal; grid-column: 1; } .xr-attrs dt:hover span { display: inline-block; background: var(--xr-background-color); padding-right: 10px; } .xr-attrs dd { grid-column: 2; white-space: pre-wrap; word-break: break-all; } .xr-icon-database, .xr-icon-file-text2, .xr-no-icon { display: inline-block; vertical-align: middle; width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (delta_time: 38013) Coordinates: * delta_time (delta_time) datetime64[ns] 2019-01-03T06:49:07.97... latitude (delta_time) float64 ... longitude (delta_time) float64 ... Data variables: atl06_quality_summary (delta_time) int8 ... h_li (delta_time) float32 ... h_li_sigma (delta_time) float32 ... segment_id (delta_time) float64 ... sigma_geo_h (delta_time) float32 ... Attributes: Description: The land_ice_height group contains the primary set of deriv... data_rate: Data within this group are sparse. Data values are provide... xarray.Dataset Dimensions: delta_time : 38013 Coordinates: (3) delta_time (delta_time) datetime64[ns] 2019-01-03T06:49:07.975850512 ..... contentType : referenceInformation description : Number of GPS seconds since the ATLAS SDP epoch. The ATLAS Standard Data Products (SDP) epoch offset is defined within /ancillary_data/atlas_sdp_gps_epoch as the number of GPS seconds between the GPS epoch (1980-01-06T00:00:00.000000Z UTC) and the ATLAS SDP epoch. By adding the offset contained within atlas_sdp_gps_epoch to delta time parameters, the time in gps_seconds relative to the GPS epoch can be computed. long_name : Elapsed GPS seconds source : section 4.4 standard_name : time array(['2019-01-03T06:49:07.975850512', '2019-01-03T06:49:07.978271276', '2019-01-03T06:49:07.980879456', ..., '2019-01-03T06:54:50.883507584', '2019-01-03T06:54:50.886318008', '2019-01-03T06:54:50.889128256'], dtype='datetime64[ns]') latitude (delta_time) float64 ... contentType : physicalMeasurement description : Latitude of segment center, WGS84, North=+, long_name : Latitude source : section 3.10 standard_name : latitude units : degrees_north valid_max : 90.0 valid_min : -90.0 [38013 values with dtype=float64] longitude (delta_time) float64 ... contentType : physicalMeasurement description : Longitude of segment center, , WGS84, East=+ long_name : Longitude source : section 3.10 standard_name : longitude units : degrees_east valid_max : 180.0 valid_min : -180.0 [38013 values with dtype=float64] Data variables: (5) atl06_quality_summary (delta_time) int8 ... contentType : qualityInformation description : The ATL06_quality_summary parameter indicates the best-quality subset of all ATL06 data. A zero in this parameter implies that no data-quality tests have found a problem with the segment, a one implies that some potential problem has been found. Users who select only segments with zero values for this flag can be relatively certain of obtaining high-quality data, but will likely miss a significant fraction of usable data, particularly in cloudy, rough, or low-surface-reflectance conditions. flag_meanings : best_quality potential_problem flag_values : [0 1] long_name : ATL06_Quality_Summary source : section 4.3 units : 1 valid_max : 1 valid_min : 0 [38013 values with dtype=int8] h_li (delta_time) float32 ... contentType : physicalMeasurement description : Standard land-ice segment height determined by land ice algorithm, corrected for first-photon bias, representing the median- based height of the selected PEs long_name : Land Ice height source : section 4.4 units : meters [38013 values with dtype=float32] h_li_sigma (delta_time) float32 ... contentType : qualityInformation description : Propagated error due to sampling error and FPB correction from the land ice algorithm long_name : Expected RMS segment misfit source : section 4.4 units : meters [38013 values with dtype=float32] segment_id (delta_time) float64 ... contentType : referenceInformation description : Segment number, counting from the equator. Equal to the segment_id for the second of the two 20m ATL03 segments included in the 40m ATL06 segment long_name : Reference Point, m source : section 3.1.2.1 units : 1 [38013 values with dtype=float64] sigma_geo_h (delta_time) float32 ... contentType : qualityInformation description : Total vertical geolocation error due to PPD and POD, including the effects of horizontal geolocation error on the segment vertical error. long_name : Vertical Geolocation Error source : ATBD Section 3.10 units : meters [38013 values with dtype=float32] Indexes: (1) delta_time PandasIndex PandasIndex(DatetimeIndex(['2019-01-03 06:49:07.975850512', '2019-01-03 06:49:07.978271276', '2019-01-03 06:49:07.980879456', '2019-01-03 06:49:07.983487640', '2019-01-03 06:49:07.986294968', '2019-01-03 06:49:07.989102780', '2019-01-03 06:49:07.991911688', '2019-01-03 06:49:07.994722156', '2019-01-03 06:49:07.997534188', '2019-01-03 06:49:08.000348892', ... '2019-01-03 06:54:50.863771900', '2019-01-03 06:54:50.866594728', '2019-01-03 06:54:50.869417168', '2019-01-03 06:54:50.872238664', '2019-01-03 06:54:50.875058728', '2019-01-03 06:54:50.877877124', '2019-01-03 06:54:50.880693976', '2019-01-03 06:54:50.883507584', '2019-01-03 06:54:50.886318008', '2019-01-03 06:54:50.889128256'], dtype='datetime64[ns]', name='delta_time', length=38013, freq=None)) Attributes: (2) Description : The land_ice_height group contains the primary set of derived ATL06 products. This includes geolocation, height, and standard error and quality measures for each segment. This group is sparse, meaning that parameters are provided only for pairs of segments for which at least one beam has a valid surface-height measurement. data_rate : Data within this group are sparse. Data values are provided only for those ICESat-2 20m segments where at least one beam has a valid land ice height measurement.","title":"Accessing remote files with earthaccess"},{"location":"tutorials/getting-started/","text":"(function (global, factory) { typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() : typeof define === 'function' && define.amd ? define(factory) : (global = global || self, global.ClipboardCopyElement = factory()); }(this, function () { 'use strict'; function createNode(text) { const node = document.createElement('pre'); node.style.width = '1px'; node.style.height = '1px'; node.style.position = 'fixed'; node.style.top = '5px'; node.textContent = text; return node; } function copyNode(node) { if ('clipboard' in navigator) { // eslint-disable-next-line flowtype/no-flow-fix-me-comments // $FlowFixMe Clipboard is not defined in Flow yet. return navigator.clipboard.writeText(node.textContent); } const selection = getSelection(); 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These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ --jp-shadow-base-lightness: 0; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-400); --jp-border-color1: var(--md-grey-400); --jp-border-color2: var(--md-grey-300); --jp-border-color3: var(--md-grey-200); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(0, 0, 0, 1); --jp-ui-font-color1: rgba(0, 0, 0, 0.87); --jp-ui-font-color2: rgba(0, 0, 0, 0.54); --jp-ui-font-color3: rgba(0, 0, 0, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7); --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(0, 0, 0, 1); --jp-content-font-color1: rgba(0, 0, 0, 0.87); --jp-content-font-color2: rgba(0, 0, 0, 0.54); --jp-content-font-color3: rgba(0, 0, 0, 0.38); --jp-content-link-color: var(--md-blue-700); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: white; --jp-layout-color1: white; --jp-layout-color2: var(--md-grey-200); --jp-layout-color3: var(--md-grey-400); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: #111111; --jp-inverse-layout-color1: var(--md-grey-900); --jp-inverse-layout-color2: var(--md-grey-800); --jp-inverse-layout-color3: var(--md-grey-700); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-900); --jp-brand-color1: var(--md-blue-700); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-900); --jp-accent-color1: var(--md-green-700); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-900); --jp-warn-color1: var(--md-orange-700); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-900); --jp-error-color1: var(--md-red-700); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-900); --jp-success-color1: var(--md-green-700); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-900); --jp-info-color1: var(--md-cyan-700); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--md-grey-100); --jp-cell-editor-border-color: var(--md-grey-300); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 0.5; --jp-cell-prompt-not-active-font-color: var(--md-grey-700); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: var(--md-blue-50); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: #fdd; --jp-rendermime-table-row-background: var(--md-grey-100); --jp-rendermime-table-row-hover-background: var(--md-light-blue-50); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.25); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color1); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--md-grey-300); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color1); --jp-input-hover-background: var(--jp-layout-color1); --jp-input-background: var(--md-grey-100); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: #d9d9d9; --jp-editor-selected-focused-background: #d7d4f0; --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: #008000; --jp-mirror-editor-atom-color: #88f; --jp-mirror-editor-number-color: #080; --jp-mirror-editor-def-color: #00f; --jp-mirror-editor-variable-color: var(--md-grey-900); --jp-mirror-editor-variable-2-color: #05a; --jp-mirror-editor-variable-3-color: #085; --jp-mirror-editor-punctuation-color: #05a; --jp-mirror-editor-property-color: #05a; --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ba2121; --jp-mirror-editor-string-2-color: #708; --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: #008000; --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: #170; --jp-mirror-editor-attribute-color: #00c; --jp-mirror-editor-header-color: blue; --jp-mirror-editor-quote-color: #090; --jp-mirror-editor-link-color: #00c; --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: white; /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.5; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(245, 200, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } [data-md-color-scheme=\"slate\"] .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout * colors used in the theme as well. */ --jp-shadow-base-lightness: 32; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-700); --jp-border-color1: var(--md-grey-700); --jp-border-color2: var(--md-grey-800); --jp-border-color3: var(--md-grey-900); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(255, 255, 255, 1); --jp-ui-font-color1: rgba(255, 255, 255, 0.87); --jp-ui-font-color2: rgba(255, 255, 255, 0.54); --jp-ui-font-color3: rgba(255, 255, 255, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1); --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8); --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5); --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(255, 255, 255, 1); --jp-content-font-color1: rgba(255, 255, 255, 1); --jp-content-font-color2: rgba(255, 255, 255, 0.7); --jp-content-font-color3: rgba(255, 255, 255, 0.5); --jp-content-link-color: var(--md-blue-300); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: #111111; --jp-layout-color1: var(--md-grey-900); --jp-layout-color2: var(--md-grey-800); --jp-layout-color3: var(--md-grey-700); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: white; --jp-inverse-layout-color1: white; --jp-inverse-layout-color2: var(--md-grey-200); --jp-inverse-layout-color3: var(--md-grey-400); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-700); --jp-brand-color1: var(--md-blue-500); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-700); --jp-accent-color1: var(--md-green-500); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-700); --jp-warn-color1: var(--md-orange-500); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-700); --jp-error-color1: var(--md-red-500); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-700); --jp-success-color1: var(--md-green-500); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-700); --jp-info-color1: var(--md-cyan-500); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--jp-layout-color1); --jp-cell-editor-border-color: var(--md-grey-700); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 1; --jp-cell-prompt-not-active-font-color: var(--md-grey-300); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: rgba(244, 67, 54, 0.28); --jp-rendermime-table-row-background: var(--md-grey-900); --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.6); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color2); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--jp-layout-color0); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color0); --jp-input-hover-background: var(--jp-layout-color2); --jp-input-background: var(--md-grey-800); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: var(--jp-layout-color2); --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24); --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: var(--md-green-500); --jp-mirror-editor-atom-color: var(--md-blue-300); --jp-mirror-editor-number-color: var(--md-green-400); --jp-mirror-editor-def-color: var(--md-blue-600); --jp-mirror-editor-variable-color: var(--md-grey-300); --jp-mirror-editor-variable-2-color: var(--md-blue-400); --jp-mirror-editor-variable-3-color: var(--md-green-600); --jp-mirror-editor-punctuation-color: var(--md-blue-400); --jp-mirror-editor-property-color: var(--md-blue-400); --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ff7070; --jp-mirror-editor-string-2-color: var(--md-purple-300); --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: var(--md-green-600); --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: var(--md-green-700); --jp-mirror-editor-attribute-color: var(--md-blue-700); --jp-mirror-editor-header-color: var(--md-blue-500); --jp-mirror-editor-quote-color: var(--md-green-300); --jp-mirror-editor-link-color: var(--md-blue-700); --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: var(--md-grey-400); /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.6; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(255, 225, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* scrollbar related styles. Supports every browser except Edge. */ /* colors based on JetBrain's Darcula theme */ --jp-scrollbar-background-color: #3f4244; --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */ --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */ /* hacks for setting the thumb shape. These do nothing in Firefox */ --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */ --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */ /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } :root{--md-red-50: #ffebee;--md-red-100: #ffcdd2;--md-red-200: #ef9a9a;--md-red-300: #e57373;--md-red-400: #ef5350;--md-red-500: #f44336;--md-red-600: #e53935;--md-red-700: #d32f2f;--md-red-800: #c62828;--md-red-900: #b71c1c;--md-red-A100: #ff8a80;--md-red-A200: #ff5252;--md-red-A400: #ff1744;--md-red-A700: #d50000;--md-pink-50: #fce4ec;--md-pink-100: #f8bbd0;--md-pink-200: #f48fb1;--md-pink-300: #f06292;--md-pink-400: #ec407a;--md-pink-500: #e91e63;--md-pink-600: #d81b60;--md-pink-700: #c2185b;--md-pink-800: 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#7986cb;--md-indigo-400: #5c6bc0;--md-indigo-500: #3f51b5;--md-indigo-600: #3949ab;--md-indigo-700: #303f9f;--md-indigo-800: #283593;--md-indigo-900: #1a237e;--md-indigo-A100: #8c9eff;--md-indigo-A200: #536dfe;--md-indigo-A400: #3d5afe;--md-indigo-A700: #304ffe;--md-blue-50: #e3f2fd;--md-blue-100: #bbdefb;--md-blue-200: #90caf9;--md-blue-300: #64b5f6;--md-blue-400: #42a5f5;--md-blue-500: #2196f3;--md-blue-600: #1e88e5;--md-blue-700: #1976d2;--md-blue-800: #1565c0;--md-blue-900: #0d47a1;--md-blue-A100: #82b1ff;--md-blue-A200: #448aff;--md-blue-A400: #2979ff;--md-blue-A700: #2962ff;--md-light-blue-50: #e1f5fe;--md-light-blue-100: #b3e5fc;--md-light-blue-200: #81d4fa;--md-light-blue-300: #4fc3f7;--md-light-blue-400: #29b6f6;--md-light-blue-500: #03a9f4;--md-light-blue-600: #039be5;--md-light-blue-700: #0288d1;--md-light-blue-800: #0277bd;--md-light-blue-900: #01579b;--md-light-blue-A100: #80d8ff;--md-light-blue-A200: #40c4ff;--md-light-blue-A400: #00b0ff;--md-light-blue-A700: #0091ea;--md-cyan-50: #e0f7fa;--md-cyan-100: #b2ebf2;--md-cyan-200: #80deea;--md-cyan-300: #4dd0e1;--md-cyan-400: #26c6da;--md-cyan-500: #00bcd4;--md-cyan-600: #00acc1;--md-cyan-700: #0097a7;--md-cyan-800: #00838f;--md-cyan-900: #006064;--md-cyan-A100: #84ffff;--md-cyan-A200: #18ffff;--md-cyan-A400: #00e5ff;--md-cyan-A700: #00b8d4;--md-teal-50: #e0f2f1;--md-teal-100: #b2dfdb;--md-teal-200: #80cbc4;--md-teal-300: #4db6ac;--md-teal-400: #26a69a;--md-teal-500: #009688;--md-teal-600: #00897b;--md-teal-700: #00796b;--md-teal-800: #00695c;--md-teal-900: #004d40;--md-teal-A100: #a7ffeb;--md-teal-A200: #64ffda;--md-teal-A400: #1de9b6;--md-teal-A700: #00bfa5;--md-green-50: #e8f5e9;--md-green-100: #c8e6c9;--md-green-200: #a5d6a7;--md-green-300: #81c784;--md-green-400: #66bb6a;--md-green-500: #4caf50;--md-green-600: #43a047;--md-green-700: #388e3c;--md-green-800: #2e7d32;--md-green-900: #1b5e20;--md-green-A100: #b9f6ca;--md-green-A200: #69f0ae;--md-green-A400: #00e676;--md-green-A700: #00c853;--md-light-green-50: #f1f8e9;--md-light-green-100: #dcedc8;--md-light-green-200: #c5e1a5;--md-light-green-300: #aed581;--md-light-green-400: #9ccc65;--md-light-green-500: #8bc34a;--md-light-green-600: #7cb342;--md-light-green-700: #689f38;--md-light-green-800: #558b2f;--md-light-green-900: #33691e;--md-light-green-A100: #ccff90;--md-light-green-A200: #b2ff59;--md-light-green-A400: #76ff03;--md-light-green-A700: #64dd17;--md-lime-50: #f9fbe7;--md-lime-100: #f0f4c3;--md-lime-200: #e6ee9c;--md-lime-300: #dce775;--md-lime-400: #d4e157;--md-lime-500: #cddc39;--md-lime-600: #c0ca33;--md-lime-700: #afb42b;--md-lime-800: #9e9d24;--md-lime-900: #827717;--md-lime-A100: #f4ff81;--md-lime-A200: #eeff41;--md-lime-A400: #c6ff00;--md-lime-A700: #aeea00;--md-yellow-50: #fffde7;--md-yellow-100: #fff9c4;--md-yellow-200: #fff59d;--md-yellow-300: #fff176;--md-yellow-400: #ffee58;--md-yellow-500: #ffeb3b;--md-yellow-600: #fdd835;--md-yellow-700: #fbc02d;--md-yellow-800: #f9a825;--md-yellow-900: #f57f17;--md-yellow-A100: #ffff8d;--md-yellow-A200: #ffff00;--md-yellow-A400: #ffea00;--md-yellow-A700: #ffd600;--md-amber-50: #fff8e1;--md-amber-100: #ffecb3;--md-amber-200: #ffe082;--md-amber-300: #ffd54f;--md-amber-400: #ffca28;--md-amber-500: #ffc107;--md-amber-600: #ffb300;--md-amber-700: #ffa000;--md-amber-800: #ff8f00;--md-amber-900: #ff6f00;--md-amber-A100: #ffe57f;--md-amber-A200: #ffd740;--md-amber-A400: #ffc400;--md-amber-A700: #ffab00;--md-orange-50: #fff3e0;--md-orange-100: #ffe0b2;--md-orange-200: #ffcc80;--md-orange-300: #ffb74d;--md-orange-400: #ffa726;--md-orange-500: #ff9800;--md-orange-600: #fb8c00;--md-orange-700: #f57c00;--md-orange-800: #ef6c00;--md-orange-900: #e65100;--md-orange-A100: #ffd180;--md-orange-A200: #ffab40;--md-orange-A400: #ff9100;--md-orange-A700: #ff6d00;--md-deep-orange-50: #fbe9e7;--md-deep-orange-100: #ffccbc;--md-deep-orange-200: #ffab91;--md-deep-orange-300: #ff8a65;--md-deep-orange-400: #ff7043;--md-deep-orange-500: 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sourceMappingURL=mkdocs-jupyter.css.map*/ init_mathjax = function() { if (window.MathJax) { // MathJax loaded MathJax.Hub.Config({ TeX: { equationNumbers: { autoNumber: \"AMS\", useLabelIds: true } }, tex2jax: { inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ], displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ], processEscapes: true, processEnvironments: true }, displayAlign: 'center', CommonHTML: { linebreaks: { automatic: true } } }); MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]); } } init_mathjax(); Getting started with earthaccess \u00b6 TL;DR: earthaccess is a Python package to search, preview and access NASA datasets (on-prem or in the cloud) with a few lines of code. \u00b6 Why? \u00b6 Programmatic, Easy, Reproducible. There are many ways to access NASA datasets, we can use the Earthdata search portal . We can use DAAC specific portals or tools. We could even use data.gov ! Web portals are great but they are not designed for programmatic access and reproducible workflows. This is extremely important in the age of the cloud and reproducible open science. The good news is that NASA also exposes APIs that allows us to search, transform and access data in a programmatic way. Many of these libraries contain amazing features and some similarities. In this context, earthaccess aims to be a simple library that can deal with the important parts of the metadata so we can access or download data without having to worry if a given dataset is on-prem or in the cloud. How? \u00b6 Note: There are a lot of acronyms that we need to get familiar with before any of this makes sense, here is a brief glossary for NASA Earthdata terms: NASA glossary Authentication: Before we can use earthaccess we need an account with NASA EDL \u00b6 Earthdata Login provides free and immediate access to thousands of EOSDIS data products covering all Earth science disciplines and topic areas for researchers, applied science users, application developers, and the general public. Once we have our NASA EDL login credentials we can start accessing NASA data in a programmatic way. Querying CMR using earthaccess \u00b6 This short tutorial uses the collection_query() and granule_query() methods, these methods return a lower level Query Builder instance that can be used to query NASA's CMR. For convenience the top level API also offers the dataset_search(**kwargs) and data_search(**kwargs) methods that map what these query builders do. For instance query = earthaccess . granule_query () . doi ( \"some_doi\" ) . temporal ( \"1990-01-01\" , \"2020-12-31\" ) . cloud_hosted ( True ) granules = query . get ( 10 ) is equivalent to granules = earthaccess . search_data ( doi = \"some_doi\" , temporal = ( \"1990-01-01\" , \"2020-12-31\" ), cloud_hosted = True , limit = 10 ) In [1]: Copied! import earthaccess earthaccess . __version__ import earthaccess earthaccess.__version__ Out[1]: '0.5.3' In [2]: Copied! auth = earthaccess . login () auth = earthaccess.login() You're now authenticated with NASA Earthdata Login Using token with expiration date: 11/17/2023 Using environment variables for EDL Auth() \u00b6 earthaccess 's Auth class provides 3 different strategies to authenticate ourselves with NASA EDL. netrc : Do we have a .netrc file with our EDL credentials? if so, we can use it with earthaccess . If we don't have it and want to create one we can, earthaccess allows users to type their credentials and persist them into a .netrc file. auth = earthaccess . login ( strategy = \"netrc\" ) environment : If we have our EDL credentials as environment variables EARTHDATA_USERNAME EARTHDATA_PASSWORD auth = earthaccess . login ( strategy = \"environment\" ) interactive : We will be asked for our EDL credentials with optinal persistance to .netrc auth = earthaccess . login ( strategy = \"interactive\" , persist = True ) In [3]: Copied! # are we authenticated? auth = earthaccess . login () # are we authenticated? auth = earthaccess.login() We are already authenticated with NASA EDL Querying for datasets \u00b6 The DataCollections class can query CMR for any collection (dataset) using all of CMR's Query parameters and has built-in functions to extract useful information from the response. In [4]: Copied! # The first step is to create a DataCollections query Query = earthaccess . collection_query () # Use chain methods to customize our query Query . keyword ( 'elevation' ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) . temporal ( \"2020-01-01\" , \"2020-02-01\" ) print ( f 'Collections found: { Query . hits () } ' ) # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query . fields ([ 'ShortName' , 'Version' ]) . get ( 5 ) # Inspect some results printing just the ShortName and Abstract collections [ 0 : 3 ] # The first step is to create a DataCollections query Query = earthaccess.collection_query() # Use chain methods to customize our query Query.keyword('elevation').bounding_box(-134.7,58.9,-133.9,59.2).temporal(\"2020-01-01\",\"2020-02-01\") print(f'Collections found: {Query.hits()}') # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query.fields(['ShortName','Version']).get(5) # Inspect some results printing just the ShortName and Abstract collections[0:3] Collections found: 361 Out[4]: [{ \"meta\": { \"concept-id\": \"C1431413941-NSIDC_ECS\", \"granule-count\": 61, \"provider-id\": \"NSIDC_ECS\" }, \"umm\": { \"ShortName\": \"RDEFT4\", \"Version\": \"1\" } }, { \"meta\": { \"concept-id\": \"C1299783579-LPDAAC_ECS\", \"granule-count\": 0, \"provider-id\": \"LPDAAC_ECS\" }, \"umm\": { \"ShortName\": \"AST14DEM\", \"Version\": \"003\" } }, { \"meta\": { \"concept-id\": \"C1299783651-LPDAAC_ECS\", \"granule-count\": 0, \"provider-id\": \"LPDAAC_ECS\" }, \"umm\": { \"ShortName\": \"AST14DMO\", \"Version\": \"003\" } }] The results from a DataCollections and DataGranules query are enhanced python dictionaries, this means that we can access all the keys and values like we usually do with Python dictionaries. In [5]: Copied! collections [ 0 ][ \"umm\" ][ \"ShortName\" ] collections[0][\"umm\"][\"ShortName\"] Out[5]: 'RDEFT4' The DataCollections class returns python dictionaries with some handy methods. collection . concept_id () # returns the concept-id, used to search for data granules collection . abstract () # returns the abstract collection . landing_page () # returns the landing page if present in the UMM fields collection . get_data () # returns the portal where data can be accessed. The same results can be obtained using the dict syntax: collection [ \"meta\" ][ \"concept-id\" ] # concept-id collection [ \"umm\" ][ \"RelatedUrls\" ] # URLs, with GET DATA, LANDING PAGE etc In [6]: Copied! # We can now search for collections using a pythonic API client for CMR. Query = earthaccess . collection_query () . daac ( \"ASF\" ) print ( f 'Collections found: { Query . hits () } ' ) collections = Query . fields ([ 'ShortName' ]) . get ( 10 ) # Printing the first collection collections [ 0 ] # We can now search for collections using a pythonic API client for CMR. Query = earthaccess.collection_query().daac(\"ASF\") print(f'Collections found: {Query.hits()}') collections = Query.fields(['ShortName']).get(10) # Printing the first collection collections[0] Collections found: 124 Out[6]: { \"meta\": { \"concept-id\": \"C1214470488-ASF\", \"granule-count\": 1539665, \"provider-id\": \"ASF\" }, \"umm\": { \"ShortName\": \"SENTINEL-1A_SLC\" } } In [7]: Copied! # What if we want cloud collections Query = earthaccess . collection_query () . daac ( \"ASF\" ) . cloud_hosted ( True ) print ( f 'Collections found: { Query . hits () } ' ) collections = Query . fields ([ 'ShortName' ]) . get ( 10 ) # Printing 3 collections collections [ 0 ] # What if we want cloud collections Query = earthaccess.collection_query().daac(\"ASF\").cloud_hosted(True) print(f'Collections found: {Query.hits()}') collections = Query.fields(['ShortName']).get(10) # Printing 3 collections collections[0] Collections found: 44 Out[7]: { \"meta\": { \"concept-id\": \"C1214470488-ASF\", \"granule-count\": 1539666, \"provider-id\": \"ASF\" }, \"umm\": { \"ShortName\": \"SENTINEL-1A_SLC\" } } In [8]: Copied! # Printing the concept-id for the first 10 collections [ collection . concept_id () for collection in collections ] # Printing the concept-id for the first 10 collections [collection.concept_id() for collection in collections] Out[8]: ['C1214470488-ASF', 'C1327985661-ASF', 'C1214470533-ASF', 'C1214470576-ASF', 'C1595422627-ASF', 'C1327985645-ASF', 'C1214470496-ASF', 'C1214470532-ASF', 'C1214472336-ASF', 'C1266376001-ASF'] Querying for data files (granules) \u00b6 The DataGranules class provides similar functionality as the collection class. To query for granules in a more reliable way concept-id would be the main key. You can search data granules using a short name but that could (more likely will) return different versions of the same data granules. In this example we're querying for 10 data grnaules from ICESat-2 ATL06 version 005 dataset. Note : Generally speaking we won't need authenticated queries unless they are restricted datasets for early adopters. In [9]: Copied! from pprint import pprint # We build our query Query = earthaccess . granule_query () . short_name ( 'HLSL30' ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) # We get 5 metadata records granules = Query . get ( 5 ) from pprint import pprint # We build our query Query = earthaccess.granule_query().short_name('HLSL30').bounding_box(-134.7,58.9,-133.9,59.2) # We get 5 metadata records granules = Query.get(5) Pretty printing data granules \u00b6 Since we are in a notebook we can take advantage of it to see a more user friendly version of the granules with the built-in function display This will render browse image for the granule if available and eventually will have a similar representation as the one from the Earthdata search portal In [10]: Copied! 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Data : HLS.L30.T08VNL.2013147T201428.v2.0.B11.tif HLS.L30.T08VNL.2013147T201428.v2.0.B06.tif HLS.L30.T08VNL.2013147T201428.v2.0.B09.tif HLS.L30.T08VNL.2013147T201428.v2.0.B01.tif HLS.L30.T08VNL.2013147T201428.v2.0.VAA.tif HLS.L30.T08VNL.2013147T201428.v2.0.VZA.tif HLS.L30.T08VNL.2013147T201428.v2.0.Fmask.tif HLS.L30.T08VNL.2013147T201428.v2.0.B02.tif HLS.L30.T08VNL.2013147T201428.v2.0.SZA.tif HLS.L30.T08VNL.2013147T201428.v2.0.B04.tif HLS.L30.T08VNL.2013147T201428.v2.0.B05.tif HLS.L30.T08VNL.2013147T201428.v2.0.B07.tif HLS.L30.T08VNL.2013147T201428.v2.0.B03.tif HLS.L30.T08VNL.2013147T201428.v2.0.SAA.tif HLS.L30.T08VNL.2013147T201428.v2.0.B10.tif Size : 45.62 MB Cloud Hosted : True Out[10]: [None, None, None, None, None] Spatiotemporal queries \u00b6 Our granules and collection classes accept the same spatial and temporal arguments as CMR so we can search for granules that match spatiotemporal criteria. In [11]: Copied! Query = earthaccess . granule_query () . short_name ( \"ATL06\" ) . temporal ( \"2020-03-01\" , \"2020-03-30\" ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) . version ( \"005\" ) # Always inspects the hits before retrieven the granule metadata, just because it's very verbose. print ( f \"Granules found: { Query . hits () } \" ) Query = earthaccess.granule_query().short_name(\"ATL06\").temporal(\"2020-03-01\", \"2020-03-30\").bounding_box(-134.7,58.9,-133.9,59.2).version(\"005\") # Always inspects the hits before retrieven the granule metadata, just because it's very verbose. print(f\"Granules found: {Query.hits()}\") Granules found: 8 In [12]: Copied! # Now we can print some info about these granules using the built-in methods granules = Query . get ( 5 ) data_links = [{ 'links' : g . data_links ( access = \"on_prem\" ), 'size (MB):' : g . size ()} for g in granules ] data_links # Now we can print some info about these granules using the built-in methods granules = Query.get(5) data_links = [{'links': g.data_links(access=\"on_prem\"), 'size (MB):': g.size()} for g in granules] data_links Out[12]: [{'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/06/ATL06_20200306122320_10810606_005_01.h5'], 'size (MB):': 2.7875404357910156}, {'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/08/ATL06_20200308234154_11190602_005_01.h5'], 'size (MB):': 4.364532470703125}, {'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/10/ATL06_20200310121504_11420606_005_01.h5'], 'size (MB):': 2.6717844009399414}, {'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/12/ATL06_20200312233336_11800602_005_01.h5'], 'size (MB):': 14.138877868652344}, {'links': ['https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2020.03.06/ATL06_20200306122320_10810606_005_01.h5'], 'size (MB):': 2.7875404358}] Accessing the data \u00b6 With earthaccess a researcher can get the files regardless if they are on-prem or cloud based with the same API call, although an important consideration is that if we want to access data in the cloud (direct access) we must run the code in the cloud. This is because some S3 buckets are configured to only allow direct access (s3:// links) if the requester is in the same zone, us-west-2 . On-prem access: DAAC hosted data \ud83d\udce1 \u00b6 In [13]: Copied! granules = [] # we just grab 1 granule from May for each year of the dataset for year in range ( 1999 , 2019 ): results = earthaccess . search_data ( doi = \"10.5067/SLREF-CDRV3\" , temporal = ( f \" { year } -05\" , f \" { year } -06\" ) ) if len ( results ) > 0 : granules . append ( results [ 0 ]) granules = [] # we just grab 1 granule from May for each year of the dataset for year in range(1999, 2019): results = earthaccess.search_data( doi = \"10.5067/SLREF-CDRV3\", temporal=(f\"{year}-05\", f\"{year}-06\") ) if len(results)>0: granules.append(results[0]) Granules found: 7 Granules found: 7 Granules found: 7 Granules found: 7 Granules found: 7 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 7 Granules found: 7 Granules found: 7 For this example we are going to use a PODAAC dataset SMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5 which we previously queried (see querying for datasets) and got the concept id: C1972955240-PODAAC In [14]: Copied! import earthaccess earthaccess . login () Query = earthaccess . granule_query () . doi ( \"10.5067/SLREF-CDRV3\" ) . bounding_box ( - 134.7 , 54.9 , - 100.9 , 69.2 ) print ( f \"Granule hits: { Query . hits () } \" ) # getting more than 6,000 metadata records for demo purposes is going to slow us down a bit so let's get only a few granules = Query . get ( 10 ) # Does this granule belong to a cloud-based collection? granules [ 0 ] . cloud_hosted import earthaccess earthaccess.login() Query = earthaccess.granule_query().doi(\"10.5067/SLREF-CDRV3\").bounding_box(-134.7,54.9,-100.9,69.2) print(f\"Granule hits: {Query.hits()}\") # getting more than 6,000 metadata records for demo purposes is going to slow us down a bit so let's get only a few granules = Query.get(10) # Does this granule belong to a cloud-based collection? granules[0].cloud_hosted We are already authenticated with NASA EDL Granule hits: 2207 Out[14]: True Finally! let's get the data \u00b6 The Store class accepts the results from a DataGranules() query or it can also accept a list of URLs for the data files. In the second case we'll have to specify the DAAC since it cannot infer which credentials to use solely on the URL. In [15]: Copied! %% time files = earthaccess . download ( granules [ 0 : 2 ], \"./data/C1972955240-PODAAC/\" ) %%time files = earthaccess.download(granules[0:2], \"./data/C1972955240-PODAAC/\") Getting 2 granules, approx download size: 0.02 GB var element = document.getElementById('07cb2cf4-0922-4ae1-b47f-c8ffe509740b'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"7810e8d8294644ceb9e235a0734c87dd\"} var element = document.getElementById('7f931305-ab6f-4bda-af92-4afc62ee64b5'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"45988737726342cfb775bfd389c36334\"} Error while downloading the file ssh_grids_v2205_1992101512.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205%2Fssh_grids_v2205_1992101512.nc&app_type=401 Error while downloading the file ssh_grids_v2205_1992101012.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205%2Fssh_grids_v2205_1992101012.nc&app_type=401 var element = document.getElementById('56100587-2d43-42a5-9f01-2079dfe1f41b'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"64a38d54102b404fbf9827772651b08e\"} CPU times: user 539 ms, sys: 55.8 ms, total: 595 ms Wall time: 1.31 s Accessing the data in the cloud \u2601\ufe0f \u00b6 With earthaccess a researcher can get the files regardless if they are on-prem or cloud based with the same API call, although an important consideration is that if we want to access data in the cloud we must run the code in the cloud. This is because some S3 buckets are configured to only allow direct access (s3:// links) if the requester is in the same zone, us-west-2 . Same API, just a different place, in this case the concept-id for the same dataset is C2208422957-POCLOUD Note: The concept-id changed even though is the same dataset. In [16]: Copied! Query = earthaccess . granule_query () . short_name ( \"SMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5\" ) . bounding_box ( - 134.7 , 54.9 , - 100.9 , 69.2 ) print ( f \"Granule hits: { Query . hits () } \" ) results = Query . get ( 10 ) # is this a cloud hosted data granule? results [ 0 ] . cloud_hosted Query = earthaccess.granule_query().short_name(\"SMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5\").bounding_box(-134.7,54.9,-100.9,69.2) print(f\"Granule hits: {Query.hits()}\") results = Query.get(10) # is this a cloud hosted data granule? results[0].cloud_hosted Granule hits: 3049 Out[16]: True In [17]: Copied! # Let's pretty print this results [ 0 ] # Let's pretty print this results[0] Out[17]: .bootstrap{font-family:sans-serif;line-height:1;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%}.bootstrap{margin:0;font-size:10px;}.bootstrap article,.bootstrap aside,.bootstrap footer,.bootstrap header,.bootstrap nav,.bootstrap section{display:block}.bootstrap h1{font-size:2em;margin:0.67em 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Data : SMAP_L3_SSS_20150504_8DAYS_V5.0.nc Size : 10.56 MB Cloud Hosted : True In [18]: Copied! %% time # we are running this code outside the us-west-2 region. try : files = earthaccess . download ( results [ 0 : 4 ], local_path = \"./data/demo-POCLOUD\" ) except Exception as e : print ( f \"Error: { e } , we are probably not using this code in the Amazon cloud. Trying external links...\" ) # There is hope, even if we are not in the Amazon cloud we can still get the data files = store . get ( results [ 0 : 4 ], access = \"external\" , local_path = \"./data/demo-POCLOUD\" ) %%time # we are running this code outside the us-west-2 region. try: files = earthaccess.download(results[0:4], local_path=\"./data/demo-POCLOUD\") except Exception as e: print(f\"Error: {e}, we are probably not using this code in the Amazon cloud. Trying external links...\") # There is hope, even if we are not in the Amazon cloud we can still get the data files = store.get(results[0:4], access=\"external\", local_path=\"./data/demo-POCLOUD\") Getting 4 granules, approx download size: 0.04 GB var element = document.getElementById('f454716a-da71-4fbf-a9c9-52ea40d171a7'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"1e72d7abe2a040cba18e15b3248d1be2\"} var element = document.getElementById('b254252f-63d5-4ceb-83af-2a59dad831ec'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"0e54ca2341304ca8ba504675aa55a15c\"} Error while downloading the file SMAP_L3_SSS_20150507_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F123%2FSMAP_L3_SSS_20150507_8DAYS_V5.0.nc&app_type=401 Error while downloading the file SMAP_L3_SSS_20150504_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F120%2FSMAP_L3_SSS_20150504_8DAYS_V5.0.nc&app_type=401 Error while downloading the file SMAP_L3_SSS_20150506_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F122%2FSMAP_L3_SSS_20150506_8DAYS_V5.0.nc&app_type=401 Error while downloading the file SMAP_L3_SSS_20150505_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F121%2FSMAP_L3_SSS_20150505_8DAYS_V5.0.nc&app_type=401 var element = document.getElementById('c7fb6e3e-fcbd-45e6-b07e-e2cf208e471f'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"3b39700e5fb64ee494c06c2f4fef6e3a\"} CPU times: user 867 ms, sys: 58.2 ms, total: 925 ms Wall time: 1.41 s \u2601\ufe0f Cloud Access Part II: streaming data \u00b6 Being in the cloud allows us to stream data as if we were using it locally. Pairing gridded datasets on S3 and xarray isa very useful patter when we deal with a lot of data. Recommended read: Skip the download! Stream NASA data directly into Python objects In [19]: Copied! import warnings warnings . filterwarnings ( 'ignore' ) warnings . simplefilter ( 'ignore' ) import xarray as xr # data_links https_links = [] s3_links = [] fs = earthaccess . get_s3fs_session ( provider = 'POCLOUD' ) for granule in results : https_links . extend ( granule . data_links ( access = \"on_prem\" )) s3_links . extend ( granule . data_links ( access = \"direct\" )) import warnings warnings.filterwarnings('ignore') warnings.simplefilter('ignore') import xarray as xr # data_links https_links = [] s3_links = [] fs = earthaccess.get_s3fs_session(provider='POCLOUD') for granule in results: https_links.extend(granule.data_links(access=\"on_prem\")) s3_links.extend(granule.data_links(access=\"direct\")) With earthaccess we can open URLS if we pass the provider or we can open the results directly and will derive the necessary credentials to use. \u00b6 In [20]: Copied! fileset = earthaccess . open ( results [ 0 : 3 ]) # test that we can read data from the files with fileset [ 0 ] as f : print ( f . read ( 100 )) fileset = earthaccess.open(results[0:3]) # test that we can read data from the files with fileset[0] as f: print(f.read(100)) Opening 3 granules, approx size: 0.03 GB var element = document.getElementById('21929437-eb36-4cb1-bf3e-f3b3f8dc1005'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"9eaba4126a544cb8bf8314c1fd78f441\"} var element = document.getElementById('d4bdb56d-fd09-495a-acf1-24a49a0f2356'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"bc9997eb90f845fa9b1d10538ab93c5a\"} var element = document.getElementById('b37816ac-ac93-452a-8aed-35ed75327c22'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"df91a8a48b45413980a92931851f8a72\"} --------------------------------------------------------------------------- ClientResponseError Traceback (most recent call last) Cell In[20], line 5 3 # test that we can read data from the files 4 with fileset[ 0 ] as f: ----> 5 print ( f . read ( 100 ) ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/spec.py:1790 , in AbstractBufferedFile.read (self, length) 1787 if length == 0 : 1788 # don't even bother calling fetch 1789 return b \" \" -> 1790 out = self . cache . _fetch ( self . loc , self . loc + length ) 1791 self . loc + = len (out) 1792 return out File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/caching.py:379 , in BytesCache._fetch (self, start, end) 373 return b \" \" 375 if ( self . start is None or start < self . start) and ( 376 self . end is None or end > self . end 377 ): 378 # First read, or extending both before and after --> 379 self . cache = self . fetcher ( start , bend ) 380 self . start = start 381 elif start < self . start: File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:121 , in sync_wrapper..wrapper (*args, **kwargs) 118 @functools . wraps(func) 119 def wrapper ( * args, * * kwargs): 120 self = obj or args[ 0 ] --> 121 return sync ( self . loop , func , * args , * * kwargs ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:106 , in sync (loop, func, timeout, *args, **kwargs) 104 raise FSTimeoutError from return_result 105 elif isinstance (return_result, BaseException ): --> 106 raise return_result 107 else : 108 return return_result File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:61 , in _runner (event, coro, result, timeout) 59 coro = asyncio . wait_for(coro, timeout = timeout) 60 try : ---> 61 result[ 0 ] = await coro 62 except Exception as ex: 63 result[ 0 ] = ex File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/implementations/http.py:655 , in HTTPFile.async_fetch_range (self, start, end) 652 if r . status == 416 : 653 # range request outside file 654 return b \" \" --> 655 r . raise_for_status ( ) 657 # If the server has handled the range request, it should reply 658 # with status 206 (partial content). But we'll guess that a suitable 659 # Content-Range header or a Content-Length no more than the 660 # requested range also mean we have got the desired range. 661 response_is_range = ( 662 r . status == 206 663 or self . _parse_content_range(r . headers)[ 0 ] == start 664 or int (r . headers . get( \" Content-Length \" , end + 1 )) < = end - start 665 ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/aiohttp/client_reqrep.py:1005 , in ClientResponse.raise_for_status (self) 1003 assert self . reason is not None 1004 self . release() -> 1005 raise ClientResponseError( 1006 self . request_info, 1007 self . history, 1008 status = self . status, 1009 message = self . reason, 1010 headers = self . headers, 1011 ) ClientResponseError : 401, message='Unauthorized', url=URL('https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=/podaac-ops-cumulus-protected/SMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5/2015/120/SMAP_L3_SSS_20150504_8DAYS_V5.0.nc&app_type=401') Now to the important science! \ud83d\ude80 \u00b6 Recap \u00b6 import earthaccess # first we authenticate with NASA EDL auth = earthaccess . login () # Then we build a Query with spatiotemporal parameters GranuleQuery = earthaccess . granule_query () . concept_id ( \"C1575731655-LPDAAC_ECS\" ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) # We get the metadata records from CMR granules = GranuleQuery . get () # Now it{s time to download (or open) our data granules list with get() files = earthaccess . download ( granules , local_path = './data' ) # Now to the important science! Related links \u00b6 Github repository : https://github.com/nsidc/earthaccess CMR API documentation: https://cmr.earthaccess.nasa.gov/search/site/docs/search/api.html EDL API documentation: https://urs.earthaccess.nasa.gov/ NASA OpenScapes: https://nasa-openscapes.github.io/earthaccess-cloud-cookbook/ NSIDC: https://nsidc.org Contact: luis.lopez@nsidc.org","title":"Getting started with earthaccess"},{"location":"tutorials/getting-started/#getting-started-with-earthaccess","text":"","title":"Getting started with earthaccess"},{"location":"tutorials/getting-started/#tldr-earthaccess-is-a-python-package-to-search-preview-and-access-nasa-datasets-on-prem-or-in-the-cloud-with-a-few-lines-of-code","text":"","title":"TL;DR: earthaccess is a Python package to search, preview and access NASA datasets (on-prem or in the cloud) with a few lines of code."},{"location":"tutorials/getting-started/#why","text":"Programmatic, Easy, Reproducible. There are many ways to access NASA datasets, we can use the Earthdata search portal . We can use DAAC specific portals or tools. We could even use data.gov ! Web portals are great but they are not designed for programmatic access and reproducible workflows. This is extremely important in the age of the cloud and reproducible open science. The good news is that NASA also exposes APIs that allows us to search, transform and access data in a programmatic way. Many of these libraries contain amazing features and some similarities. In this context, earthaccess aims to be a simple library that can deal with the important parts of the metadata so we can access or download data without having to worry if a given dataset is on-prem or in the cloud.","title":"Why?"},{"location":"tutorials/getting-started/#how","text":"Note: There are a lot of acronyms that we need to get familiar with before any of this makes sense, here is a brief glossary for NASA Earthdata terms: NASA glossary","title":"How?"},{"location":"tutorials/getting-started/#authentication-before-we-can-use-earthaccess-we-need-an-account-with-nasa-edl","text":"Earthdata Login provides free and immediate access to thousands of EOSDIS data products covering all Earth science disciplines and topic areas for researchers, applied science users, application developers, and the general public. Once we have our NASA EDL login credentials we can start accessing NASA data in a programmatic way.","title":"Authentication: Before we can use earthaccess we need an account with NASA EDL"},{"location":"tutorials/getting-started/#querying-cmr-using-earthaccess","text":"This short tutorial uses the collection_query() and granule_query() methods, these methods return a lower level Query Builder instance that can be used to query NASA's CMR. For convenience the top level API also offers the dataset_search(**kwargs) and data_search(**kwargs) methods that map what these query builders do. For instance query = earthaccess . granule_query () . doi ( \"some_doi\" ) . temporal ( \"1990-01-01\" , \"2020-12-31\" ) . cloud_hosted ( True ) granules = query . get ( 10 ) is equivalent to granules = earthaccess . search_data ( doi = \"some_doi\" , temporal = ( \"1990-01-01\" , \"2020-12-31\" ), cloud_hosted = True , limit = 10 ) In [1]: Copied! import earthaccess earthaccess . __version__ import earthaccess earthaccess.__version__ Out[1]: '0.5.3' In [2]: Copied! auth = earthaccess . login () auth = earthaccess.login() You're now authenticated with NASA Earthdata Login Using token with expiration date: 11/17/2023 Using environment variables for EDL","title":"Querying CMR using earthaccess"},{"location":"tutorials/getting-started/#auth","text":"earthaccess 's Auth class provides 3 different strategies to authenticate ourselves with NASA EDL. netrc : Do we have a .netrc file with our EDL credentials? if so, we can use it with earthaccess . If we don't have it and want to create one we can, earthaccess allows users to type their credentials and persist them into a .netrc file. auth = earthaccess . login ( strategy = \"netrc\" ) environment : If we have our EDL credentials as environment variables EARTHDATA_USERNAME EARTHDATA_PASSWORD auth = earthaccess . login ( strategy = \"environment\" ) interactive : We will be asked for our EDL credentials with optinal persistance to .netrc auth = earthaccess . login ( strategy = \"interactive\" , persist = True ) In [3]: Copied! # are we authenticated? auth = earthaccess . login () # are we authenticated? auth = earthaccess.login() We are already authenticated with NASA EDL","title":"Auth()"},{"location":"tutorials/getting-started/#querying-for-datasets","text":"The DataCollections class can query CMR for any collection (dataset) using all of CMR's Query parameters and has built-in functions to extract useful information from the response. In [4]: Copied! # The first step is to create a DataCollections query Query = earthaccess . collection_query () # Use chain methods to customize our query Query . keyword ( 'elevation' ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) . temporal ( \"2020-01-01\" , \"2020-02-01\" ) print ( f 'Collections found: { Query . hits () } ' ) # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query . fields ([ 'ShortName' , 'Version' ]) . get ( 5 ) # Inspect some results printing just the ShortName and Abstract collections [ 0 : 3 ] # The first step is to create a DataCollections query Query = earthaccess.collection_query() # Use chain methods to customize our query Query.keyword('elevation').bounding_box(-134.7,58.9,-133.9,59.2).temporal(\"2020-01-01\",\"2020-02-01\") print(f'Collections found: {Query.hits()}') # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query.fields(['ShortName','Version']).get(5) # Inspect some results printing just the ShortName and Abstract collections[0:3] Collections found: 361 Out[4]: [{ \"meta\": { \"concept-id\": \"C1431413941-NSIDC_ECS\", \"granule-count\": 61, \"provider-id\": \"NSIDC_ECS\" }, \"umm\": { \"ShortName\": \"RDEFT4\", \"Version\": \"1\" } }, { \"meta\": { \"concept-id\": \"C1299783579-LPDAAC_ECS\", \"granule-count\": 0, \"provider-id\": \"LPDAAC_ECS\" }, \"umm\": { \"ShortName\": \"AST14DEM\", \"Version\": \"003\" } }, { \"meta\": { \"concept-id\": \"C1299783651-LPDAAC_ECS\", \"granule-count\": 0, \"provider-id\": \"LPDAAC_ECS\" }, \"umm\": { \"ShortName\": \"AST14DMO\", \"Version\": \"003\" } }] The results from a DataCollections and DataGranules query are enhanced python dictionaries, this means that we can access all the keys and values like we usually do with Python dictionaries. In [5]: Copied! collections [ 0 ][ \"umm\" ][ \"ShortName\" ] collections[0][\"umm\"][\"ShortName\"] Out[5]: 'RDEFT4' The DataCollections class returns python dictionaries with some handy methods. collection . concept_id () # returns the concept-id, used to search for data granules collection . abstract () # returns the abstract collection . landing_page () # returns the landing page if present in the UMM fields collection . get_data () # returns the portal where data can be accessed. The same results can be obtained using the dict syntax: collection [ \"meta\" ][ \"concept-id\" ] # concept-id collection [ \"umm\" ][ \"RelatedUrls\" ] # URLs, with GET DATA, LANDING PAGE etc In [6]: Copied! # We can now search for collections using a pythonic API client for CMR. Query = earthaccess . collection_query () . daac ( \"ASF\" ) print ( f 'Collections found: { Query . hits () } ' ) collections = Query . fields ([ 'ShortName' ]) . get ( 10 ) # Printing the first collection collections [ 0 ] # We can now search for collections using a pythonic API client for CMR. Query = earthaccess.collection_query().daac(\"ASF\") print(f'Collections found: {Query.hits()}') collections = Query.fields(['ShortName']).get(10) # Printing the first collection collections[0] Collections found: 124 Out[6]: { \"meta\": { \"concept-id\": \"C1214470488-ASF\", \"granule-count\": 1539665, \"provider-id\": \"ASF\" }, \"umm\": { \"ShortName\": \"SENTINEL-1A_SLC\" } } In [7]: Copied! # What if we want cloud collections Query = earthaccess . collection_query () . daac ( \"ASF\" ) . cloud_hosted ( True ) print ( f 'Collections found: { Query . hits () } ' ) collections = Query . fields ([ 'ShortName' ]) . get ( 10 ) # Printing 3 collections collections [ 0 ] # What if we want cloud collections Query = earthaccess.collection_query().daac(\"ASF\").cloud_hosted(True) print(f'Collections found: {Query.hits()}') collections = Query.fields(['ShortName']).get(10) # Printing 3 collections collections[0] Collections found: 44 Out[7]: { \"meta\": { \"concept-id\": \"C1214470488-ASF\", \"granule-count\": 1539666, \"provider-id\": \"ASF\" }, \"umm\": { \"ShortName\": \"SENTINEL-1A_SLC\" } } In [8]: Copied! # Printing the concept-id for the first 10 collections [ collection . concept_id () for collection in collections ] # Printing the concept-id for the first 10 collections [collection.concept_id() for collection in collections] Out[8]: ['C1214470488-ASF', 'C1327985661-ASF', 'C1214470533-ASF', 'C1214470576-ASF', 'C1595422627-ASF', 'C1327985645-ASF', 'C1214470496-ASF', 'C1214470532-ASF', 'C1214472336-ASF', 'C1266376001-ASF']","title":"Querying for datasets"},{"location":"tutorials/getting-started/#querying-for-data-files-granules","text":"The DataGranules class provides similar functionality as the collection class. To query for granules in a more reliable way concept-id would be the main key. You can search data granules using a short name but that could (more likely will) return different versions of the same data granules. In this example we're querying for 10 data grnaules from ICESat-2 ATL06 version 005 dataset. Note : Generally speaking we won't need authenticated queries unless they are restricted datasets for early adopters. In [9]: Copied! from pprint import pprint # We build our query Query = earthaccess . granule_query () . short_name ( 'HLSL30' ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) # We get 5 metadata records granules = Query . get ( 5 ) from pprint import pprint # We build our query Query = earthaccess.granule_query().short_name('HLSL30').bounding_box(-134.7,58.9,-133.9,59.2) # We get 5 metadata records granules = Query.get(5)","title":"Querying for data files (granules)"},{"location":"tutorials/getting-started/#pretty-printing-data-granules","text":"Since we are in a notebook we can take advantage of it to see a more user friendly version of the granules with the built-in function display This will render browse image for the granule if available and eventually will have a similar representation as the one from the Earthdata search portal In [10]: Copied! 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Data : HLS.L30.T08VNL.2013147T201428.v2.0.B11.tif HLS.L30.T08VNL.2013147T201428.v2.0.B06.tif HLS.L30.T08VNL.2013147T201428.v2.0.B09.tif HLS.L30.T08VNL.2013147T201428.v2.0.B01.tif HLS.L30.T08VNL.2013147T201428.v2.0.VAA.tif HLS.L30.T08VNL.2013147T201428.v2.0.VZA.tif HLS.L30.T08VNL.2013147T201428.v2.0.Fmask.tif HLS.L30.T08VNL.2013147T201428.v2.0.B02.tif HLS.L30.T08VNL.2013147T201428.v2.0.SZA.tif HLS.L30.T08VNL.2013147T201428.v2.0.B04.tif HLS.L30.T08VNL.2013147T201428.v2.0.B05.tif HLS.L30.T08VNL.2013147T201428.v2.0.B07.tif HLS.L30.T08VNL.2013147T201428.v2.0.B03.tif HLS.L30.T08VNL.2013147T201428.v2.0.SAA.tif HLS.L30.T08VNL.2013147T201428.v2.0.B10.tif Size : 45.62 MB Cloud Hosted : True Out[10]: [None, None, None, None, None]","title":"Pretty printing data granules"},{"location":"tutorials/getting-started/#spatiotemporal-queries","text":"Our granules and collection classes accept the same spatial and temporal arguments as CMR so we can search for granules that match spatiotemporal criteria. In [11]: Copied! Query = earthaccess . granule_query () . short_name ( \"ATL06\" ) . temporal ( \"2020-03-01\" , \"2020-03-30\" ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) . version ( \"005\" ) # Always inspects the hits before retrieven the granule metadata, just because it's very verbose. print ( f \"Granules found: { Query . hits () } \" ) Query = earthaccess.granule_query().short_name(\"ATL06\").temporal(\"2020-03-01\", \"2020-03-30\").bounding_box(-134.7,58.9,-133.9,59.2).version(\"005\") # Always inspects the hits before retrieven the granule metadata, just because it's very verbose. print(f\"Granules found: {Query.hits()}\") Granules found: 8 In [12]: Copied! # Now we can print some info about these granules using the built-in methods granules = Query . get ( 5 ) data_links = [{ 'links' : g . data_links ( access = \"on_prem\" ), 'size (MB):' : g . size ()} for g in granules ] data_links # Now we can print some info about these granules using the built-in methods granules = Query.get(5) data_links = [{'links': g.data_links(access=\"on_prem\"), 'size (MB):': g.size()} for g in granules] data_links Out[12]: [{'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/06/ATL06_20200306122320_10810606_005_01.h5'], 'size (MB):': 2.7875404357910156}, {'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/08/ATL06_20200308234154_11190602_005_01.h5'], 'size (MB):': 4.364532470703125}, {'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/10/ATL06_20200310121504_11420606_005_01.h5'], 'size (MB):': 2.6717844009399414}, {'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/12/ATL06_20200312233336_11800602_005_01.h5'], 'size (MB):': 14.138877868652344}, {'links': ['https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2020.03.06/ATL06_20200306122320_10810606_005_01.h5'], 'size (MB):': 2.7875404358}]","title":"Spatiotemporal queries"},{"location":"tutorials/getting-started/#accessing-the-data","text":"With earthaccess a researcher can get the files regardless if they are on-prem or cloud based with the same API call, although an important consideration is that if we want to access data in the cloud (direct access) we must run the code in the cloud. This is because some S3 buckets are configured to only allow direct access (s3:// links) if the requester is in the same zone, us-west-2 .","title":"Accessing the data"},{"location":"tutorials/getting-started/#on-prem-access-daac-hosted-data","text":"In [13]: Copied! granules = [] # we just grab 1 granule from May for each year of the dataset for year in range ( 1999 , 2019 ): results = earthaccess . search_data ( doi = \"10.5067/SLREF-CDRV3\" , temporal = ( f \" { year } -05\" , f \" { year } -06\" ) ) if len ( results ) > 0 : granules . append ( results [ 0 ]) granules = [] # we just grab 1 granule from May for each year of the dataset for year in range(1999, 2019): results = earthaccess.search_data( doi = \"10.5067/SLREF-CDRV3\", temporal=(f\"{year}-05\", f\"{year}-06\") ) if len(results)>0: granules.append(results[0]) Granules found: 7 Granules found: 7 Granules found: 7 Granules found: 7 Granules found: 7 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 7 Granules found: 7 Granules found: 7 For this example we are going to use a PODAAC dataset SMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5 which we previously queried (see querying for datasets) and got the concept id: C1972955240-PODAAC In [14]: Copied! import earthaccess earthaccess . login () Query = earthaccess . granule_query () . doi ( \"10.5067/SLREF-CDRV3\" ) . bounding_box ( - 134.7 , 54.9 , - 100.9 , 69.2 ) print ( f \"Granule hits: { Query . hits () } \" ) # getting more than 6,000 metadata records for demo purposes is going to slow us down a bit so let's get only a few granules = Query . get ( 10 ) # Does this granule belong to a cloud-based collection? granules [ 0 ] . cloud_hosted import earthaccess earthaccess.login() Query = earthaccess.granule_query().doi(\"10.5067/SLREF-CDRV3\").bounding_box(-134.7,54.9,-100.9,69.2) print(f\"Granule hits: {Query.hits()}\") # getting more than 6,000 metadata records for demo purposes is going to slow us down a bit so let's get only a few granules = Query.get(10) # Does this granule belong to a cloud-based collection? granules[0].cloud_hosted We are already authenticated with NASA EDL Granule hits: 2207 Out[14]: True","title":"On-prem access: DAAC hosted data \ud83d\udce1"},{"location":"tutorials/getting-started/#finally-lets-get-the-data","text":"The Store class accepts the results from a DataGranules() query or it can also accept a list of URLs for the data files. In the second case we'll have to specify the DAAC since it cannot infer which credentials to use solely on the URL. In [15]: Copied! %% time files = earthaccess . download ( granules [ 0 : 2 ], \"./data/C1972955240-PODAAC/\" ) %%time files = earthaccess.download(granules[0:2], \"./data/C1972955240-PODAAC/\") Getting 2 granules, approx download size: 0.02 GB var element = document.getElementById('07cb2cf4-0922-4ae1-b47f-c8ffe509740b'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"7810e8d8294644ceb9e235a0734c87dd\"} var element = document.getElementById('7f931305-ab6f-4bda-af92-4afc62ee64b5'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"45988737726342cfb775bfd389c36334\"} Error while downloading the file ssh_grids_v2205_1992101512.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205%2Fssh_grids_v2205_1992101512.nc&app_type=401 Error while downloading the file ssh_grids_v2205_1992101012.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205%2Fssh_grids_v2205_1992101012.nc&app_type=401 var element = document.getElementById('56100587-2d43-42a5-9f01-2079dfe1f41b'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"64a38d54102b404fbf9827772651b08e\"} CPU times: user 539 ms, sys: 55.8 ms, total: 595 ms Wall time: 1.31 s","title":"Finally! let's get the data"},{"location":"tutorials/getting-started/#accessing-the-data-in-the-cloud","text":"With earthaccess a researcher can get the files regardless if they are on-prem or cloud based with the same API call, although an important consideration is that if we want to access data in the cloud we must run the code in the cloud. This is because some S3 buckets are configured to only allow direct access (s3:// links) if the requester is in the same zone, us-west-2 . Same API, just a different place, in this case the concept-id for the same dataset is C2208422957-POCLOUD Note: The concept-id changed even though is the same dataset. In [16]: Copied! 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Data : SMAP_L3_SSS_20150504_8DAYS_V5.0.nc Size : 10.56 MB Cloud Hosted : True In [18]: Copied! %% time # we are running this code outside the us-west-2 region. try : files = earthaccess . download ( results [ 0 : 4 ], local_path = \"./data/demo-POCLOUD\" ) except Exception as e : print ( f \"Error: { e } , we are probably not using this code in the Amazon cloud. Trying external links...\" ) # There is hope, even if we are not in the Amazon cloud we can still get the data files = store . get ( results [ 0 : 4 ], access = \"external\" , local_path = \"./data/demo-POCLOUD\" ) %%time # we are running this code outside the us-west-2 region. try: files = earthaccess.download(results[0:4], local_path=\"./data/demo-POCLOUD\") except Exception as e: print(f\"Error: {e}, we are probably not using this code in the Amazon cloud. Trying external links...\") # There is hope, even if we are not in the Amazon cloud we can still get the data files = store.get(results[0:4], access=\"external\", local_path=\"./data/demo-POCLOUD\") Getting 4 granules, approx download size: 0.04 GB var element = document.getElementById('f454716a-da71-4fbf-a9c9-52ea40d171a7'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"1e72d7abe2a040cba18e15b3248d1be2\"} var element = document.getElementById('b254252f-63d5-4ceb-83af-2a59dad831ec'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"0e54ca2341304ca8ba504675aa55a15c\"} Error while downloading the file SMAP_L3_SSS_20150507_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F123%2FSMAP_L3_SSS_20150507_8DAYS_V5.0.nc&app_type=401 Error while downloading the file SMAP_L3_SSS_20150504_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F120%2FSMAP_L3_SSS_20150504_8DAYS_V5.0.nc&app_type=401 Error while downloading the file SMAP_L3_SSS_20150506_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F122%2FSMAP_L3_SSS_20150506_8DAYS_V5.0.nc&app_type=401 Error while downloading the file SMAP_L3_SSS_20150505_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F121%2FSMAP_L3_SSS_20150505_8DAYS_V5.0.nc&app_type=401 var element = document.getElementById('c7fb6e3e-fcbd-45e6-b07e-e2cf208e471f'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"3b39700e5fb64ee494c06c2f4fef6e3a\"} CPU times: user 867 ms, sys: 58.2 ms, total: 925 ms Wall time: 1.41 s","title":"Accessing the data in the cloud \u2601\ufe0f"},{"location":"tutorials/getting-started/#cloud-access-part-ii-streaming-data","text":"Being in the cloud allows us to stream data as if we were using it locally. Pairing gridded datasets on S3 and xarray isa very useful patter when we deal with a lot of data. Recommended read: Skip the download! Stream NASA data directly into Python objects In [19]: Copied! import warnings warnings . filterwarnings ( 'ignore' ) warnings . simplefilter ( 'ignore' ) import xarray as xr # data_links https_links = [] s3_links = [] fs = earthaccess . get_s3fs_session ( provider = 'POCLOUD' ) for granule in results : https_links . extend ( granule . data_links ( access = \"on_prem\" )) s3_links . extend ( granule . data_links ( access = \"direct\" )) import warnings warnings.filterwarnings('ignore') warnings.simplefilter('ignore') import xarray as xr # data_links https_links = [] s3_links = [] fs = earthaccess.get_s3fs_session(provider='POCLOUD') for granule in results: https_links.extend(granule.data_links(access=\"on_prem\")) s3_links.extend(granule.data_links(access=\"direct\"))","title":"\u2601\ufe0f Cloud Access Part II: streaming data"},{"location":"tutorials/getting-started/#with-earthaccess-we-can-open-urls-if-we-pass-the-provider-or-we-can-open-the-results-directly-and-will-derive-the-necessary-credentials-to-use","text":"In [20]: Copied! fileset = earthaccess . open ( results [ 0 : 3 ]) # test that we can read data from the files with fileset [ 0 ] as f : print ( f . read ( 100 )) fileset = earthaccess.open(results[0:3]) # test that we can read data from the files with fileset[0] as f: print(f.read(100)) Opening 3 granules, approx size: 0.03 GB var element = document.getElementById('21929437-eb36-4cb1-bf3e-f3b3f8dc1005'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"9eaba4126a544cb8bf8314c1fd78f441\"} var element = document.getElementById('d4bdb56d-fd09-495a-acf1-24a49a0f2356'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"bc9997eb90f845fa9b1d10538ab93c5a\"} var element = document.getElementById('b37816ac-ac93-452a-8aed-35ed75327c22'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"df91a8a48b45413980a92931851f8a72\"} --------------------------------------------------------------------------- ClientResponseError Traceback (most recent call last) Cell In[20], line 5 3 # test that we can read data from the files 4 with fileset[ 0 ] as f: ----> 5 print ( f . read ( 100 ) ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/spec.py:1790 , in AbstractBufferedFile.read (self, length) 1787 if length == 0 : 1788 # don't even bother calling fetch 1789 return b \" \" -> 1790 out = self . cache . _fetch ( self . loc , self . loc + length ) 1791 self . loc + = len (out) 1792 return out File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/caching.py:379 , in BytesCache._fetch (self, start, end) 373 return b \" \" 375 if ( self . start is None or start < self . start) and ( 376 self . end is None or end > self . end 377 ): 378 # First read, or extending both before and after --> 379 self . cache = self . fetcher ( start , bend ) 380 self . start = start 381 elif start < self . start: File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:121 , in sync_wrapper..wrapper (*args, **kwargs) 118 @functools . wraps(func) 119 def wrapper ( * args, * * kwargs): 120 self = obj or args[ 0 ] --> 121 return sync ( self . loop , func , * args , * * kwargs ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:106 , in sync (loop, func, timeout, *args, **kwargs) 104 raise FSTimeoutError from return_result 105 elif isinstance (return_result, BaseException ): --> 106 raise return_result 107 else : 108 return return_result File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:61 , in _runner (event, coro, result, timeout) 59 coro = asyncio . wait_for(coro, timeout = timeout) 60 try : ---> 61 result[ 0 ] = await coro 62 except Exception as ex: 63 result[ 0 ] = ex File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/implementations/http.py:655 , in HTTPFile.async_fetch_range (self, start, end) 652 if r . status == 416 : 653 # range request outside file 654 return b \" \" --> 655 r . raise_for_status ( ) 657 # If the server has handled the range request, it should reply 658 # with status 206 (partial content). But we'll guess that a suitable 659 # Content-Range header or a Content-Length no more than the 660 # requested range also mean we have got the desired range. 661 response_is_range = ( 662 r . status == 206 663 or self . _parse_content_range(r . headers)[ 0 ] == start 664 or int (r . headers . get( \" Content-Length \" , end + 1 )) < = end - start 665 ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/aiohttp/client_reqrep.py:1005 , in ClientResponse.raise_for_status (self) 1003 assert self . reason is not None 1004 self . release() -> 1005 raise ClientResponseError( 1006 self . request_info, 1007 self . history, 1008 status = self . status, 1009 message = self . reason, 1010 headers = self . headers, 1011 ) ClientResponseError : 401, message='Unauthorized', url=URL('https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=/podaac-ops-cumulus-protected/SMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5/2015/120/SMAP_L3_SSS_20150504_8DAYS_V5.0.nc&app_type=401')","title":"With earthaccess we can open URLS if we pass the provider or we can open the results directly and will derive the necessary credentials to use."},{"location":"tutorials/getting-started/#now-to-the-important-science","text":"","title":"Now to the important science! \ud83d\ude80"},{"location":"tutorials/getting-started/#recap","text":"import earthaccess # first we authenticate with NASA EDL auth = earthaccess . login () # Then we build a Query with spatiotemporal parameters GranuleQuery = earthaccess . granule_query () . concept_id ( \"C1575731655-LPDAAC_ECS\" ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) # We get the metadata records from CMR granules = GranuleQuery . get () # Now it{s time to download (or open) our data granules list with get() files = earthaccess . download ( granules , local_path = './data' ) # Now to the important science!","title":"Recap"},{"location":"tutorials/getting-started/#related-links","text":"Github repository : https://github.com/nsidc/earthaccess CMR API documentation: https://cmr.earthaccess.nasa.gov/search/site/docs/search/api.html EDL API documentation: https://urs.earthaccess.nasa.gov/ NASA OpenScapes: https://nasa-openscapes.github.io/earthaccess-cloud-cookbook/ NSIDC: https://nsidc.org Contact: luis.lopez@nsidc.org","title":"Related links"},{"location":"tutorials/restricted-datasets/","text":"(function (global, factory) { typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() : typeof define === 'function' && define.amd ? define(factory) : (global = global || self, global.ClipboardCopyElement = factory()); 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When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(0, 0, 0, 1); --jp-ui-font-color1: rgba(0, 0, 0, 0.87); --jp-ui-font-color2: rgba(0, 0, 0, 0.54); --jp-ui-font-color3: rgba(0, 0, 0, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7); --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(0, 0, 0, 1); --jp-content-font-color1: rgba(0, 0, 0, 0.87); --jp-content-font-color2: rgba(0, 0, 0, 0.54); --jp-content-font-color3: rgba(0, 0, 0, 0.38); --jp-content-link-color: var(--md-blue-700); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: white; --jp-layout-color1: white; --jp-layout-color2: var(--md-grey-200); --jp-layout-color3: var(--md-grey-400); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: #111111; --jp-inverse-layout-color1: var(--md-grey-900); --jp-inverse-layout-color2: var(--md-grey-800); --jp-inverse-layout-color3: var(--md-grey-700); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-900); --jp-brand-color1: var(--md-blue-700); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-900); --jp-accent-color1: var(--md-green-700); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-900); --jp-warn-color1: var(--md-orange-700); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-900); --jp-error-color1: var(--md-red-700); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-900); --jp-success-color1: var(--md-green-700); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-900); --jp-info-color1: var(--md-cyan-700); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--md-grey-100); --jp-cell-editor-border-color: var(--md-grey-300); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 0.5; --jp-cell-prompt-not-active-font-color: var(--md-grey-700); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: var(--md-blue-50); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: #fdd; --jp-rendermime-table-row-background: var(--md-grey-100); --jp-rendermime-table-row-hover-background: var(--md-light-blue-50); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.25); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color1); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--md-grey-300); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color1); --jp-input-hover-background: var(--jp-layout-color1); --jp-input-background: var(--md-grey-100); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: #d9d9d9; --jp-editor-selected-focused-background: #d7d4f0; --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: #008000; --jp-mirror-editor-atom-color: #88f; --jp-mirror-editor-number-color: #080; --jp-mirror-editor-def-color: #00f; --jp-mirror-editor-variable-color: var(--md-grey-900); --jp-mirror-editor-variable-2-color: #05a; --jp-mirror-editor-variable-3-color: #085; --jp-mirror-editor-punctuation-color: #05a; --jp-mirror-editor-property-color: #05a; --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ba2121; --jp-mirror-editor-string-2-color: #708; --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: #008000; --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: #170; --jp-mirror-editor-attribute-color: #00c; --jp-mirror-editor-header-color: blue; --jp-mirror-editor-quote-color: #090; --jp-mirror-editor-link-color: #00c; --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: white; /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.5; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(245, 200, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } [data-md-color-scheme=\"slate\"] .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout * colors used in the theme as well. */ --jp-shadow-base-lightness: 32; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-700); --jp-border-color1: var(--md-grey-700); --jp-border-color2: var(--md-grey-800); --jp-border-color3: var(--md-grey-900); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(255, 255, 255, 1); --jp-ui-font-color1: rgba(255, 255, 255, 0.87); --jp-ui-font-color2: rgba(255, 255, 255, 0.54); --jp-ui-font-color3: rgba(255, 255, 255, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1); --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8); --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5); --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(255, 255, 255, 1); --jp-content-font-color1: rgba(255, 255, 255, 1); --jp-content-font-color2: rgba(255, 255, 255, 0.7); --jp-content-font-color3: rgba(255, 255, 255, 0.5); --jp-content-link-color: var(--md-blue-300); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: #111111; --jp-layout-color1: var(--md-grey-900); --jp-layout-color2: var(--md-grey-800); --jp-layout-color3: var(--md-grey-700); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: white; --jp-inverse-layout-color1: white; --jp-inverse-layout-color2: var(--md-grey-200); --jp-inverse-layout-color3: var(--md-grey-400); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-700); --jp-brand-color1: var(--md-blue-500); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-700); --jp-accent-color1: var(--md-green-500); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-700); --jp-warn-color1: var(--md-orange-500); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-700); --jp-error-color1: var(--md-red-500); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-700); --jp-success-color1: var(--md-green-500); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-700); --jp-info-color1: var(--md-cyan-500); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--jp-layout-color1); --jp-cell-editor-border-color: var(--md-grey-700); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 1; --jp-cell-prompt-not-active-font-color: var(--md-grey-300); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: rgba(244, 67, 54, 0.28); --jp-rendermime-table-row-background: var(--md-grey-900); --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.6); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color2); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--jp-layout-color0); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color0); --jp-input-hover-background: var(--jp-layout-color2); --jp-input-background: var(--md-grey-800); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: var(--jp-layout-color2); --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24); --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: var(--md-green-500); --jp-mirror-editor-atom-color: var(--md-blue-300); --jp-mirror-editor-number-color: var(--md-green-400); --jp-mirror-editor-def-color: var(--md-blue-600); --jp-mirror-editor-variable-color: var(--md-grey-300); --jp-mirror-editor-variable-2-color: var(--md-blue-400); --jp-mirror-editor-variable-3-color: var(--md-green-600); --jp-mirror-editor-punctuation-color: var(--md-blue-400); --jp-mirror-editor-property-color: var(--md-blue-400); --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ff7070; --jp-mirror-editor-string-2-color: var(--md-purple-300); --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: var(--md-green-600); --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: var(--md-green-700); --jp-mirror-editor-attribute-color: var(--md-blue-700); --jp-mirror-editor-header-color: var(--md-blue-500); --jp-mirror-editor-quote-color: var(--md-green-300); --jp-mirror-editor-link-color: var(--md-blue-700); --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: var(--md-grey-400); /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.6; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(255, 225, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* scrollbar related styles. Supports every browser except Edge. */ /* colors based on JetBrain's Darcula theme */ --jp-scrollbar-background-color: #3f4244; --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */ --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */ /* hacks for setting the thumb shape. These do nothing in Firefox */ --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */ --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */ /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } :root{--md-red-50: #ffebee;--md-red-100: #ffcdd2;--md-red-200: #ef9a9a;--md-red-300: #e57373;--md-red-400: #ef5350;--md-red-500: #f44336;--md-red-600: #e53935;--md-red-700: #d32f2f;--md-red-800: #c62828;--md-red-900: #b71c1c;--md-red-A100: #ff8a80;--md-red-A200: #ff5252;--md-red-A400: #ff1744;--md-red-A700: #d50000;--md-pink-50: #fce4ec;--md-pink-100: #f8bbd0;--md-pink-200: #f48fb1;--md-pink-300: #f06292;--md-pink-400: #ec407a;--md-pink-500: #e91e63;--md-pink-600: #d81b60;--md-pink-700: #c2185b;--md-pink-800: 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#7986cb;--md-indigo-400: #5c6bc0;--md-indigo-500: #3f51b5;--md-indigo-600: #3949ab;--md-indigo-700: #303f9f;--md-indigo-800: #283593;--md-indigo-900: #1a237e;--md-indigo-A100: #8c9eff;--md-indigo-A200: #536dfe;--md-indigo-A400: #3d5afe;--md-indigo-A700: #304ffe;--md-blue-50: #e3f2fd;--md-blue-100: #bbdefb;--md-blue-200: #90caf9;--md-blue-300: #64b5f6;--md-blue-400: #42a5f5;--md-blue-500: #2196f3;--md-blue-600: #1e88e5;--md-blue-700: #1976d2;--md-blue-800: #1565c0;--md-blue-900: #0d47a1;--md-blue-A100: #82b1ff;--md-blue-A200: #448aff;--md-blue-A400: #2979ff;--md-blue-A700: #2962ff;--md-light-blue-50: #e1f5fe;--md-light-blue-100: #b3e5fc;--md-light-blue-200: #81d4fa;--md-light-blue-300: #4fc3f7;--md-light-blue-400: #29b6f6;--md-light-blue-500: #03a9f4;--md-light-blue-600: #039be5;--md-light-blue-700: #0288d1;--md-light-blue-800: #0277bd;--md-light-blue-900: #01579b;--md-light-blue-A100: #80d8ff;--md-light-blue-A200: #40c4ff;--md-light-blue-A400: #00b0ff;--md-light-blue-A700: #0091ea;--md-cyan-50: #e0f7fa;--md-cyan-100: #b2ebf2;--md-cyan-200: #80deea;--md-cyan-300: #4dd0e1;--md-cyan-400: #26c6da;--md-cyan-500: #00bcd4;--md-cyan-600: #00acc1;--md-cyan-700: #0097a7;--md-cyan-800: #00838f;--md-cyan-900: #006064;--md-cyan-A100: #84ffff;--md-cyan-A200: #18ffff;--md-cyan-A400: #00e5ff;--md-cyan-A700: #00b8d4;--md-teal-50: #e0f2f1;--md-teal-100: #b2dfdb;--md-teal-200: #80cbc4;--md-teal-300: #4db6ac;--md-teal-400: #26a69a;--md-teal-500: #009688;--md-teal-600: #00897b;--md-teal-700: #00796b;--md-teal-800: #00695c;--md-teal-900: #004d40;--md-teal-A100: #a7ffeb;--md-teal-A200: #64ffda;--md-teal-A400: #1de9b6;--md-teal-A700: #00bfa5;--md-green-50: #e8f5e9;--md-green-100: #c8e6c9;--md-green-200: #a5d6a7;--md-green-300: #81c784;--md-green-400: #66bb6a;--md-green-500: #4caf50;--md-green-600: #43a047;--md-green-700: #388e3c;--md-green-800: #2e7d32;--md-green-900: #1b5e20;--md-green-A100: #b9f6ca;--md-green-A200: #69f0ae;--md-green-A400: #00e676;--md-green-A700: #00c853;--md-light-green-50: #f1f8e9;--md-light-green-100: #dcedc8;--md-light-green-200: #c5e1a5;--md-light-green-300: #aed581;--md-light-green-400: #9ccc65;--md-light-green-500: #8bc34a;--md-light-green-600: #7cb342;--md-light-green-700: #689f38;--md-light-green-800: #558b2f;--md-light-green-900: #33691e;--md-light-green-A100: #ccff90;--md-light-green-A200: #b2ff59;--md-light-green-A400: #76ff03;--md-light-green-A700: #64dd17;--md-lime-50: #f9fbe7;--md-lime-100: #f0f4c3;--md-lime-200: #e6ee9c;--md-lime-300: #dce775;--md-lime-400: #d4e157;--md-lime-500: #cddc39;--md-lime-600: #c0ca33;--md-lime-700: #afb42b;--md-lime-800: #9e9d24;--md-lime-900: #827717;--md-lime-A100: #f4ff81;--md-lime-A200: #eeff41;--md-lime-A400: #c6ff00;--md-lime-A700: #aeea00;--md-yellow-50: #fffde7;--md-yellow-100: #fff9c4;--md-yellow-200: #fff59d;--md-yellow-300: #fff176;--md-yellow-400: #ffee58;--md-yellow-500: #ffeb3b;--md-yellow-600: #fdd835;--md-yellow-700: #fbc02d;--md-yellow-800: #f9a825;--md-yellow-900: #f57f17;--md-yellow-A100: #ffff8d;--md-yellow-A200: #ffff00;--md-yellow-A400: #ffea00;--md-yellow-A700: #ffd600;--md-amber-50: #fff8e1;--md-amber-100: #ffecb3;--md-amber-200: #ffe082;--md-amber-300: #ffd54f;--md-amber-400: #ffca28;--md-amber-500: #ffc107;--md-amber-600: #ffb300;--md-amber-700: #ffa000;--md-amber-800: #ff8f00;--md-amber-900: #ff6f00;--md-amber-A100: #ffe57f;--md-amber-A200: #ffd740;--md-amber-A400: #ffc400;--md-amber-A700: #ffab00;--md-orange-50: #fff3e0;--md-orange-100: #ffe0b2;--md-orange-200: #ffcc80;--md-orange-300: #ffb74d;--md-orange-400: #ffa726;--md-orange-500: #ff9800;--md-orange-600: #fb8c00;--md-orange-700: #f57c00;--md-orange-800: #ef6c00;--md-orange-900: #e65100;--md-orange-A100: #ffd180;--md-orange-A200: #ffab40;--md-orange-A400: #ff9100;--md-orange-A700: #ff6d00;--md-deep-orange-50: #fbe9e7;--md-deep-orange-100: #ffccbc;--md-deep-orange-200: #ffab91;--md-deep-orange-300: #ff8a65;--md-deep-orange-400: #ff7043;--md-deep-orange-500: 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sourceMappingURL=mkdocs-jupyter.css.map*/ init_mathjax = function() { if (window.MathJax) { // MathJax loaded MathJax.Hub.Config({ TeX: { equationNumbers: { autoNumber: \"AMS\", useLabelIds: true } }, tex2jax: { inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ], displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ], processEscapes: true, processEnvironments: true }, displayAlign: 'center', CommonHTML: { linebreaks: { automatic: true } } }); MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]); } } init_mathjax(); Accessing Datasets under an Access Control List (ACL) \u00b6 NASA Earthdata API Client \ud83c\udf0d \u00b6 Note: Before we can use earthaccess we need an account with NASA EDL In [1]: Copied! from earthaccess import Auth , DataCollections , DataGranules , Store auth = Auth () from earthaccess import Auth, DataCollections, DataGranules, Store auth = Auth() Auth() \u00b6 earthaccess 's Auth class provides 3 different strategies to authenticate ourselves with NASA EDL. netrc : Do we have a .netrc file with our EDL credentials? if so, we can use it with earthaccess . If we don't have it and want to create one we can, earthaccess allows users to type their credentials and persist them into a .netrc file. environment : If we have our EDL credentials as environment variables EARTHDATA_USERNAME EARTHDATA_PASSWORD interactive : We will be asked for our EDL credentials with optinal persistance to .netrc To persist our credentials to a .netrc file we have to do the following: auth . login ( strategy = \"interactive\" , persist = True ) In this notebook we'll use the environment method followed by the netrc strategy. You can of course use the interactive strategy if you don't have a .netrc file. In [2]: Copied! auth . login ( strategy = \"environment\" ) # are we authenticated? if not auth . authenticated : auth . login ( strategy = \"netrc\" ) auth.login(strategy=\"environment\") # are we authenticated? if not auth.authenticated: auth.login(strategy=\"netrc\") You're now authenticated with NASA Earthdata Login Using token with expiration date: 11/17/2023 Using environment variables for EDL Querying for restricted datasets \u00b6 The DataCollection client can query CMR for any collection (dataset) using all of CMR's Query parameters and has built-in functions to extract useful information from the response. auth . refresh_tokens () If we belong to an early adopter group within NASA we can pass the Auth object to the other classes when we instantiate them. # An anonymous query to CMR Query = DataCollections () . keyword ( 'elevation' ) # An authenticated query to CMR Query = DataCollections ( auth ) . keyword ( 'elevation' ) and it's the same with DataGranules # An anonymous query to CMR Query = DataGranules () . keyword ( 'elevation' ) # An authenticated query to CMR Query = DataGranules ( auth ) . keyword ( 'elevation' ) Note : Some collections under an access control list are flagged by CMR and won't count when asking about results with hits() . In [3]: Copied! # The first step is to create a DataCollections query Query = DataCollections () # Use chain methods to customize our query Query . short_name ( \"ATL06\" ) . version ( \"005\" ) print ( f 'Collections found: { Query . hits () } ' ) # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query . fields ([ 'ShortName' , 'Version' ]) . get ( 5 ) # Inspect some results printing just the ShortName and Abstract collections # The first step is to create a DataCollections query Query = DataCollections() # Use chain methods to customize our query Query.short_name(\"ATL06\").version(\"005\") print(f'Collections found: {Query.hits()}') # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query.fields(['ShortName','Version']).get(5) # Inspect some results printing just the ShortName and Abstract collections Collections found: 2 Out[3]: [{ \"meta\": { \"concept-id\": \"C2144439155-NSIDC_ECS\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_ECS\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }, { \"meta\": { \"concept-id\": \"C2153572614-NSIDC_CPRD\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_CPRD\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }] In [4]: Copied! if not auth . refresh_tokens (): print ( \"Something went wrong, we may need to regenerate our tokens manually\" ) if not auth.refresh_tokens(): print(\"Something went wrong, we may need to regenerate our tokens manually\") earthaccess generated a token for CMR with expiration on: 11/17/2023 In [5]: Copied! Query = DataCollections ( auth ) # Use chain methods to customize our query Query . short_name ( \"ATL06\" ) . version ( \"005\" ) # This will say 1, even though we get 2 back. print ( f 'Collections found: { Query . hits () } ' ) collections = Query . fields ([ 'ShortName' , 'Version' ]) . get () # Inspect some results printing just the ShortName and Abstract collections Query = DataCollections(auth) # Use chain methods to customize our query Query.short_name(\"ATL06\").version(\"005\") # This will say 1, even though we get 2 back. print(f'Collections found: {Query.hits()}') collections = Query.fields(['ShortName','Version']).get() # Inspect some results printing just the ShortName and Abstract collections Collections found: 2 Out[5]: [{ \"meta\": { \"concept-id\": \"C2144439155-NSIDC_ECS\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_ECS\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }, { \"meta\": { \"concept-id\": \"C2153572614-NSIDC_CPRD\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_CPRD\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }] Oh no! What!? only 1 collection found even though we got 2 results back?! Interpreting the results \u00b6 The hits() method above will tell you the number of query hits, but only for publicly available data sets. In this case because cloud hosted ICESat-2 data are not yet publicly available, CMR will return \u201c1\u201d hits, if you filtered DataCollections by provider = NSIDC_CPRD you'll get 0 hits. For now we need an alternative method of seeing how many cloud data sets are available at NSIDC. This is only temporary until cloud-hosted ICESat-2 become publicly available. We can create a collections object (we\u2019re going to want one of these soon anyhow) and print the len() of the collections object to see the true number of hits. Note : Since we cannot rely on hits() we need to be aware that get() may get us too many metadata records depending on the dataset and how broad our query is. In [6]: Copied! Query = DataGranules ( auth ) . concept_id ( \"C2153572614-NSIDC_CPRD\" ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) . temporal ( \"2020-03-01\" , \"2020-03-30\" ) # Unfortunately the hits() methods will behave the same for granule queries print ( f \"Granules found with hits(): { Query . hits () } \" ) cloud_granules = Query . get () print ( f \"Actual number found: { len ( cloud_granules ) } \" ) Query = DataGranules(auth).concept_id(\"C2153572614-NSIDC_CPRD\").bounding_box(-134.7,58.9,-133.9,59.2).temporal(\"2020-03-01\", \"2020-03-30\") # Unfortunately the hits() methods will behave the same for granule queries print(f\"Granules found with hits(): {Query.hits()}\") cloud_granules = Query.get() print(f\"Actual number found: {len(cloud_granules)}\") Granules found with hits(): 4 Actual number found: 4 In [7]: Copied! store = Store ( auth ) files = store . get ( cloud_granules , \"./data/C2153572614-NSIDC_CPRD/\" ) store = Store(auth) files = store.get(cloud_granules, \"./data/C2153572614-NSIDC_CPRD/\") Getting 4 granules, approx download size: 0.02 GB var element = document.getElementById('891acc5c-75ea-470a-a5f3-d6acfcf9e013'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"4fb61ff53bad49e4b1202a98ccd75201\"} var element = document.getElementById('5e974815-1e9f-4889-a78b-3081e8bb368d'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"86a6279aea724013b972ea48d1839118\"} var element = document.getElementById('08e6e921-63b2-4dc2-ad9e-4f12ec098431'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"a329b9137d004cd38dace584e9951f42\"}","title":"Accessing Datasets under an Access Control List (ACL)"},{"location":"tutorials/restricted-datasets/#accessing-datasets-under-an-access-control-list-acl","text":"","title":"Accessing Datasets under an Access Control List (ACL)"},{"location":"tutorials/restricted-datasets/#nasa-earthdata-api-client","text":"Note: Before we can use earthaccess we need an account with NASA EDL In [1]: Copied! from earthaccess import Auth , DataCollections , DataGranules , Store auth = Auth () from earthaccess import Auth, DataCollections, DataGranules, Store auth = Auth()","title":" NASA Earthdata API Client \ud83c\udf0d"},{"location":"tutorials/restricted-datasets/#auth","text":"earthaccess 's Auth class provides 3 different strategies to authenticate ourselves with NASA EDL. netrc : Do we have a .netrc file with our EDL credentials? if so, we can use it with earthaccess . If we don't have it and want to create one we can, earthaccess allows users to type their credentials and persist them into a .netrc file. environment : If we have our EDL credentials as environment variables EARTHDATA_USERNAME EARTHDATA_PASSWORD interactive : We will be asked for our EDL credentials with optinal persistance to .netrc To persist our credentials to a .netrc file we have to do the following: auth . login ( strategy = \"interactive\" , persist = True ) In this notebook we'll use the environment method followed by the netrc strategy. You can of course use the interactive strategy if you don't have a .netrc file. In [2]: Copied! auth . login ( strategy = \"environment\" ) # are we authenticated? if not auth . authenticated : auth . login ( strategy = \"netrc\" ) auth.login(strategy=\"environment\") # are we authenticated? if not auth.authenticated: auth.login(strategy=\"netrc\") You're now authenticated with NASA Earthdata Login Using token with expiration date: 11/17/2023 Using environment variables for EDL","title":"Auth()"},{"location":"tutorials/restricted-datasets/#querying-for-restricted-datasets","text":"The DataCollection client can query CMR for any collection (dataset) using all of CMR's Query parameters and has built-in functions to extract useful information from the response. auth . refresh_tokens () If we belong to an early adopter group within NASA we can pass the Auth object to the other classes when we instantiate them. # An anonymous query to CMR Query = DataCollections () . keyword ( 'elevation' ) # An authenticated query to CMR Query = DataCollections ( auth ) . keyword ( 'elevation' ) and it's the same with DataGranules # An anonymous query to CMR Query = DataGranules () . keyword ( 'elevation' ) # An authenticated query to CMR Query = DataGranules ( auth ) . keyword ( 'elevation' ) Note : Some collections under an access control list are flagged by CMR and won't count when asking about results with hits() . In [3]: Copied! # The first step is to create a DataCollections query Query = DataCollections () # Use chain methods to customize our query Query . short_name ( \"ATL06\" ) . version ( \"005\" ) print ( f 'Collections found: { Query . hits () } ' ) # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query . fields ([ 'ShortName' , 'Version' ]) . get ( 5 ) # Inspect some results printing just the ShortName and Abstract collections # The first step is to create a DataCollections query Query = DataCollections() # Use chain methods to customize our query Query.short_name(\"ATL06\").version(\"005\") print(f'Collections found: {Query.hits()}') # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query.fields(['ShortName','Version']).get(5) # Inspect some results printing just the ShortName and Abstract collections Collections found: 2 Out[3]: [{ \"meta\": { \"concept-id\": \"C2144439155-NSIDC_ECS\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_ECS\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }, { \"meta\": { \"concept-id\": \"C2153572614-NSIDC_CPRD\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_CPRD\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }] In [4]: Copied! if not auth . refresh_tokens (): print ( \"Something went wrong, we may need to regenerate our tokens manually\" ) if not auth.refresh_tokens(): print(\"Something went wrong, we may need to regenerate our tokens manually\") earthaccess generated a token for CMR with expiration on: 11/17/2023 In [5]: Copied! Query = DataCollections ( auth ) # Use chain methods to customize our query Query . short_name ( \"ATL06\" ) . version ( \"005\" ) # This will say 1, even though we get 2 back. print ( f 'Collections found: { Query . hits () } ' ) collections = Query . fields ([ 'ShortName' , 'Version' ]) . get () # Inspect some results printing just the ShortName and Abstract collections Query = DataCollections(auth) # Use chain methods to customize our query Query.short_name(\"ATL06\").version(\"005\") # This will say 1, even though we get 2 back. print(f'Collections found: {Query.hits()}') collections = Query.fields(['ShortName','Version']).get() # Inspect some results printing just the ShortName and Abstract collections Collections found: 2 Out[5]: [{ \"meta\": { \"concept-id\": \"C2144439155-NSIDC_ECS\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_ECS\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }, { \"meta\": { \"concept-id\": \"C2153572614-NSIDC_CPRD\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_CPRD\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }] Oh no! What!? only 1 collection found even though we got 2 results back?!","title":"Querying for restricted datasets"},{"location":"tutorials/restricted-datasets/#interpreting-the-results","text":"The hits() method above will tell you the number of query hits, but only for publicly available data sets. In this case because cloud hosted ICESat-2 data are not yet publicly available, CMR will return \u201c1\u201d hits, if you filtered DataCollections by provider = NSIDC_CPRD you'll get 0 hits. For now we need an alternative method of seeing how many cloud data sets are available at NSIDC. This is only temporary until cloud-hosted ICESat-2 become publicly available. We can create a collections object (we\u2019re going to want one of these soon anyhow) and print the len() of the collections object to see the true number of hits. Note : Since we cannot rely on hits() we need to be aware that get() may get us too many metadata records depending on the dataset and how broad our query is. In [6]: Copied! Query = DataGranules ( auth ) . concept_id ( \"C2153572614-NSIDC_CPRD\" ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) . temporal ( \"2020-03-01\" , \"2020-03-30\" ) # Unfortunately the hits() methods will behave the same for granule queries print ( f \"Granules found with hits(): { Query . hits () } \" ) cloud_granules = Query . get () print ( f \"Actual number found: { len ( cloud_granules ) } \" ) Query = DataGranules(auth).concept_id(\"C2153572614-NSIDC_CPRD\").bounding_box(-134.7,58.9,-133.9,59.2).temporal(\"2020-03-01\", \"2020-03-30\") # Unfortunately the hits() methods will behave the same for granule queries print(f\"Granules found with hits(): {Query.hits()}\") cloud_granules = Query.get() print(f\"Actual number found: {len(cloud_granules)}\") Granules found with hits(): 4 Actual number found: 4 In [7]: Copied! store = Store ( auth ) files = store . get ( cloud_granules , \"./data/C2153572614-NSIDC_CPRD/\" ) store = Store(auth) files = store.get(cloud_granules, \"./data/C2153572614-NSIDC_CPRD/\") Getting 4 granules, approx download size: 0.02 GB var element = document.getElementById('891acc5c-75ea-470a-a5f3-d6acfcf9e013'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"4fb61ff53bad49e4b1202a98ccd75201\"} var element = document.getElementById('5e974815-1e9f-4889-a78b-3081e8bb368d'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"86a6279aea724013b972ea48d1839118\"} var element = document.getElementById('08e6e921-63b2-4dc2-ad9e-4f12ec098431'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"a329b9137d004cd38dace584e9951f42\"}","title":"Interpreting the results"},{"location":"user-reference/api/api/","text":"earthaccess API earthaccess is a Python library that simplifies data discovery and access to NASA Earth science data by providing a higher abstraction for NASA\u2019s Search API (CMR) so that searching for data can be done using a simpler notation instead of low level HTTP queries. This library handles authentication with NASA\u2019s OAuth2 API (EDL) and provides HTTP and AWS S3 sessions that can be used with xarray and other PyData libraries to access NASA EOSDIS datasets directly allowing scientists get to their science in a simpler and faster way, reducing barriers to cloud-based data analysis. collection_query () Returns a query builder instance for NASA collections (datasets) Parameters: Name Type Description Default cloud_hosted Boolean initializes the query builder for cloud hosted collections. required Returns: Type Description Type [ CollectionQuery ] class earthaccess.DataCollections: a query builder instance for data collections. download ( granules , local_path , provider = None , threads = 8 ) Retrieves data granules from a remote storage system. If we run this in the cloud, we will be using S3 to move data to local_path If we run it outside AWS (us-west-2 region) and the dataset is cloud hostes we'll use HTTP links Parameters: Name Type Description Default granules Union [ List [ earthaccess . results . DataGranule ], List [ str ]] a list of granules(DataGranule) instances or a list of granule links (HTTP) required local_path Optional [ str ] local directory to store the remote data granules required provider Optional [ str ] if we download a list of URLs we need to specify the provider. None threads int parallel number of threads to use to download the files, adjust as necessary, default = 8 8 Returns: Type Description List [ str ] List of downloaded files get_edl_token () Returns the current token used for EDL Returns: Name Type Description str str EDL token get_fsspec_https_session () Returns a fsspec session that can be used to access datafiles across many different DAACs Returns: Type Description AbstractFileSystem class AbstractFileSystem: an fsspec instance able to access data across DAACs Examples: import earthaccess earthaccess . login () fs = earthaccess . get_fsspec_https_session () with fs . open ( DAAC_GRANULE ) as f : f . read ( 10 ) get_requests_https_session () Returns a requests Session instance with an authorized bearer token this is useful to make requests to restricted URLs like data granules or services that require authentication with NASA EDL. Returns: Type Description requests . Session class requests.Session: an authenticated requests Session instance. Examples: import earthaccess earthaccess . login () req_session = earthaccess . get_requests_https_session () data = req_session . get ( granule_url , headers = { \"Range\" : \"bytes=0-100\" }) get_s3_credentials ( daac = None , provider = None , results = None ) Returns temporary (1 hour) credentials for direct access to NASA S3 buckets, we can use the daac name, the provider or a list of results from earthaccess.search_data() if we use results earthaccess will use the metadata on the response to get the credentials, this is useful for missions that do not use the same endpoint as their DAACs e.g. SWOT Parameters: Name Type Description Default daac String a DAAC short_name like NSIDC or PODAAC etc None provider String if we know the provider for the DAAC e.g. POCLOUD, LPCLOUD etc. None results list [ earthaccess . results . DataGranule ] List of results from search_data() None Returns: Type Description Dict [ str , Any ] a dictionary with S3 credentials for the DAAC or provider get_s3fs_session ( daac = None , provider = None , results = None ) Returns a fsspec s3fs file session for direct access when we are in us-west-2 Parameters: Name Type Description Default daac String Any DAAC short name e.g. NSIDC, GES_DISC None provider String Each DAAC can have a cloud provider, if the DAAC is specified, there is no need to use provider None results list[class earthaccess.results.DataGranule] A list of results from search_data(), earthaccess will use the metadata form CMR to obtain the S3 Endpoint None Returns: Type Description s3fs . S3FileSystem class s3fs.S3FileSystem: an authenticated s3fs session valid for 1 hour granule_query () Returns a query builder instance for data granules Parameters: Name Type Description Default cloud_hosted Boolean initializes the query builder for a particular DOI required Returns: Type Description Type [ GranuleQuery ] class earthaccess.DataGranules: a query builder instance for data granules. login ( strategy = 'all' , persist = False ) Authenticate with Earthdata login (https://urs.earthdata.nasa.gov/) Parameters: Name Type Description Default strategy String authentication method. \"all\": (default) try all methods until one works \"interactive\": enter username and password. \"netrc\": retrieve username and password from ~/.netrc. \"environment\": retrieve username and password from $EARTHDATA_USERNAME and $EARTHDATA_PASSWORD. 'all' persist Boolean will persist credentials in a .netrc file False Returns: Type Description Auth an instance of Auth. open ( granules , provider = None ) Returns a list of fsspec file-like objects that can be used to access files hosted on S3 or HTTPS by third party libraries like xarray. Parameters: Name Type Description Default granules Union [ List [ str ], List [ earthaccess . results . DataGranule ]] a list of granule instances or list of URLs, e.g. s3://some-granule, required Returns: Type Description List [ AbstractFileSystem ] a list of s3fs \"file pointers\" to s3 files. search_data ( count =- 1 , ** kwargs ) Search dataset granules using NASA's CMR. https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html Parameters: Name Type Description Default count Integer Number of records to get, -1 = all -1 kwargs Dict arguments to CMR: short_name : dataset short name e.g. ATL08 version : dataset version doi : DOI for a dataset daac : e.g. NSIDC or PODAAC provider : particular to each DAAC, e.g. POCLOUD, LPDAAC etc. temporal : (\"yyyy-mm-dd\", \"yyyy-mm-dd\") bounding_box : (lower_left_lon, lower_left_lat , upper_right_lon, upper_right_lat) {} Returns: Name Type Description Granules List [ earthaccess . results . DataGranule ] a list of DataGranules that can be used to access the granule files by using download() or open() . Examples: datasets = earthaccess . search_data ( doi = \"10.5067/SLREF-CDRV2\" , cloud_hosted = True , temporal = ( \"2002-01-01\" , \"2002-12-31\" ) ) search_datasets ( count =- 1 , ** kwargs ) Search datasets using NASA's CMR https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html Parameters: Name Type Description Default count Integer Number of records to get, -1 = all -1 kwargs Dict arguments to CMR: keyword : case insensitive and support wild cards ? and *, short_name : e.g. ATL08 doi : DOI for a dataset daac : e.g. NSIDC or PODAAC provider : particular to each DAAC, e.g. POCLOUD, LPDAAC etc. temporal : (\"yyyy-mm-dd\", \"yyyy-mm-dd\") bounding_box : (lower_left_lon, lower_left_lat , upper_right_lon, upper_right_lat) {} Returns: Type Description List [ earthaccess . results . DataCollection ] an list of DataCollection results that can be used to get List [ earthaccess . results . DataCollection ] information such as concept_id, doi, etc. about a dataset. Examples: datasets = earthaccess . search_datasets ( keyword = \"sea surface anomaly\" , cloud_hosted = True )","title":"Search and Access"},{"location":"user-reference/api/api/#earthaccess-api","text":"earthaccess is a Python library that simplifies data discovery and access to NASA Earth science data by providing a higher abstraction for NASA\u2019s Search API (CMR) so that searching for data can be done using a simpler notation instead of low level HTTP queries. This library handles authentication with NASA\u2019s OAuth2 API (EDL) and provides HTTP and AWS S3 sessions that can be used with xarray and other PyData libraries to access NASA EOSDIS datasets directly allowing scientists get to their science in a simpler and faster way, reducing barriers to cloud-based data analysis.","title":"earthaccess API"},{"location":"user-reference/api/api/#earthaccess.api.collection_query","text":"Returns a query builder instance for NASA collections (datasets) Parameters: Name Type Description Default cloud_hosted Boolean initializes the query builder for cloud hosted collections. required Returns: Type Description Type [ CollectionQuery ] class earthaccess.DataCollections: a query builder instance for data collections.","title":"collection_query()"},{"location":"user-reference/api/api/#earthaccess.api.download","text":"Retrieves data granules from a remote storage system. If we run this in the cloud, we will be using S3 to move data to local_path If we run it outside AWS (us-west-2 region) and the dataset is cloud hostes we'll use HTTP links Parameters: Name Type Description Default granules Union [ List [ earthaccess . results . DataGranule ], List [ str ]] a list of granules(DataGranule) instances or a list of granule links (HTTP) required local_path Optional [ str ] local directory to store the remote data granules required provider Optional [ str ] if we download a list of URLs we need to specify the provider. None threads int parallel number of threads to use to download the files, adjust as necessary, default = 8 8 Returns: Type Description List [ str ] List of downloaded files","title":"download()"},{"location":"user-reference/api/api/#earthaccess.api.get_edl_token","text":"Returns the current token used for EDL Returns: Name Type Description str str EDL token","title":"get_edl_token()"},{"location":"user-reference/api/api/#earthaccess.api.get_fsspec_https_session","text":"Returns a fsspec session that can be used to access datafiles across many different DAACs Returns: Type Description AbstractFileSystem class AbstractFileSystem: an fsspec instance able to access data across DAACs Examples: import earthaccess earthaccess . login () fs = earthaccess . get_fsspec_https_session () with fs . open ( DAAC_GRANULE ) as f : f . read ( 10 )","title":"get_fsspec_https_session()"},{"location":"user-reference/api/api/#earthaccess.api.get_requests_https_session","text":"Returns a requests Session instance with an authorized bearer token this is useful to make requests to restricted URLs like data granules or services that require authentication with NASA EDL. Returns: Type Description requests . Session class requests.Session: an authenticated requests Session instance. Examples: import earthaccess earthaccess . login () req_session = earthaccess . get_requests_https_session () data = req_session . get ( granule_url , headers = { \"Range\" : \"bytes=0-100\" })","title":"get_requests_https_session()"},{"location":"user-reference/api/api/#earthaccess.api.get_s3_credentials","text":"Returns temporary (1 hour) credentials for direct access to NASA S3 buckets, we can use the daac name, the provider or a list of results from earthaccess.search_data() if we use results earthaccess will use the metadata on the response to get the credentials, this is useful for missions that do not use the same endpoint as their DAACs e.g. SWOT Parameters: Name Type Description Default daac String a DAAC short_name like NSIDC or PODAAC etc None provider String if we know the provider for the DAAC e.g. POCLOUD, LPCLOUD etc. None results list [ earthaccess . results . DataGranule ] List of results from search_data() None Returns: Type Description Dict [ str , Any ] a dictionary with S3 credentials for the DAAC or provider","title":"get_s3_credentials()"},{"location":"user-reference/api/api/#earthaccess.api.get_s3fs_session","text":"Returns a fsspec s3fs file session for direct access when we are in us-west-2 Parameters: Name Type Description Default daac String Any DAAC short name e.g. NSIDC, GES_DISC None provider String Each DAAC can have a cloud provider, if the DAAC is specified, there is no need to use provider None results list[class earthaccess.results.DataGranule] A list of results from search_data(), earthaccess will use the metadata form CMR to obtain the S3 Endpoint None Returns: Type Description s3fs . S3FileSystem class s3fs.S3FileSystem: an authenticated s3fs session valid for 1 hour","title":"get_s3fs_session()"},{"location":"user-reference/api/api/#earthaccess.api.granule_query","text":"Returns a query builder instance for data granules Parameters: Name Type Description Default cloud_hosted Boolean initializes the query builder for a particular DOI required Returns: Type Description Type [ GranuleQuery ] class earthaccess.DataGranules: a query builder instance for data granules.","title":"granule_query()"},{"location":"user-reference/api/api/#earthaccess.api.login","text":"Authenticate with Earthdata login (https://urs.earthdata.nasa.gov/) Parameters: Name Type Description Default strategy String authentication method. \"all\": (default) try all methods until one works \"interactive\": enter username and password. \"netrc\": retrieve username and password from ~/.netrc. \"environment\": retrieve username and password from $EARTHDATA_USERNAME and $EARTHDATA_PASSWORD. 'all' persist Boolean will persist credentials in a .netrc file False Returns: Type Description Auth an instance of Auth.","title":"login()"},{"location":"user-reference/api/api/#earthaccess.api.open","text":"Returns a list of fsspec file-like objects that can be used to access files hosted on S3 or HTTPS by third party libraries like xarray. Parameters: Name Type Description Default granules Union [ List [ str ], List [ earthaccess . results . DataGranule ]] a list of granule instances or list of URLs, e.g. s3://some-granule, required Returns: Type Description List [ AbstractFileSystem ] a list of s3fs \"file pointers\" to s3 files.","title":"open()"},{"location":"user-reference/api/api/#earthaccess.api.search_data","text":"Search dataset granules using NASA's CMR. https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html Parameters: Name Type Description Default count Integer Number of records to get, -1 = all -1 kwargs Dict arguments to CMR: short_name : dataset short name e.g. ATL08 version : dataset version doi : DOI for a dataset daac : e.g. NSIDC or PODAAC provider : particular to each DAAC, e.g. POCLOUD, LPDAAC etc. temporal : (\"yyyy-mm-dd\", \"yyyy-mm-dd\") bounding_box : (lower_left_lon, lower_left_lat , upper_right_lon, upper_right_lat) {} Returns: Name Type Description Granules List [ earthaccess . results . DataGranule ] a list of DataGranules that can be used to access the granule files by using download() or open() . Examples: datasets = earthaccess . search_data ( doi = \"10.5067/SLREF-CDRV2\" , cloud_hosted = True , temporal = ( \"2002-01-01\" , \"2002-12-31\" ) )","title":"search_data()"},{"location":"user-reference/api/api/#earthaccess.api.search_datasets","text":"Search datasets using NASA's CMR https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html Parameters: Name Type Description Default count Integer Number of records to get, -1 = all -1 kwargs Dict arguments to CMR: keyword : case insensitive and support wild cards ? and *, short_name : e.g. ATL08 doi : DOI for a dataset daac : e.g. NSIDC or PODAAC provider : particular to each DAAC, e.g. POCLOUD, LPDAAC etc. temporal : (\"yyyy-mm-dd\", \"yyyy-mm-dd\") bounding_box : (lower_left_lon, lower_left_lat , upper_right_lon, upper_right_lat) {} Returns: Type Description List [ earthaccess . results . DataCollection ] an list of DataCollection results that can be used to get List [ earthaccess . results . DataCollection ] information such as concept_id, doi, etc. about a dataset. Examples: datasets = earthaccess . search_datasets ( keyword = \"sea surface anomaly\" , cloud_hosted = True )","title":"search_datasets()"},{"location":"user-reference/auth/auth/","text":"Documentation for Auth Bases: object Authentication class for operations that require Earthdata login (EDL) get_s3_credentials ( daac = None , provider = None , endpoint = None ) Gets AWS S3 credentials for a given NASA cloud provider, the easier way is to use the DAAC short name. provider is optional if we know it. Parameters: Name Type Description Default provider Optional [ str ] A valid cloud provider, each DAAC has a provider code for their cloud distributions None daac Optional [ str ] the name of a NASA DAAC, i.e. NSIDC or PODAAC None endpoint Optional [ str ] getting the credentials directly from the S3Credentials URL None Rreturns A Python dictionary with the temporary AWS S3 credentials get_session ( bearer_token = True ) Returns a new request session instance Parameters: Name Type Description Default bearer_token Boolean boolean, include bearer token True Returns: Type Description requests . Session class Session instance with Auth and bearer token headers login ( strategy = 'netrc' , persist = False ) Authenticate with Earthdata login Parameters: Name Type Description Default strategy String authentication method. \"interactive\": enter username and password. \"netrc\": (default) retrieve username and password from ~/.netrc. \"environment\": retrieve username and password from $EARTHDATA_USERNAME and $EARTHDATA_PASSWORD. 'netrc' persist Boolean will persist credentials in a .netrc file False Returns: Type Description Any an instance of Auth. refresh_tokens () Refresh CMR tokens Tokens are used to do authenticated queries on CMR for restricted and early access datastes This method renews the tokens to make sure we can query the collections allowed to our EDL user.","title":"Auth"},{"location":"user-reference/auth/auth/#documentation-for-auth","text":"Bases: object Authentication class for operations that require Earthdata login (EDL)","title":"Documentation for Auth"},{"location":"user-reference/auth/auth/#earthaccess.auth.Auth.get_s3_credentials","text":"Gets AWS S3 credentials for a given NASA cloud provider, the easier way is to use the DAAC short name. provider is optional if we know it. Parameters: Name Type Description Default provider Optional [ str ] A valid cloud provider, each DAAC has a provider code for their cloud distributions None daac Optional [ str ] the name of a NASA DAAC, i.e. NSIDC or PODAAC None endpoint Optional [ str ] getting the credentials directly from the S3Credentials URL None Rreturns A Python dictionary with the temporary AWS S3 credentials","title":"get_s3_credentials()"},{"location":"user-reference/auth/auth/#earthaccess.auth.Auth.get_session","text":"Returns a new request session instance Parameters: Name Type Description Default bearer_token Boolean boolean, include bearer token True Returns: Type Description requests . Session class Session instance with Auth and bearer token headers","title":"get_session()"},{"location":"user-reference/auth/auth/#earthaccess.auth.Auth.login","text":"Authenticate with Earthdata login Parameters: Name Type Description Default strategy String authentication method. \"interactive\": enter username and password. \"netrc\": (default) retrieve username and password from ~/.netrc. \"environment\": retrieve username and password from $EARTHDATA_USERNAME and $EARTHDATA_PASSWORD. 'netrc' persist Boolean will persist credentials in a .netrc file False Returns: Type Description Any an instance of Auth.","title":"login()"},{"location":"user-reference/auth/auth/#earthaccess.auth.Auth.refresh_tokens","text":"Refresh CMR tokens Tokens are used to do authenticated queries on CMR for restricted and early access datastes This method renews the tokens to make sure we can query the collections allowed to our EDL user.","title":"refresh_tokens()"},{"location":"user-reference/collections/collections-query/","text":"Documentation for DataCollections DataCollections is the class earthaccess uses to query CMR at the dataset level. Bases: CollectionQuery Info The DataCollection class queries against https://cmr.earthdata.nasa.gov/search/collections.umm_json, the response has to be in umm_json in order to use the result classes. Builds an instance of DataCollections to query CMR Parameters: Name Type Description Default auth Auth An authenticated Auth instance, this is an optional parameter for queries that need authentication e.g. restricted datasets None cloud_hosted ( cloud_hosted = True ) Only match granules that are hosted in the cloud. This is valid for public collections. Tip Cloud hosted collections can be public or restricted. Restricted collections will not be matched using this parameter Parameters: Name Type Description Default cloud_hosted Boolean True to require granules only be online True concept_id ( IDs ) Filter by concept ID (ex: C1299783579-LPDAAC_ECS or G1327299284-LPDAAC_ECS, S12345678-LPDAAC_ECS) Collections, granules, tools, services are uniquely identified with this ID. If providing a collection's concept ID here, it will filter by granules associated with that collection. If providing a granule's concept ID here, it will uniquely identify those granules. If providing a tool's concept ID here, it will uniquely identify those tools. If providing a service's concept ID here, it will uniquely identify those services. Parameters: Name Type Description Default IDs ( String , List ) ID(s) to search by. Can be provided as a string or list of strings. required daac ( daac_short_name = '' ) Only match collections for a given DAAC, by default the on-prem collections for the DAAC Parameters: Name Type Description Default daac_short_name String a DAAC shortname, e.g. NSIDC, PODAAC, GESDISC '' data_center ( data_center_name = '' ) An alias name for daac() Parameters: Name Type Description Default data_center_name String DAAC shortname, e.g. NSIDC, PODAAC, GESDISC '' debug ( debug = True ) If True, prints the actual query to CMR, notice that the pagination happens in the headers. Parameters: Name Type Description Default debug Boolean Print CMR query. True doi ( doi ) Searh datasets by DOI Tip Not all datasets have an associated DOI, also DOI search works only at the dataset level but not the granule (data) level. We need to search by DOI, grab the concept_id and then get the data. Parameters: Name Type Description Default doi String DOI of a datasets, e.g. 10.5067/AQR50-3Q7CS required fields ( fields = None ) Masks the response by only showing the fields included in this list Parameters: Name Type Description Default fields List list of fields to show, these fields come from the UMM model e.g. Abstract, Title None get ( limit = 2000 ) Get all the collections (datasets) that match with our current parameters up to some limit, even if spanning multiple pages. Tip The default page size is 2000, we need to be careful with the request size because all the JSON elements will be loaded into memory. This is more of an issue with granules than collections as they can be potentially millions of them. Parameters: Name Type Description Default limit Integer The number of results to return 2000 Returns: Type Description list query results as a list of DataCollection instances. hits () Returns the number of hits the current query will return. This is done by making a lightweight query to CMR and inspecting the returned headers. Restricted datasets will always return 0 results even if there are results. Returns: Type Description int number of results reproted by CMR keyword ( text ) Case insentive and wildcard (*) search through over two dozen fields in a CMR collection record. This allows for searching against fields like summary and science keywords. Parameters: Name Type Description Default text String text to search for required parameters ( ** kwargs ) Provide query parameters as keyword arguments. The keyword needs to match the name of the method, and the value should either be the value or a tuple of values. Example query = DataCollections . parameters ( short_name = \"AST_L1T\" , temporal = ( \"2015-01\" , \"2015-02\" ), point = ( 42.5 , - 101.25 )) Returns: Type Description Type [ CollectionQuery ] Query instance print_help ( method = 'fields' ) Prints the help information for a given method provider ( provider = '' ) Only match collections from a given provider, a NASA datacenter or DAAC can have 1 or more providers i.e. PODAAC is a data center or DAAC, PODAAC is the default provider for on prem data, POCLOUD is the PODAAC provider for their data in the cloud. Parameters: Name Type Description Default provider String a provider code for any DAAC. e.g. POCLOUD, NSIDC_CPRD, etc. '' temporal ( date_from , date_to , exclude_boundary = False ) Filter by an open or closed date range. Dates can be provided as datetime objects or ISO 8601 formatted strings. Multiple ranges can be provided by successive calls. to this method before calling execute(). Parameters: Name Type Description Default date_from String earliest date of temporal range required date_to string latest date of temporal range required exclude_boundary Boolean whether or not to exclude the date_from/to in the matched range False","title":"Collection Queries"},{"location":"user-reference/collections/collections-query/#documentation-for-datacollections","text":"","title":"Documentation for DataCollections"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.cloud_hosted","text":"Only match granules that are hosted in the cloud. This is valid for public collections. Tip Cloud hosted collections can be public or restricted. Restricted collections will not be matched using this parameter Parameters: Name Type Description Default cloud_hosted Boolean True to require granules only be online True","title":"cloud_hosted()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.concept_id","text":"Filter by concept ID (ex: C1299783579-LPDAAC_ECS or G1327299284-LPDAAC_ECS, S12345678-LPDAAC_ECS) Collections, granules, tools, services are uniquely identified with this ID. If providing a collection's concept ID here, it will filter by granules associated with that collection. If providing a granule's concept ID here, it will uniquely identify those granules. If providing a tool's concept ID here, it will uniquely identify those tools. If providing a service's concept ID here, it will uniquely identify those services. Parameters: Name Type Description Default IDs ( String , List ) ID(s) to search by. Can be provided as a string or list of strings. required","title":"concept_id()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.daac","text":"Only match collections for a given DAAC, by default the on-prem collections for the DAAC Parameters: Name Type Description Default daac_short_name String a DAAC shortname, e.g. NSIDC, PODAAC, GESDISC ''","title":"daac()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.data_center","text":"An alias name for daac() Parameters: Name Type Description Default data_center_name String DAAC shortname, e.g. NSIDC, PODAAC, GESDISC ''","title":"data_center()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.debug","text":"If True, prints the actual query to CMR, notice that the pagination happens in the headers. Parameters: Name Type Description Default debug Boolean Print CMR query. True","title":"debug()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.doi","text":"Searh datasets by DOI Tip Not all datasets have an associated DOI, also DOI search works only at the dataset level but not the granule (data) level. We need to search by DOI, grab the concept_id and then get the data. Parameters: Name Type Description Default doi String DOI of a datasets, e.g. 10.5067/AQR50-3Q7CS required","title":"doi()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.fields","text":"Masks the response by only showing the fields included in this list Parameters: Name Type Description Default fields List list of fields to show, these fields come from the UMM model e.g. Abstract, Title None","title":"fields()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.get","text":"Get all the collections (datasets) that match with our current parameters up to some limit, even if spanning multiple pages. Tip The default page size is 2000, we need to be careful with the request size because all the JSON elements will be loaded into memory. This is more of an issue with granules than collections as they can be potentially millions of them. Parameters: Name Type Description Default limit Integer The number of results to return 2000 Returns: Type Description list query results as a list of DataCollection instances.","title":"get()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.hits","text":"Returns the number of hits the current query will return. This is done by making a lightweight query to CMR and inspecting the returned headers. Restricted datasets will always return 0 results even if there are results. Returns: Type Description int number of results reproted by CMR","title":"hits()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.keyword","text":"Case insentive and wildcard (*) search through over two dozen fields in a CMR collection record. This allows for searching against fields like summary and science keywords. Parameters: Name Type Description Default text String text to search for required","title":"keyword()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.parameters","text":"Provide query parameters as keyword arguments. The keyword needs to match the name of the method, and the value should either be the value or a tuple of values. Example query = DataCollections . parameters ( short_name = \"AST_L1T\" , temporal = ( \"2015-01\" , \"2015-02\" ), point = ( 42.5 , - 101.25 )) Returns: Type Description Type [ CollectionQuery ] Query instance","title":"parameters()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.print_help","text":"Prints the help information for a given method","title":"print_help()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.provider","text":"Only match collections from a given provider, a NASA datacenter or DAAC can have 1 or more providers i.e. PODAAC is a data center or DAAC, PODAAC is the default provider for on prem data, POCLOUD is the PODAAC provider for their data in the cloud. Parameters: Name Type Description Default provider String a provider code for any DAAC. e.g. POCLOUD, NSIDC_CPRD, etc. ''","title":"provider()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.temporal","text":"Filter by an open or closed date range. Dates can be provided as datetime objects or ISO 8601 formatted strings. Multiple ranges can be provided by successive calls. to this method before calling execute(). Parameters: Name Type Description Default date_from String earliest date of temporal range required date_to string latest date of temporal range required exclude_boundary Boolean whether or not to exclude the date_from/to in the matched range False","title":"temporal()"},{"location":"user-reference/collections/collections/","text":"Documentation for Collection Results Bases: CustomDict Dictionary-like object to represent a data collection from CMR abstract () Returns: Type Description str Returns the abstract of a collection concept_id () Returns: Type Description str Retrurns a collection's concept_id , this id is the most relevant search field on granule queries. data_type () Returns: Type Description str If available, it returns the collection data type, i.e. HDF5, CSV etc get_data () Returns: Type Description List [ str ] Returns the GET DATA links, usually a link to a landing page, a DAAC portal or an FTP location. get_umm ( umm_field ) Parameters: Name Type Description Default umm_field str Valid UMM item, i.e. TemporalExtent required Returns: Type Description Union [ str , Dict [ str , Any ]] Returns the value of a given field inside the UMM (Unified Metadata Model) landing_page () Returns: Type Description str if available it returns the first landing page for the collection, can be many. s3_bucket () Returns: Type Description Dict [ str , Any ] Returns the S3 bucket information if the collection has it ( cloud hosted collections only ) summary () Summary containing short_name, concept-id, file-type, and cloud-info if the dataset is cloud hosted. Returns: Type Description Dict [ str , Any ] Returns a sumary of the collection metadata version () Returns: Type Description str returns the collection's version.","title":"Collection Results"},{"location":"user-reference/collections/collections/#documentation-for-collection-results","text":"Bases: CustomDict Dictionary-like object to represent a data collection from CMR","title":"Documentation for Collection Results"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.abstract","text":"Returns: Type Description str Returns the abstract of a collection","title":"abstract()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.concept_id","text":"Returns: Type Description str Retrurns a collection's concept_id , this id is the most relevant search field on granule queries.","title":"concept_id()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.data_type","text":"Returns: Type Description str If available, it returns the collection data type, i.e. HDF5, CSV etc","title":"data_type()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.get_data","text":"Returns: Type Description List [ str ] Returns the GET DATA links, usually a link to a landing page, a DAAC portal or an FTP location.","title":"get_data()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.get_umm","text":"Parameters: Name Type Description Default umm_field str Valid UMM item, i.e. TemporalExtent required Returns: Type Description Union [ str , Dict [ str , Any ]] Returns the value of a given field inside the UMM (Unified Metadata Model)","title":"get_umm()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.landing_page","text":"Returns: Type Description str if available it returns the first landing page for the collection, can be many.","title":"landing_page()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.s3_bucket","text":"Returns: Type Description Dict [ str , Any ] Returns the S3 bucket information if the collection has it ( cloud hosted collections only )","title":"s3_bucket()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.summary","text":"Summary containing short_name, concept-id, file-type, and cloud-info if the dataset is cloud hosted. Returns: Type Description Dict [ str , Any ] Returns a sumary of the collection metadata","title":"summary()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.version","text":"Returns: Type Description str returns the collection's version.","title":"version()"},{"location":"user-reference/glossary/cloud-glossary/","text":"","title":"Cloud Computing Terminology"},{"location":"user-reference/glossary/nasa-glossary/","text":"NASA EARTHDATA GLOSSARY GLOSSARY","title":"NASA Glossary"},{"location":"user-reference/glossary/nasa-glossary/#nasa-earthdata-glossary","text":"GLOSSARY","title":"NASA EARTHDATA GLOSSARY"},{"location":"user-reference/granules/granules-query/","text":"Documentation for Granules DataGranules is the class earthaccess uses to query CMR at the granule level. Bases: GranuleQuery A Granule oriented client for NASA CMR Api https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html Base class for Granule and Collection CMR queries. bounding_box ( lower_left_lon , lower_left_lat , upper_right_lon , upper_right_lat ) Filter by granules that overlap a bounding box. Must be used in combination with a collection filtering parameter such as short_name or entry_title. Parameters: Name Type Description Default lower_left_lon str lower left longitude of the box required lower_left_lat str lower left latitude of the box required upper_right_lon str upper right longitude of the box required upper_right_lat str upper right latitude of the box required cloud_cover ( min_cover = 0 , max_cover = 100 ) Filter by the percentage of cloud cover present in the granule. Parameters: Name Type Description Default min_cover int minimum percentage of cloud cover 0 max_cover int maximum percentage of cloud cover 100 cloud_hosted ( cloud_hosted = True ) Only match granules that are hosted in the cloud. This is valid for public collections and if we are using the short_name parameter. Concept-Id is unambiguous. Tip Cloud hosted collections can be public or restricted. Restricted collections will not be matched using this parameter Parameters: Name Type Description Default cloud_hosted Boolean True to require granules only be online True daac ( daac_short_name = '' ) Only match collections for a given DAAC, by default the on-prem collections for the DAAC Parameters: Name Type Description Default daac_short_name String a DAAC shortname, e.g. NSIDC, PODAAC, GESDISC '' data_center ( data_center_name = '' ) An alias name for daac() Parameters: Name Type Description Default data_center_name String DAAC shortname, e.g. NSIDC, PODAAC, GESDISC '' day_night_flag ( day_night_flag ) Filter by period of the day the granule was collected during. Parameters: Name Type Description Default day_night_flag str \"day\", \"night\", or \"unspecified\" required debug ( debug = True ) If True, prints the actual query to CMR, notice that the pagination happens in the headers. Parameters: Name Type Description Default debug Boolean Print CMR query. True doi ( doi ) Searh data granules by DOI Tip Not all datasets have an associated DOI, internally if a DOI is found earthaccess will grab the concept_id for the query to CMR. Parameters: Name Type Description Default doi String DOI of a datasets, e.g. 10.5067/AQR50-3Q7CS required downloadable ( downloadable = True ) Only match granules that are available for download. The opposite of this method is online_only(). Parameters: Name Type Description Default downloadable bool True to require granules be downloadable True get ( limit = 2000 ) Get all the collections (datasets) that match with our current parameters up to some limit, even if spanning multiple pages. Tip The default page size is 2000, we need to be careful with the request size because all the JSON elements will be loaded into memory. This is more of an issue with granules than collections as they can be potentially millions of them. Parameters: Name Type Description Default limit Integer The number of results to return 2000 Returns: Type Description list query results as a list of DataCollection instances. granule_name ( granule_name ) Find granules matching either granule ur or producer granule id, queries using the readable_granule_name metadata field. Tip We can use wirldcards on a granule name to further refine our search i.e. MODGRNLD. .daily. Parameters: Name Type Description Default granule_name String granule name (accepts wildcards) required instrument ( instrument = '' ) Filter by the instrument associated with the granule. Parameters: Name Type Description Default instrument str name of the instrument '' line ( coordinates ) Filter by granules that overlap a series of connected points. Must be used in combination with a collection filtering parameter such as short_name or entry_title. Parameters: Name Type Description Default coordinates List a list of (lon, lat) tuples required online_only ( online_only = True ) Only match granules that are listed online and not available for download. The opposite of this method is downloadable(). Parameters: Name Type Description Default online_only Boolean True to require granules only be online True orbit_number ( orbit1 , orbit2 ) Filter by the orbit number the granule was acquired during. Either a single orbit can be targeted or a range of orbits. Parameter parameters ( ** kwargs ) Provide query parameters as keyword arguments. The keyword needs to match the name of the method, and the value should either be the value or a tuple of values. Example query = DataCollections . parameters ( short_name = \"AST_L1T\" , temporal = ( \"2015-01\" , \"2015-02\" ), point = ( 42.5 , - 101.25 )) Returns: Type Description Type [ CollectionQuery ] Query instance platform ( platform = '' ) Filter by the satellite platform the granule came from. Parameters: Name Type Description Default platform str name of the satellite '' point ( lon , lat ) Filter by granules that include a geographic point. Parameters: Name Type Description Default lon String longitude of geographic point required lat String latitude of geographic point required polygon ( coordinates ) Filter by granules that overlap a polygonal area. Must be used in combination with a collection filtering parameter such as short_name or entry_title. Parameters: Name Type Description Default coordinates List list of (lon, lat) tuples required provider ( provider = '' ) Only match collections from a given provider, a NASA datacenter or DAAC can have 1 or more providers i.e. PODAAC is a data center or DAAC, PODAAC is the default provider for on prem data, POCLOUD is the PODAAC provider for their data in the cloud. Parameters: Name Type Description Default provider String a provider code for any DAAC. e.g. POCLOUD, NSIDC_CPRD, etc. '' short_name ( short_name = '' ) Filter by short name (aka product or collection name). :param short_name: name of collection :returns: Query instance temporal ( date_from = None , date_to = None , exclude_boundary = False ) Filter by an open or closed date range. Dates can be provided as a datetime objects or ISO 8601 formatted strings. Multiple ranges can be provided by successive calls to this method before calling execute(). Parameters: Name Type Description Default date_from ( Date , String ) earliest date of temporal range None date_to ( Date , String ) latest date of temporal range None exclude_boundary Boolean whether or not to exclude the date_from/to in the matched range False version ( version = '' ) Filter by version. Note that CMR defines this as a string. For example, MODIS version 6 products must be searched for with \"006\". Parameters: Name Type Description Default version str version string ''","title":"Granule Queries"},{"location":"user-reference/granules/granules-query/#documentation-for-granules","text":"","title":"Documentation for Granules"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.bounding_box","text":"Filter by granules that overlap a bounding box. Must be used in combination with a collection filtering parameter such as short_name or entry_title. Parameters: Name Type Description Default lower_left_lon str lower left longitude of the box required lower_left_lat str lower left latitude of the box required upper_right_lon str upper right longitude of the box required upper_right_lat str upper right latitude of the box required","title":"bounding_box()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.cloud_cover","text":"Filter by the percentage of cloud cover present in the granule. Parameters: Name Type Description Default min_cover int minimum percentage of cloud cover 0 max_cover int maximum percentage of cloud cover 100","title":"cloud_cover()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.cloud_hosted","text":"Only match granules that are hosted in the cloud. This is valid for public collections and if we are using the short_name parameter. Concept-Id is unambiguous. Tip Cloud hosted collections can be public or restricted. Restricted collections will not be matched using this parameter Parameters: Name Type Description Default cloud_hosted Boolean True to require granules only be online True","title":"cloud_hosted()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.daac","text":"Only match collections for a given DAAC, by default the on-prem collections for the DAAC Parameters: Name Type Description Default daac_short_name String a DAAC shortname, e.g. NSIDC, PODAAC, GESDISC ''","title":"daac()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.data_center","text":"An alias name for daac() Parameters: Name Type Description Default data_center_name String DAAC shortname, e.g. NSIDC, PODAAC, GESDISC ''","title":"data_center()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.day_night_flag","text":"Filter by period of the day the granule was collected during. Parameters: Name Type Description Default day_night_flag str \"day\", \"night\", or \"unspecified\" required","title":"day_night_flag()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.debug","text":"If True, prints the actual query to CMR, notice that the pagination happens in the headers. Parameters: Name Type Description Default debug Boolean Print CMR query. True","title":"debug()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.doi","text":"Searh data granules by DOI Tip Not all datasets have an associated DOI, internally if a DOI is found earthaccess will grab the concept_id for the query to CMR. Parameters: Name Type Description Default doi String DOI of a datasets, e.g. 10.5067/AQR50-3Q7CS required","title":"doi()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.downloadable","text":"Only match granules that are available for download. The opposite of this method is online_only(). Parameters: Name Type Description Default downloadable bool True to require granules be downloadable True","title":"downloadable()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.get","text":"Get all the collections (datasets) that match with our current parameters up to some limit, even if spanning multiple pages. Tip The default page size is 2000, we need to be careful with the request size because all the JSON elements will be loaded into memory. This is more of an issue with granules than collections as they can be potentially millions of them. Parameters: Name Type Description Default limit Integer The number of results to return 2000 Returns: Type Description list query results as a list of DataCollection instances.","title":"get()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.granule_name","text":"Find granules matching either granule ur or producer granule id, queries using the readable_granule_name metadata field. Tip We can use wirldcards on a granule name to further refine our search i.e. MODGRNLD. .daily. Parameters: Name Type Description Default granule_name String granule name (accepts wildcards) required","title":"granule_name()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.instrument","text":"Filter by the instrument associated with the granule. Parameters: Name Type Description Default instrument str name of the instrument ''","title":"instrument()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.line","text":"Filter by granules that overlap a series of connected points. Must be used in combination with a collection filtering parameter such as short_name or entry_title. Parameters: Name Type Description Default coordinates List a list of (lon, lat) tuples required","title":"line()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.online_only","text":"Only match granules that are listed online and not available for download. The opposite of this method is downloadable(). Parameters: Name Type Description Default online_only Boolean True to require granules only be online True","title":"online_only()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.orbit_number","text":"Filter by the orbit number the granule was acquired during. Either a single orbit can be targeted or a range of orbits. Parameter","title":"orbit_number()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.parameters","text":"Provide query parameters as keyword arguments. The keyword needs to match the name of the method, and the value should either be the value or a tuple of values. Example query = DataCollections . parameters ( short_name = \"AST_L1T\" , temporal = ( \"2015-01\" , \"2015-02\" ), point = ( 42.5 , - 101.25 )) Returns: Type Description Type [ CollectionQuery ] Query instance","title":"parameters()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.platform","text":"Filter by the satellite platform the granule came from. Parameters: Name Type Description Default platform str name of the satellite ''","title":"platform()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.point","text":"Filter by granules that include a geographic point. Parameters: Name Type Description Default lon String longitude of geographic point required lat String latitude of geographic point required","title":"point()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.polygon","text":"Filter by granules that overlap a polygonal area. Must be used in combination with a collection filtering parameter such as short_name or entry_title. Parameters: Name Type Description Default coordinates List list of (lon, lat) tuples required","title":"polygon()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.provider","text":"Only match collections from a given provider, a NASA datacenter or DAAC can have 1 or more providers i.e. PODAAC is a data center or DAAC, PODAAC is the default provider for on prem data, POCLOUD is the PODAAC provider for their data in the cloud. Parameters: Name Type Description Default provider String a provider code for any DAAC. e.g. POCLOUD, NSIDC_CPRD, etc. ''","title":"provider()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.short_name","text":"Filter by short name (aka product or collection name). :param short_name: name of collection :returns: Query instance","title":"short_name()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.temporal","text":"Filter by an open or closed date range. Dates can be provided as a datetime objects or ISO 8601 formatted strings. Multiple ranges can be provided by successive calls to this method before calling execute(). Parameters: Name Type Description Default date_from ( Date , String ) earliest date of temporal range None date_to ( Date , String ) latest date of temporal range None exclude_boundary Boolean whether or not to exclude the date_from/to in the matched range False","title":"temporal()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.version","text":"Filter by version. Note that CMR defines this as a string. For example, MODIS version 6 products must be searched for with \"006\". Parameters: Name Type Description Default version str version string ''","title":"version()"},{"location":"user-reference/granules/granules/","text":"Documentation for Granule Results Bases: CustomDict Dictionary-like object to represent a granule from CMR __repr__ () Returns: Type Description str returns a basic representation of a data granule data_links ( access = None , in_region = False ) Returns the data links form a granule Parameters: Name Type Description Default access Optional [ str ] direct or external, direct means in-region access for cloud hosted collections. None in_region bool if we are running in us-west-2, meant for the store class, default is False False Returns: Type Description List [ str ] the data link for the requested access type dataviz_links () Returns: Type Description List [ str ] Returns the data visualization links, usually the browse images. size () Returns: Type Description float Returns the total size for the granule in MB","title":"Granule Results"},{"location":"user-reference/granules/granules/#documentation-for-granule-results","text":"Bases: CustomDict Dictionary-like object to represent a granule from CMR","title":"Documentation for Granule Results"},{"location":"user-reference/granules/granules/#earthaccess.results.DataGranule.__repr__","text":"Returns: Type Description str returns a basic representation of a data granule","title":"__repr__()"},{"location":"user-reference/granules/granules/#earthaccess.results.DataGranule.data_links","text":"Returns the data links form a granule Parameters: Name Type Description Default access Optional [ str ] direct or external, direct means in-region access for cloud hosted collections. None in_region bool if we are running in us-west-2, meant for the store class, default is False False Returns: Type Description List [ str ] the data link for the requested access type","title":"data_links()"},{"location":"user-reference/granules/granules/#earthaccess.results.DataGranule.dataviz_links","text":"Returns: Type Description List [ str ] Returns the data visualization links, usually the browse images.","title":"dataviz_links()"},{"location":"user-reference/granules/granules/#earthaccess.results.DataGranule.size","text":"Returns: Type Description float Returns the total size for the granule in MB","title":"size()"},{"location":"user-reference/store/store/","text":"Documentation for Store Bases: object Store class to access granules on-prem or in the cloud. Store is the class to access data Parameters: Name Type Description Default auth Auth Required, Auth instance to download and access data. required get ( granules , local_path = None , provider = None , threads = 8 ) Retrieves data granules from a remote storage system. If we run this in the cloud we are moving data from S3 to a cloud compute instance (EC2, AWS Lambda) If we run it outside the us-west-2 region and the data granules are part of a cloud-based collection the method will not get any files. If we requests data granules from an on-prem collection the data will be effectively downloaded to a local directory. Parameters: Name Type Description Default granules Union [ List [ DataGranule ], List [ str ]] a list of granules(DataGranule) instances or a list of granule links (HTTP) required local_path Optional [ str ] local directory to store the remote data granules None access direct or on_prem, if set it will use it for the access method. required threads int parallel number of threads to use to download the files, adjust as necessary, default = 8 8 Returns: Type Description Union [None, List [ str ]] List of downloaded files get_fsspec_session () cached Returns a fsspec HTTPS session with bearer tokens that are used by CMR. This HTTPS session can be used to download granules if we want to use a direct, lower level API Returns: Type Description fsspec . AbstractFileSystem fsspec HTTPFileSystem (aiohttp client session) get_requests_session ( bearer_token = True ) Returns a requests HTTPS session with bearer tokens that are used by CMR. This HTTPS session can be used to download granules if we want to use a direct, lower level API Parameters: Name Type Description Default bearer_token Boolean if true will be used for authenticated queries on CMR True Returns: Type Description requests . Session requests Session get_s3fs_session ( daac = None , concept_id = None , provider = None , endpoint = None ) cached Returns a s3fs instance for a given cloud provider / DAAC Parameters: Name Type Description Default daac Optional [ str ] any of the DAACs e.g. NSIDC, PODAAC None provider Optional [ str ] a data provider if we know them, e.g PODAAC -> POCLOUD None endpoint Optional [ str ] pass the URL for the credentials directly None Returns: Type Description s3fs . S3FileSystem a s3fs file instance open ( granules , provider = None ) Returns a list of fsspec file-like objects that can be used to access files hosted on S3 or HTTPS by third party libraries like xarray. Parameters: Name Type Description Default granules List a list of granules(DataGranule) instances or list of URLs, e.g. s3://some-granule required Returns: Type Description Union [ List [ Any ], None] a list of s3fs \"file pointers\" to s3 files. set_requests_session ( url , method = 'get' , bearer_token = False ) Sets up a requests session with bearer tokens that are used by CMR. Mainly used to get the authentication cookies from different DAACs and URS This HTTPS session can be used to download granules if we want to use a direct, lower level API Parameters: Name Type Description Default url String used to test the credentials and populate the class auth cookies required method String HTTP method to test. default: \"GET\" 'get' bearer_token Boolean if true will be used for authenticated queries on CMR False Returns: Type Description None fsspec HTTPFileSystem (aiohttp client session)","title":"Store"},{"location":"user-reference/store/store/#documentation-for-store","text":"Bases: object Store class to access granules on-prem or in the cloud. Store is the class to access data Parameters: Name Type Description Default auth Auth Required, Auth instance to download and access data. required","title":"Documentation for Store"},{"location":"user-reference/store/store/#earthaccess.store.Store.get","text":"Retrieves data granules from a remote storage system. 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Parameters: Name Type Description Default granules Union [ List [ DataGranule ], List [ str ]] a list of granules(DataGranule) instances or a list of granule links (HTTP) required local_path Optional [ str ] local directory to store the remote data granules None access direct or on_prem, if set it will use it for the access method. required threads int parallel number of threads to use to download the files, adjust as necessary, default = 8 8 Returns: Type Description Union [None, List [ str ]] List of downloaded files","title":"get()"},{"location":"user-reference/store/store/#earthaccess.store.Store.get_fsspec_session","text":"Returns a fsspec HTTPS session with bearer tokens that are used by CMR. This HTTPS session can be used to download granules if we want to use a direct, lower level API Returns: Type Description fsspec . AbstractFileSystem fsspec HTTPFileSystem (aiohttp client session)","title":"get_fsspec_session()"},{"location":"user-reference/store/store/#earthaccess.store.Store.get_requests_session","text":"Returns a requests HTTPS session with bearer tokens that are used by CMR. This HTTPS session can be used to download granules if we want to use a direct, lower level API Parameters: Name Type Description Default bearer_token Boolean if true will be used for authenticated queries on CMR True Returns: Type Description requests . Session requests Session","title":"get_requests_session()"},{"location":"user-reference/store/store/#earthaccess.store.Store.get_s3fs_session","text":"Returns a s3fs instance for a given cloud provider / DAAC Parameters: Name Type Description Default daac Optional [ str ] any of the DAACs e.g. NSIDC, PODAAC None provider Optional [ str ] a data provider if we know them, e.g PODAAC -> POCLOUD None endpoint Optional [ str ] pass the URL for the credentials directly None Returns: Type Description s3fs . S3FileSystem a s3fs file instance","title":"get_s3fs_session()"},{"location":"user-reference/store/store/#earthaccess.store.Store.open","text":"Returns a list of fsspec file-like objects that can be used to access files hosted on S3 or HTTPS by third party libraries like xarray. Parameters: Name Type Description Default granules List a list of granules(DataGranule) instances or list of URLs, e.g. s3://some-granule required Returns: Type Description Union [ List [ Any ], None] a list of s3fs \"file pointers\" to s3 files.","title":"open()"},{"location":"user-reference/store/store/#earthaccess.store.Store.set_requests_session","text":"Sets up a requests session with bearer tokens that are used by CMR. Mainly used to get the authentication cookies from different DAACs and URS This HTTPS session can be used to download granules if we want to use a direct, lower level API Parameters: Name Type Description Default url String used to test the credentials and populate the class auth cookies required method String HTTP method to test. default: \"GET\" 'get' bearer_token Boolean if true will be used for authenticated queries on CMR False Returns: Type Description None fsspec HTTPFileSystem (aiohttp client session)","title":"set_requests_session()"}]} \ No newline at end of file +{"config":{"indexing":"full","lang":["en"],"min_search_length":3,"prebuild_index":false,"separator":"[\\s\\-]+"},"docs":[{"location":"","text":"Overview earthaccess is a python library to search, download or stream NASA Earth science data with just a few lines of code. In the age of cloud computing, the power of open science only reaches its full potential if we have easy-to-use workflows that facilitate research in an inclusive, efficient and reproducible way. Unfortunately \u2014as it stands today\u2014 scientists and students alike face a steep learning curve adapting to systems that have grown too complex and end up spending more time on the technicalities of the tools, cloud and NASA APIs than focusing on their important science. During several workshops organized by NASA Openscapes , the need to provide easy-to-use tools to our users became evident. Open science is a collaborative effort; it involves people from different technical backgrounds, and the data analysis to solve the pressing problems we face cannot be limited by the complexity of the underlying systems. Therefore, providing easy access to NASA Earthdata regardless of the data storage location (hosted within or outside of the cloud) is the main motivation behind this Python library. Installing earthaccess You will need Python 3.8 or higher installed. Install the latest release using conda conda install -c conda-forge earthaccess Using Pip pip install earthaccess Try it in your browser without installing anything! Usage With earthaccess we can login, search and download data with a few lines of code and even more relevant, our code will work the same way if we are running it in the cloud or from our laptop. earthaccess handles authentication with NASA's Earthdata Login (EDL) , search using NASA's CMR and access through fsspec . The only requirement to use this library is to open a free account with NASA EDL . Authentication Once you have an EDL account, you can authenticate using one of the following three methods: Using a .netrc file Can use earthaccess to read your EDL credentials (username and password) from a .netrc file Reading your EDL credentials from environment variables if available you can use environment variables EARTHDATA_USERNAME and EARTHDATA_PASSWORD Interactively entering your EDL credentials You can be prompted for these credentials and save them to a .netrc file import earthaccess auth = earthaccess . login () Once you are authenticated with NASA EDL you can: Get a file from a DAAC using a fsspec session. Request temporary S3 credentials from a particular DAAC (needed to download or stream data from an S3 bucket in the cloud). Use the library to download or stream data directly from S3. Regenerate CMR tokens (used for restricted datasets) Searching for data Once we have selected our dataset we can search for the data granules using doi , short_name or concept_id . If we are not sure or we don't know how to search for a particular dataset, we can start with the \"Introducing NASA earthaccess\" tutorial or through the NASA Earthdata Search portal . For a complete list of search parameters we can use visit the extended API documentation . results = earthaccess . search_data ( short_name = 'SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205' , cloud_hosted = True , bounding_box = ( - 10 , 20 , 10 , 50 ), temporal = ( \"1999-02\" , \"2019-03\" ), count = 10 ) Now that we have our results we can do multiple things: We can iterate over them to get HTTP (or S3) links, we can download the files to a local folder, or we can open these files and stream their content directly to other libraries e.g. xarray. Accessing the data Option 1: Using the data links If we already have a workflow in place for downloading our data, we can use earthaccess as a search-only library and get HTTP links from our query results. This could be the case if our current workflow uses a different language and we only need the links as input. # if the data set is cloud hosted there will be S3 links available. The access parameter accepts \"direct\" or \"external\", direct access is only possible if you are in the us-west-2 region in the cloud. data_links = [ granule . data_links ( access = \"direct\" ) for granule in results ] # or if the data is an on-prem dataset data_links = [ granule . data_links ( access = \"external\" ) for granule in results ] Note: earthaccess can get S3 credentials for us, or auhenticated HTTP sessions in case we want to use them with a different library. Option 2: Download data to a local folder This option is practical if you have the necessary space available on disk. The earthaccess library will print out the approximate size of the download and its progress. files = earthaccess . download ( results , \"./local_folder\" ) Option 3: Direct S3 Access - Stream data directly to xarray This method works best if you are in the same Amazon Web Services (AWS) region as the data (us-west-2) and you are working with gridded datasets (processing level 3 and above). import xarray as xr files = earthaccess . open ( results ) ds = xr . open_mfdataset ( files ) And that's it! Just one line of code, and this same piece of code will also work for data that are not hosted in the cloud, i.e. located at NASA storage centers. More examples coming soon! Compatibility Only Python 3.8+ is supported. Contributors Contributing Guide Welcome! \ud83d\ude0a\ud83d\udc4b Please see the Contributing Guide . Project Board . Glossary NASA Earth Science Glossary License earthaccess is licensed under the MIT license. See LICENSE . Level of Support This repository is not actively supported by NSIDC but we welcome issue submissions and pull requests in order to foster community contribution.","title":"Readme"},{"location":"#overview","text":"earthaccess is a python library to search, download or stream NASA Earth science data with just a few lines of code. In the age of cloud computing, the power of open science only reaches its full potential if we have easy-to-use workflows that facilitate research in an inclusive, efficient and reproducible way. Unfortunately \u2014as it stands today\u2014 scientists and students alike face a steep learning curve adapting to systems that have grown too complex and end up spending more time on the technicalities of the tools, cloud and NASA APIs than focusing on their important science. During several workshops organized by NASA Openscapes , the need to provide easy-to-use tools to our users became evident. Open science is a collaborative effort; it involves people from different technical backgrounds, and the data analysis to solve the pressing problems we face cannot be limited by the complexity of the underlying systems. Therefore, providing easy access to NASA Earthdata regardless of the data storage location (hosted within or outside of the cloud) is the main motivation behind this Python library.","title":"Overview"},{"location":"#installing-earthaccess","text":"You will need Python 3.8 or higher installed. Install the latest release using conda conda install -c conda-forge earthaccess Using Pip pip install earthaccess Try it in your browser without installing anything!","title":"Installing earthaccess"},{"location":"#usage","text":"With earthaccess we can login, search and download data with a few lines of code and even more relevant, our code will work the same way if we are running it in the cloud or from our laptop. earthaccess handles authentication with NASA's Earthdata Login (EDL) , search using NASA's CMR and access through fsspec . The only requirement to use this library is to open a free account with NASA EDL .","title":"Usage"},{"location":"#contributors","text":"","title":"Contributors"},{"location":"#contributing-guide","text":"Welcome! \ud83d\ude0a\ud83d\udc4b Please see the Contributing Guide .","title":"Contributing Guide"},{"location":"#license","text":"earthaccess is licensed under the MIT license. See LICENSE .","title":"License"},{"location":"#level-of-support","text":"This repository is not actively supported by NSIDC but we welcome issue submissions and pull requests in order to foster community contribution.","title":"Level of Support"},{"location":"CONTRIBUTING/","text":"Contributing When contributing to this repository, please first discuss the change you wish to make via issue, email, or any other method with the owners of this repository before making a change. Please note we have a code of conduct, please follow it in all your interactions with the project. Development environment earthaccess is a Python library that uses Poetry to build and publish the package to PyPI, the defacto Python repository. In order to develop new features or patch bugs etc. we need to set up a virtual environment and install the library locally. We can accomplish this with both Poetry or/and Conda. Using Conda If we have mamba (or conda) installed, we can use the environment file included in the binder folder, this will install all the libraries we need (including Poetry) to start developing earthaccess >mamba env update -f binder/environment-dev.yml >mamba activate earthaccess-dev >poetry install After activating our environment and installing the library with Poetry we can run Jupyter lab and start testing the local distribution or we can use the scripts inside scripts to run the tests and linting. Now we can create a feature branch and push those changes to our fork! Using Poetry If we want to use Poetry, first we need to install it . After installing Poetry we can use the same workflow we used for Conda, first we install the library locally: >poetry install and now we can run the local Jupyter Lab and run the scripts etc. using Poetry: >poetry run jupyter lab First Steps to fix an issue or bug Read the documentation (working on adding more) create the minimally reproducible issue try to edit the relevant code and see if it fixes it submit the fix to the problem as a pull request include an explanation of what you did and why First steps to contribute new features Create an issue to discuss the feature's scope and its fit for this package run pytest to ensure your local version of code passes all unit tests try to edit the relevant code and implement your new feature in a backwards compatible manner create new tests as you go, and run the test suite as you go update the documentation as you go Please format and lint as you go with the following scripts scripts/lint.sh scripts/format.sh Requirements to merge code (Pull Request Process) you must include test coverage you must update the documentation you must run the above scripts to format and line Pull Request process Ensure you include test coverage for all changes Ensure your code is formatted properly following this document Update the documentation and the README.md with details of changes to the interface, this includes new environment variables, function names, decorators, etc. Update CHANGELOG.md with details about your change in a section titled Unreleased . If one does not exist, please create one. You may merge the Pull Request in once you have the sign-off of another developers, or if you do not have permission to do that, you may request the reviewer to merge it for you. Release process :memo: The versioning scheme we use is SemVer . Note that until we agree we're ready for v1.0.0, we will not increment major version. Ensure all desired features are merged to main branch and CHANGELOG is updated. Use bump-my-version to increase the version number in all needed places, e.g. to increase the minor version ( 1.2.3 to 1.3.0 ): bumpversion bump minor Push a tag on the new commit containing the version number, prefixed with v , e.g. v1.3.0 . Create a new GitHub Release . We hand-curate our release notes to be valuable to humans. Please do not auto-generate release notes and aim for consistency with the GitHub Release descriptions from other releases. :gear: After the GitHub release is published, multiple automations will trigger: Zenodo will create a new DOI. GitHub Actions will publish a PyPI release. :memo: earthaccess is published to conda-forge through the earthdata-feedstock , as this project was renamed early in its life. The conda package is named earthaccess . Code of Conduct Our Pledge In the interest of fostering an open and welcoming environment, we as contributors and maintainers pledge to making participation in our project and our community a harassment-free experience for everyone, regardless of age, body size, disability, ethnicity, gender identity and expression, level of experience, nationality, personal appearance, race, religion, or sexual identity and orientation. Our Standards Examples of behavior that contributes to creating a positive environment include: Using welcoming and inclusive language Being respectful of differing viewpoints and experiences Gracefully accepting constructive criticism Focusing on what is best for the community Showing empathy towards other community members Examples of unacceptable behavior by participants include: The use of sexualized language or imagery and unwelcome sexual attention or advances Trolling, insulting/derogatory comments, and personal or political attacks Public or private harassment Publishing others' private information, such as a physical or electronic address, without explicit permission Other conduct which could reasonably be considered inappropriate in a professional setting Our Responsibilities Project maintainers are responsible for clarifying the standards of acceptable behavior and are expected to take appropriate and fair corrective action in response to any instances of unacceptable behavior. Project maintainers have the right and responsibility to remove, edit, or reject comments, commits, code, wiki edits, issues, and other contributions that are not aligned to this Code of Conduct, or to ban temporarily or permanently any contributor for other behaviors that they deem inappropriate, threatening, offensive, or harmful. Scope This Code of Conduct applies both within project spaces and in public spaces when an individual is representing the project or its community. Examples of representing a project or community include using an official project e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event. Representation of a project may be further defined and clarified by project maintainers. Enforcement Instances of abusive, harassing, or otherwise unacceptable behavior may be reported by contacting the project team at betolink@pm.me. All complaints will be reviewed and investigated and will result in a response that is deemed necessary and appropriate to the circumstances. The project team is obligated to maintain confidentiality with regard to the reporter of an incident. Further details of specific enforcement policies may be posted separately. Project maintainers who do not follow or enforce the Code of Conduct in good faith may face temporary or permanent repercussions as determined by other members of the project's leadership. Attribution This Code of Conduct is adapted from the PurpleBooth's Contributing Template","title":"Contributing"},{"location":"CONTRIBUTING/#contributing","text":"When contributing to this repository, please first discuss the change you wish to make via issue, email, or any other method with the owners of this repository before making a change. Please note we have a code of conduct, please follow it in all your interactions with the project.","title":"Contributing"},{"location":"CONTRIBUTING/#development-environment","text":"earthaccess is a Python library that uses Poetry to build and publish the package to PyPI, the defacto Python repository. In order to develop new features or patch bugs etc. we need to set up a virtual environment and install the library locally. We can accomplish this with both Poetry or/and Conda.","title":"Development environment"},{"location":"CONTRIBUTING/#first-steps-to-fix-an-issue-or-bug","text":"Read the documentation (working on adding more) create the minimally reproducible issue try to edit the relevant code and see if it fixes it submit the fix to the problem as a pull request include an explanation of what you did and why","title":"First Steps to fix an issue or bug"},{"location":"CONTRIBUTING/#first-steps-to-contribute-new-features","text":"Create an issue to discuss the feature's scope and its fit for this package run pytest to ensure your local version of code passes all unit tests try to edit the relevant code and implement your new feature in a backwards compatible manner create new tests as you go, and run the test suite as you go update the documentation as you go","title":"First steps to contribute new features"},{"location":"CONTRIBUTING/#pull-request-process","text":"Ensure you include test coverage for all changes Ensure your code is formatted properly following this document Update the documentation and the README.md with details of changes to the interface, this includes new environment variables, function names, decorators, etc. Update CHANGELOG.md with details about your change in a section titled Unreleased . If one does not exist, please create one. You may merge the Pull Request in once you have the sign-off of another developers, or if you do not have permission to do that, you may request the reviewer to merge it for you.","title":"Pull Request process"},{"location":"CONTRIBUTING/#release-process","text":":memo: The versioning scheme we use is SemVer . Note that until we agree we're ready for v1.0.0, we will not increment major version. Ensure all desired features are merged to main branch and CHANGELOG is updated. Use bump-my-version to increase the version number in all needed places, e.g. to increase the minor version ( 1.2.3 to 1.3.0 ): bumpversion bump minor Push a tag on the new commit containing the version number, prefixed with v , e.g. v1.3.0 . Create a new GitHub Release . We hand-curate our release notes to be valuable to humans. Please do not auto-generate release notes and aim for consistency with the GitHub Release descriptions from other releases. :gear: After the GitHub release is published, multiple automations will trigger: Zenodo will create a new DOI. GitHub Actions will publish a PyPI release. :memo: earthaccess is published to conda-forge through the earthdata-feedstock , as this project was renamed early in its life. The conda package is named earthaccess .","title":"Release process"},{"location":"CONTRIBUTING/#code-of-conduct","text":"","title":"Code of Conduct"},{"location":"resources/","text":"earthaccess presentations and external resources earthaccess @ UCAR SEA Conference Slides earthaccess @ AGU poster NSIDC Cloud Data Access Guide","title":"Resources"},{"location":"resources/#earthaccess-presentations-and-external-resources","text":"earthaccess @ UCAR SEA Conference Slides earthaccess @ AGU poster NSIDC Cloud Data Access Guide","title":"earthaccess presentations and external resources"},{"location":"howto/authenticate/","text":"Authenticate with Earthdata Login The first step to use NASA Earthdata is to create an account with Earthdata Login, please follow the instructions at NASA EDL Once registered, earthaccess can use environment variables, a .netrc file or interactive input from a user to login with NASA EDL. If a strategy is not especified, env vars will be used first, then netrc and finally user's input. import earthaccess auth = earthaccess . login () If you have a .netrc file with your Earthdata Login credentials auth = earthaccess . login ( strategy = \"netrc\" ) If your Earthdata Login credentials are set as environment variables: EARTHDATA_USERNAME, EARTHDATA_PASSWORD auth = earthaccess . login ( strategy = \"environment\" ) If you wish to enter your Earthdata Login credentials when prompted with optional persistence to .netrc auth = earthaccess . login ( strategy = \"interactive\" , persist = True )","title":"Authenticate with Earthdata Login"},{"location":"howto/authenticate/#authenticate-with-earthdata-login","text":"The first step to use NASA Earthdata is to create an account with Earthdata Login, please follow the instructions at NASA EDL Once registered, earthaccess can use environment variables, a .netrc file or interactive input from a user to login with NASA EDL. If a strategy is not especified, env vars will be used first, then netrc and finally user's input. import earthaccess auth = earthaccess . login () If you have a .netrc file with your Earthdata Login credentials auth = earthaccess . login ( strategy = \"netrc\" ) If your Earthdata Login credentials are set as environment variables: EARTHDATA_USERNAME, EARTHDATA_PASSWORD auth = earthaccess . login ( strategy = \"environment\" ) If you wish to enter your Earthdata Login credentials when prompted with optional persistence to .netrc auth = earthaccess . login ( strategy = \"interactive\" , persist = True )","title":"Authenticate with Earthdata Login"},{"location":"howto/cloud/","text":"Direct S3 access for cloud-based datasets Coming soon","title":"Direct S3 access - Open/stream files in the cloud"},{"location":"howto/cloud/#direct-s3-access-for-cloud-based-datasets","text":"Coming soon","title":"Direct S3 access for cloud-based datasets"},{"location":"howto/edl/","text":"(function (global, factory) { typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() : typeof define === 'function' && define.amd ? define(factory) : (global = global || self, global.ClipboardCopyElement = factory()); 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} const body = document.body; if (!body) { return Promise.reject(new Error()); } const node = createNode(text); body.appendChild(node); copyNode(node); body.removeChild(node); return Promise.resolve(); } function copy(button) { const id = button.getAttribute('for'); const text = button.getAttribute('value'); function trigger() { button.dispatchEvent(new CustomEvent('clipboard-copy', { bubbles: true })); } if (text) { copyText(text).then(trigger); } else if (id) { const root = 'getRootNode' in Element.prototype ? button.getRootNode() : button.ownerDocument; if (!(root instanceof Document || 'ShadowRoot' in window && root instanceof ShadowRoot)) return; const node = root.getElementById(id); if (node) copyTarget(node).then(trigger); } } function copyTarget(content) { if (content instanceof HTMLInputElement || content instanceof HTMLTextAreaElement) { return copyText(content.value); } else if (content instanceof HTMLAnchorElement && content.hasAttribute('href')) { return copyText(content.href); } else { return copyNode(content); } } function clicked(event) { const button = event.currentTarget; if (button instanceof HTMLElement) { copy(button); } } function keydown(event) { if (event.key === ' ' || event.key === 'Enter') { const button = event.currentTarget; if (button instanceof HTMLElement) { event.preventDefault(); copy(button); } } } function focused(event) { event.currentTarget.addEventListener('keydown', keydown); } function blurred(event) { event.currentTarget.removeEventListener('keydown', keydown); } class ClipboardCopyElement extends HTMLElement { constructor() { super(); this.addEventListener('click', clicked); this.addEventListener('focus', focused); this.addEventListener('blur', blurred); } connectedCallback() { if (!this.hasAttribute('tabindex')) { this.setAttribute('tabindex', '0'); } if (!this.hasAttribute('role')) { this.setAttribute('role', 'button'); } } get value() { return this.getAttribute('value') || ''; } set value(text) { this.setAttribute('value', text); } } if (!window.customElements.get('clipboard-copy')) { window.ClipboardCopyElement = ClipboardCopyElement; window.customElements.define('clipboard-copy', ClipboardCopyElement); } return ClipboardCopyElement; })); document.addEventListener('clipboard-copy', function(event) { const notice = event.target.querySelector('.notice') notice.hidden = false setTimeout(function() { notice.hidden = true }, 1000) }) (function() { function addWidgetsRenderer() { var mimeElement = document.querySelector('script[type=\"application/vnd.jupyter.widget-view+json\"]'); var scriptElement = document.createElement('script'); var widgetRendererSrc = 'https://unpkg.com/@jupyter-widgets/html-manager@*/dist/embed-amd.js'; var widgetState; // Fallback for older version: try { widgetState = mimeElement && JSON.parse(mimeElement.innerHTML); if (widgetState && (widgetState.version_major < 2 || !widgetState.version_major)) { var widgetRendererSrc = 'https://unpkg.com/@jupyter-js-widgets@*/dist/embed.js'; } } catch(e) {} scriptElement.src = widgetRendererSrc; document.body.appendChild(scriptElement); } document.addEventListener('DOMContentLoaded', addWidgetsRenderer); }()); pre { line-height: 125%; } td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; } span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; } td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; } span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; } .highlight-ipynb .hll { background-color: var(--jp-cell-editor-active-background) } .highlight-ipynb { background: var(--jp-cell-editor-background); color: var(--jp-mirror-editor-variable-color) } .highlight-ipynb .c { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment */ .highlight-ipynb .err { color: var(--jp-mirror-editor-error-color) } /* Error */ .highlight-ipynb .k { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword */ .highlight-ipynb .o { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator */ .highlight-ipynb .p { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation */ .highlight-ipynb .ch { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Hashbang */ .highlight-ipynb .cm { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Multiline */ .highlight-ipynb .cp { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Preproc */ .highlight-ipynb .cpf { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.PreprocFile */ .highlight-ipynb .c1 { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Single */ .highlight-ipynb .cs { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Special */ .highlight-ipynb .kc { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Constant */ .highlight-ipynb .kd { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Declaration */ .highlight-ipynb .kn { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Namespace */ .highlight-ipynb .kp { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Pseudo */ .highlight-ipynb .kr { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Reserved */ .highlight-ipynb .kt { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Type */ .highlight-ipynb .m { color: var(--jp-mirror-editor-number-color) } /* Literal.Number */ .highlight-ipynb .s { color: var(--jp-mirror-editor-string-color) } /* Literal.String */ .highlight-ipynb .ow { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator.Word */ .highlight-ipynb .pm { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation.Marker */ .highlight-ipynb .w { color: var(--jp-mirror-editor-variable-color) } /* Text.Whitespace */ .highlight-ipynb .mb { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Bin */ .highlight-ipynb .mf { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Float */ .highlight-ipynb .mh { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Hex */ .highlight-ipynb .mi { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer */ .highlight-ipynb .mo { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Oct */ .highlight-ipynb .sa { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Affix */ .highlight-ipynb .sb { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Backtick */ .highlight-ipynb .sc { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Char */ .highlight-ipynb .dl { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Delimiter */ .highlight-ipynb .sd { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Doc */ .highlight-ipynb .s2 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Double */ .highlight-ipynb .se { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Escape */ .highlight-ipynb .sh { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Heredoc */ .highlight-ipynb .si { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Interpol */ .highlight-ipynb .sx { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Other */ .highlight-ipynb .sr { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Regex */ .highlight-ipynb .s1 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Single */ .highlight-ipynb .ss { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Symbol */ .highlight-ipynb .il { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer.Long */ /* This file is taken from the built JupyterLab theme.css Found on share/nbconvert/templates/lab/static Some changes have been made and marked with CHANGE */ .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ --jp-shadow-base-lightness: 0; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-400); --jp-border-color1: var(--md-grey-400); --jp-border-color2: var(--md-grey-300); --jp-border-color3: var(--md-grey-200); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(0, 0, 0, 1); --jp-ui-font-color1: rgba(0, 0, 0, 0.87); --jp-ui-font-color2: rgba(0, 0, 0, 0.54); --jp-ui-font-color3: rgba(0, 0, 0, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7); --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(0, 0, 0, 1); --jp-content-font-color1: rgba(0, 0, 0, 0.87); --jp-content-font-color2: rgba(0, 0, 0, 0.54); --jp-content-font-color3: rgba(0, 0, 0, 0.38); --jp-content-link-color: var(--md-blue-700); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: white; --jp-layout-color1: white; --jp-layout-color2: var(--md-grey-200); --jp-layout-color3: var(--md-grey-400); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: #111111; --jp-inverse-layout-color1: var(--md-grey-900); --jp-inverse-layout-color2: var(--md-grey-800); --jp-inverse-layout-color3: var(--md-grey-700); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-900); --jp-brand-color1: var(--md-blue-700); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-900); --jp-accent-color1: var(--md-green-700); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-900); --jp-warn-color1: var(--md-orange-700); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-900); --jp-error-color1: var(--md-red-700); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-900); --jp-success-color1: var(--md-green-700); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-900); --jp-info-color1: var(--md-cyan-700); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--md-grey-100); --jp-cell-editor-border-color: var(--md-grey-300); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 0.5; --jp-cell-prompt-not-active-font-color: var(--md-grey-700); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: var(--md-blue-50); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: #fdd; --jp-rendermime-table-row-background: var(--md-grey-100); --jp-rendermime-table-row-hover-background: var(--md-light-blue-50); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.25); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color1); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--md-grey-300); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color1); --jp-input-hover-background: var(--jp-layout-color1); --jp-input-background: var(--md-grey-100); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: #d9d9d9; --jp-editor-selected-focused-background: #d7d4f0; --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: #008000; --jp-mirror-editor-atom-color: #88f; --jp-mirror-editor-number-color: #080; --jp-mirror-editor-def-color: #00f; --jp-mirror-editor-variable-color: var(--md-grey-900); --jp-mirror-editor-variable-2-color: #05a; --jp-mirror-editor-variable-3-color: #085; --jp-mirror-editor-punctuation-color: #05a; --jp-mirror-editor-property-color: #05a; --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ba2121; --jp-mirror-editor-string-2-color: #708; --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: #008000; --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: #170; --jp-mirror-editor-attribute-color: #00c; --jp-mirror-editor-header-color: blue; --jp-mirror-editor-quote-color: #090; --jp-mirror-editor-link-color: #00c; --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: white; /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.5; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(245, 200, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } [data-md-color-scheme=\"slate\"] .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout * colors used in the theme as well. */ --jp-shadow-base-lightness: 32; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-700); --jp-border-color1: var(--md-grey-700); --jp-border-color2: var(--md-grey-800); --jp-border-color3: var(--md-grey-900); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(255, 255, 255, 1); --jp-ui-font-color1: rgba(255, 255, 255, 0.87); --jp-ui-font-color2: rgba(255, 255, 255, 0.54); --jp-ui-font-color3: rgba(255, 255, 255, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1); --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8); --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5); --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(255, 255, 255, 1); --jp-content-font-color1: rgba(255, 255, 255, 1); --jp-content-font-color2: rgba(255, 255, 255, 0.7); --jp-content-font-color3: rgba(255, 255, 255, 0.5); --jp-content-link-color: var(--md-blue-300); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: #111111; --jp-layout-color1: var(--md-grey-900); --jp-layout-color2: var(--md-grey-800); --jp-layout-color3: var(--md-grey-700); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: white; --jp-inverse-layout-color1: white; --jp-inverse-layout-color2: var(--md-grey-200); --jp-inverse-layout-color3: var(--md-grey-400); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-700); --jp-brand-color1: var(--md-blue-500); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-700); --jp-accent-color1: var(--md-green-500); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-700); --jp-warn-color1: var(--md-orange-500); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-700); --jp-error-color1: var(--md-red-500); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-700); --jp-success-color1: var(--md-green-500); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-700); --jp-info-color1: var(--md-cyan-500); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--jp-layout-color1); --jp-cell-editor-border-color: var(--md-grey-700); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 1; --jp-cell-prompt-not-active-font-color: var(--md-grey-300); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: rgba(244, 67, 54, 0.28); --jp-rendermime-table-row-background: var(--md-grey-900); --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.6); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color2); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--jp-layout-color0); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color0); --jp-input-hover-background: var(--jp-layout-color2); --jp-input-background: var(--md-grey-800); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: var(--jp-layout-color2); --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24); --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: var(--md-green-500); --jp-mirror-editor-atom-color: var(--md-blue-300); --jp-mirror-editor-number-color: var(--md-green-400); --jp-mirror-editor-def-color: var(--md-blue-600); --jp-mirror-editor-variable-color: var(--md-grey-300); --jp-mirror-editor-variable-2-color: var(--md-blue-400); --jp-mirror-editor-variable-3-color: var(--md-green-600); --jp-mirror-editor-punctuation-color: var(--md-blue-400); --jp-mirror-editor-property-color: var(--md-blue-400); --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ff7070; --jp-mirror-editor-string-2-color: var(--md-purple-300); --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: var(--md-green-600); --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: var(--md-green-700); --jp-mirror-editor-attribute-color: var(--md-blue-700); --jp-mirror-editor-header-color: var(--md-blue-500); --jp-mirror-editor-quote-color: var(--md-green-300); --jp-mirror-editor-link-color: var(--md-blue-700); --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: var(--md-grey-400); /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.6; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(255, 225, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* scrollbar related styles. Supports every browser except Edge. */ /* colors based on JetBrain's Darcula theme */ --jp-scrollbar-background-color: #3f4244; --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */ --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */ /* hacks for setting the thumb shape. These do nothing in Firefox */ --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */ --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */ /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } :root{--md-red-50: #ffebee;--md-red-100: #ffcdd2;--md-red-200: #ef9a9a;--md-red-300: #e57373;--md-red-400: #ef5350;--md-red-500: #f44336;--md-red-600: #e53935;--md-red-700: #d32f2f;--md-red-800: #c62828;--md-red-900: #b71c1c;--md-red-A100: #ff8a80;--md-red-A200: #ff5252;--md-red-A400: #ff1744;--md-red-A700: #d50000;--md-pink-50: #fce4ec;--md-pink-100: #f8bbd0;--md-pink-200: #f48fb1;--md-pink-300: #f06292;--md-pink-400: #ec407a;--md-pink-500: #e91e63;--md-pink-600: #d81b60;--md-pink-700: #c2185b;--md-pink-800: #ad1457;--md-pink-900: #880e4f;--md-pink-A100: #ff80ab;--md-pink-A200: #ff4081;--md-pink-A400: #f50057;--md-pink-A700: #c51162;--md-purple-50: #f3e5f5;--md-purple-100: #e1bee7;--md-purple-200: #ce93d8;--md-purple-300: #ba68c8;--md-purple-400: #ab47bc;--md-purple-500: #9c27b0;--md-purple-600: #8e24aa;--md-purple-700: #7b1fa2;--md-purple-800: #6a1b9a;--md-purple-900: #4a148c;--md-purple-A100: #ea80fc;--md-purple-A200: #e040fb;--md-purple-A400: #d500f9;--md-purple-A700: #aa00ff;--md-deep-purple-50: #ede7f6;--md-deep-purple-100: #d1c4e9;--md-deep-purple-200: #b39ddb;--md-deep-purple-300: #9575cd;--md-deep-purple-400: #7e57c2;--md-deep-purple-500: #673ab7;--md-deep-purple-600: #5e35b1;--md-deep-purple-700: #512da8;--md-deep-purple-800: #4527a0;--md-deep-purple-900: #311b92;--md-deep-purple-A100: #b388ff;--md-deep-purple-A200: #7c4dff;--md-deep-purple-A400: #651fff;--md-deep-purple-A700: #6200ea;--md-indigo-50: #e8eaf6;--md-indigo-100: #c5cae9;--md-indigo-200: #9fa8da;--md-indigo-300: #7986cb;--md-indigo-400: #5c6bc0;--md-indigo-500: #3f51b5;--md-indigo-600: #3949ab;--md-indigo-700: #303f9f;--md-indigo-800: #283593;--md-indigo-900: #1a237e;--md-indigo-A100: #8c9eff;--md-indigo-A200: #536dfe;--md-indigo-A400: #3d5afe;--md-indigo-A700: #304ffe;--md-blue-50: #e3f2fd;--md-blue-100: #bbdefb;--md-blue-200: #90caf9;--md-blue-300: #64b5f6;--md-blue-400: #42a5f5;--md-blue-500: #2196f3;--md-blue-600: #1e88e5;--md-blue-700: #1976d2;--md-blue-800: #1565c0;--md-blue-900: #0d47a1;--md-blue-A100: #82b1ff;--md-blue-A200: #448aff;--md-blue-A400: #2979ff;--md-blue-A700: #2962ff;--md-light-blue-50: #e1f5fe;--md-light-blue-100: #b3e5fc;--md-light-blue-200: #81d4fa;--md-light-blue-300: #4fc3f7;--md-light-blue-400: #29b6f6;--md-light-blue-500: #03a9f4;--md-light-blue-600: #039be5;--md-light-blue-700: #0288d1;--md-light-blue-800: #0277bd;--md-light-blue-900: #01579b;--md-light-blue-A100: #80d8ff;--md-light-blue-A200: #40c4ff;--md-light-blue-A400: #00b0ff;--md-light-blue-A700: #0091ea;--md-cyan-50: #e0f7fa;--md-cyan-100: #b2ebf2;--md-cyan-200: #80deea;--md-cyan-300: #4dd0e1;--md-cyan-400: #26c6da;--md-cyan-500: #00bcd4;--md-cyan-600: #00acc1;--md-cyan-700: #0097a7;--md-cyan-800: #00838f;--md-cyan-900: #006064;--md-cyan-A100: #84ffff;--md-cyan-A200: #18ffff;--md-cyan-A400: #00e5ff;--md-cyan-A700: #00b8d4;--md-teal-50: #e0f2f1;--md-teal-100: #b2dfdb;--md-teal-200: #80cbc4;--md-teal-300: #4db6ac;--md-teal-400: #26a69a;--md-teal-500: #009688;--md-teal-600: #00897b;--md-teal-700: #00796b;--md-teal-800: #00695c;--md-teal-900: #004d40;--md-teal-A100: #a7ffeb;--md-teal-A200: #64ffda;--md-teal-A400: #1de9b6;--md-teal-A700: #00bfa5;--md-green-50: #e8f5e9;--md-green-100: #c8e6c9;--md-green-200: #a5d6a7;--md-green-300: #81c784;--md-green-400: #66bb6a;--md-green-500: #4caf50;--md-green-600: #43a047;--md-green-700: #388e3c;--md-green-800: #2e7d32;--md-green-900: #1b5e20;--md-green-A100: #b9f6ca;--md-green-A200: #69f0ae;--md-green-A400: #00e676;--md-green-A700: 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sourceMappingURL=mkdocs-jupyter.css.map*/ init_mathjax = function() { if (window.MathJax) { // MathJax loaded MathJax.Hub.Config({ TeX: { equationNumbers: { autoNumber: \"AMS\", useLabelIds: true } }, tex2jax: { inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ], displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ], processEscapes: true, processEnvironments: true }, displayAlign: 'center', CommonHTML: { linebreaks: { automatic: true } } }); MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]); } } init_mathjax(); earthaccess and NASA EDL \u00b6 earthaccess allows us to access data from datasets behind NASA EDL. This library comes with handy methods to generate an access token, create an authenticated Python requests session or fsspec file accessors. The following are simple examples of what can we do with them. In [1]: Copied! import earthaccess auth = earthaccess . login () import earthaccess auth = earthaccess.login() You're now authenticated with NASA Earthdata Login Using token with expiration date: 12/10/2023 Using environment variables for EDL Data in AWS \u00b6 If the data we want to access is on AWS, we can use earthaccess to generate temporary S3 credentials for any of the DAACs In [2]: Copied! s3_credentials = auth . get_s3_credentials ( \"NSIDC\" ) s3_credentials s3_credentials = auth.get_s3_credentials(\"NSIDC\") s3_credentials Out[2]: {'accessKeyId': 'ASIA2D3OGJNTNGQA663P', 'secretAccessKey': 'c1ALMyzKnwMdeg3G4KucyGdGmz2W1KyxJLbxCnQQ', 'sessionToken': 'FwoGZXIvYXdzEAAaDGXoW2gEBrU78DxLciLcAQ7Q8XBv/8XL/kJ9XU84w3Z0yIh/8YHh2siYep0oPuJTvbzFwZpk+tvPczRkAikZxw7eVmJQ8stgVq+xQ3a4aBd8VMlcNi6ZoA9DJKagE7LKimvsZnHjk7E2Kz0EyMlhQsupYe+YCM+xIBsDgfOBHah4tyRQutjwncHw8oRoLhqseZ4QZg3VydSmAXo5bJFKepD/V38Bi2vwXiL6EzS0gAS8TIsElmddAc2M9U3po5PB/SDwii/AkYe4b+SuEs0OPs/i2X++efbXUZd4ME/EgZAjxHaESmkgXOIbn1Iouc2cqQYyLQgMU03Tj+6w19DDf+rQ+4rm+pYzkAMieEhWM5LCNMKeEVbeETCCz6m+6TQoSQ==', 'expiration': '2023-10-11 23:50:33+00:00'} These S3 temporary credentials are valid for 1 hour and can be used by third party libraries that support S3 buckets. HTTPS access \u00b6 We can also access data over HTTP using presigned Python requests sessions. The advantage of these sessions is that they work on every DAAC or data in S3 when accessed through HTTPS. In [3]: Copied! nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" # this is a Python requests session session = earthaccess . get_requests_https_session () nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" # this is a Python requests session session = earthaccess.get_requests_https_session() In [4]: Copied! headers = { \"Range\" : \"bytes=0-100\" } r = session . get ( lpcloud_url , headers = headers ) r . text headers = {\"Range\": \"bytes=0-100\"} r = session.get(lpcloud_url, headers=headers) r.text Out[4]: '\ufffdHDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffdHUn\\x00\\x00\\x00\\x00\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR\\x02' Accessing remote files as if they were local with fsspec \u00b6 In [5]: Copied! fs = earthaccess . get_fsspec_https_session () fs = earthaccess.get_fsspec_https_session() In [6]: Copied! with fs . open ( lpcloud_url ) as f : data = f . read ( 100 ) data with fs.open(lpcloud_url) as f: data = f.read(100) data Out[6]: b'\\x89HDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xd7HUn\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR' In [7]: Copied! %% time import xarray as xr # earthaccess can open a list of files files = earthaccess . open ([ lpcloud_url ]) ds = xr . open_dataset ( files [ 0 ], group = \"sensor_band_parameters\" ) ds %%time import xarray as xr # earthaccess can open a list of files files = earthaccess.open([lpcloud_url]) ds = xr.open_dataset(files[0], group=\"sensor_band_parameters\") ds var element = document.getElementById('579061c6-49a8-4203-82cc-ed622a7e4a50'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"8736a71e293f4e779463c2bdc0d1b37a\"} var element = document.getElementById('2c6a093a-0c31-4bd4-bec6-9d4586d804b7'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"2ab6685260df491eb803af49e8bb8dc2\"} var element = document.getElementById('9f6bbec0-a2eb-4ebd-8ba5-7e29c0fa157c'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"0069e6abc5094fcbb98b76fd77054673\"} CPU times: user 2.67 s, sys: 271 ms, total: 2.94 s Wall time: 14.4 s Out[7]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, .xr-header > ul { display: inline; margin-top: 0; margin-bottom: 0; } .xr-obj-type, .xr-array-name { margin-left: 2px; margin-right: 10px; } .xr-obj-type { color: var(--xr-font-color2); } .xr-sections { padding-left: 0 !important; display: grid; grid-template-columns: 150px auto auto 1fr 20px 20px; } .xr-section-item { display: contents; } .xr-section-item input { display: none; } .xr-section-item input + label { color: var(--xr-disabled-color); } .xr-section-item input:enabled + label { cursor: pointer; color: var(--xr-font-color2); } .xr-section-item input:enabled + label:hover { color: var(--xr-font-color0); } .xr-section-summary { grid-column: 1; color: var(--xr-font-color2); font-weight: 500; } .xr-section-summary > span { display: inline-block; padding-left: 0.5em; } .xr-section-summary-in:disabled + label { color: var(--xr-font-color2); } .xr-section-summary-in + label:before { display: inline-block; content: '\u25ba'; font-size: 11px; width: 15px; text-align: center; } .xr-section-summary-in:disabled + label:before { color: var(--xr-disabled-color); } .xr-section-summary-in:checked + label:before { content: '\u25bc'; } .xr-section-summary-in:checked + label > span { display: none; } .xr-section-summary, .xr-section-inline-details { padding-top: 4px; padding-bottom: 4px; } .xr-section-inline-details { grid-column: 2 / -1; } .xr-section-details { display: none; grid-column: 1 / -1; margin-bottom: 5px; } .xr-section-summary-in:checked ~ .xr-section-details { display: contents; } .xr-array-wrap { grid-column: 1 / -1; display: grid; grid-template-columns: 20px auto; } .xr-array-wrap > label { grid-column: 1; vertical-align: top; } .xr-preview { color: var(--xr-font-color3); } .xr-array-preview, .xr-array-data { padding: 0 5px !important; grid-column: 2; } .xr-array-data, .xr-array-in:checked ~ .xr-array-preview { display: none; } .xr-array-in:checked ~ .xr-array-data, .xr-array-preview { display: inline-block; } .xr-dim-list { display: inline-block !important; list-style: none; padding: 0 !important; margin: 0; } .xr-dim-list li { display: inline-block; padding: 0; margin: 0; } .xr-dim-list:before { content: '('; } .xr-dim-list:after { content: ')'; } .xr-dim-list li:not(:last-child):after { content: ','; padding-right: 5px; } .xr-has-index { font-weight: bold; } .xr-var-list, .xr-var-item { display: contents; } .xr-var-item > div, .xr-var-item label, .xr-var-item > .xr-var-name span { background-color: var(--xr-background-color-row-even); margin-bottom: 0; } .xr-var-item > .xr-var-name:hover span { padding-right: 5px; } .xr-var-list > li:nth-child(odd) > div, .xr-var-list > li:nth-child(odd) > label, .xr-var-list > li:nth-child(odd) > .xr-var-name span { background-color: var(--xr-background-color-row-odd); } .xr-var-name { grid-column: 1; } .xr-var-dims { grid-column: 2; } .xr-var-dtype { grid-column: 3; text-align: right; color: var(--xr-font-color2); } .xr-var-preview { grid-column: 4; } .xr-index-preview { grid-column: 2 / 5; color: var(--xr-font-color2); } .xr-var-name, .xr-var-dims, .xr-var-dtype, .xr-preview, .xr-attrs dt { white-space: nowrap; overflow: hidden; text-overflow: ellipsis; padding-right: 10px; } .xr-var-name:hover, .xr-var-dims:hover, .xr-var-dtype:hover, .xr-attrs dt:hover { overflow: visible; width: auto; z-index: 1; } .xr-var-attrs, .xr-var-data, .xr-index-data { display: none; background-color: var(--xr-background-color) !important; padding-bottom: 5px !important; } .xr-var-attrs-in:checked ~ .xr-var-attrs, .xr-var-data-in:checked ~ .xr-var-data, .xr-index-data-in:checked ~ .xr-index-data { display: block; } .xr-var-data > table { float: right; } .xr-var-name span, .xr-var-data, .xr-index-name div, .xr-index-data, .xr-attrs { padding-left: 25px !important; } .xr-attrs, .xr-var-attrs, .xr-var-data, .xr-index-data { grid-column: 1 / -1; } dl.xr-attrs { padding: 0; margin: 0; display: grid; grid-template-columns: 125px auto; } .xr-attrs dt, .xr-attrs dd { padding: 0; margin: 0; float: left; padding-right: 10px; width: auto; } .xr-attrs dt { font-weight: normal; grid-column: 1; } .xr-attrs dt:hover span { display: inline-block; background: var(--xr-background-color); padding-right: 10px; } .xr-attrs dd { grid-column: 2; white-space: pre-wrap; word-break: break-all; } .xr-icon-database, .xr-icon-file-text2, .xr-no-icon { display: inline-block; vertical-align: middle; width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (bands: 285) Dimensions without coordinates: bands Data variables: wavelengths (bands) float32 ... fwhm (bands) float32 ... good_wavelengths (bands) float32 ... xarray.Dataset Dimensions: bands : 285 Coordinates: (0) Data variables: (3) wavelengths (bands) float32 ... long_name : Wavelength Centers units : nm [285 values with dtype=float32] fwhm (bands) float32 ... long_name : Full Width at Half Max units : nm [285 values with dtype=float32] good_wavelengths (bands) float32 ... long_name : Wavelengths where reflectance is useable: 1 = good data, 0 = bad data units : unitless [285 values with dtype=float32] Indexes: (0) Attributes: (0)","title":"earthaccess and NASA EDL"},{"location":"howto/edl/#earthaccess-and-nasa-edl","text":"earthaccess allows us to access data from datasets behind NASA EDL. This library comes with handy methods to generate an access token, create an authenticated Python requests session or fsspec file accessors. The following are simple examples of what can we do with them. In [1]: Copied! import earthaccess auth = earthaccess . login () import earthaccess auth = earthaccess.login() You're now authenticated with NASA Earthdata Login Using token with expiration date: 12/10/2023 Using environment variables for EDL","title":"earthaccess and NASA EDL"},{"location":"howto/edl/#data-in-aws","text":"If the data we want to access is on AWS, we can use earthaccess to generate temporary S3 credentials for any of the DAACs In [2]: Copied! s3_credentials = auth . get_s3_credentials ( \"NSIDC\" ) s3_credentials s3_credentials = auth.get_s3_credentials(\"NSIDC\") s3_credentials Out[2]: {'accessKeyId': 'ASIA2D3OGJNTNGQA663P', 'secretAccessKey': 'c1ALMyzKnwMdeg3G4KucyGdGmz2W1KyxJLbxCnQQ', 'sessionToken': 'FwoGZXIvYXdzEAAaDGXoW2gEBrU78DxLciLcAQ7Q8XBv/8XL/kJ9XU84w3Z0yIh/8YHh2siYep0oPuJTvbzFwZpk+tvPczRkAikZxw7eVmJQ8stgVq+xQ3a4aBd8VMlcNi6ZoA9DJKagE7LKimvsZnHjk7E2Kz0EyMlhQsupYe+YCM+xIBsDgfOBHah4tyRQutjwncHw8oRoLhqseZ4QZg3VydSmAXo5bJFKepD/V38Bi2vwXiL6EzS0gAS8TIsElmddAc2M9U3po5PB/SDwii/AkYe4b+SuEs0OPs/i2X++efbXUZd4ME/EgZAjxHaESmkgXOIbn1Iouc2cqQYyLQgMU03Tj+6w19DDf+rQ+4rm+pYzkAMieEhWM5LCNMKeEVbeETCCz6m+6TQoSQ==', 'expiration': '2023-10-11 23:50:33+00:00'} These S3 temporary credentials are valid for 1 hour and can be used by third party libraries that support S3 buckets.","title":"Data in AWS"},{"location":"howto/edl/#https-access","text":"We can also access data over HTTP using presigned Python requests sessions. The advantage of these sessions is that they work on every DAAC or data in S3 when accessed through HTTPS. In [3]: Copied! nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" # this is a Python requests session session = earthaccess . get_requests_https_session () nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" # this is a Python requests session session = earthaccess.get_requests_https_session() In [4]: Copied! headers = { \"Range\" : \"bytes=0-100\" } r = session . get ( lpcloud_url , headers = headers ) r . text headers = {\"Range\": \"bytes=0-100\"} r = session.get(lpcloud_url, headers=headers) r.text Out[4]: '\ufffdHDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffdHUn\\x00\\x00\\x00\\x00\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR\\x02'","title":"HTTPS access"},{"location":"howto/edl/#accessing-remote-files-as-if-they-were-local-with-fsspec","text":"In [5]: Copied! fs = earthaccess . get_fsspec_https_session () fs = earthaccess.get_fsspec_https_session() In [6]: Copied! with fs . open ( lpcloud_url ) as f : data = f . read ( 100 ) data with fs.open(lpcloud_url) as f: data = f.read(100) data Out[6]: b'\\x89HDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xd7HUn\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR' In [7]: Copied! %% time import xarray as xr # earthaccess can open a list of files files = earthaccess . open ([ lpcloud_url ]) ds = xr . open_dataset ( files [ 0 ], group = \"sensor_band_parameters\" ) ds %%time import xarray as xr # earthaccess can open a list of files files = earthaccess.open([lpcloud_url]) ds = xr.open_dataset(files[0], group=\"sensor_band_parameters\") ds var element = document.getElementById('579061c6-49a8-4203-82cc-ed622a7e4a50'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"8736a71e293f4e779463c2bdc0d1b37a\"} var element = document.getElementById('2c6a093a-0c31-4bd4-bec6-9d4586d804b7'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"2ab6685260df491eb803af49e8bb8dc2\"} var element = document.getElementById('9f6bbec0-a2eb-4ebd-8ba5-7e29c0fa157c'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"0069e6abc5094fcbb98b76fd77054673\"} CPU times: user 2.67 s, sys: 271 ms, total: 2.94 s Wall time: 14.4 s Out[7]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, .xr-header > ul { display: inline; margin-top: 0; margin-bottom: 0; } .xr-obj-type, .xr-array-name { margin-left: 2px; margin-right: 10px; } .xr-obj-type { color: var(--xr-font-color2); } .xr-sections { padding-left: 0 !important; display: grid; grid-template-columns: 150px auto auto 1fr 20px 20px; } .xr-section-item { display: contents; } .xr-section-item input { display: none; } .xr-section-item input + label { color: var(--xr-disabled-color); } .xr-section-item input:enabled + label { cursor: pointer; color: var(--xr-font-color2); } .xr-section-item input:enabled + label:hover { color: var(--xr-font-color0); } .xr-section-summary { grid-column: 1; color: var(--xr-font-color2); font-weight: 500; } .xr-section-summary > span { display: inline-block; padding-left: 0.5em; } .xr-section-summary-in:disabled + label { color: var(--xr-font-color2); } .xr-section-summary-in + label:before { display: inline-block; content: '\u25ba'; font-size: 11px; width: 15px; text-align: center; } .xr-section-summary-in:disabled + label:before { color: var(--xr-disabled-color); } .xr-section-summary-in:checked + label:before { content: '\u25bc'; } .xr-section-summary-in:checked + label > span { display: none; } .xr-section-summary, .xr-section-inline-details { padding-top: 4px; padding-bottom: 4px; } .xr-section-inline-details { grid-column: 2 / -1; } .xr-section-details { display: none; grid-column: 1 / -1; margin-bottom: 5px; } .xr-section-summary-in:checked ~ .xr-section-details { display: contents; } .xr-array-wrap { grid-column: 1 / -1; display: grid; grid-template-columns: 20px auto; } .xr-array-wrap > label { grid-column: 1; vertical-align: top; } .xr-preview { color: var(--xr-font-color3); } .xr-array-preview, .xr-array-data { padding: 0 5px !important; grid-column: 2; } .xr-array-data, .xr-array-in:checked ~ .xr-array-preview { display: none; } .xr-array-in:checked ~ .xr-array-data, .xr-array-preview { display: inline-block; } .xr-dim-list { display: inline-block !important; list-style: none; padding: 0 !important; margin: 0; } .xr-dim-list li { display: inline-block; padding: 0; margin: 0; } .xr-dim-list:before { content: '('; } .xr-dim-list:after { content: ')'; } .xr-dim-list li:not(:last-child):after { content: ','; padding-right: 5px; } .xr-has-index { font-weight: bold; } .xr-var-list, .xr-var-item { display: contents; } .xr-var-item > div, .xr-var-item label, .xr-var-item > .xr-var-name span { background-color: var(--xr-background-color-row-even); margin-bottom: 0; } .xr-var-item > .xr-var-name:hover span { padding-right: 5px; } .xr-var-list > li:nth-child(odd) > div, .xr-var-list > li:nth-child(odd) > label, .xr-var-list > li:nth-child(odd) > .xr-var-name span { background-color: var(--xr-background-color-row-odd); } .xr-var-name { grid-column: 1; } .xr-var-dims { grid-column: 2; } .xr-var-dtype { grid-column: 3; text-align: right; color: var(--xr-font-color2); } .xr-var-preview { grid-column: 4; } .xr-index-preview { grid-column: 2 / 5; color: var(--xr-font-color2); } .xr-var-name, .xr-var-dims, .xr-var-dtype, .xr-preview, .xr-attrs dt { white-space: nowrap; overflow: hidden; text-overflow: ellipsis; padding-right: 10px; } .xr-var-name:hover, .xr-var-dims:hover, .xr-var-dtype:hover, .xr-attrs dt:hover { overflow: visible; width: auto; z-index: 1; } .xr-var-attrs, .xr-var-data, .xr-index-data { display: none; 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width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (bands: 285) Dimensions without coordinates: bands Data variables: wavelengths (bands) float32 ... fwhm (bands) float32 ... good_wavelengths (bands) float32 ... xarray.Dataset Dimensions: bands : 285 Coordinates: (0) Data variables: (3) wavelengths (bands) float32 ... long_name : Wavelength Centers units : nm [285 values with dtype=float32] fwhm (bands) float32 ... long_name : Full Width at Half Max units : nm [285 values with dtype=float32] good_wavelengths (bands) float32 ... long_name : Wavelengths where reflectance is useable: 1 = good data, 0 = bad data units : unitless [285 values with dtype=float32] Indexes: (0) Attributes: (0)","title":"Accessing remote files as if they were local with fsspec"},{"location":"howto/onprem/","text":"Download data for on-prem datasets Import the earthaccess library, search for granules in an on-prem dataset and download to a local computer. The Sea Ice Concentrations from Nimbus-7 SMMR and DMSP SSM/I-SSMIS Passive Microwave Data, Version 2, dataset is used. This has the shortname NSIDC-0051. We search for and download data granules for the northern hemisphere for November 2023. In this example, granules are downloaded to the current working directory using the local_path keyword. This can be changed to your preferred download location. import earthaccess auth = earthaccess . login () results = earthaccess . search_data ( short_name = 'NSIDC-0051' , temporal = ( '2022-11-01' , '2022-11-30' ), bounding_box = ( - 180 , 0 , 180 , 90 ) ) downloaded_files = earthaccess . download ( results , local_path = '.' , )","title":"Download data from on-prem location"},{"location":"howto/onprem/#download-data-for-on-prem-datasets","text":"Import the earthaccess library, search for granules in an on-prem dataset and download to a local computer. The Sea Ice Concentrations from Nimbus-7 SMMR and DMSP SSM/I-SSMIS Passive Microwave Data, Version 2, dataset is used. This has the shortname NSIDC-0051. We search for and download data granules for the northern hemisphere for November 2023. In this example, granules are downloaded to the current working directory using the local_path keyword. This can be changed to your preferred download location. import earthaccess auth = earthaccess . login () results = earthaccess . search_data ( short_name = 'NSIDC-0051' , temporal = ( '2022-11-01' , '2022-11-30' ), bounding_box = ( - 180 , 0 , 180 , 90 ) ) downloaded_files = earthaccess . download ( results , local_path = '.' , )","title":"Download data for on-prem datasets"},{"location":"howto/search-collections/","text":"how to search for data collections using spatial, temporal, keyword filters Coming soon","title":"Search NASA datasets using filters"},{"location":"howto/search-collections/#how-to-search-for-data-collections-using-spatial-temporal-keyword-filters","text":"Coming soon","title":"how to search for data collections using spatial, temporal, keyword filters"},{"location":"howto/search-granules/","text":"Import earthaccess library and search for granules within a data set using spatial and temporal filters. You need to know the short name of the data set which can be found on the data set landing page. import earthaccess results = earthaccess . search_data ( short_name = \"ATL06\" , version = \"005\" , cloud_hosted = True , bounding_box = ( - 10 , 20 , 10 , 50 ), temporal = ( \"2020-02\" , \"2020-03\" ), count = 100 )","title":"Search for data using filters"},{"location":"howto/storage-location/","text":"Determine if a data set is on-prem or in the cloud Coming soon","title":"Determine if a dataset is available in the cloud"},{"location":"howto/storage-location/#determine-if-a-data-set-is-on-prem-or-in-the-cloud","text":"Coming soon","title":"Determine if a data set is on-prem or in the cloud"},{"location":"tutorials/SSL/","text":"(function (global, factory) { typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() : typeof define === 'function' && define.amd ? define(factory) : (global = global || self, global.ClipboardCopyElement = factory()); }(this, function () { 'use strict'; 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When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(0, 0, 0, 1); --jp-content-font-color1: rgba(0, 0, 0, 0.87); --jp-content-font-color2: rgba(0, 0, 0, 0.54); --jp-content-font-color3: rgba(0, 0, 0, 0.38); --jp-content-link-color: var(--md-blue-700); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: white; --jp-layout-color1: white; --jp-layout-color2: var(--md-grey-200); --jp-layout-color3: var(--md-grey-400); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: #111111; --jp-inverse-layout-color1: var(--md-grey-900); --jp-inverse-layout-color2: var(--md-grey-800); --jp-inverse-layout-color3: var(--md-grey-700); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-900); --jp-brand-color1: var(--md-blue-700); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-900); --jp-accent-color1: var(--md-green-700); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-900); --jp-warn-color1: var(--md-orange-700); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-900); --jp-error-color1: var(--md-red-700); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-900); --jp-success-color1: var(--md-green-700); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-900); --jp-info-color1: var(--md-cyan-700); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--md-grey-100); --jp-cell-editor-border-color: var(--md-grey-300); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 0.5; --jp-cell-prompt-not-active-font-color: var(--md-grey-700); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: var(--md-blue-50); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: #fdd; --jp-rendermime-table-row-background: var(--md-grey-100); --jp-rendermime-table-row-hover-background: var(--md-light-blue-50); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.25); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color1); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--md-grey-300); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color1); --jp-input-hover-background: var(--jp-layout-color1); --jp-input-background: var(--md-grey-100); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: #d9d9d9; --jp-editor-selected-focused-background: #d7d4f0; --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: #008000; --jp-mirror-editor-atom-color: #88f; --jp-mirror-editor-number-color: #080; --jp-mirror-editor-def-color: #00f; --jp-mirror-editor-variable-color: var(--md-grey-900); --jp-mirror-editor-variable-2-color: #05a; --jp-mirror-editor-variable-3-color: #085; --jp-mirror-editor-punctuation-color: #05a; --jp-mirror-editor-property-color: #05a; --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ba2121; --jp-mirror-editor-string-2-color: #708; --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: #008000; --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: #170; --jp-mirror-editor-attribute-color: #00c; --jp-mirror-editor-header-color: blue; --jp-mirror-editor-quote-color: #090; --jp-mirror-editor-link-color: #00c; --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: white; /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.5; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(245, 200, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } [data-md-color-scheme=\"slate\"] .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout * colors used in the theme as well. */ --jp-shadow-base-lightness: 32; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-700); --jp-border-color1: var(--md-grey-700); --jp-border-color2: var(--md-grey-800); --jp-border-color3: var(--md-grey-900); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(255, 255, 255, 1); --jp-ui-font-color1: rgba(255, 255, 255, 0.87); --jp-ui-font-color2: rgba(255, 255, 255, 0.54); --jp-ui-font-color3: rgba(255, 255, 255, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1); --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8); --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5); --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(255, 255, 255, 1); --jp-content-font-color1: rgba(255, 255, 255, 1); --jp-content-font-color2: rgba(255, 255, 255, 0.7); --jp-content-font-color3: rgba(255, 255, 255, 0.5); --jp-content-link-color: var(--md-blue-300); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: #111111; --jp-layout-color1: var(--md-grey-900); --jp-layout-color2: var(--md-grey-800); --jp-layout-color3: var(--md-grey-700); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: white; --jp-inverse-layout-color1: white; --jp-inverse-layout-color2: var(--md-grey-200); --jp-inverse-layout-color3: var(--md-grey-400); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-700); --jp-brand-color1: var(--md-blue-500); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-700); --jp-accent-color1: var(--md-green-500); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-700); --jp-warn-color1: var(--md-orange-500); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-700); --jp-error-color1: var(--md-red-500); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-700); --jp-success-color1: var(--md-green-500); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-700); --jp-info-color1: var(--md-cyan-500); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--jp-layout-color1); --jp-cell-editor-border-color: var(--md-grey-700); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 1; --jp-cell-prompt-not-active-font-color: var(--md-grey-300); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: rgba(244, 67, 54, 0.28); --jp-rendermime-table-row-background: var(--md-grey-900); --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.6); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color2); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--jp-layout-color0); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color0); --jp-input-hover-background: var(--jp-layout-color2); --jp-input-background: var(--md-grey-800); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: var(--jp-layout-color2); --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24); --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: var(--md-green-500); --jp-mirror-editor-atom-color: var(--md-blue-300); --jp-mirror-editor-number-color: var(--md-green-400); --jp-mirror-editor-def-color: var(--md-blue-600); --jp-mirror-editor-variable-color: var(--md-grey-300); --jp-mirror-editor-variable-2-color: var(--md-blue-400); --jp-mirror-editor-variable-3-color: var(--md-green-600); --jp-mirror-editor-punctuation-color: var(--md-blue-400); --jp-mirror-editor-property-color: var(--md-blue-400); --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ff7070; --jp-mirror-editor-string-2-color: var(--md-purple-300); --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: var(--md-green-600); --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: var(--md-green-700); --jp-mirror-editor-attribute-color: var(--md-blue-700); --jp-mirror-editor-header-color: var(--md-blue-500); --jp-mirror-editor-quote-color: var(--md-green-300); --jp-mirror-editor-link-color: var(--md-blue-700); --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: var(--md-grey-400); /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.6; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(255, 225, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* scrollbar related styles. Supports every browser except Edge. */ /* colors based on JetBrain's Darcula theme */ --jp-scrollbar-background-color: #3f4244; --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */ --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */ /* hacks for setting the thumb shape. 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sourceMappingURL=mkdocs-jupyter.css.map*/ init_mathjax = function() { if (window.MathJax) { // MathJax loaded MathJax.Hub.Config({ TeX: { equationNumbers: { autoNumber: \"AMS\", useLabelIds: true } }, tex2jax: { inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ], displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ], processEscapes: true, processEnvironments: true }, displayAlign: 'center', CommonHTML: { linebreaks: { automatic: true } } }); MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]); } } init_mathjax(); \ud83c\udf0d Analyzing Sea Level Rise Using Earth Data in the Cloud \u00b6 This notebook is entirely based on Jinbo Wang's tutorial \u00b6 We are going to reproduce the plot from this infographic Source: NASA-led Study Reveals the Causes of Sea Level Rise Since 1900 In [1]: Copied! import earthaccess print ( f \"using earthaccess v { earthaccess . __version__ } \" ) auth = earthaccess . login () # are we authenticated? if not auth . authenticated : # ask for credentials and persist them in a .netrc file auth . login ( strategy = \"interactive\" , persist = True ) import earthaccess print(f\"using earthaccess v{earthaccess.__version__}\") auth = earthaccess.login() # are we authenticated? if not auth.authenticated: # ask for credentials and persist them in a .netrc file auth.login(strategy=\"interactive\", persist=True) using earthaccess v0.6.1 You're now authenticated with NASA Earthdata Login Using token with expiration date: 12/10/2023 Using environment variables for EDL Why earthaccess? \u00b6 earthaccess is a Python library that simplifies data discovery and access to NASA Earth science data by providing an abstraction layer for NASA\u2019s Common Metadata Repository (CMR) Search API so that searching for data can be done using a simpler notation instead of low level HTTP queries. Authentication in the cloud \u00b6 If the collection is a cloud-hosted collection we can print the summary() and get the S3 credential endpoint. These S3 credentials are temporary and we can use them with third party libraries such as s3fs, boto3 or awscli. In [2]: Copied! from pprint import pprint # We'll get 4 collections that match with our keywords collections = earthaccess . search_datasets ( keyword = \"SEA SURFACE HEIGHT\" , cloud_hosted = True , count = 4 ) # Let's print 2 collections for collection in collections [ 0 : 2 ]: # pprint(collection.summary()) print ( pprint ( collection . summary ()), collection . abstract (), \" \\n \" , collection [ \"umm\" ][ \"DOI\" ], \" \\n\\n \" ) from pprint import pprint # We'll get 4 collections that match with our keywords collections = earthaccess.search_datasets( keyword = \"SEA SURFACE HEIGHT\", cloud_hosted = True, count = 4 ) # Let's print 2 collections for collection in collections[0:2]: # pprint(collection.summary()) print(pprint(collection.summary()), collection.abstract(), \"\\n\", collection[\"umm\"][\"DOI\"], \"\\n\\n\") Datasets found: 222 {'cloud-info': {'Region': 'us-west-2', 'S3BucketAndObjectPrefixNames': ['podaac-ops-cumulus-public/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/', 'podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/'], 'S3CredentialsAPIDocumentationURL': 'https://archive.podaac.earthdata.nasa.gov/s3credentialsREADME', 'S3CredentialsAPIEndpoint': 'https://archive.podaac.earthdata.nasa.gov/s3credentials'}, 'concept-id': 'C2270392799-POCLOUD', 'file-type': \"[{'Format': 'netCDF-4', 'FormatType': 'Native', \" \"'AverageFileSize': 9.7, 'AverageFileSizeUnit': 'MB'}]\", 'get-data': ['https://cmr.earthdata.nasa.gov/virtual-directory/collections/C2270392799-POCLOUD', 'https://search.earthdata.nasa.gov/search/granules?p=C2270392799-POCLOUD'], 'short-name': 'SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205', 'version': '2205'} None This dataset provides gridded Sea Surface Height Anomalies (SSHA) above a mean sea surface, on a 1/6th degree grid every 5 days. It contains the fully corrected heights, with a delay of up to 3 months. The gridded data are derived from the along-track SSHA data of TOPEX/Poseidon, Jason-1, Jason-2, Jason-3 and Jason-CS (Sentinel-6) as reference data from the level 2 along-track data found at https://podaac.jpl.nasa.gov/dataset/MERGED_TP_J1_OSTM_OST_CYCLES_V51, plus ERS-1, ERS-2, Envisat, SARAL-AltiKa, CryoSat-2, Sentinel-3A, Sentinel-3B, depending on the date, from the RADS database. The date given in the grid files is the center of the 5-day window. The grids were produced from altimeter data using Kriging interpolation, which gives best linear prediction based upon prior knowledge of covariance. {'DOI': '10.5067/SLREF-CDRV3', 'Authority': 'https://doi.org'} {'cloud-info': {'Region': 'us-west-2', 'S3BucketAndObjectPrefixNames': ['nsidc-cumulus-prod-protected/ATLAS/ATL21/003', 'nsidc-cumulus-prod-public/ATLAS/ATL21/003'], 'S3CredentialsAPIDocumentationURL': 'https://data.nsidc.earthdatacloud.nasa.gov/s3credentialsREADME', 'S3CredentialsAPIEndpoint': 'https://data.nsidc.earthdatacloud.nasa.gov/s3credentials'}, 'concept-id': 'C2753316241-NSIDC_CPRD', 'file-type': \"[{'FormatType': 'Native', 'Format': 'HDF5', \" \"'FormatDescription': 'HTTPS'}]\", 'get-data': ['https://search.earthdata.nasa.gov/search?q=ATL21+V003'], 'short-name': 'ATL21', 'version': '003'} None ATL21 contains daily and monthly gridded polar sea surface height (SSH) anomalies, derived from the along-track ATLAS/ICESat-2 L3A Sea Ice Height product (ATL10, V6). The ATL10 product identifies leads in sea ice and establishes a reference sea surface used to estimate SSH in 10 km along-track segments. ATL21 aggregates the ATL10 along-track SSH estimates and computes daily and monthly gridded SSH anomaly in NSIDC Polar Stereographic Northern and Southern Hemisphere 25 km grids. {'DOI': '10.5067/ATLAS/ATL21.003'} A year of data \u00b6 Things to keep in mind: this particular dataset has data until 2019 this is a global dataset, each granule represents the whole world temporal coverage is 1 granule each 5 days In [3]: Copied! granules = earthaccess . search_data ( short_name = \"SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205\" , temporal = ( \"2017-01\" , \"2018-01\" ), count = - 1 ) print ( len ( granules )) granules = earthaccess.search_data( short_name = \"SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205\", temporal = (\"2017-01\",\"2018-01\"), count = -1 ) print(len(granules)) Granules found: 73 73 Working with the URLs directly \u00b6 If we chose, we can use earthdata to grab the file's URLs and then download them with another library (if we have a .netrc file configured with NASA's EDL credentials) Getting the links to our data is quiet simple with the data_links() method on each of the results: In [4]: Copied! # the collection is cloud hosted, but we can access it out of AWS with the regular HTTPS URL granules [ 0 ] . data_links ( access = \"out_of_region\" ) # the collection is cloud hosted, but we can access it out of AWS with the regular HTTPS URL granules[0].data_links(access=\"out_of_region\") Out[4]: ['https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/ssh_grids_v2205_2017010212.nc'] In [5]: Copied! granules [ 0 ] . data_links ( access = \"direct\" ) granules[0].data_links(access=\"direct\") Out[5]: ['s3://podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/ssh_grids_v2205_2017010212.nc'] POC: streaming into xarray \u00b6 We can use earthaccess to stream files directly into xarray, this will work well for cases where: Data is in NetCDF/HDF5/Zaar format xarray can read bytes directly for remote datasets only with h5netcdf and scipy back-ends, if we deal with a format that won't be recognized by these 2 backends xarray will raise an exception. Data is not big data (multi TB) not fully tested with Dask distributed Data is gridded xarray works better with homogeneous coordinates, working with swath data will be cumbersome. Data is chunked using reasonable large sizes(1MB or more) If our files are chunked in small pieces the access time will be orders of magnitude bigger than just downloading the data and accessing it locally. Opening a year of SSH (SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL1812) data (1.1 GB approx) can take up to 5 minutes streaming the data out of region(not in AWS) The reason for this is not that the data transfer is order of magintude slower but due the client libraries not fetching data concurrently and the metadata of the files in HDF is usually not consolidated like in Zaar, hence h5netcdf has to issue a lot of requests to get the info it needs. Note: we are looping through each year and getting the metadata for the first granule in May In [6]: Copied! # storing the resulting granule metadata granules = [] # we just grab 1 granule from May for each year of the dataset for year in range ( 1999 , 2019 ): print ( f \"Retrieving data for year: { year } \" ) results = earthaccess . search_data ( doi = \"10.5067/SLREF-CDRV3\" , temporal = ( f \" { year } -05\" , f \" { year } -06\" ) ) if len ( results ) > 0 : granules . append ( results [ 0 ]) print ( f \"Total granules: { len ( granules ) } \" ) # storing the resulting granule metadata granules = [] # we just grab 1 granule from May for each year of the dataset for year in range(1999, 2019): print(f\"Retrieving data for year: {year}\") results = earthaccess.search_data( doi = \"10.5067/SLREF-CDRV3\", temporal=(f\"{year}-05\", f\"{year}-06\") ) if len(results)>0: granules.append(results[0]) print(f\"Total granules: {len(granules)}\") Retrieving data for year: 1999 Granules found: 7 Retrieving data for year: 2000 Granules found: 7 Retrieving data for year: 2001 Granules found: 7 Retrieving data for year: 2002 Granules found: 7 Retrieving data for year: 2003 Granules found: 7 Retrieving data for year: 2004 Granules found: 6 Retrieving data for year: 2005 Granules found: 6 Retrieving data for year: 2006 Granules found: 6 Retrieving data for year: 2007 Granules found: 6 Retrieving data for year: 2008 Granules found: 6 Retrieving data for year: 2009 Granules found: 6 Retrieving data for year: 2010 Granules found: 6 Retrieving data for year: 2011 Granules found: 6 Retrieving data for year: 2012 Granules found: 6 Retrieving data for year: 2013 Granules found: 6 Retrieving data for year: 2014 Granules found: 6 Retrieving data for year: 2015 Granules found: 6 Retrieving data for year: 2016 Granules found: 7 Retrieving data for year: 2017 Granules found: 7 Retrieving data for year: 2018 Granules found: 7 Total granules: 20 What earthaccess.open() do? \u00b6 earthaccess.open() takes a list of results from earthaccess.search_data() or a list of URLs and creates a list of Python File-like objects that can be used in our code as if the remote files were local. When executed in AWS the file system used is S3FS when we open files outside of AWS we get a regular HTTPS file session. In [7]: Copied! %% time import xarray as xr fileset = earthaccess . open ( granules ) print ( f \" Using { type ( fileset [ 0 ]) } filesystem\" ) ds = xr . open_mfdataset ( fileset , chunks = {}) ds %%time import xarray as xr fileset = earthaccess.open(granules) print(f\" Using {type(fileset[0])} filesystem\") ds = xr.open_mfdataset(fileset, chunks={}) ds Opening 20 granules, approx size: 0.18 GB var element = document.getElementById('de6974d8-086c-4969-aed7-34b714f0524a'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"1c9eee0bacdd4f9d8b3e0b9c14417528\"} var element = document.getElementById('a57214f0-8cc3-47a4-9e19-1ae782683678'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"9ed9fdd752634d23bc0aab2bda425fe1\"} var element = document.getElementById('2154fcee-3ba9-43a8-8fee-b4a094536eb5'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"63289d63a7a749f7b80a4d0e21401846\"} Using filesystem CPU times: user 3.36 s, sys: 442 ms, total: 3.8 s Wall time: 41 s Out[7]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, .xr-header > ul { display: inline; margin-top: 0; margin-bottom: 0; } .xr-obj-type, .xr-array-name { margin-left: 2px; margin-right: 10px; } .xr-obj-type { color: var(--xr-font-color2); } .xr-sections { padding-left: 0 !important; display: grid; grid-template-columns: 150px auto auto 1fr 20px 20px; } .xr-section-item { display: contents; } .xr-section-item input { display: none; } .xr-section-item input + label { color: var(--xr-disabled-color); } .xr-section-item input:enabled + label { cursor: pointer; color: var(--xr-font-color2); } .xr-section-item input:enabled + label:hover { color: var(--xr-font-color0); } .xr-section-summary { grid-column: 1; color: var(--xr-font-color2); font-weight: 500; } .xr-section-summary > span { display: inline-block; padding-left: 0.5em; } .xr-section-summary-in:disabled + label { color: var(--xr-font-color2); } .xr-section-summary-in + label:before { display: inline-block; content: '\u25ba'; font-size: 11px; width: 15px; text-align: center; } .xr-section-summary-in:disabled + label:before { color: var(--xr-disabled-color); } .xr-section-summary-in:checked + label:before { content: '\u25bc'; } .xr-section-summary-in:checked + label > span { display: none; } .xr-section-summary, .xr-section-inline-details { padding-top: 4px; padding-bottom: 4px; } .xr-section-inline-details { grid-column: 2 / -1; } .xr-section-details { display: none; grid-column: 1 / -1; margin-bottom: 5px; } .xr-section-summary-in:checked ~ .xr-section-details { display: contents; } .xr-array-wrap { grid-column: 1 / -1; display: grid; grid-template-columns: 20px auto; } .xr-array-wrap > label { grid-column: 1; vertical-align: top; } .xr-preview { color: var(--xr-font-color3); } .xr-array-preview, .xr-array-data { padding: 0 5px !important; grid-column: 2; } .xr-array-data, .xr-array-in:checked ~ .xr-array-preview { display: none; } .xr-array-in:checked ~ .xr-array-data, .xr-array-preview { display: inline-block; } .xr-dim-list { display: inline-block !important; list-style: none; padding: 0 !important; margin: 0; } .xr-dim-list li { display: inline-block; padding: 0; margin: 0; } .xr-dim-list:before { content: '('; } .xr-dim-list:after { content: ')'; } .xr-dim-list li:not(:last-child):after { content: ','; padding-right: 5px; } .xr-has-index { font-weight: bold; } .xr-var-list, .xr-var-item { display: contents; } .xr-var-item > div, .xr-var-item label, .xr-var-item > .xr-var-name span { background-color: var(--xr-background-color-row-even); margin-bottom: 0; } .xr-var-item > .xr-var-name:hover span { padding-right: 5px; } .xr-var-list > li:nth-child(odd) > div, .xr-var-list > li:nth-child(odd) > label, .xr-var-list > li:nth-child(odd) > .xr-var-name span { background-color: var(--xr-background-color-row-odd); } .xr-var-name { grid-column: 1; } .xr-var-dims { grid-column: 2; } .xr-var-dtype { grid-column: 3; text-align: right; color: var(--xr-font-color2); } .xr-var-preview { grid-column: 4; } .xr-index-preview { grid-column: 2 / 5; color: var(--xr-font-color2); } .xr-var-name, .xr-var-dims, .xr-var-dtype, .xr-preview, .xr-attrs dt { white-space: nowrap; overflow: hidden; text-overflow: ellipsis; padding-right: 10px; } .xr-var-name:hover, .xr-var-dims:hover, .xr-var-dtype:hover, .xr-attrs dt:hover { overflow: visible; width: auto; z-index: 1; } .xr-var-attrs, .xr-var-data, .xr-index-data { display: none; background-color: var(--xr-background-color) !important; padding-bottom: 5px !important; } .xr-var-attrs-in:checked ~ .xr-var-attrs, .xr-var-data-in:checked ~ .xr-var-data, .xr-index-data-in:checked ~ .xr-index-data { display: block; } .xr-var-data > table { float: right; } .xr-var-name span, .xr-var-data, .xr-index-name div, .xr-index-data, .xr-attrs { padding-left: 25px !important; } .xr-attrs, .xr-var-attrs, .xr-var-data, .xr-index-data { grid-column: 1 / -1; } dl.xr-attrs { padding: 0; margin: 0; display: grid; grid-template-columns: 125px auto; } .xr-attrs dt, .xr-attrs dd { padding: 0; margin: 0; float: left; padding-right: 10px; width: auto; } .xr-attrs dt { font-weight: normal; grid-column: 1; } .xr-attrs dt:hover span { display: inline-block; background: var(--xr-background-color); padding-right: 10px; } .xr-attrs dd { grid-column: 2; white-space: pre-wrap; word-break: break-all; } .xr-icon-database, .xr-icon-file-text2, .xr-no-icon { display: inline-block; vertical-align: middle; width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (Time: 20, Longitude: 2160, nv: 2, Latitude: 960) Coordinates: * Longitude (Longitude) float32 0.08333 0.25 0.4167 ... 359.6 359.8 359.9 * Latitude (Latitude) float32 -79.92 -79.75 -79.58 ... 79.58 79.75 79.92 * Time (Time) datetime64[ns] 1999-05-02T12:00:00 ... 2018-05-02T12:... Dimensions without coordinates: nv Data variables: Lon_bounds (Time, Longitude, nv) float32 dask.array Lat_bounds (Time, Latitude, nv) float32 dask.array Time_bounds (Time, nv) datetime64[ns] dask.array SLA (Time, Latitude, Longitude) float32 dask.array SLA_ERR (Time, Latitude, Longitude) float32 dask.array Attributes: (12/21) Conventions: CF-1.6 ncei_template_version: NCEI_NetCDF_Grid_Template_v2.0 Institution: Jet Propulsion Laboratory geospatial_lat_min: -79.916664 geospatial_lat_max: 79.916664 geospatial_lon_min: 0.083333336 ... ... version_number: 2205 Data_Pnts_Each_Sat: {\"16\": 764589, \"1002\": 637661} source_version: commit 7ba4d2404171bab4068e03a666a335c7a44c5f09 SLA_Global_MEAN: -0.012298334728518514 SLA_Global_STD: 0.09172898644796465 latency: final xarray.Dataset Dimensions: Time : 20 Longitude : 2160 nv : 2 Latitude : 960 Coordinates: (3) Longitude (Longitude) float32 0.08333 0.25 0.4167 ... 359.8 359.9 standard_name : longitude units : degrees_east point_spacing : even long_name : longitude axis : X bounds : Lon_bounds array([8.333334e-02, 2.500000e-01, 4.166667e-01, ..., 3.595833e+02, 3.597500e+02, 3.599167e+02], dtype=float32) Latitude (Latitude) float32 -79.92 -79.75 ... 79.75 79.92 standard_name : latitude units : degrees_north point_spacing : even long_name : latitude axis : Y bounds : Lat_bounds array([-79.916664, -79.75 , -79.583336, ..., 79.583336, 79.75 , 79.916664], dtype=float32) Time (Time) datetime64[ns] 1999-05-02T12:00:00 ... 2018-05-... standard_name : time long_name : Time bounds : Time_bounds axis : T array(['1999-05-02T12:00:00.000000000', '2000-05-01T12:00:00.000000000', '2001-05-01T12:00:00.000000000', '2002-05-01T12:00:00.000000000', '2003-05-01T12:00:00.000000000', '2004-05-05T12:00:00.000000000', '2005-05-05T12:00:00.000000000', '2006-05-05T12:00:00.000000000', '2007-05-05T12:00:00.000000000', '2008-05-04T12:00:00.000000000', '2009-05-04T12:00:00.000000000', '2010-05-04T12:00:00.000000000', '2011-05-04T12:00:00.000000000', '2012-05-03T12:00:00.000000000', '2013-05-03T12:00:00.000000000', '2014-05-03T12:00:00.000000000', '2015-05-03T12:00:00.000000000', '2016-05-02T12:00:00.000000000', '2017-05-02T12:00:00.000000000', '2018-05-02T12:00:00.000000000'], dtype='datetime64[ns]') Data variables: (5) Lon_bounds (Time, Longitude, nv) float32 dask.array units : degrees_east comment : longitude values at the west and east bounds of each pixel. Array Chunk Bytes 337.50 kiB 16.88 kiB Shape (20, 2160, 2) (1, 2160, 2) Dask graph 20 chunks in 61 graph layers Data type float32 numpy.ndarray 2 2160 20 Lat_bounds (Time, Latitude, nv) float32 dask.array units : degrees_north comment : latitude values at the north and south bounds of each pixel. Array Chunk Bytes 150.00 kiB 7.50 kiB Shape (20, 960, 2) (1, 960, 2) Dask graph 20 chunks in 61 graph layers Data type float32 numpy.ndarray 2 960 20 Time_bounds (Time, nv) datetime64[ns] dask.array comment : Time bounds for each time value, same value as time variable. The time variable is defined on points instead of on bounding boxes. Array Chunk Bytes 320 B 16 B Shape (20, 2) (1, 2) Dask graph 20 chunks in 41 graph layers Data type datetime64[ns] numpy.ndarray 2 20 SLA (Time, Latitude, Longitude) float32 dask.array units : m long_name : Sea Level Anomaly Estimate standard_name : sea_surface_height_above_sea_level alias : sea_surface_height_above_sea_level Array Chunk Bytes 158.20 MiB 7.91 MiB Shape (20, 960, 2160) (1, 960, 2160) Dask graph 20 chunks in 41 graph layers Data type float32 numpy.ndarray 2160 960 20 SLA_ERR (Time, Latitude, Longitude) float32 dask.array units : m long_name : Sea Level Anomaly Error Estimate Array Chunk Bytes 158.20 MiB 7.91 MiB Shape (20, 960, 2160) (1, 960, 2160) Dask graph 20 chunks in 41 graph layers Data type float32 numpy.ndarray 2160 960 20 Indexes: (3) Longitude PandasIndex PandasIndex(Index([0.0833333358168602, 0.25, 0.4166666567325592, 0.5833333134651184, 0.75, 0.9166666865348816, 1.0833333730697632, 1.25, 1.4166666269302368, 1.5833333730697632, ... 358.4166564941406, 358.5833435058594, 358.75, 358.9166564941406, 359.0833435058594, 359.25, 359.4166564941406, 359.5833435058594, 359.75, 359.9166564941406], dtype='float32', name='Longitude', length=2160)) Latitude PandasIndex PandasIndex(Index([-79.91666412353516, -79.75, -79.58333587646484, -79.41666412353516, -79.25, -79.08333587646484, -78.91666412353516, -78.75, -78.58333587646484, -78.41666412353516, ... 78.41666412353516, 78.58333587646484, 78.75, 78.91666412353516, 79.08333587646484, 79.25, 79.41666412353516, 79.58333587646484, 79.75, 79.91666412353516], dtype='float32', name='Latitude', length=960)) Time PandasIndex PandasIndex(DatetimeIndex(['1999-05-02 12:00:00', '2000-05-01 12:00:00', '2001-05-01 12:00:00', '2002-05-01 12:00:00', '2003-05-01 12:00:00', '2004-05-05 12:00:00', '2005-05-05 12:00:00', '2006-05-05 12:00:00', '2007-05-05 12:00:00', '2008-05-04 12:00:00', '2009-05-04 12:00:00', '2010-05-04 12:00:00', '2011-05-04 12:00:00', '2012-05-03 12:00:00', '2013-05-03 12:00:00', '2014-05-03 12:00:00', '2015-05-03 12:00:00', '2016-05-02 12:00:00', '2017-05-02 12:00:00', '2018-05-02 12:00:00'], dtype='datetime64[ns]', name='Time', freq=None)) Attributes: (21) Conventions : CF-1.6 ncei_template_version : NCEI_NetCDF_Grid_Template_v2.0 Institution : Jet Propulsion Laboratory geospatial_lat_min : -79.916664 geospatial_lat_max : 79.916664 geospatial_lon_min : 0.083333336 geospatial_lon_max : 359.91666 time_coverage_start : 1999-05-02 time_coverage_end : 1999-05-02 date_created : 2022-10-30T20:44:31.219578 title : Sea Level Anomaly Estimate based on Altimeter Data, final product (replaced interim version). short_name : SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205 long_name : MEaSUREs Gridded Sea Surface Height Anomalies Version 2205 summary : Sea level anomaly grids from altimeter data using Kriging interpolation, which gives best linear prediction based upon prior knowledge of covariance. DOI : 10.5067/SLREF-CDRV3 version_number : 2205 Data_Pnts_Each_Sat : {\"16\": 764589, \"1002\": 637661} source_version : commit 7ba4d2404171bab4068e03a666a335c7a44c5f09 SLA_Global_MEAN : -0.012298334728518514 SLA_Global_STD : 0.09172898644796465 latency : final Plotting \u00b6 In [8]: Copied! ds . SLA . where (( ds . SLA >= 0 ) & ( ds . SLA < 10 )) . std ( 'Time' ) . plot ( figsize = ( 14 , 6 ), x = 'Longitude' , y = 'Latitude' ) ds.SLA.where((ds.SLA>=0) & (ds.SLA < 10)).std('Time').plot(figsize=(14,6), x='Longitude', y='Latitude') /home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/dask/array/numpy_compat.py:41: RuntimeWarning: invalid value encountered in divide x = np.divide(x1, x2, out) Out[8]: In [9]: Copied! from pyproj import Geod import numpy as np def ssl_area ( lats ): \"\"\" Calculate the area associated with a 1/6 by 1/6 degree box at latitude specified in 'lats'. Parameter ========== lats: a list or numpy array of size N the latitudes of interest. Return ======= out: Array (N) area values (unit: m^2) \"\"\" # Define WGS84 as CRS: geod = Geod ( ellps = 'WGS84' ) dx = 1 / 12.0 # TODO: explain this c_area = lambda lat : geod . polygon_area_perimeter ( np . r_ [ - dx , dx , dx , - dx ], lat + np . r_ [ - dx , - dx , dx , dx ])[ 0 ] out = [] for lat in lats : out . append ( c_area ( lat )) return np . array ( out ) # note: they rotated the data in the last release, this operation used to be (1,-1) ssh_area = ssl_area ( ds . Latitude . data ) . reshape ( - 1 , 1 ) print ( ssh_area . shape ) from pyproj import Geod import numpy as np def ssl_area(lats): \"\"\" Calculate the area associated with a 1/6 by 1/6 degree box at latitude specified in 'lats'. Parameter ========== lats: a list or numpy array of size N the latitudes of interest. Return ======= out: Array (N) area values (unit: m^2) \"\"\" # Define WGS84 as CRS: geod = Geod(ellps='WGS84') dx=1/12.0 # TODO: explain this c_area=lambda lat: geod.polygon_area_perimeter(np.r_[-dx,dx,dx,-dx], lat+np.r_[-dx,-dx,dx,dx])[0] out=[] for lat in lats: out.append(c_area(lat)) return np.array(out) # note: they rotated the data in the last release, this operation used to be (1,-1) ssh_area = ssl_area(ds.Latitude.data).reshape(-1,1) print(ssh_area.shape) (960, 1) In [10]: Copied! # This dataset was moved from opendap granule = earthaccess . search_data ( concept_id = \"C2491724765-POCLOUD\" )[ 0 ] . data_links ()[ 0 ] gmsl = earthaccess . open ([ granule ])[ 0 ] # This dataset was moved from opendap granule = earthaccess.search_data(concept_id=\"C2491724765-POCLOUD\")[0].data_links()[0] gmsl = earthaccess.open([granule])[0] Granules found: 1 var element = document.getElementById('4594c962-5fd8-46af-a31b-29de43e2cfd6'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"103c0b9103904476bd6c2d7bf9375a5c\"} var element = document.getElementById('e328230d-2947-431a-b92e-b6033341f0ee'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"852d62ea832646a380676c7f43436c30\"} var element = document.getElementById('5de60d5c-1377-479f-9a1e-54d2616e07a3'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"7c1ac746e48b44b280564b6939c1a6ff\"} In [11]: Copied! %% time import numpy as np from matplotlib import pyplot as plt plt . rcParams [ \"figure.figsize\" ] = ( 16 , 4 ) img = plt . imread ( \"underwater.jpeg\" ) fig , axs = plt . subplots () plt . grid ( True ) def global_mean ( SLA , ** kwargs ): dout = (( SLA * ssh_area ) . sum () / ( SLA / SLA * ssh_area ) . sum ()) * 1000 return dout result = ds . SLA . groupby ( 'Time' ) . apply ( global_mean ) plt . xlabel ( 'Time (year)' , fontsize = 16 ) plt . ylabel ( 'Global Mean SLA (meter)' , fontsize = 12 ) # axs.imshow(img, aspect='auto') plt . grid ( True ) historic_ts = xr . open_dataset ( gmsl ) result . plot ( ax = axs , color = \"orange\" , marker = \"o\" , label = 'satellite record' ) historic_ts [ 'global_average_sea_level_change' ] . plot ( ax = axs , label = 'Historical in-situ record' , color = \"lightblue\" ) x0 , x1 = axs . get_xlim () y0 , y1 = axs . get_ylim () axs . imshow ( img , extent = [ x0 , x1 , y0 , y1 ], aspect = 'auto' ) plt . legend () plt . show () %%time import numpy as np from matplotlib import pyplot as plt plt.rcParams[\"figure.figsize\"] = (16,4) img = plt.imread(\"underwater.jpeg\") fig, axs = plt.subplots() plt.grid(True) def global_mean(SLA, **kwargs): dout=((SLA*ssh_area).sum()/(SLA/SLA*ssh_area).sum())*1000 return dout result = ds.SLA.groupby('Time').apply(global_mean) plt.xlabel('Time (year)',fontsize=16) plt.ylabel('Global Mean SLA (meter)',fontsize=12) # axs.imshow(img, aspect='auto') plt.grid(True) historic_ts=xr.open_dataset(gmsl) result.plot(ax=axs, color=\"orange\", marker=\"o\", label='satellite record') historic_ts['global_average_sea_level_change'].plot(ax=axs, label='Historical in-situ record', color=\"lightblue\") x0,x1 = axs.get_xlim() y0,y1 = axs.get_ylim() axs.imshow(img, extent=[x0, x1, y0, y1], aspect='auto') plt.legend() plt.show() CPU times: user 2.86 s, sys: 89.2 ms, total: 2.94 s Wall time: 2.97 s","title":"\ud83c\udf0d Analyzing Sea Level Rise Using Earth Data in the Cloud"},{"location":"tutorials/SSL/#analyzing-sea-level-rise-using-earth-data-in-the-cloud","text":"","title":"\ud83c\udf0d Analyzing Sea Level Rise Using Earth Data in the Cloud"},{"location":"tutorials/SSL/#this-notebook-is-entirely-based-on-jinbo-wangs-tutorial","text":"We are going to reproduce the plot from this infographic Source: NASA-led Study Reveals the Causes of Sea Level Rise Since 1900 In [1]: Copied! import earthaccess print ( f \"using earthaccess v { earthaccess . __version__ } \" ) auth = earthaccess . login () # are we authenticated? if not auth . authenticated : # ask for credentials and persist them in a .netrc file auth . login ( strategy = \"interactive\" , persist = True ) import earthaccess print(f\"using earthaccess v{earthaccess.__version__}\") auth = earthaccess.login() # are we authenticated? if not auth.authenticated: # ask for credentials and persist them in a .netrc file auth.login(strategy=\"interactive\", persist=True) using earthaccess v0.6.1 You're now authenticated with NASA Earthdata Login Using token with expiration date: 12/10/2023 Using environment variables for EDL","title":"This notebook is entirely based on Jinbo Wang's tutorial"},{"location":"tutorials/SSL/#why-earthaccess","text":"earthaccess is a Python library that simplifies data discovery and access to NASA Earth science data by providing an abstraction layer for NASA\u2019s Common Metadata Repository (CMR) Search API so that searching for data can be done using a simpler notation instead of low level HTTP queries.","title":"Why earthaccess?"},{"location":"tutorials/SSL/#authentication-in-the-cloud","text":"If the collection is a cloud-hosted collection we can print the summary() and get the S3 credential endpoint. These S3 credentials are temporary and we can use them with third party libraries such as s3fs, boto3 or awscli. In [2]: Copied! from pprint import pprint # We'll get 4 collections that match with our keywords collections = earthaccess . search_datasets ( keyword = \"SEA SURFACE HEIGHT\" , cloud_hosted = True , count = 4 ) # Let's print 2 collections for collection in collections [ 0 : 2 ]: # pprint(collection.summary()) print ( pprint ( collection . summary ()), collection . abstract (), \" \\n \" , collection [ \"umm\" ][ \"DOI\" ], \" \\n\\n \" ) from pprint import pprint # We'll get 4 collections that match with our keywords collections = earthaccess.search_datasets( keyword = \"SEA SURFACE HEIGHT\", cloud_hosted = True, count = 4 ) # Let's print 2 collections for collection in collections[0:2]: # pprint(collection.summary()) print(pprint(collection.summary()), collection.abstract(), \"\\n\", collection[\"umm\"][\"DOI\"], \"\\n\\n\") Datasets found: 222 {'cloud-info': {'Region': 'us-west-2', 'S3BucketAndObjectPrefixNames': ['podaac-ops-cumulus-public/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/', 'podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/'], 'S3CredentialsAPIDocumentationURL': 'https://archive.podaac.earthdata.nasa.gov/s3credentialsREADME', 'S3CredentialsAPIEndpoint': 'https://archive.podaac.earthdata.nasa.gov/s3credentials'}, 'concept-id': 'C2270392799-POCLOUD', 'file-type': \"[{'Format': 'netCDF-4', 'FormatType': 'Native', \" \"'AverageFileSize': 9.7, 'AverageFileSizeUnit': 'MB'}]\", 'get-data': ['https://cmr.earthdata.nasa.gov/virtual-directory/collections/C2270392799-POCLOUD', 'https://search.earthdata.nasa.gov/search/granules?p=C2270392799-POCLOUD'], 'short-name': 'SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205', 'version': '2205'} None This dataset provides gridded Sea Surface Height Anomalies (SSHA) above a mean sea surface, on a 1/6th degree grid every 5 days. It contains the fully corrected heights, with a delay of up to 3 months. The gridded data are derived from the along-track SSHA data of TOPEX/Poseidon, Jason-1, Jason-2, Jason-3 and Jason-CS (Sentinel-6) as reference data from the level 2 along-track data found at https://podaac.jpl.nasa.gov/dataset/MERGED_TP_J1_OSTM_OST_CYCLES_V51, plus ERS-1, ERS-2, Envisat, SARAL-AltiKa, CryoSat-2, Sentinel-3A, Sentinel-3B, depending on the date, from the RADS database. The date given in the grid files is the center of the 5-day window. The grids were produced from altimeter data using Kriging interpolation, which gives best linear prediction based upon prior knowledge of covariance. {'DOI': '10.5067/SLREF-CDRV3', 'Authority': 'https://doi.org'} {'cloud-info': {'Region': 'us-west-2', 'S3BucketAndObjectPrefixNames': ['nsidc-cumulus-prod-protected/ATLAS/ATL21/003', 'nsidc-cumulus-prod-public/ATLAS/ATL21/003'], 'S3CredentialsAPIDocumentationURL': 'https://data.nsidc.earthdatacloud.nasa.gov/s3credentialsREADME', 'S3CredentialsAPIEndpoint': 'https://data.nsidc.earthdatacloud.nasa.gov/s3credentials'}, 'concept-id': 'C2753316241-NSIDC_CPRD', 'file-type': \"[{'FormatType': 'Native', 'Format': 'HDF5', \" \"'FormatDescription': 'HTTPS'}]\", 'get-data': ['https://search.earthdata.nasa.gov/search?q=ATL21+V003'], 'short-name': 'ATL21', 'version': '003'} None ATL21 contains daily and monthly gridded polar sea surface height (SSH) anomalies, derived from the along-track ATLAS/ICESat-2 L3A Sea Ice Height product (ATL10, V6). The ATL10 product identifies leads in sea ice and establishes a reference sea surface used to estimate SSH in 10 km along-track segments. ATL21 aggregates the ATL10 along-track SSH estimates and computes daily and monthly gridded SSH anomaly in NSIDC Polar Stereographic Northern and Southern Hemisphere 25 km grids. {'DOI': '10.5067/ATLAS/ATL21.003'}","title":"Authentication in the cloud"},{"location":"tutorials/SSL/#a-year-of-data","text":"Things to keep in mind: this particular dataset has data until 2019 this is a global dataset, each granule represents the whole world temporal coverage is 1 granule each 5 days In [3]: Copied! granules = earthaccess . search_data ( short_name = \"SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205\" , temporal = ( \"2017-01\" , \"2018-01\" ), count = - 1 ) print ( len ( granules )) granules = earthaccess.search_data( short_name = \"SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205\", temporal = (\"2017-01\",\"2018-01\"), count = -1 ) print(len(granules)) Granules found: 73 73","title":"A year of data"},{"location":"tutorials/SSL/#working-with-the-urls-directly","text":"If we chose, we can use earthdata to grab the file's URLs and then download them with another library (if we have a .netrc file configured with NASA's EDL credentials) Getting the links to our data is quiet simple with the data_links() method on each of the results: In [4]: Copied! # the collection is cloud hosted, but we can access it out of AWS with the regular HTTPS URL granules [ 0 ] . data_links ( access = \"out_of_region\" ) # the collection is cloud hosted, but we can access it out of AWS with the regular HTTPS URL granules[0].data_links(access=\"out_of_region\") Out[4]: ['https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/ssh_grids_v2205_2017010212.nc'] In [5]: Copied! granules [ 0 ] . data_links ( access = \"direct\" ) granules[0].data_links(access=\"direct\") Out[5]: ['s3://podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/ssh_grids_v2205_2017010212.nc']","title":"Working with the URLs directly"},{"location":"tutorials/SSL/#poc-streaming-into-xarray","text":"We can use earthaccess to stream files directly into xarray, this will work well for cases where: Data is in NetCDF/HDF5/Zaar format xarray can read bytes directly for remote datasets only with h5netcdf and scipy back-ends, if we deal with a format that won't be recognized by these 2 backends xarray will raise an exception. Data is not big data (multi TB) not fully tested with Dask distributed Data is gridded xarray works better with homogeneous coordinates, working with swath data will be cumbersome. Data is chunked using reasonable large sizes(1MB or more) If our files are chunked in small pieces the access time will be orders of magnitude bigger than just downloading the data and accessing it locally. Opening a year of SSH (SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL1812) data (1.1 GB approx) can take up to 5 minutes streaming the data out of region(not in AWS) The reason for this is not that the data transfer is order of magintude slower but due the client libraries not fetching data concurrently and the metadata of the files in HDF is usually not consolidated like in Zaar, hence h5netcdf has to issue a lot of requests to get the info it needs. Note: we are looping through each year and getting the metadata for the first granule in May In [6]: Copied! # storing the resulting granule metadata granules = [] # we just grab 1 granule from May for each year of the dataset for year in range ( 1999 , 2019 ): print ( f \"Retrieving data for year: { year } \" ) results = earthaccess . search_data ( doi = \"10.5067/SLREF-CDRV3\" , temporal = ( f \" { year } -05\" , f \" { year } -06\" ) ) if len ( results ) > 0 : granules . append ( results [ 0 ]) print ( f \"Total granules: { len ( granules ) } \" ) # storing the resulting granule metadata granules = [] # we just grab 1 granule from May for each year of the dataset for year in range(1999, 2019): print(f\"Retrieving data for year: {year}\") results = earthaccess.search_data( doi = \"10.5067/SLREF-CDRV3\", temporal=(f\"{year}-05\", f\"{year}-06\") ) if len(results)>0: granules.append(results[0]) print(f\"Total granules: {len(granules)}\") Retrieving data for year: 1999 Granules found: 7 Retrieving data for year: 2000 Granules found: 7 Retrieving data for year: 2001 Granules found: 7 Retrieving data for year: 2002 Granules found: 7 Retrieving data for year: 2003 Granules found: 7 Retrieving data for year: 2004 Granules found: 6 Retrieving data for year: 2005 Granules found: 6 Retrieving data for year: 2006 Granules found: 6 Retrieving data for year: 2007 Granules found: 6 Retrieving data for year: 2008 Granules found: 6 Retrieving data for year: 2009 Granules found: 6 Retrieving data for year: 2010 Granules found: 6 Retrieving data for year: 2011 Granules found: 6 Retrieving data for year: 2012 Granules found: 6 Retrieving data for year: 2013 Granules found: 6 Retrieving data for year: 2014 Granules found: 6 Retrieving data for year: 2015 Granules found: 6 Retrieving data for year: 2016 Granules found: 7 Retrieving data for year: 2017 Granules found: 7 Retrieving data for year: 2018 Granules found: 7 Total granules: 20","title":"POC: streaming into xarray"},{"location":"tutorials/SSL/#what-earthaccessopen-do","text":"earthaccess.open() takes a list of results from earthaccess.search_data() or a list of URLs and creates a list of Python File-like objects that can be used in our code as if the remote files were local. When executed in AWS the file system used is S3FS when we open files outside of AWS we get a regular HTTPS file session. In [7]: Copied! %% time import xarray as xr fileset = earthaccess . open ( granules ) print ( f \" Using { type ( fileset [ 0 ]) } filesystem\" ) ds = xr . open_mfdataset ( fileset , chunks = {}) ds %%time import xarray as xr fileset = earthaccess.open(granules) print(f\" Using {type(fileset[0])} filesystem\") ds = xr.open_mfdataset(fileset, chunks={}) ds Opening 20 granules, approx size: 0.18 GB var element = document.getElementById('de6974d8-086c-4969-aed7-34b714f0524a'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"1c9eee0bacdd4f9d8b3e0b9c14417528\"} var element = document.getElementById('a57214f0-8cc3-47a4-9e19-1ae782683678'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"9ed9fdd752634d23bc0aab2bda425fe1\"} var element = document.getElementById('2154fcee-3ba9-43a8-8fee-b4a094536eb5'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"63289d63a7a749f7b80a4d0e21401846\"} Using filesystem CPU times: user 3.36 s, sys: 442 ms, total: 3.8 s Wall time: 41 s Out[7]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, .xr-header > ul { display: inline; margin-top: 0; margin-bottom: 0; } .xr-obj-type, .xr-array-name { margin-left: 2px; margin-right: 10px; } .xr-obj-type { color: var(--xr-font-color2); } .xr-sections { padding-left: 0 !important; display: grid; grid-template-columns: 150px auto auto 1fr 20px 20px; } .xr-section-item { display: contents; } .xr-section-item input { display: none; } .xr-section-item input + label { color: var(--xr-disabled-color); } .xr-section-item input:enabled + label { cursor: pointer; color: var(--xr-font-color2); } .xr-section-item input:enabled + label:hover { color: var(--xr-font-color0); } .xr-section-summary { grid-column: 1; color: var(--xr-font-color2); font-weight: 500; } .xr-section-summary > span { display: inline-block; padding-left: 0.5em; } .xr-section-summary-in:disabled + label { color: var(--xr-font-color2); } .xr-section-summary-in + label:before { display: inline-block; 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padding-right: 10px; width: auto; } .xr-attrs dt { font-weight: normal; grid-column: 1; } .xr-attrs dt:hover span { display: inline-block; background: var(--xr-background-color); padding-right: 10px; } .xr-attrs dd { grid-column: 2; white-space: pre-wrap; word-break: break-all; } .xr-icon-database, .xr-icon-file-text2, .xr-no-icon { display: inline-block; vertical-align: middle; width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (Time: 20, Longitude: 2160, nv: 2, Latitude: 960) Coordinates: * Longitude (Longitude) float32 0.08333 0.25 0.4167 ... 359.6 359.8 359.9 * Latitude (Latitude) float32 -79.92 -79.75 -79.58 ... 79.58 79.75 79.92 * Time (Time) datetime64[ns] 1999-05-02T12:00:00 ... 2018-05-02T12:... Dimensions without coordinates: nv Data variables: Lon_bounds (Time, Longitude, nv) float32 dask.array Lat_bounds (Time, Latitude, nv) float32 dask.array Time_bounds (Time, nv) datetime64[ns] dask.array SLA (Time, Latitude, Longitude) float32 dask.array SLA_ERR (Time, Latitude, Longitude) float32 dask.array Attributes: (12/21) Conventions: CF-1.6 ncei_template_version: NCEI_NetCDF_Grid_Template_v2.0 Institution: Jet Propulsion Laboratory geospatial_lat_min: -79.916664 geospatial_lat_max: 79.916664 geospatial_lon_min: 0.083333336 ... ... version_number: 2205 Data_Pnts_Each_Sat: {\"16\": 764589, \"1002\": 637661} source_version: commit 7ba4d2404171bab4068e03a666a335c7a44c5f09 SLA_Global_MEAN: -0.012298334728518514 SLA_Global_STD: 0.09172898644796465 latency: final xarray.Dataset Dimensions: Time : 20 Longitude : 2160 nv : 2 Latitude : 960 Coordinates: (3) Longitude (Longitude) float32 0.08333 0.25 0.4167 ... 359.8 359.9 standard_name : longitude units : degrees_east point_spacing : even long_name : longitude axis : X bounds : Lon_bounds array([8.333334e-02, 2.500000e-01, 4.166667e-01, ..., 3.595833e+02, 3.597500e+02, 3.599167e+02], dtype=float32) Latitude (Latitude) float32 -79.92 -79.75 ... 79.75 79.92 standard_name : latitude units : degrees_north point_spacing : even long_name : latitude axis : Y bounds : Lat_bounds array([-79.916664, -79.75 , -79.583336, ..., 79.583336, 79.75 , 79.916664], dtype=float32) Time (Time) datetime64[ns] 1999-05-02T12:00:00 ... 2018-05-... standard_name : time long_name : Time bounds : Time_bounds axis : T array(['1999-05-02T12:00:00.000000000', '2000-05-01T12:00:00.000000000', '2001-05-01T12:00:00.000000000', '2002-05-01T12:00:00.000000000', '2003-05-01T12:00:00.000000000', '2004-05-05T12:00:00.000000000', '2005-05-05T12:00:00.000000000', '2006-05-05T12:00:00.000000000', '2007-05-05T12:00:00.000000000', '2008-05-04T12:00:00.000000000', '2009-05-04T12:00:00.000000000', '2010-05-04T12:00:00.000000000', '2011-05-04T12:00:00.000000000', '2012-05-03T12:00:00.000000000', '2013-05-03T12:00:00.000000000', '2014-05-03T12:00:00.000000000', '2015-05-03T12:00:00.000000000', '2016-05-02T12:00:00.000000000', '2017-05-02T12:00:00.000000000', '2018-05-02T12:00:00.000000000'], dtype='datetime64[ns]') Data variables: (5) Lon_bounds (Time, Longitude, nv) float32 dask.array units : degrees_east comment : longitude values at the west and east bounds of each pixel. Array Chunk Bytes 337.50 kiB 16.88 kiB Shape (20, 2160, 2) (1, 2160, 2) Dask graph 20 chunks in 61 graph layers Data type float32 numpy.ndarray 2 2160 20 Lat_bounds (Time, Latitude, nv) float32 dask.array units : degrees_north comment : latitude values at the north and south bounds of each pixel. Array Chunk Bytes 150.00 kiB 7.50 kiB Shape (20, 960, 2) (1, 960, 2) Dask graph 20 chunks in 61 graph layers Data type float32 numpy.ndarray 2 960 20 Time_bounds (Time, nv) datetime64[ns] dask.array comment : Time bounds for each time value, same value as time variable. The time variable is defined on points instead of on bounding boxes. Array Chunk Bytes 320 B 16 B Shape (20, 2) (1, 2) Dask graph 20 chunks in 41 graph layers Data type datetime64[ns] numpy.ndarray 2 20 SLA (Time, Latitude, Longitude) float32 dask.array units : m long_name : Sea Level Anomaly Estimate standard_name : sea_surface_height_above_sea_level alias : sea_surface_height_above_sea_level Array Chunk Bytes 158.20 MiB 7.91 MiB Shape (20, 960, 2160) (1, 960, 2160) Dask graph 20 chunks in 41 graph layers Data type float32 numpy.ndarray 2160 960 20 SLA_ERR (Time, Latitude, Longitude) float32 dask.array units : m long_name : Sea Level Anomaly Error Estimate Array Chunk Bytes 158.20 MiB 7.91 MiB Shape (20, 960, 2160) (1, 960, 2160) Dask graph 20 chunks in 41 graph layers Data type float32 numpy.ndarray 2160 960 20 Indexes: (3) Longitude PandasIndex PandasIndex(Index([0.0833333358168602, 0.25, 0.4166666567325592, 0.5833333134651184, 0.75, 0.9166666865348816, 1.0833333730697632, 1.25, 1.4166666269302368, 1.5833333730697632, ... 358.4166564941406, 358.5833435058594, 358.75, 358.9166564941406, 359.0833435058594, 359.25, 359.4166564941406, 359.5833435058594, 359.75, 359.9166564941406], dtype='float32', name='Longitude', length=2160)) Latitude PandasIndex PandasIndex(Index([-79.91666412353516, -79.75, -79.58333587646484, -79.41666412353516, -79.25, -79.08333587646484, -78.91666412353516, -78.75, -78.58333587646484, -78.41666412353516, ... 78.41666412353516, 78.58333587646484, 78.75, 78.91666412353516, 79.08333587646484, 79.25, 79.41666412353516, 79.58333587646484, 79.75, 79.91666412353516], dtype='float32', name='Latitude', length=960)) Time PandasIndex PandasIndex(DatetimeIndex(['1999-05-02 12:00:00', '2000-05-01 12:00:00', '2001-05-01 12:00:00', '2002-05-01 12:00:00', '2003-05-01 12:00:00', '2004-05-05 12:00:00', '2005-05-05 12:00:00', '2006-05-05 12:00:00', '2007-05-05 12:00:00', '2008-05-04 12:00:00', '2009-05-04 12:00:00', '2010-05-04 12:00:00', '2011-05-04 12:00:00', '2012-05-03 12:00:00', '2013-05-03 12:00:00', '2014-05-03 12:00:00', '2015-05-03 12:00:00', '2016-05-02 12:00:00', '2017-05-02 12:00:00', '2018-05-02 12:00:00'], dtype='datetime64[ns]', name='Time', freq=None)) Attributes: (21) Conventions : CF-1.6 ncei_template_version : NCEI_NetCDF_Grid_Template_v2.0 Institution : Jet Propulsion Laboratory geospatial_lat_min : -79.916664 geospatial_lat_max : 79.916664 geospatial_lon_min : 0.083333336 geospatial_lon_max : 359.91666 time_coverage_start : 1999-05-02 time_coverage_end : 1999-05-02 date_created : 2022-10-30T20:44:31.219578 title : Sea Level Anomaly Estimate based on Altimeter Data, final product (replaced interim version). short_name : SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205 long_name : MEaSUREs Gridded Sea Surface Height Anomalies Version 2205 summary : Sea level anomaly grids from altimeter data using Kriging interpolation, which gives best linear prediction based upon prior knowledge of covariance. DOI : 10.5067/SLREF-CDRV3 version_number : 2205 Data_Pnts_Each_Sat : {\"16\": 764589, \"1002\": 637661} source_version : commit 7ba4d2404171bab4068e03a666a335c7a44c5f09 SLA_Global_MEAN : -0.012298334728518514 SLA_Global_STD : 0.09172898644796465 latency : final","title":"What earthaccess.open() do?"},{"location":"tutorials/SSL/#plotting","text":"In [8]: Copied! ds . SLA . where (( ds . SLA >= 0 ) & ( ds . SLA < 10 )) . std ( 'Time' ) . plot ( figsize = ( 14 , 6 ), x = 'Longitude' , y = 'Latitude' ) ds.SLA.where((ds.SLA>=0) & (ds.SLA < 10)).std('Time').plot(figsize=(14,6), x='Longitude', y='Latitude') /home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/dask/array/numpy_compat.py:41: RuntimeWarning: invalid value encountered in divide x = np.divide(x1, x2, out) Out[8]: In [9]: Copied! from pyproj import Geod import numpy as np def ssl_area ( lats ): \"\"\" Calculate the area associated with a 1/6 by 1/6 degree box at latitude specified in 'lats'. Parameter ========== lats: a list or numpy array of size N the latitudes of interest. Return ======= out: Array (N) area values (unit: m^2) \"\"\" # Define WGS84 as CRS: geod = Geod ( ellps = 'WGS84' ) dx = 1 / 12.0 # TODO: explain this c_area = lambda lat : geod . polygon_area_perimeter ( np . r_ [ - dx , dx , dx , - dx ], lat + np . r_ [ - dx , - dx , dx , dx ])[ 0 ] out = [] for lat in lats : out . append ( c_area ( lat )) return np . array ( out ) # note: they rotated the data in the last release, this operation used to be (1,-1) ssh_area = ssl_area ( ds . Latitude . data ) . reshape ( - 1 , 1 ) print ( ssh_area . shape ) from pyproj import Geod import numpy as np def ssl_area(lats): \"\"\" Calculate the area associated with a 1/6 by 1/6 degree box at latitude specified in 'lats'. Parameter ========== lats: a list or numpy array of size N the latitudes of interest. Return ======= out: Array (N) area values (unit: m^2) \"\"\" # Define WGS84 as CRS: geod = Geod(ellps='WGS84') dx=1/12.0 # TODO: explain this c_area=lambda lat: geod.polygon_area_perimeter(np.r_[-dx,dx,dx,-dx], lat+np.r_[-dx,-dx,dx,dx])[0] out=[] for lat in lats: out.append(c_area(lat)) return np.array(out) # note: they rotated the data in the last release, this operation used to be (1,-1) ssh_area = ssl_area(ds.Latitude.data).reshape(-1,1) print(ssh_area.shape) (960, 1) In [10]: Copied! # This dataset was moved from opendap granule = earthaccess . search_data ( concept_id = \"C2491724765-POCLOUD\" )[ 0 ] . data_links ()[ 0 ] gmsl = earthaccess . open ([ granule ])[ 0 ] # This dataset was moved from opendap granule = earthaccess.search_data(concept_id=\"C2491724765-POCLOUD\")[0].data_links()[0] gmsl = earthaccess.open([granule])[0] Granules found: 1 var element = document.getElementById('4594c962-5fd8-46af-a31b-29de43e2cfd6'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"103c0b9103904476bd6c2d7bf9375a5c\"} var element = document.getElementById('e328230d-2947-431a-b92e-b6033341f0ee'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"852d62ea832646a380676c7f43436c30\"} var element = document.getElementById('5de60d5c-1377-479f-9a1e-54d2616e07a3'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"7c1ac746e48b44b280564b6939c1a6ff\"} In [11]: Copied! %% time import numpy as np from matplotlib import pyplot as plt plt . rcParams [ \"figure.figsize\" ] = ( 16 , 4 ) img = plt . imread ( \"underwater.jpeg\" ) fig , axs = plt . subplots () plt . grid ( True ) def global_mean ( SLA , ** kwargs ): dout = (( SLA * ssh_area ) . sum () / ( SLA / SLA * ssh_area ) . sum ()) * 1000 return dout result = ds . SLA . groupby ( 'Time' ) . apply ( global_mean ) plt . xlabel ( 'Time (year)' , fontsize = 16 ) plt . ylabel ( 'Global Mean SLA (meter)' , fontsize = 12 ) # axs.imshow(img, aspect='auto') plt . grid ( True ) historic_ts = xr . open_dataset ( gmsl ) result . plot ( ax = axs , color = \"orange\" , marker = \"o\" , label = 'satellite record' ) historic_ts [ 'global_average_sea_level_change' ] . plot ( ax = axs , label = 'Historical in-situ record' , color = \"lightblue\" ) x0 , x1 = axs . get_xlim () y0 , y1 = axs . get_ylim () axs . imshow ( img , extent = [ x0 , x1 , y0 , y1 ], aspect = 'auto' ) plt . legend () plt . show () %%time import numpy as np from matplotlib import pyplot as plt plt.rcParams[\"figure.figsize\"] = (16,4) img = plt.imread(\"underwater.jpeg\") fig, axs = plt.subplots() plt.grid(True) def global_mean(SLA, **kwargs): dout=((SLA*ssh_area).sum()/(SLA/SLA*ssh_area).sum())*1000 return dout result = ds.SLA.groupby('Time').apply(global_mean) plt.xlabel('Time (year)',fontsize=16) plt.ylabel('Global Mean SLA (meter)',fontsize=12) # axs.imshow(img, aspect='auto') plt.grid(True) historic_ts=xr.open_dataset(gmsl) result.plot(ax=axs, color=\"orange\", marker=\"o\", label='satellite record') historic_ts['global_average_sea_level_change'].plot(ax=axs, label='Historical in-situ record', color=\"lightblue\") x0,x1 = axs.get_xlim() y0,y1 = axs.get_ylim() axs.imshow(img, extent=[x0, x1, y0, y1], aspect='auto') plt.legend() plt.show() CPU times: user 2.86 s, sys: 89.2 ms, total: 2.94 s Wall time: 2.97 s","title":"Plotting"},{"location":"tutorials/emit-earthaccess/","text":"(function (global, factory) { typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() : typeof define === 'function' && define.amd ? define(factory) : (global = global || self, global.ClipboardCopyElement = factory()); 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These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ --jp-shadow-base-lightness: 0; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-400); --jp-border-color1: var(--md-grey-400); --jp-border-color2: var(--md-grey-300); --jp-border-color3: var(--md-grey-200); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(0, 0, 0, 1); --jp-ui-font-color1: rgba(0, 0, 0, 0.87); --jp-ui-font-color2: rgba(0, 0, 0, 0.54); --jp-ui-font-color3: rgba(0, 0, 0, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7); --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(0, 0, 0, 1); --jp-content-font-color1: rgba(0, 0, 0, 0.87); --jp-content-font-color2: rgba(0, 0, 0, 0.54); --jp-content-font-color3: rgba(0, 0, 0, 0.38); --jp-content-link-color: var(--md-blue-700); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: white; --jp-layout-color1: white; --jp-layout-color2: var(--md-grey-200); --jp-layout-color3: var(--md-grey-400); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: #111111; --jp-inverse-layout-color1: var(--md-grey-900); --jp-inverse-layout-color2: var(--md-grey-800); --jp-inverse-layout-color3: var(--md-grey-700); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-900); --jp-brand-color1: var(--md-blue-700); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-900); --jp-accent-color1: var(--md-green-700); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-900); --jp-warn-color1: var(--md-orange-700); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-900); --jp-error-color1: var(--md-red-700); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-900); --jp-success-color1: var(--md-green-700); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-900); --jp-info-color1: var(--md-cyan-700); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--md-grey-100); --jp-cell-editor-border-color: var(--md-grey-300); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 0.5; --jp-cell-prompt-not-active-font-color: var(--md-grey-700); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: var(--md-blue-50); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: #fdd; --jp-rendermime-table-row-background: var(--md-grey-100); --jp-rendermime-table-row-hover-background: var(--md-light-blue-50); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.25); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color1); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--md-grey-300); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color1); --jp-input-hover-background: var(--jp-layout-color1); --jp-input-background: var(--md-grey-100); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: #d9d9d9; --jp-editor-selected-focused-background: #d7d4f0; --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: #008000; --jp-mirror-editor-atom-color: #88f; --jp-mirror-editor-number-color: #080; --jp-mirror-editor-def-color: #00f; --jp-mirror-editor-variable-color: var(--md-grey-900); --jp-mirror-editor-variable-2-color: #05a; --jp-mirror-editor-variable-3-color: #085; --jp-mirror-editor-punctuation-color: #05a; --jp-mirror-editor-property-color: #05a; --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ba2121; --jp-mirror-editor-string-2-color: #708; --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: #008000; --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: #170; --jp-mirror-editor-attribute-color: #00c; --jp-mirror-editor-header-color: blue; --jp-mirror-editor-quote-color: #090; --jp-mirror-editor-link-color: #00c; --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: white; /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.5; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(245, 200, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } [data-md-color-scheme=\"slate\"] .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout * colors used in the theme as well. */ --jp-shadow-base-lightness: 32; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-700); --jp-border-color1: var(--md-grey-700); --jp-border-color2: var(--md-grey-800); --jp-border-color3: var(--md-grey-900); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(255, 255, 255, 1); --jp-ui-font-color1: rgba(255, 255, 255, 0.87); --jp-ui-font-color2: rgba(255, 255, 255, 0.54); --jp-ui-font-color3: rgba(255, 255, 255, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1); --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8); --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5); --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(255, 255, 255, 1); --jp-content-font-color1: rgba(255, 255, 255, 1); --jp-content-font-color2: rgba(255, 255, 255, 0.7); --jp-content-font-color3: rgba(255, 255, 255, 0.5); --jp-content-link-color: var(--md-blue-300); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: #111111; --jp-layout-color1: var(--md-grey-900); --jp-layout-color2: var(--md-grey-800); --jp-layout-color3: var(--md-grey-700); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: white; --jp-inverse-layout-color1: white; --jp-inverse-layout-color2: var(--md-grey-200); --jp-inverse-layout-color3: var(--md-grey-400); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-700); --jp-brand-color1: var(--md-blue-500); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-700); --jp-accent-color1: var(--md-green-500); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-700); --jp-warn-color1: var(--md-orange-500); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-700); --jp-error-color1: var(--md-red-500); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-700); --jp-success-color1: var(--md-green-500); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-700); --jp-info-color1: var(--md-cyan-500); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--jp-layout-color1); --jp-cell-editor-border-color: var(--md-grey-700); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 1; --jp-cell-prompt-not-active-font-color: var(--md-grey-300); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: rgba(244, 67, 54, 0.28); --jp-rendermime-table-row-background: var(--md-grey-900); --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.6); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color2); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--jp-layout-color0); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color0); --jp-input-hover-background: var(--jp-layout-color2); --jp-input-background: var(--md-grey-800); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: var(--jp-layout-color2); --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24); --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: var(--md-green-500); --jp-mirror-editor-atom-color: var(--md-blue-300); --jp-mirror-editor-number-color: var(--md-green-400); --jp-mirror-editor-def-color: var(--md-blue-600); --jp-mirror-editor-variable-color: var(--md-grey-300); --jp-mirror-editor-variable-2-color: var(--md-blue-400); --jp-mirror-editor-variable-3-color: var(--md-green-600); --jp-mirror-editor-punctuation-color: var(--md-blue-400); --jp-mirror-editor-property-color: var(--md-blue-400); --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ff7070; --jp-mirror-editor-string-2-color: var(--md-purple-300); --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: var(--md-green-600); --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: var(--md-green-700); --jp-mirror-editor-attribute-color: var(--md-blue-700); --jp-mirror-editor-header-color: var(--md-blue-500); --jp-mirror-editor-quote-color: var(--md-green-300); --jp-mirror-editor-link-color: var(--md-blue-700); --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: var(--md-grey-400); /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.6; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(255, 225, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* scrollbar related styles. Supports every browser except Edge. */ /* colors based on JetBrain's Darcula theme */ --jp-scrollbar-background-color: #3f4244; --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */ --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */ /* hacks for setting the thumb shape. These do nothing in Firefox */ --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */ --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */ /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } :root{--md-red-50: #ffebee;--md-red-100: #ffcdd2;--md-red-200: #ef9a9a;--md-red-300: #e57373;--md-red-400: #ef5350;--md-red-500: #f44336;--md-red-600: #e53935;--md-red-700: #d32f2f;--md-red-800: #c62828;--md-red-900: #b71c1c;--md-red-A100: #ff8a80;--md-red-A200: #ff5252;--md-red-A400: #ff1744;--md-red-A700: #d50000;--md-pink-50: #fce4ec;--md-pink-100: #f8bbd0;--md-pink-200: #f48fb1;--md-pink-300: #f06292;--md-pink-400: #ec407a;--md-pink-500: #e91e63;--md-pink-600: #d81b60;--md-pink-700: #c2185b;--md-pink-800: #ad1457;--md-pink-900: #880e4f;--md-pink-A100: #ff80ab;--md-pink-A200: #ff4081;--md-pink-A400: #f50057;--md-pink-A700: #c51162;--md-purple-50: #f3e5f5;--md-purple-100: #e1bee7;--md-purple-200: #ce93d8;--md-purple-300: #ba68c8;--md-purple-400: #ab47bc;--md-purple-500: #9c27b0;--md-purple-600: #8e24aa;--md-purple-700: #7b1fa2;--md-purple-800: #6a1b9a;--md-purple-900: #4a148c;--md-purple-A100: #ea80fc;--md-purple-A200: #e040fb;--md-purple-A400: #d500f9;--md-purple-A700: #aa00ff;--md-deep-purple-50: #ede7f6;--md-deep-purple-100: #d1c4e9;--md-deep-purple-200: #b39ddb;--md-deep-purple-300: #9575cd;--md-deep-purple-400: #7e57c2;--md-deep-purple-500: #673ab7;--md-deep-purple-600: #5e35b1;--md-deep-purple-700: #512da8;--md-deep-purple-800: #4527a0;--md-deep-purple-900: #311b92;--md-deep-purple-A100: #b388ff;--md-deep-purple-A200: #7c4dff;--md-deep-purple-A400: #651fff;--md-deep-purple-A700: #6200ea;--md-indigo-50: #e8eaf6;--md-indigo-100: #c5cae9;--md-indigo-200: #9fa8da;--md-indigo-300: #7986cb;--md-indigo-400: #5c6bc0;--md-indigo-500: #3f51b5;--md-indigo-600: #3949ab;--md-indigo-700: #303f9f;--md-indigo-800: #283593;--md-indigo-900: #1a237e;--md-indigo-A100: #8c9eff;--md-indigo-A200: #536dfe;--md-indigo-A400: #3d5afe;--md-indigo-A700: #304ffe;--md-blue-50: #e3f2fd;--md-blue-100: #bbdefb;--md-blue-200: #90caf9;--md-blue-300: #64b5f6;--md-blue-400: #42a5f5;--md-blue-500: #2196f3;--md-blue-600: #1e88e5;--md-blue-700: #1976d2;--md-blue-800: #1565c0;--md-blue-900: #0d47a1;--md-blue-A100: #82b1ff;--md-blue-A200: #448aff;--md-blue-A400: #2979ff;--md-blue-A700: #2962ff;--md-light-blue-50: #e1f5fe;--md-light-blue-100: #b3e5fc;--md-light-blue-200: #81d4fa;--md-light-blue-300: #4fc3f7;--md-light-blue-400: #29b6f6;--md-light-blue-500: #03a9f4;--md-light-blue-600: #039be5;--md-light-blue-700: #0288d1;--md-light-blue-800: #0277bd;--md-light-blue-900: #01579b;--md-light-blue-A100: #80d8ff;--md-light-blue-A200: #40c4ff;--md-light-blue-A400: #00b0ff;--md-light-blue-A700: #0091ea;--md-cyan-50: #e0f7fa;--md-cyan-100: #b2ebf2;--md-cyan-200: #80deea;--md-cyan-300: #4dd0e1;--md-cyan-400: #26c6da;--md-cyan-500: #00bcd4;--md-cyan-600: #00acc1;--md-cyan-700: #0097a7;--md-cyan-800: #00838f;--md-cyan-900: #006064;--md-cyan-A100: #84ffff;--md-cyan-A200: #18ffff;--md-cyan-A400: #00e5ff;--md-cyan-A700: #00b8d4;--md-teal-50: #e0f2f1;--md-teal-100: #b2dfdb;--md-teal-200: #80cbc4;--md-teal-300: #4db6ac;--md-teal-400: #26a69a;--md-teal-500: #009688;--md-teal-600: #00897b;--md-teal-700: #00796b;--md-teal-800: #00695c;--md-teal-900: #004d40;--md-teal-A100: #a7ffeb;--md-teal-A200: #64ffda;--md-teal-A400: #1de9b6;--md-teal-A700: #00bfa5;--md-green-50: #e8f5e9;--md-green-100: #c8e6c9;--md-green-200: #a5d6a7;--md-green-300: #81c784;--md-green-400: #66bb6a;--md-green-500: #4caf50;--md-green-600: #43a047;--md-green-700: #388e3c;--md-green-800: #2e7d32;--md-green-900: #1b5e20;--md-green-A100: #b9f6ca;--md-green-A200: #69f0ae;--md-green-A400: #00e676;--md-green-A700: #00c853;--md-light-green-50: #f1f8e9;--md-light-green-100: #dcedc8;--md-light-green-200: #c5e1a5;--md-light-green-300: #aed581;--md-light-green-400: #9ccc65;--md-light-green-500: #8bc34a;--md-light-green-600: #7cb342;--md-light-green-700: #689f38;--md-light-green-800: #558b2f;--md-light-green-900: #33691e;--md-light-green-A100: #ccff90;--md-light-green-A200: #b2ff59;--md-light-green-A400: #76ff03;--md-light-green-A700: #64dd17;--md-lime-50: #f9fbe7;--md-lime-100: #f0f4c3;--md-lime-200: #e6ee9c;--md-lime-300: #dce775;--md-lime-400: #d4e157;--md-lime-500: #cddc39;--md-lime-600: #c0ca33;--md-lime-700: #afb42b;--md-lime-800: #9e9d24;--md-lime-900: #827717;--md-lime-A100: #f4ff81;--md-lime-A200: #eeff41;--md-lime-A400: #c6ff00;--md-lime-A700: #aeea00;--md-yellow-50: #fffde7;--md-yellow-100: #fff9c4;--md-yellow-200: #fff59d;--md-yellow-300: #fff176;--md-yellow-400: #ffee58;--md-yellow-500: #ffeb3b;--md-yellow-600: #fdd835;--md-yellow-700: #fbc02d;--md-yellow-800: #f9a825;--md-yellow-900: #f57f17;--md-yellow-A100: #ffff8d;--md-yellow-A200: #ffff00;--md-yellow-A400: #ffea00;--md-yellow-A700: #ffd600;--md-amber-50: #fff8e1;--md-amber-100: #ffecb3;--md-amber-200: #ffe082;--md-amber-300: #ffd54f;--md-amber-400: #ffca28;--md-amber-500: #ffc107;--md-amber-600: #ffb300;--md-amber-700: #ffa000;--md-amber-800: #ff8f00;--md-amber-900: #ff6f00;--md-amber-A100: #ffe57f;--md-amber-A200: #ffd740;--md-amber-A400: #ffc400;--md-amber-A700: #ffab00;--md-orange-50: #fff3e0;--md-orange-100: #ffe0b2;--md-orange-200: #ffcc80;--md-orange-300: #ffb74d;--md-orange-400: #ffa726;--md-orange-500: #ff9800;--md-orange-600: #fb8c00;--md-orange-700: #f57c00;--md-orange-800: #ef6c00;--md-orange-900: #e65100;--md-orange-A100: #ffd180;--md-orange-A200: #ffab40;--md-orange-A400: #ff9100;--md-orange-A700: #ff6d00;--md-deep-orange-50: #fbe9e7;--md-deep-orange-100: #ffccbc;--md-deep-orange-200: #ffab91;--md-deep-orange-300: #ff8a65;--md-deep-orange-400: #ff7043;--md-deep-orange-500: 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sourceMappingURL=mkdocs-jupyter.css.map*/ init_mathjax = function() { if (window.MathJax) { // MathJax loaded MathJax.Hub.Config({ TeX: { equationNumbers: { autoNumber: \"AMS\", useLabelIds: true } }, tex2jax: { inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ], displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ], processEscapes: true, processEnvironments: true }, displayAlign: 'center', CommonHTML: { linebreaks: { automatic: true } } }); MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]); } } init_mathjax(); Streaming data from NASA's Earth Surface Minteral Dust Source Investigation (EMIT) \u00b6 This is a proof of concept notebook to demonstrate how earthaccess can facilitate the use of cloud hosted data from NASA using xarray and holoviews. For a formal tutorial on EMIT please visit the official repository where things are explained in detail. EMIT Science Tutorial Prerequisites NASA EDL credentials Openscapes Conda environment installed For direct access this notebook should run in AWS IMPORTANT: This notebook should run out of AWS but is not recomended as streaming HDF5 data is slow out of region In [1]: Copied! import earthaccess import numpy as np import xarray as xr import h5netcdf from pprint import pprint print ( f \"using earthaccess version { earthaccess . __version__ } \" ) auth = earthaccess . login () import earthaccess import numpy as np import xarray as xr import h5netcdf from pprint import pprint print(f\"using earthaccess version {earthaccess.__version__}\") auth = earthaccess.login() using earthaccess version 0.6.1 You're now authenticated with NASA Earthdata Login Using token with expiration date: 12/10/2023 Using environment variables for EDL Searching for the dataset with .search_datasets() \u00b6 Note: API docs can be found at earthaccess In [2]: Copied! results = earthaccess . search_datasets ( short_name = \"EMITL2ARFL\" , cloud_hosted = True ) # Let's print our datasets for dataset in results : print ( pprint ( dataset . summary ())) results = earthaccess.search_datasets(short_name = \"EMITL2ARFL\", cloud_hosted=True) # Let's print our datasets for dataset in results: print(pprint(dataset.summary())) Datasets found: 1 {'cloud-info': {'Region': 'us-west-2', 'S3BucketAndObjectPrefixNames': ['s3://lp-prod-protected/EMITL2ARFL.001', 's3://lp-prod-public/EMITL2ARFL.001'], 'S3CredentialsAPIDocumentationURL': 'https://data.lpdaac.earthdatacloud.nasa.gov/s3credentialsREADME', 'S3CredentialsAPIEndpoint': 'https://data.lpdaac.earthdatacloud.nasa.gov/s3credentials'}, 'concept-id': 'C2408750690-LPCLOUD', 'file-type': \"[{'Format': 'netCDF-4', 'FormatType': 'Native', \" \"'FormatDescription': 'Network Common Data Format Version 4', \" \"'Media': ['Earthdata Cloud', 'HTTPS'], 'AverageFileSize': 1.8, \" \"'AverageFileSizeUnit': 'GB', \" \"'TotalCollectionFileSizeBeginDate': \" \"'2022-08-09T00:00:00.000Z'}]\", 'get-data': ['https://search.earthdata.nasa.gov/search/granules?p=C2408750690-LPCLOUD'], 'short-name': 'EMITL2ARFL', 'version': '001'} None Searching for the data with .search_data() over Ecuador \u00b6 In [3]: Copied! # ~Ecuador = -82.05,-3.17,-76.94,-0.52 granules = earthaccess . search_data ( short_name = \"EMITL2ARFL\" , bounding_box = ( - 82.05 , - 3.17 , - 76.94 , - 0.52 ), count = 10 ) print ( len ( granules )) # ~Ecuador = -82.05,-3.17,-76.94,-0.52 granules = earthaccess.search_data(short_name=\"EMITL2ARFL\", bounding_box=(-82.05,-3.17,-76.94,-0.52), count=10) print(len(granules)) Granules found: 15 10 earthaccess can print a preview of the data using the metadata from CMR \u00b6 Note: there is a bug in earthaccess where the reported size of the granules are always 0, fix is coming next week In [4]: Copied! granules [ 7 ] granules[7] Out[4]: 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100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff2dede', endColorstr='#ffebcccc', GradientType=0)}.bootstrap .well{background-image:-webkit-linear-gradient(top, #e8e8e8 0, #f5f5f5 100%);background-image:-o-linear-gradient(top, #e8e8e8 0, #f5f5f5 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #e8e8e8), to(#f5f5f5));background-image:linear-gradient(to bottom, #e8e8e8 0, #f5f5f5 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffe8e8e8', endColorstr='#fff5f5f5', GradientType=0);border-color:#dcdcdc;-webkit-box-shadow:inset 0 1px 3px rgba(0, 0, 0, 0.05), 0 1px 0 rgba(255, 255, 255, 0.1);box-shadow:inset 0 1px 3px rgba(0, 0, 0, 0.05), 0 1px 0 rgba(255, 255, 255, 0.1)} /* CSS to override bootstrap or define custom styles */ .bootstrap .p { font-size: 18px; } .bootstrap .pull-right { @extend .float-right; } .bootstrap .pull-left { @extend .float-left; } Data : EMIT_L2A_RFL_001_20230304T151234_2306310_003.nc EMIT_L2A_RFLUNCERT_001_20230304T151234_2306310_003.nc EMIT_L2A_MASK_001_20230304T151234_2306310_003.nc Size : 3578.78 MB Cloud Hosted : True Streaming data from S3 with fsspec \u00b6 Opening the data with earthaccess.open() and accessing the NetCDF as if it was local If we run this code in AWS(us-west-2), earthaccess can use direct S3 links. If we run it out of AWS, earthaccess can only use HTTPS links. Direct S3 access for NASA data is only allowed in region. In [5]: Copied! # open() accepts a list of results or a list of links file_handlers = earthaccess . open ( granules ) file_handlers # open() accepts a list of results or a list of links file_handlers = earthaccess.open(granules) file_handlers Opening 10 granules, approx size: 42.27 GB var element = document.getElementById('60c46382-82fc-4f9d-955b-c58f7a0cdfb8'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"eee2b7b27cc34540ae0114ffa35ba08b\"} Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. var element = document.getElementById('24ff4a51-827f-41a5-9367-412fe9d2e37f'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"10e70cce29504a48aa174806e9d9885f\"} Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. var element = document.getElementById('36470d64-7381-4afd-8802-d3caf348076d'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"e42b8002b8b3480b8e004a40f2720bfd\"} Out[5]: [, , , , , , , , , ] In [6]: Copied! %% time # we can use any file from the array file_p = file_handlers [ 4 ] refl = xr . open_dataset ( file_p ) wvl = xr . open_dataset ( file_p , group = 'sensor_band_parameters' ) loc = xr . open_dataset ( file_p , group = 'location' ) ds = xr . merge ([ refl , loc ]) ds = ds . assign_coords ({ 'downtrack' :([ 'downtrack' ], refl . downtrack . data ), 'crosstrack' :([ 'crosstrack' ], refl . crosstrack . data ), ** wvl . variables }) ds %%time # we can use any file from the array file_p = file_handlers[4] refl = xr.open_dataset(file_p) wvl = xr.open_dataset(file_p, group='sensor_band_parameters') loc = xr.open_dataset(file_p, group='location') ds = xr.merge([refl, loc]) ds = ds.assign_coords({'downtrack':(['downtrack'], refl.downtrack.data),'crosstrack':(['crosstrack'],refl.crosstrack.data), **wvl.variables}) ds CPU times: user 1.04 s, sys: 200 ms, total: 1.24 s Wall time: 25.2 s Out[6]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, .xr-header > ul { display: inline; margin-top: 0; margin-bottom: 0; } .xr-obj-type, .xr-array-name { margin-left: 2px; margin-right: 10px; } .xr-obj-type { color: var(--xr-font-color2); } .xr-sections { padding-left: 0 !important; display: grid; grid-template-columns: 150px auto auto 1fr 20px 20px; } .xr-section-item { display: contents; } .xr-section-item input { display: none; } .xr-section-item input + label { color: var(--xr-disabled-color); } .xr-section-item input:enabled + label { cursor: pointer; color: var(--xr-font-color2); } .xr-section-item input:enabled + label:hover { color: var(--xr-font-color0); } .xr-section-summary { grid-column: 1; color: var(--xr-font-color2); font-weight: 500; } .xr-section-summary > span { display: inline-block; padding-left: 0.5em; } .xr-section-summary-in:disabled + label { color: var(--xr-font-color2); } .xr-section-summary-in + label:before { display: inline-block; content: '\u25ba'; font-size: 11px; width: 15px; text-align: center; } .xr-section-summary-in:disabled + label:before { color: var(--xr-disabled-color); } .xr-section-summary-in:checked + label:before { content: '\u25bc'; } .xr-section-summary-in:checked + label > span { display: none; } .xr-section-summary, .xr-section-inline-details { padding-top: 4px; padding-bottom: 4px; } .xr-section-inline-details { grid-column: 2 / -1; } .xr-section-details { display: none; grid-column: 1 / -1; margin-bottom: 5px; } .xr-section-summary-in:checked ~ .xr-section-details { display: contents; } .xr-array-wrap { grid-column: 1 / -1; display: grid; grid-template-columns: 20px auto; } .xr-array-wrap > label { grid-column: 1; vertical-align: top; } .xr-preview { color: var(--xr-font-color3); } .xr-array-preview, .xr-array-data { padding: 0 5px !important; grid-column: 2; } .xr-array-data, .xr-array-in:checked ~ .xr-array-preview { display: none; } .xr-array-in:checked ~ .xr-array-data, .xr-array-preview { display: inline-block; } .xr-dim-list { display: inline-block !important; list-style: none; padding: 0 !important; margin: 0; } .xr-dim-list li { display: inline-block; padding: 0; margin: 0; } .xr-dim-list:before { content: '('; } .xr-dim-list:after { content: ')'; } .xr-dim-list li:not(:last-child):after { content: ','; padding-right: 5px; } .xr-has-index { font-weight: bold; } .xr-var-list, .xr-var-item { display: contents; } .xr-var-item > div, .xr-var-item label, .xr-var-item > .xr-var-name span { background-color: var(--xr-background-color-row-even); margin-bottom: 0; } .xr-var-item > .xr-var-name:hover span { padding-right: 5px; } .xr-var-list > li:nth-child(odd) > div, .xr-var-list > li:nth-child(odd) > label, .xr-var-list > li:nth-child(odd) > .xr-var-name span { background-color: var(--xr-background-color-row-odd); } .xr-var-name { grid-column: 1; } .xr-var-dims { grid-column: 2; } .xr-var-dtype { grid-column: 3; text-align: right; color: var(--xr-font-color2); } .xr-var-preview { grid-column: 4; } .xr-index-preview { grid-column: 2 / 5; color: var(--xr-font-color2); } .xr-var-name, .xr-var-dims, .xr-var-dtype, .xr-preview, .xr-attrs dt { white-space: nowrap; overflow: hidden; text-overflow: ellipsis; padding-right: 10px; } .xr-var-name:hover, .xr-var-dims:hover, .xr-var-dtype:hover, .xr-attrs dt:hover { overflow: visible; width: auto; z-index: 1; } .xr-var-attrs, .xr-var-data, .xr-index-data { display: none; background-color: var(--xr-background-color) !important; padding-bottom: 5px !important; } .xr-var-attrs-in:checked ~ .xr-var-attrs, .xr-var-data-in:checked ~ .xr-var-data, .xr-index-data-in:checked ~ .xr-index-data { display: block; } .xr-var-data > table { float: right; } .xr-var-name span, .xr-var-data, .xr-index-name div, .xr-index-data, .xr-attrs { padding-left: 25px !important; } .xr-attrs, .xr-var-attrs, .xr-var-data, .xr-index-data { grid-column: 1 / -1; } dl.xr-attrs { padding: 0; margin: 0; display: grid; grid-template-columns: 125px auto; } .xr-attrs dt, .xr-attrs dd { padding: 0; margin: 0; float: left; padding-right: 10px; width: auto; } .xr-attrs dt { font-weight: normal; grid-column: 1; } .xr-attrs dt:hover span { display: inline-block; background: var(--xr-background-color); padding-right: 10px; } .xr-attrs dd { grid-column: 2; white-space: pre-wrap; word-break: break-all; } .xr-icon-database, .xr-icon-file-text2, .xr-no-icon { display: inline-block; vertical-align: middle; width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (downtrack: 1280, crosstrack: 1242, bands: 285, ortho_y: 2035, ortho_x: 1801) Coordinates: * downtrack (downtrack) int64 0 1 2 3 4 ... 1276 1277 1278 1279 * crosstrack (crosstrack) int64 0 1 2 3 ... 1238 1239 1240 1241 wavelengths (bands) float32 ... fwhm (bands) float32 ... good_wavelengths (bands) float32 ... Dimensions without coordinates: bands, ortho_y, ortho_x Data variables: reflectance_uncertainty (downtrack, crosstrack, bands) float32 ... lon (downtrack, crosstrack) float64 ... lat (downtrack, crosstrack) float64 ... elev (downtrack, crosstrack) float64 ... glt_x (ortho_y, ortho_x) float64 ... glt_y (ortho_y, ortho_x) float64 ... Attributes: (12/38) ncei_template_version: NCEI_NetCDF_Swath_Template_v2.0 summary: The Earth Surface Mineral Dust Source ... keywords: Imaging Spectroscopy, minerals, EMIT, ... Conventions: CF-1.63 sensor: EMIT (Earth Surface Mineral Dust Sourc... instrument: EMIT ... ... southernmost_latitude: -4.024231286940166 spatialResolution: 0.000542232520256367 spatial_ref: GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHER... geotransform: [-8.23355732e+01 5.42232520e-04 -0.00... day_night_flag: Day title: EMIT L2A Estimated Surface Reflectance... xarray.Dataset Dimensions: downtrack : 1280 crosstrack : 1242 bands : 285 ortho_y : 2035 ortho_x : 1801 Coordinates: (5) downtrack (downtrack) int64 0 1 2 3 4 ... 1276 1277 1278 1279 array([ 0, 1, 2, ..., 1277, 1278, 1279]) crosstrack (crosstrack) int64 0 1 2 3 4 ... 1238 1239 1240 1241 array([ 0, 1, 2, ..., 1239, 1240, 1241]) wavelengths (bands) float32 ... long_name : Wavelength Centers units : nm [285 values with dtype=float32] fwhm (bands) float32 ... long_name : Full Width at Half Max units : nm [285 values with dtype=float32] good_wavelengths (bands) float32 ... long_name : Wavelengths where reflectance is useable: 1 = good data, 0 = bad data units : unitless [285 values with dtype=float32] Data variables: (6) reflectance_uncertainty (downtrack, crosstrack, bands) float32 ... long_name : Surface Reflectance Uncertainty units : unitless [453081600 values with dtype=float32] lon (downtrack, crosstrack) float64 ... long_name : Longitude (WGS-84) units : degrees east [1589760 values with dtype=float64] lat (downtrack, crosstrack) float64 ... long_name : Latitude (WGS-84) units : degrees north [1589760 values with dtype=float64] elev (downtrack, crosstrack) float64 ... long_name : Surface Elevation units : m [1589760 values with dtype=float64] glt_x (ortho_y, ortho_x) float64 ... long_name : GLT Sample Lookup units : pixel location [3665035 values with dtype=float64] glt_y (ortho_y, ortho_x) float64 ... long_name : GLT Line Lookup units : pixel location [3665035 values with dtype=float64] Indexes: (2) downtrack PandasIndex PandasIndex(Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, ... 1270, 1271, 1272, 1273, 1274, 1275, 1276, 1277, 1278, 1279], dtype='int64', name='downtrack', length=1280)) crosstrack PandasIndex PandasIndex(Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, ... 1232, 1233, 1234, 1235, 1236, 1237, 1238, 1239, 1240, 1241], dtype='int64', name='crosstrack', length=1242)) Attributes: (38) ncei_template_version : NCEI_NetCDF_Swath_Template_v2.0 summary : The Earth Surface Mineral Dust Source Investigation (EMIT) is an Earth Ventures-Instrument (EVI-4) Mission that maps the surface mineralogy of arid dust source regions via imaging spectroscopy in the visible and short-wave infrared (VSWIR). Installed on the International Space Station (ISS), the EMIT instrument is a Dyson imaging spectrometer that uses contiguous spectroscopic measurements from 410 to 2450 nm to resolve absoprtion features of iron oxides, clays, sulfates, carbonates, and other dust-forming minerals. During its one-year mission, EMIT will observe the sunlit Earth's dust source regions that occur within +/-52\u00b0 latitude and produce maps of the source regions that can be used to improve forecasts of the role of mineral dust in the radiative forcing (warming or cooling) of the atmosphere.\\n\\nThis file contains L2A estimated surface reflectance uncertainties and geolocation data. Reflectance uncertainty estimates are created using an Optimal Estimation technique - see ATBD for details. Reflectance uncertainty values are reported as fractions (relative to 1). Geolocation data (latitude, longitude, height) and a lookup table to project the data are also included. keywords : Imaging Spectroscopy, minerals, EMIT, dust, radiative forcing Conventions : CF-1.63 sensor : EMIT (Earth Surface Mineral Dust Source Investigation) instrument : EMIT platform : ISS institution : NASA Jet Propulsion Laboratory/California Institute of Technology license : https://science.nasa.gov/earth-science/earth-science-data/data-information-policy/ naming_authority : LPDAAC date_created : 2023-03-12T05:18:53Z keywords_vocabulary : NASA Global Change Master Directory (GCMD) Science Keywords stdname_vocabulary : NetCDF Climate and Forecast (CF) Metadata Convention creator_name : Jet Propulsion Laboratory/California Institute of Technology creator_url : https://earth.jpl.nasa.gov/emit/ project : Earth Surface Mineral Dust Source Investigation project_url : https://emit.jpl.nasa.gov/ publisher_name : NASA LPDAAC publisher_url : https://lpdaac.usgs.gov publisher_email : lpdaac@usgs.gov identifier_product_doi_authority : https://doi.org flight_line : emit20230220t195555_o05113_s002 time_coverage_start : 2023-02-20T19:55:55+0000 time_coverage_end : 2023-02-20T19:56:07+0000 software_build_version : 010610 software_delivery_version : 010610 product_version : V001 history : PGE Run Command: {python /beegfs/store/emit/ops/repos/emit-sds-l2a/spectrum_quality.py /tmp/emit/ops/emit20230220t195555_emit.L2AReflectance_20230222t112607/output/emit20230220t195555_rfl /tmp/emit/ops/emit20230220t195555_emit.L2AReflectance_20230222t112607/output/emit20230220t195555_rfl_quality.txt}, PGE Input Files: {radiance_file=/beegfs/store/emit/ops/data/acquisitions/20230220/emit20230220t195555/l1b/emit20230220t195555_o05113_s002_l1b_rdn_b0106_v01.img, pixel_locations_file=/beegfs/store/emit/ops/data/acquisitions/20230220/emit20230220t195555/l1b/emit20230220t195555_o05113_s002_l1b_loc_b0106_v01.img, observation_parameters_file=/beegfs/store/emit/ops/data/acquisitions/20230220/emit20230220t195555/l1b/emit20230220t195555_o05113_s002_l1b_obs_b0106_v01.img, surface_model_config=/beegfs/store/emit/ops/repos/emit-sds-l2a/surface/surface_20221020.json} crosstrack_orientation : as seen on ground easternmost_longitude : -81.35901247186709 northernmost_latitude : -2.92078810821846 westernmost_longitude : -82.3355732408488 southernmost_latitude : -4.024231286940166 spatialResolution : 0.000542232520256367 spatial_ref : GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AXIS[\"Latitude\",NORTH],AXIS[\"Longitude\",EAST],AUTHORITY[\"EPSG\",\"4326\"]] geotransform : [-8.23355732e+01 5.42232520e-04 -0.00000000e+00 -2.92078811e+00 -0.00000000e+00 -5.42232520e-04] day_night_flag : Day title : EMIT L2A Estimated Surface Reflectance Uncertainty 60 m V001 Plotting non orthorectified data \u00b6 Use the following code to plot the Panel widget when you run this code on AWS us-west-2 import hvplot.xarray import panel as pn import holoviews as hv pn . extension () b850 = np . nanargmin ( abs ( ds [ 'wavelengths' ] . values - 850 )) # Find band nearest to value of 850 nm (NIR) image = ds . sel ( bands = b850 ) . reflectance_uncertainty . hvplot ( 'crosstrack' , 'downtrack' , cmap = 'viridis' ) stream = hv . streams . Tap ( source = image , x = 255 , y = 484 ) def wavelengths_histogram ( x , y ): histo = ds [ 'reflectance_uncertainty' ] . sel ( crosstrack = x , downtrack = y , method = 'nearest' ) . hvplot ( x = \"wavelengths\" , color = 'green' ) return histo tap_dmap = hv . DynamicMap ( wavelengths_histogram , streams = [ stream ]) pn . Column ( image , tap_dmap )","title":"Streaming data from NASA's Earth Surface Minteral Dust Source Investigation (EMIT)"},{"location":"tutorials/emit-earthaccess/#streaming-data-from-nasas-earth-surface-minteral-dust-source-investigation-emit","text":"This is a proof of concept notebook to demonstrate how earthaccess can facilitate the use of cloud hosted data from NASA using xarray and holoviews. For a formal tutorial on EMIT please visit the official repository where things are explained in detail. EMIT Science Tutorial Prerequisites NASA EDL credentials Openscapes Conda environment installed For direct access this notebook should run in AWS IMPORTANT: This notebook should run out of AWS but is not recomended as streaming HDF5 data is slow out of region In [1]: Copied! import earthaccess import numpy as np import xarray as xr import h5netcdf from pprint import pprint print ( f \"using earthaccess version { earthaccess . __version__ } \" ) auth = earthaccess . login () import earthaccess import numpy as np import xarray as xr import h5netcdf from pprint import pprint print(f\"using earthaccess version {earthaccess.__version__}\") auth = earthaccess.login() using earthaccess version 0.6.1 You're now authenticated with NASA Earthdata Login Using token with expiration date: 12/10/2023 Using environment variables for EDL","title":"Streaming data from NASA's Earth Surface Minteral Dust Source Investigation (EMIT)"},{"location":"tutorials/emit-earthaccess/#searching-for-the-dataset-with-search_datasets","text":"Note: API docs can be found at earthaccess In [2]: Copied! results = earthaccess . search_datasets ( short_name = \"EMITL2ARFL\" , cloud_hosted = True ) # Let's print our datasets for dataset in results : print ( pprint ( dataset . summary ())) results = earthaccess.search_datasets(short_name = \"EMITL2ARFL\", cloud_hosted=True) # Let's print our datasets for dataset in results: print(pprint(dataset.summary())) Datasets found: 1 {'cloud-info': {'Region': 'us-west-2', 'S3BucketAndObjectPrefixNames': ['s3://lp-prod-protected/EMITL2ARFL.001', 's3://lp-prod-public/EMITL2ARFL.001'], 'S3CredentialsAPIDocumentationURL': 'https://data.lpdaac.earthdatacloud.nasa.gov/s3credentialsREADME', 'S3CredentialsAPIEndpoint': 'https://data.lpdaac.earthdatacloud.nasa.gov/s3credentials'}, 'concept-id': 'C2408750690-LPCLOUD', 'file-type': \"[{'Format': 'netCDF-4', 'FormatType': 'Native', \" \"'FormatDescription': 'Network Common Data Format Version 4', \" \"'Media': ['Earthdata Cloud', 'HTTPS'], 'AverageFileSize': 1.8, \" \"'AverageFileSizeUnit': 'GB', \" \"'TotalCollectionFileSizeBeginDate': \" \"'2022-08-09T00:00:00.000Z'}]\", 'get-data': ['https://search.earthdata.nasa.gov/search/granules?p=C2408750690-LPCLOUD'], 'short-name': 'EMITL2ARFL', 'version': '001'} None","title":"Searching for the dataset with .search_datasets()"},{"location":"tutorials/emit-earthaccess/#searching-for-the-data-with-search_data-over-ecuador","text":"In [3]: Copied! # ~Ecuador = -82.05,-3.17,-76.94,-0.52 granules = earthaccess . search_data ( short_name = \"EMITL2ARFL\" , bounding_box = ( - 82.05 , - 3.17 , - 76.94 , - 0.52 ), count = 10 ) print ( len ( granules )) # ~Ecuador = -82.05,-3.17,-76.94,-0.52 granules = earthaccess.search_data(short_name=\"EMITL2ARFL\", bounding_box=(-82.05,-3.17,-76.94,-0.52), count=10) print(len(granules)) Granules found: 15 10","title":"Searching for the data with .search_data() over Ecuador"},{"location":"tutorials/emit-earthaccess/#earthaccess-can-print-a-preview-of-the-data-using-the-metadata-from-cmr","text":"Note: there is a bug in earthaccess where the reported size of the granules are always 0, fix is coming next week In [4]: Copied! granules [ 7 ] granules[7] Out[4]: .bootstrap{font-family:sans-serif;line-height:1;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%}.bootstrap{margin:0;font-size:10px;}.bootstrap article,.bootstrap aside,.bootstrap footer,.bootstrap header,.bootstrap nav,.bootstrap section{display:block}.bootstrap h1{font-size:2em;margin:0.67em 0}.bootstrap figcaption,.bootstrap figure,.bootstrap main{display:block}.bootstrap figure{margin:1em 40px}.bootstrap hr{-webkit-box-sizing:content-box;box-sizing:content-box;height:0;overflow:visible}.bootstrap pre{font-family:monospace,monospace;font-size:1em}.bootstrap a{background-color:transparent;-webkit-text-decoration-skip:objects}.bootstrap a:active,.bootstrap 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Data : EMIT_L2A_RFL_001_20230304T151234_2306310_003.nc EMIT_L2A_RFLUNCERT_001_20230304T151234_2306310_003.nc EMIT_L2A_MASK_001_20230304T151234_2306310_003.nc Size : 3578.78 MB Cloud Hosted : True","title":"earthaccess can print a preview of the data using the metadata from CMR"},{"location":"tutorials/emit-earthaccess/#streaming-data-from-s3-with-fsspec","text":"Opening the data with earthaccess.open() and accessing the NetCDF as if it was local If we run this code in AWS(us-west-2), earthaccess can use direct S3 links. If we run it out of AWS, earthaccess can only use HTTPS links. Direct S3 access for NASA data is only allowed in region. In [5]: Copied! # open() accepts a list of results or a list of links file_handlers = earthaccess . open ( granules ) file_handlers # open() accepts a list of results or a list of links file_handlers = earthaccess.open(granules) file_handlers Opening 10 granules, approx size: 42.27 GB var element = document.getElementById('60c46382-82fc-4f9d-955b-c58f7a0cdfb8'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"eee2b7b27cc34540ae0114ffa35ba08b\"} Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. var element = document.getElementById('24ff4a51-827f-41a5-9367-412fe9d2e37f'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"10e70cce29504a48aa174806e9d9885f\"} Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. Warning: This collection contains more than one file per granule. earthaccess will only open the first data link, try filtering the links before opening them. var element = document.getElementById('36470d64-7381-4afd-8802-d3caf348076d'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"e42b8002b8b3480b8e004a40f2720bfd\"} Out[5]: [, , , , , , , , , ] In [6]: Copied! %% time # we can use any file from the array file_p = file_handlers [ 4 ] refl = xr . open_dataset ( file_p ) wvl = xr . open_dataset ( file_p , group = 'sensor_band_parameters' ) loc = xr . open_dataset ( file_p , group = 'location' ) ds = xr . merge ([ refl , loc ]) ds = ds . assign_coords ({ 'downtrack' :([ 'downtrack' ], refl . downtrack . data ), 'crosstrack' :([ 'crosstrack' ], refl . crosstrack . data ), ** wvl . variables }) ds %%time # we can use any file from the array file_p = file_handlers[4] refl = xr.open_dataset(file_p) wvl = xr.open_dataset(file_p, group='sensor_band_parameters') loc = xr.open_dataset(file_p, group='location') ds = xr.merge([refl, loc]) ds = ds.assign_coords({'downtrack':(['downtrack'], refl.downtrack.data),'crosstrack':(['crosstrack'],refl.crosstrack.data), **wvl.variables}) ds CPU times: user 1.04 s, sys: 200 ms, total: 1.24 s Wall time: 25.2 s Out[6]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, .xr-header > ul { display: inline; margin-top: 0; margin-bottom: 0; } .xr-obj-type, .xr-array-name { margin-left: 2px; margin-right: 10px; } .xr-obj-type { color: var(--xr-font-color2); } .xr-sections { padding-left: 0 !important; display: grid; grid-template-columns: 150px auto auto 1fr 20px 20px; } .xr-section-item { display: contents; } .xr-section-item input { display: none; } .xr-section-item input + label { color: var(--xr-disabled-color); } .xr-section-item input:enabled + label { cursor: pointer; color: var(--xr-font-color2); } .xr-section-item input:enabled + label:hover { color: var(--xr-font-color0); } .xr-section-summary { grid-column: 1; color: var(--xr-font-color2); font-weight: 500; } .xr-section-summary > span { display: inline-block; padding-left: 0.5em; } .xr-section-summary-in:disabled + label { color: var(--xr-font-color2); } .xr-section-summary-in + label:before { display: inline-block; content: '\u25ba'; font-size: 11px; width: 15px; text-align: center; } .xr-section-summary-in:disabled + label:before { color: var(--xr-disabled-color); } .xr-section-summary-in:checked + label:before { content: '\u25bc'; } .xr-section-summary-in:checked + label > span { display: none; } .xr-section-summary, .xr-section-inline-details { padding-top: 4px; padding-bottom: 4px; } .xr-section-inline-details { grid-column: 2 / -1; } .xr-section-details { display: none; grid-column: 1 / -1; margin-bottom: 5px; } .xr-section-summary-in:checked ~ .xr-section-details { display: contents; } .xr-array-wrap { grid-column: 1 / -1; display: grid; grid-template-columns: 20px auto; } .xr-array-wrap > label { grid-column: 1; vertical-align: top; } .xr-preview { color: var(--xr-font-color3); } .xr-array-preview, .xr-array-data { padding: 0 5px !important; grid-column: 2; } .xr-array-data, .xr-array-in:checked ~ .xr-array-preview { display: none; } .xr-array-in:checked ~ .xr-array-data, .xr-array-preview { display: inline-block; } .xr-dim-list { display: inline-block !important; list-style: none; padding: 0 !important; margin: 0; } .xr-dim-list li { display: inline-block; padding: 0; margin: 0; } .xr-dim-list:before { content: '('; } .xr-dim-list:after { content: ')'; } .xr-dim-list li:not(:last-child):after { content: ','; padding-right: 5px; } .xr-has-index { font-weight: bold; } .xr-var-list, .xr-var-item { display: contents; } .xr-var-item > div, .xr-var-item label, .xr-var-item > .xr-var-name span { background-color: var(--xr-background-color-row-even); margin-bottom: 0; } .xr-var-item > .xr-var-name:hover span { padding-right: 5px; } .xr-var-list > li:nth-child(odd) > div, .xr-var-list > li:nth-child(odd) > label, .xr-var-list > li:nth-child(odd) > .xr-var-name span { background-color: var(--xr-background-color-row-odd); } .xr-var-name { grid-column: 1; } .xr-var-dims { grid-column: 2; } .xr-var-dtype { grid-column: 3; text-align: right; color: var(--xr-font-color2); } .xr-var-preview { grid-column: 4; } .xr-index-preview { grid-column: 2 / 5; color: var(--xr-font-color2); } .xr-var-name, .xr-var-dims, .xr-var-dtype, .xr-preview, .xr-attrs dt { white-space: nowrap; overflow: hidden; text-overflow: ellipsis; padding-right: 10px; } .xr-var-name:hover, .xr-var-dims:hover, .xr-var-dtype:hover, .xr-attrs dt:hover { overflow: visible; width: auto; z-index: 1; } .xr-var-attrs, .xr-var-data, .xr-index-data { display: none; background-color: var(--xr-background-color) !important; padding-bottom: 5px !important; } .xr-var-attrs-in:checked ~ .xr-var-attrs, .xr-var-data-in:checked ~ .xr-var-data, .xr-index-data-in:checked ~ .xr-index-data { display: block; } .xr-var-data > table { float: right; } .xr-var-name span, .xr-var-data, .xr-index-name div, .xr-index-data, .xr-attrs { padding-left: 25px !important; } .xr-attrs, .xr-var-attrs, .xr-var-data, .xr-index-data { grid-column: 1 / -1; } dl.xr-attrs { padding: 0; margin: 0; display: grid; grid-template-columns: 125px auto; } .xr-attrs dt, .xr-attrs dd { padding: 0; margin: 0; float: left; padding-right: 10px; width: auto; } .xr-attrs dt { font-weight: normal; grid-column: 1; } .xr-attrs dt:hover span { display: inline-block; background: var(--xr-background-color); padding-right: 10px; } .xr-attrs dd { grid-column: 2; white-space: pre-wrap; word-break: break-all; } .xr-icon-database, .xr-icon-file-text2, .xr-no-icon { display: inline-block; vertical-align: middle; width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (downtrack: 1280, crosstrack: 1242, bands: 285, ortho_y: 2035, ortho_x: 1801) Coordinates: * downtrack (downtrack) int64 0 1 2 3 4 ... 1276 1277 1278 1279 * crosstrack (crosstrack) int64 0 1 2 3 ... 1238 1239 1240 1241 wavelengths (bands) float32 ... fwhm (bands) float32 ... good_wavelengths (bands) float32 ... Dimensions without coordinates: bands, ortho_y, ortho_x Data variables: reflectance_uncertainty (downtrack, crosstrack, bands) float32 ... lon (downtrack, crosstrack) float64 ... lat (downtrack, crosstrack) float64 ... elev (downtrack, crosstrack) float64 ... glt_x (ortho_y, ortho_x) float64 ... glt_y (ortho_y, ortho_x) float64 ... Attributes: (12/38) ncei_template_version: NCEI_NetCDF_Swath_Template_v2.0 summary: The Earth Surface Mineral Dust Source ... keywords: Imaging Spectroscopy, minerals, EMIT, ... Conventions: CF-1.63 sensor: EMIT (Earth Surface Mineral Dust Sourc... instrument: EMIT ... ... southernmost_latitude: -4.024231286940166 spatialResolution: 0.000542232520256367 spatial_ref: GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHER... geotransform: [-8.23355732e+01 5.42232520e-04 -0.00... day_night_flag: Day title: EMIT L2A Estimated Surface Reflectance... xarray.Dataset Dimensions: downtrack : 1280 crosstrack : 1242 bands : 285 ortho_y : 2035 ortho_x : 1801 Coordinates: (5) downtrack (downtrack) int64 0 1 2 3 4 ... 1276 1277 1278 1279 array([ 0, 1, 2, ..., 1277, 1278, 1279]) crosstrack (crosstrack) int64 0 1 2 3 4 ... 1238 1239 1240 1241 array([ 0, 1, 2, ..., 1239, 1240, 1241]) wavelengths (bands) float32 ... long_name : Wavelength Centers units : nm [285 values with dtype=float32] fwhm (bands) float32 ... long_name : Full Width at Half Max units : nm [285 values with dtype=float32] good_wavelengths (bands) float32 ... long_name : Wavelengths where reflectance is useable: 1 = good data, 0 = bad data units : unitless [285 values with dtype=float32] Data variables: (6) reflectance_uncertainty (downtrack, crosstrack, bands) float32 ... long_name : Surface Reflectance Uncertainty units : unitless [453081600 values with dtype=float32] lon (downtrack, crosstrack) float64 ... long_name : Longitude (WGS-84) units : degrees east [1589760 values with dtype=float64] lat (downtrack, crosstrack) float64 ... long_name : Latitude (WGS-84) units : degrees north [1589760 values with dtype=float64] elev (downtrack, crosstrack) float64 ... long_name : Surface Elevation units : m [1589760 values with dtype=float64] glt_x (ortho_y, ortho_x) float64 ... long_name : GLT Sample Lookup units : pixel location [3665035 values with dtype=float64] glt_y (ortho_y, ortho_x) float64 ... long_name : GLT Line Lookup units : pixel location [3665035 values with dtype=float64] Indexes: (2) downtrack PandasIndex PandasIndex(Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, ... 1270, 1271, 1272, 1273, 1274, 1275, 1276, 1277, 1278, 1279], dtype='int64', name='downtrack', length=1280)) crosstrack PandasIndex PandasIndex(Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, ... 1232, 1233, 1234, 1235, 1236, 1237, 1238, 1239, 1240, 1241], dtype='int64', name='crosstrack', length=1242)) Attributes: (38) ncei_template_version : NCEI_NetCDF_Swath_Template_v2.0 summary : The Earth Surface Mineral Dust Source Investigation (EMIT) is an Earth Ventures-Instrument (EVI-4) Mission that maps the surface mineralogy of arid dust source regions via imaging spectroscopy in the visible and short-wave infrared (VSWIR). Installed on the International Space Station (ISS), the EMIT instrument is a Dyson imaging spectrometer that uses contiguous spectroscopic measurements from 410 to 2450 nm to resolve absoprtion features of iron oxides, clays, sulfates, carbonates, and other dust-forming minerals. During its one-year mission, EMIT will observe the sunlit Earth's dust source regions that occur within +/-52\u00b0 latitude and produce maps of the source regions that can be used to improve forecasts of the role of mineral dust in the radiative forcing (warming or cooling) of the atmosphere.\\n\\nThis file contains L2A estimated surface reflectance uncertainties and geolocation data. Reflectance uncertainty estimates are created using an Optimal Estimation technique - see ATBD for details. Reflectance uncertainty values are reported as fractions (relative to 1). Geolocation data (latitude, longitude, height) and a lookup table to project the data are also included. keywords : Imaging Spectroscopy, minerals, EMIT, dust, radiative forcing Conventions : CF-1.63 sensor : EMIT (Earth Surface Mineral Dust Source Investigation) instrument : EMIT platform : ISS institution : NASA Jet Propulsion Laboratory/California Institute of Technology license : https://science.nasa.gov/earth-science/earth-science-data/data-information-policy/ naming_authority : LPDAAC date_created : 2023-03-12T05:18:53Z keywords_vocabulary : NASA Global Change Master Directory (GCMD) Science Keywords stdname_vocabulary : NetCDF Climate and Forecast (CF) Metadata Convention creator_name : Jet Propulsion Laboratory/California Institute of Technology creator_url : https://earth.jpl.nasa.gov/emit/ project : Earth Surface Mineral Dust Source Investigation project_url : https://emit.jpl.nasa.gov/ publisher_name : NASA LPDAAC publisher_url : https://lpdaac.usgs.gov publisher_email : lpdaac@usgs.gov identifier_product_doi_authority : https://doi.org flight_line : emit20230220t195555_o05113_s002 time_coverage_start : 2023-02-20T19:55:55+0000 time_coverage_end : 2023-02-20T19:56:07+0000 software_build_version : 010610 software_delivery_version : 010610 product_version : V001 history : PGE Run Command: {python /beegfs/store/emit/ops/repos/emit-sds-l2a/spectrum_quality.py /tmp/emit/ops/emit20230220t195555_emit.L2AReflectance_20230222t112607/output/emit20230220t195555_rfl /tmp/emit/ops/emit20230220t195555_emit.L2AReflectance_20230222t112607/output/emit20230220t195555_rfl_quality.txt}, PGE Input Files: {radiance_file=/beegfs/store/emit/ops/data/acquisitions/20230220/emit20230220t195555/l1b/emit20230220t195555_o05113_s002_l1b_rdn_b0106_v01.img, pixel_locations_file=/beegfs/store/emit/ops/data/acquisitions/20230220/emit20230220t195555/l1b/emit20230220t195555_o05113_s002_l1b_loc_b0106_v01.img, observation_parameters_file=/beegfs/store/emit/ops/data/acquisitions/20230220/emit20230220t195555/l1b/emit20230220t195555_o05113_s002_l1b_obs_b0106_v01.img, surface_model_config=/beegfs/store/emit/ops/repos/emit-sds-l2a/surface/surface_20221020.json} crosstrack_orientation : as seen on ground easternmost_longitude : -81.35901247186709 northernmost_latitude : -2.92078810821846 westernmost_longitude : -82.3355732408488 southernmost_latitude : -4.024231286940166 spatialResolution : 0.000542232520256367 spatial_ref : GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AXIS[\"Latitude\",NORTH],AXIS[\"Longitude\",EAST],AUTHORITY[\"EPSG\",\"4326\"]] geotransform : [-8.23355732e+01 5.42232520e-04 -0.00000000e+00 -2.92078811e+00 -0.00000000e+00 -5.42232520e-04] day_night_flag : Day title : EMIT L2A Estimated Surface Reflectance Uncertainty 60 m V001","title":"Streaming data from S3 with fsspec"},{"location":"tutorials/emit-earthaccess/#plotting-non-orthorectified-data","text":"Use the following code to plot the Panel widget when you run this code on AWS us-west-2 import hvplot.xarray import panel as pn import holoviews as hv pn . extension () b850 = np . nanargmin ( abs ( ds [ 'wavelengths' ] . values - 850 )) # Find band nearest to value of 850 nm (NIR) image = ds . sel ( bands = b850 ) . reflectance_uncertainty . hvplot ( 'crosstrack' , 'downtrack' , cmap = 'viridis' ) stream = hv . streams . Tap ( source = image , x = 255 , y = 484 ) def wavelengths_histogram ( x , y ): histo = ds [ 'reflectance_uncertainty' ] . sel ( crosstrack = x , downtrack = y , method = 'nearest' ) . hvplot ( x = \"wavelengths\" , color = 'green' ) return histo tap_dmap = hv . DynamicMap ( wavelengths_histogram , streams = [ stream ]) pn . Column ( image , tap_dmap )","title":"Plotting non orthorectified data"},{"location":"tutorials/file-access/","text":"(function (global, factory) { typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() : typeof define === 'function' && define.amd ? define(factory) : (global = global || self, global.ClipboardCopyElement = factory()); }(this, function () { 'use strict'; function createNode(text) { const node = document.createElement('pre'); node.style.width = '1px'; node.style.height = '1px'; node.style.position = 'fixed'; node.style.top = '5px'; node.textContent = text; return node; } function copyNode(node) { if ('clipboard' in navigator) { // eslint-disable-next-line flowtype/no-flow-fix-me-comments // $FlowFixMe Clipboard is not defined in Flow yet. return navigator.clipboard.writeText(node.textContent); } const selection = getSelection(); if (selection == null) { return Promise.reject(new Error()); } selection.removeAllRanges(); const range = document.createRange(); 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When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(0, 0, 0, 1); --jp-content-font-color1: rgba(0, 0, 0, 0.87); --jp-content-font-color2: rgba(0, 0, 0, 0.54); --jp-content-font-color3: rgba(0, 0, 0, 0.38); --jp-content-link-color: var(--md-blue-700); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: white; --jp-layout-color1: white; --jp-layout-color2: var(--md-grey-200); --jp-layout-color3: var(--md-grey-400); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: #111111; --jp-inverse-layout-color1: var(--md-grey-900); --jp-inverse-layout-color2: var(--md-grey-800); --jp-inverse-layout-color3: var(--md-grey-700); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-900); --jp-brand-color1: var(--md-blue-700); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-900); --jp-accent-color1: var(--md-green-700); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-900); --jp-warn-color1: var(--md-orange-700); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-900); --jp-error-color1: var(--md-red-700); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-900); --jp-success-color1: var(--md-green-700); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-900); --jp-info-color1: var(--md-cyan-700); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--md-grey-100); --jp-cell-editor-border-color: var(--md-grey-300); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 0.5; --jp-cell-prompt-not-active-font-color: var(--md-grey-700); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: var(--md-blue-50); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: #fdd; --jp-rendermime-table-row-background: var(--md-grey-100); --jp-rendermime-table-row-hover-background: var(--md-light-blue-50); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.25); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color1); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--md-grey-300); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color1); --jp-input-hover-background: var(--jp-layout-color1); --jp-input-background: var(--md-grey-100); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: #d9d9d9; --jp-editor-selected-focused-background: #d7d4f0; --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: #008000; --jp-mirror-editor-atom-color: #88f; --jp-mirror-editor-number-color: #080; --jp-mirror-editor-def-color: #00f; --jp-mirror-editor-variable-color: var(--md-grey-900); --jp-mirror-editor-variable-2-color: #05a; --jp-mirror-editor-variable-3-color: #085; --jp-mirror-editor-punctuation-color: #05a; --jp-mirror-editor-property-color: #05a; --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ba2121; --jp-mirror-editor-string-2-color: #708; --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: #008000; --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: #170; --jp-mirror-editor-attribute-color: #00c; --jp-mirror-editor-header-color: blue; --jp-mirror-editor-quote-color: #090; --jp-mirror-editor-link-color: #00c; --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: white; /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.5; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(245, 200, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } [data-md-color-scheme=\"slate\"] .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout * colors used in the theme as well. */ --jp-shadow-base-lightness: 32; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-700); --jp-border-color1: var(--md-grey-700); --jp-border-color2: var(--md-grey-800); --jp-border-color3: var(--md-grey-900); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(255, 255, 255, 1); --jp-ui-font-color1: rgba(255, 255, 255, 0.87); --jp-ui-font-color2: rgba(255, 255, 255, 0.54); --jp-ui-font-color3: rgba(255, 255, 255, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1); --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8); --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5); --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(255, 255, 255, 1); --jp-content-font-color1: rgba(255, 255, 255, 1); --jp-content-font-color2: rgba(255, 255, 255, 0.7); --jp-content-font-color3: rgba(255, 255, 255, 0.5); --jp-content-link-color: var(--md-blue-300); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: #111111; --jp-layout-color1: var(--md-grey-900); --jp-layout-color2: var(--md-grey-800); --jp-layout-color3: var(--md-grey-700); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: white; --jp-inverse-layout-color1: white; --jp-inverse-layout-color2: var(--md-grey-200); --jp-inverse-layout-color3: var(--md-grey-400); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-700); --jp-brand-color1: var(--md-blue-500); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-700); --jp-accent-color1: var(--md-green-500); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-700); --jp-warn-color1: var(--md-orange-500); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-700); --jp-error-color1: var(--md-red-500); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-700); --jp-success-color1: var(--md-green-500); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-700); --jp-info-color1: var(--md-cyan-500); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--jp-layout-color1); --jp-cell-editor-border-color: var(--md-grey-700); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 1; --jp-cell-prompt-not-active-font-color: var(--md-grey-300); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: rgba(244, 67, 54, 0.28); --jp-rendermime-table-row-background: var(--md-grey-900); --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.6); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color2); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--jp-layout-color0); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color0); --jp-input-hover-background: var(--jp-layout-color2); --jp-input-background: var(--md-grey-800); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: var(--jp-layout-color2); --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24); --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: var(--md-green-500); --jp-mirror-editor-atom-color: var(--md-blue-300); --jp-mirror-editor-number-color: var(--md-green-400); --jp-mirror-editor-def-color: var(--md-blue-600); --jp-mirror-editor-variable-color: var(--md-grey-300); --jp-mirror-editor-variable-2-color: var(--md-blue-400); --jp-mirror-editor-variable-3-color: var(--md-green-600); --jp-mirror-editor-punctuation-color: var(--md-blue-400); --jp-mirror-editor-property-color: var(--md-blue-400); --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ff7070; --jp-mirror-editor-string-2-color: var(--md-purple-300); --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: var(--md-green-600); --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: var(--md-green-700); --jp-mirror-editor-attribute-color: var(--md-blue-700); --jp-mirror-editor-header-color: var(--md-blue-500); --jp-mirror-editor-quote-color: var(--md-green-300); --jp-mirror-editor-link-color: var(--md-blue-700); --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: var(--md-grey-400); /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.6; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(255, 225, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* scrollbar related styles. Supports every browser except Edge. */ /* colors based on JetBrain's Darcula theme */ --jp-scrollbar-background-color: #3f4244; --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */ --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */ /* hacks for setting the thumb shape. These do nothing in Firefox */ --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */ --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */ /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } :root{--md-red-50: #ffebee;--md-red-100: #ffcdd2;--md-red-200: #ef9a9a;--md-red-300: #e57373;--md-red-400: #ef5350;--md-red-500: #f44336;--md-red-600: #e53935;--md-red-700: #d32f2f;--md-red-800: #c62828;--md-red-900: #b71c1c;--md-red-A100: #ff8a80;--md-red-A200: #ff5252;--md-red-A400: #ff1744;--md-red-A700: #d50000;--md-pink-50: #fce4ec;--md-pink-100: #f8bbd0;--md-pink-200: #f48fb1;--md-pink-300: #f06292;--md-pink-400: #ec407a;--md-pink-500: #e91e63;--md-pink-600: #d81b60;--md-pink-700: #c2185b;--md-pink-800: #ad1457;--md-pink-900: #880e4f;--md-pink-A100: #ff80ab;--md-pink-A200: #ff4081;--md-pink-A400: #f50057;--md-pink-A700: #c51162;--md-purple-50: #f3e5f5;--md-purple-100: #e1bee7;--md-purple-200: #ce93d8;--md-purple-300: #ba68c8;--md-purple-400: #ab47bc;--md-purple-500: #9c27b0;--md-purple-600: #8e24aa;--md-purple-700: #7b1fa2;--md-purple-800: #6a1b9a;--md-purple-900: #4a148c;--md-purple-A100: #ea80fc;--md-purple-A200: #e040fb;--md-purple-A400: #d500f9;--md-purple-A700: #aa00ff;--md-deep-purple-50: #ede7f6;--md-deep-purple-100: #d1c4e9;--md-deep-purple-200: #b39ddb;--md-deep-purple-300: #9575cd;--md-deep-purple-400: #7e57c2;--md-deep-purple-500: #673ab7;--md-deep-purple-600: #5e35b1;--md-deep-purple-700: #512da8;--md-deep-purple-800: #4527a0;--md-deep-purple-900: #311b92;--md-deep-purple-A100: #b388ff;--md-deep-purple-A200: #7c4dff;--md-deep-purple-A400: #651fff;--md-deep-purple-A700: #6200ea;--md-indigo-50: #e8eaf6;--md-indigo-100: #c5cae9;--md-indigo-200: #9fa8da;--md-indigo-300: #7986cb;--md-indigo-400: #5c6bc0;--md-indigo-500: #3f51b5;--md-indigo-600: #3949ab;--md-indigo-700: #303f9f;--md-indigo-800: #283593;--md-indigo-900: #1a237e;--md-indigo-A100: #8c9eff;--md-indigo-A200: #536dfe;--md-indigo-A400: #3d5afe;--md-indigo-A700: #304ffe;--md-blue-50: #e3f2fd;--md-blue-100: #bbdefb;--md-blue-200: #90caf9;--md-blue-300: #64b5f6;--md-blue-400: #42a5f5;--md-blue-500: #2196f3;--md-blue-600: #1e88e5;--md-blue-700: #1976d2;--md-blue-800: #1565c0;--md-blue-900: #0d47a1;--md-blue-A100: #82b1ff;--md-blue-A200: #448aff;--md-blue-A400: #2979ff;--md-blue-A700: #2962ff;--md-light-blue-50: #e1f5fe;--md-light-blue-100: #b3e5fc;--md-light-blue-200: #81d4fa;--md-light-blue-300: #4fc3f7;--md-light-blue-400: #29b6f6;--md-light-blue-500: #03a9f4;--md-light-blue-600: #039be5;--md-light-blue-700: #0288d1;--md-light-blue-800: #0277bd;--md-light-blue-900: #01579b;--md-light-blue-A100: #80d8ff;--md-light-blue-A200: #40c4ff;--md-light-blue-A400: #00b0ff;--md-light-blue-A700: #0091ea;--md-cyan-50: #e0f7fa;--md-cyan-100: #b2ebf2;--md-cyan-200: #80deea;--md-cyan-300: #4dd0e1;--md-cyan-400: #26c6da;--md-cyan-500: #00bcd4;--md-cyan-600: #00acc1;--md-cyan-700: #0097a7;--md-cyan-800: #00838f;--md-cyan-900: #006064;--md-cyan-A100: #84ffff;--md-cyan-A200: #18ffff;--md-cyan-A400: #00e5ff;--md-cyan-A700: #00b8d4;--md-teal-50: #e0f2f1;--md-teal-100: #b2dfdb;--md-teal-200: #80cbc4;--md-teal-300: #4db6ac;--md-teal-400: #26a69a;--md-teal-500: #009688;--md-teal-600: #00897b;--md-teal-700: #00796b;--md-teal-800: #00695c;--md-teal-900: #004d40;--md-teal-A100: #a7ffeb;--md-teal-A200: #64ffda;--md-teal-A400: #1de9b6;--md-teal-A700: #00bfa5;--md-green-50: #e8f5e9;--md-green-100: #c8e6c9;--md-green-200: #a5d6a7;--md-green-300: #81c784;--md-green-400: #66bb6a;--md-green-500: #4caf50;--md-green-600: #43a047;--md-green-700: #388e3c;--md-green-800: #2e7d32;--md-green-900: #1b5e20;--md-green-A100: #b9f6ca;--md-green-A200: #69f0ae;--md-green-A400: #00e676;--md-green-A700: 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sourceMappingURL=mkdocs-jupyter.css.map*/ init_mathjax = function() { if (window.MathJax) { // MathJax loaded MathJax.Hub.Config({ TeX: { equationNumbers: { autoNumber: \"AMS\", useLabelIds: true } }, tex2jax: { inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ], displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ], processEscapes: true, processEnvironments: true }, displayAlign: 'center', CommonHTML: { linebreaks: { automatic: true } } }); MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]); } } init_mathjax(); Accessing remote files with earthaccess \u00b6 When we search for data using earthaccess we get back a list of results from NASA's Common Metadata Repository or CMR for short. These results contain all the information we need to access the files represented by the metadata. earthaccess offers 2 access methods that operate with these results, the first method is the well known, download() where we copy the results from their location to our local disk, if we are running the code in AWS say on a Jupyterhub the files will be copied to the local VM disk. The other method is open() , earthaccess uses fsspec to open remote files as if they were local. open has advantages and some disadvantages that we must know before using it. The main advantage for open() is that we don't have to download the file, we can stream it into memory however depending on how we do it we may run into network performance issues. Again, if we run the code next to the data this would be fast, if we do it locally in our laptopts it will be slow. In [1]: Copied! import earthaccess auth = earthaccess . login () import earthaccess auth = earthaccess.login() You're now authenticated with NASA Earthdata Login Using token with expiration date: 12/10/2023 Using environment variables for EDL In [2]: Copied! results = earthaccess . search_data ( short_name = \"ATL06\" , cloud_hosted = False , temporal = ( \"2019-01\" , \"2019-02\" ), polygon = [( - 100 , 40 ), ( - 110 , 40 ), ( - 105 , 38 ), ( - 100 , 40 )] ) results [ 0 ] results = earthaccess.search_data( short_name=\"ATL06\", cloud_hosted=False, temporal=(\"2019-01\", \"2019-02\"), polygon=[(-100, 40), (-110, 40), (-105, 38), (-100, 40)] ) results[0] Granules found: 47 Out[2]: .bootstrap{font-family:sans-serif;line-height:1;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%}.bootstrap{margin:0;font-size:10px;}.bootstrap article,.bootstrap aside,.bootstrap footer,.bootstrap header,.bootstrap nav,.bootstrap section{display:block}.bootstrap h1{font-size:2em;margin:0.67em 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.progress-bar{background-image:-webkit-linear-gradient(top, #337ab7 0, #286090 100%);background-image:-o-linear-gradient(top, #337ab7 0, #286090 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#286090));background-image:linear-gradient(to bottom, #337ab7 0, #286090 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff286090', GradientType=0)}.bootstrap .progress-bar-success{background-image:-webkit-linear-gradient(top, #5cb85c 0, #449d44 100%);background-image:-o-linear-gradient(top, #5cb85c 0, #449d44 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #5cb85c), to(#449d44));background-image:linear-gradient(to bottom, #5cb85c 0, #449d44 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5cb85c', endColorstr='#ff449d44', GradientType=0)}.bootstrap .progress-bar-info{background-image:-webkit-linear-gradient(top, #5bc0de 0, #31b0d5 100%);background-image:-o-linear-gradient(top, #5bc0de 0, #31b0d5 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #5bc0de), to(#31b0d5));background-image:linear-gradient(to bottom, #5bc0de 0, #31b0d5 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff31b0d5', GradientType=0)}.bootstrap .progress-bar-warning{background-image:-webkit-linear-gradient(top, #f0ad4e 0, #ec971f 100%);background-image:-o-linear-gradient(top, #f0ad4e 0, #ec971f 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f0ad4e), to(#ec971f));background-image:linear-gradient(to bottom, #f0ad4e 0, #ec971f 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff0ad4e', endColorstr='#ffec971f', GradientType=0)}.bootstrap .progress-bar-danger{background-image:-webkit-linear-gradient(top, #d9534f 0, #c9302c 100%);background-image:-o-linear-gradient(top, #d9534f 0, #c9302c 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #d9534f), to(#c9302c));background-image:linear-gradient(to bottom, #d9534f 0, #c9302c 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffd9534f', endColorstr='#ffc9302c', GradientType=0)}.bootstrap .progress-bar-striped{background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent)}.bootstrap .list-group{border-radius:4px;-webkit-box-shadow:0 1px 2px rgba(0, 0, 0, 0.075);box-shadow:0 1px 2px rgba(0, 0, 0, 0.075)}.bootstrap .list-group-item.active,.bootstrap .list-group-item.active:hover,.bootstrap .list-group-item.active:focus{text-shadow:0 -1px 0 #286090;background-image:-webkit-linear-gradient(top, #337ab7 0, #2b669a 100%);background-image:-o-linear-gradient(top, #337ab7 0, #2b669a 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#2b669a));background-image:linear-gradient(to bottom, #337ab7 0, #2b669a 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff2b669a', GradientType=0);border-color:#2b669a}.bootstrap .list-group-item.active .badge,.bootstrap .list-group-item.active:hover .badge,.bootstrap .list-group-item.active:focus .badge{text-shadow:none}.bootstrap .panel{-webkit-box-shadow:0 1px 2px rgba(0, 0, 0, 0.05);box-shadow:0 1px 2px rgba(0, 0, 0, 0.05)}.bootstrap .panel-default > .panel-heading{background-image:-webkit-linear-gradient(top, #f5f5f5 0, #e8e8e8 100%);background-image:-o-linear-gradient(top, #f5f5f5 0, #e8e8e8 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f5f5f5), to(#e8e8e8));background-image:linear-gradient(to bottom, #f5f5f5 0, #e8e8e8 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff5f5f5', endColorstr='#ffe8e8e8', GradientType=0)}.bootstrap .panel-primary > .panel-heading{background-image:-webkit-linear-gradient(top, #337ab7 0, #2e6da4 100%);background-image:-o-linear-gradient(top, #337ab7 0, #2e6da4 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#2e6da4));background-image:linear-gradient(to bottom, #337ab7 0, #2e6da4 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff2e6da4', GradientType=0)}.bootstrap .panel-success > .panel-heading{background-image:-webkit-linear-gradient(top, #dff0d8 0, #d0e9c6 100%);background-image:-o-linear-gradient(top, #dff0d8 0, #d0e9c6 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #dff0d8), to(#d0e9c6));background-image:linear-gradient(to bottom, #dff0d8 0, #d0e9c6 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffdff0d8', endColorstr='#ffd0e9c6', GradientType=0)}.bootstrap .panel-info > .panel-heading{background-image:-webkit-linear-gradient(top, #d9edf7 0, #c4e3f3 100%);background-image:-o-linear-gradient(top, #d9edf7 0, #c4e3f3 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #d9edf7), to(#c4e3f3));background-image:linear-gradient(to bottom, #d9edf7 0, #c4e3f3 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffd9edf7', endColorstr='#ffc4e3f3', GradientType=0)}.bootstrap .panel-warning > .panel-heading{background-image:-webkit-linear-gradient(top, #fcf8e3 0, #faf2cc 100%);background-image:-o-linear-gradient(top, #fcf8e3 0, #faf2cc 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #fcf8e3), to(#faf2cc));background-image:linear-gradient(to bottom, #fcf8e3 0, #faf2cc 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffcf8e3', endColorstr='#fffaf2cc', GradientType=0)}.bootstrap .panel-danger > .panel-heading{background-image:-webkit-linear-gradient(top, #f2dede 0, #ebcccc 100%);background-image:-o-linear-gradient(top, #f2dede 0, #ebcccc 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f2dede), to(#ebcccc));background-image:linear-gradient(to bottom, #f2dede 0, #ebcccc 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff2dede', endColorstr='#ffebcccc', GradientType=0)}.bootstrap .well{background-image:-webkit-linear-gradient(top, #e8e8e8 0, #f5f5f5 100%);background-image:-o-linear-gradient(top, #e8e8e8 0, #f5f5f5 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #e8e8e8), to(#f5f5f5));background-image:linear-gradient(to bottom, #e8e8e8 0, #f5f5f5 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffe8e8e8', endColorstr='#fff5f5f5', GradientType=0);border-color:#dcdcdc;-webkit-box-shadow:inset 0 1px 3px rgba(0, 0, 0, 0.05), 0 1px 0 rgba(255, 255, 255, 0.1);box-shadow:inset 0 1px 3px rgba(0, 0, 0, 0.05), 0 1px 0 rgba(255, 255, 255, 0.1)} /* CSS to override bootstrap or define custom styles */ .bootstrap .p { font-size: 18px; } .bootstrap .pull-right { @extend .float-right; } .bootstrap .pull-left { @extend .float-left; } Data : ATL06_20190103064855_00890206_005_01.h5 Size : 43.12 MB Cloud Hosted : False In [3]: Copied! nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" session = earthaccess . get_requests_https_session () nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" session = earthaccess.get_requests_https_session() In [4]: Copied! headers = { \"Range\" : \"bytes=0-100\" } r = session . get ( lpcloud_url , headers = headers ) r headers = {\"Range\": \"bytes=0-100\"} r = session.get(lpcloud_url, headers=headers) r Out[4]: In [5]: Copied! fs = earthaccess . get_fsspec_https_session () fs = earthaccess.get_fsspec_https_session() In [6]: Copied! with fs . open ( lpcloud_url ) as f : data = f . read ( 100 ) data with fs.open(lpcloud_url) as f: data = f.read(100) data Out[6]: b'\\x89HDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xd7HUn\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR' In [7]: Copied! %% time import xarray as xr files = earthaccess . open ( results [ 0 : 2 ]) ds = xr . open_dataset ( files [ 0 ], group = \"/gt1r/land_ice_segments\" ) ds %%time import xarray as xr files = earthaccess.open(results[0:2]) ds = xr.open_dataset(files[0], group=\"/gt1r/land_ice_segments\") ds Opening 2 granules, approx size: 0.19 GB var element = document.getElementById('967db737-c6c4-4863-8741-ab265d6313f1'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"1f376af4d7fa400d87ef6fe6e34dd014\"} var element = document.getElementById('100f7f28-6ee7-4ff9-adb9-8a48e18e4592'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"8663b6d099024503927b4e5990856253\"} var element = document.getElementById('896288f8-79a6-41a0-9925-6b1a4de116bc'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"4fe71478329e4ecd8e62d98e091d6e7f\"} CPU times: user 1.7 s, sys: 406 ms, total: 2.1 s Wall time: 39 s Out[7]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, .xr-header > ul { display: inline; margin-top: 0; margin-bottom: 0; } .xr-obj-type, .xr-array-name { margin-left: 2px; margin-right: 10px; } .xr-obj-type { color: var(--xr-font-color2); } .xr-sections { padding-left: 0 !important; display: grid; grid-template-columns: 150px auto auto 1fr 20px 20px; } .xr-section-item { display: contents; } .xr-section-item input { display: none; } .xr-section-item input + label { color: var(--xr-disabled-color); } .xr-section-item input:enabled + label { cursor: pointer; color: var(--xr-font-color2); } .xr-section-item input:enabled + label:hover { color: var(--xr-font-color0); } .xr-section-summary { grid-column: 1; color: var(--xr-font-color2); font-weight: 500; } .xr-section-summary > span { display: inline-block; padding-left: 0.5em; } .xr-section-summary-in:disabled + label { color: var(--xr-font-color2); } .xr-section-summary-in + label:before { display: inline-block; content: '\u25ba'; font-size: 11px; width: 15px; text-align: center; } .xr-section-summary-in:disabled + label:before { color: var(--xr-disabled-color); } .xr-section-summary-in:checked + label:before { content: '\u25bc'; } .xr-section-summary-in:checked + label > span { display: none; } .xr-section-summary, .xr-section-inline-details { padding-top: 4px; padding-bottom: 4px; } .xr-section-inline-details { grid-column: 2 / -1; } .xr-section-details { display: none; grid-column: 1 / -1; margin-bottom: 5px; } .xr-section-summary-in:checked ~ .xr-section-details { display: contents; } .xr-array-wrap { grid-column: 1 / -1; display: grid; grid-template-columns: 20px auto; } .xr-array-wrap > label { grid-column: 1; vertical-align: top; } .xr-preview { color: var(--xr-font-color3); } .xr-array-preview, .xr-array-data { padding: 0 5px !important; grid-column: 2; } .xr-array-data, .xr-array-in:checked ~ .xr-array-preview { display: none; } .xr-array-in:checked ~ .xr-array-data, .xr-array-preview { display: inline-block; } .xr-dim-list { display: inline-block !important; list-style: none; padding: 0 !important; margin: 0; } .xr-dim-list li { display: inline-block; padding: 0; margin: 0; } .xr-dim-list:before { content: '('; } .xr-dim-list:after { content: ')'; } .xr-dim-list li:not(:last-child):after { content: ','; padding-right: 5px; } .xr-has-index { font-weight: bold; } .xr-var-list, .xr-var-item { display: contents; } .xr-var-item > div, .xr-var-item label, .xr-var-item > .xr-var-name span { background-color: var(--xr-background-color-row-even); margin-bottom: 0; } .xr-var-item > .xr-var-name:hover span { padding-right: 5px; } .xr-var-list > li:nth-child(odd) > div, .xr-var-list > li:nth-child(odd) > label, .xr-var-list > li:nth-child(odd) > .xr-var-name span { background-color: var(--xr-background-color-row-odd); } .xr-var-name { grid-column: 1; } .xr-var-dims { grid-column: 2; } .xr-var-dtype { grid-column: 3; text-align: right; color: var(--xr-font-color2); } .xr-var-preview { grid-column: 4; } .xr-index-preview { grid-column: 2 / 5; color: var(--xr-font-color2); } .xr-var-name, .xr-var-dims, .xr-var-dtype, .xr-preview, .xr-attrs dt { white-space: nowrap; overflow: hidden; text-overflow: ellipsis; padding-right: 10px; } .xr-var-name:hover, .xr-var-dims:hover, .xr-var-dtype:hover, .xr-attrs dt:hover { overflow: visible; width: auto; z-index: 1; } .xr-var-attrs, .xr-var-data, .xr-index-data { display: none; background-color: var(--xr-background-color) !important; padding-bottom: 5px !important; } .xr-var-attrs-in:checked ~ .xr-var-attrs, .xr-var-data-in:checked ~ .xr-var-data, .xr-index-data-in:checked ~ .xr-index-data { display: block; } .xr-var-data > table { float: right; } .xr-var-name span, .xr-var-data, .xr-index-name div, .xr-index-data, .xr-attrs { padding-left: 25px !important; } .xr-attrs, .xr-var-attrs, .xr-var-data, .xr-index-data { grid-column: 1 / -1; } dl.xr-attrs { padding: 0; margin: 0; display: grid; grid-template-columns: 125px auto; } .xr-attrs dt, .xr-attrs dd { padding: 0; margin: 0; float: left; padding-right: 10px; width: auto; } .xr-attrs dt { font-weight: normal; grid-column: 1; } .xr-attrs dt:hover span { display: inline-block; background: var(--xr-background-color); padding-right: 10px; } .xr-attrs dd { grid-column: 2; white-space: pre-wrap; word-break: break-all; } .xr-icon-database, .xr-icon-file-text2, .xr-no-icon { display: inline-block; vertical-align: middle; width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (delta_time: 38013) Coordinates: * delta_time (delta_time) datetime64[ns] 2019-01-03T06:49:07.97... latitude (delta_time) float64 ... longitude (delta_time) float64 ... Data variables: atl06_quality_summary (delta_time) int8 ... h_li (delta_time) float32 ... h_li_sigma (delta_time) float32 ... segment_id (delta_time) float64 ... sigma_geo_h (delta_time) float32 ... Attributes: Description: The land_ice_height group contains the primary set of deriv... data_rate: Data within this group are sparse. Data values are provide... xarray.Dataset Dimensions: delta_time : 38013 Coordinates: (3) delta_time (delta_time) datetime64[ns] 2019-01-03T06:49:07.975850512 ..... contentType : referenceInformation description : Number of GPS seconds since the ATLAS SDP epoch. The ATLAS Standard Data Products (SDP) epoch offset is defined within /ancillary_data/atlas_sdp_gps_epoch as the number of GPS seconds between the GPS epoch (1980-01-06T00:00:00.000000Z UTC) and the ATLAS SDP epoch. By adding the offset contained within atlas_sdp_gps_epoch to delta time parameters, the time in gps_seconds relative to the GPS epoch can be computed. long_name : Elapsed GPS seconds source : section 4.4 standard_name : time array(['2019-01-03T06:49:07.975850512', '2019-01-03T06:49:07.978271276', '2019-01-03T06:49:07.980879456', ..., '2019-01-03T06:54:50.883507584', '2019-01-03T06:54:50.886318008', '2019-01-03T06:54:50.889128256'], dtype='datetime64[ns]') latitude (delta_time) float64 ... contentType : physicalMeasurement description : Latitude of segment center, WGS84, North=+, long_name : Latitude source : section 3.10 standard_name : latitude units : degrees_north valid_max : 90.0 valid_min : -90.0 [38013 values with dtype=float64] longitude (delta_time) float64 ... contentType : physicalMeasurement description : Longitude of segment center, , WGS84, East=+ long_name : Longitude source : section 3.10 standard_name : longitude units : degrees_east valid_max : 180.0 valid_min : -180.0 [38013 values with dtype=float64] Data variables: (5) atl06_quality_summary (delta_time) int8 ... contentType : qualityInformation description : The ATL06_quality_summary parameter indicates the best-quality subset of all ATL06 data. A zero in this parameter implies that no data-quality tests have found a problem with the segment, a one implies that some potential problem has been found. Users who select only segments with zero values for this flag can be relatively certain of obtaining high-quality data, but will likely miss a significant fraction of usable data, particularly in cloudy, rough, or low-surface-reflectance conditions. flag_meanings : best_quality potential_problem flag_values : [0 1] long_name : ATL06_Quality_Summary source : section 4.3 units : 1 valid_max : 1 valid_min : 0 [38013 values with dtype=int8] h_li (delta_time) float32 ... contentType : physicalMeasurement description : Standard land-ice segment height determined by land ice algorithm, corrected for first-photon bias, representing the median- based height of the selected PEs long_name : Land Ice height source : section 4.4 units : meters [38013 values with dtype=float32] h_li_sigma (delta_time) float32 ... contentType : qualityInformation description : Propagated error due to sampling error and FPB correction from the land ice algorithm long_name : Expected RMS segment misfit source : section 4.4 units : meters [38013 values with dtype=float32] segment_id (delta_time) float64 ... contentType : referenceInformation description : Segment number, counting from the equator. Equal to the segment_id for the second of the two 20m ATL03 segments included in the 40m ATL06 segment long_name : Reference Point, m source : section 3.1.2.1 units : 1 [38013 values with dtype=float64] sigma_geo_h (delta_time) float32 ... contentType : qualityInformation description : Total vertical geolocation error due to PPD and POD, including the effects of horizontal geolocation error on the segment vertical error. long_name : Vertical Geolocation Error source : ATBD Section 3.10 units : meters [38013 values with dtype=float32] Indexes: (1) delta_time PandasIndex PandasIndex(DatetimeIndex(['2019-01-03 06:49:07.975850512', '2019-01-03 06:49:07.978271276', '2019-01-03 06:49:07.980879456', '2019-01-03 06:49:07.983487640', '2019-01-03 06:49:07.986294968', '2019-01-03 06:49:07.989102780', '2019-01-03 06:49:07.991911688', '2019-01-03 06:49:07.994722156', '2019-01-03 06:49:07.997534188', '2019-01-03 06:49:08.000348892', ... '2019-01-03 06:54:50.863771900', '2019-01-03 06:54:50.866594728', '2019-01-03 06:54:50.869417168', '2019-01-03 06:54:50.872238664', '2019-01-03 06:54:50.875058728', '2019-01-03 06:54:50.877877124', '2019-01-03 06:54:50.880693976', '2019-01-03 06:54:50.883507584', '2019-01-03 06:54:50.886318008', '2019-01-03 06:54:50.889128256'], dtype='datetime64[ns]', name='delta_time', length=38013, freq=None)) Attributes: (2) Description : The land_ice_height group contains the primary set of derived ATL06 products. This includes geolocation, height, and standard error and quality measures for each segment. This group is sparse, meaning that parameters are provided only for pairs of segments for which at least one beam has a valid surface-height measurement. data_rate : Data within this group are sparse. Data values are provided only for those ICESat-2 20m segments where at least one beam has a valid land ice height measurement.","title":"Accessing remote files with earthaccess"},{"location":"tutorials/file-access/#accessing-remote-files-with-earthaccess","text":"When we search for data using earthaccess we get back a list of results from NASA's Common Metadata Repository or CMR for short. These results contain all the information we need to access the files represented by the metadata. earthaccess offers 2 access methods that operate with these results, the first method is the well known, download() where we copy the results from their location to our local disk, if we are running the code in AWS say on a Jupyterhub the files will be copied to the local VM disk. The other method is open() , earthaccess uses fsspec to open remote files as if they were local. open has advantages and some disadvantages that we must know before using it. The main advantage for open() is that we don't have to download the file, we can stream it into memory however depending on how we do it we may run into network performance issues. Again, if we run the code next to the data this would be fast, if we do it locally in our laptopts it will be slow. 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a{text-shadow:0 1px 0 rgba(255, 255, 255, 0.25)}.bootstrap .navbar-inverse{background-image:-webkit-linear-gradient(top, #3c3c3c 0, #222 100%);background-image:-o-linear-gradient(top, #3c3c3c 0, #222 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #3c3c3c), to(#222));background-image:linear-gradient(to bottom, #3c3c3c 0, #222 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff3c3c3c', endColorstr='#ff222222', GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);border-radius:4px}.bootstrap .navbar-inverse .navbar-nav > .open > a,.bootstrap .navbar-inverse .navbar-nav > .active > a{background-image:-webkit-linear-gradient(top, #080808 0, #0f0f0f 100%);background-image:-o-linear-gradient(top, #080808 0, #0f0f0f 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #080808), to(#0f0f0f));background-image:linear-gradient(to bottom, #080808 0, 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.progress-bar{background-image:-webkit-linear-gradient(top, #337ab7 0, #286090 100%);background-image:-o-linear-gradient(top, #337ab7 0, #286090 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#286090));background-image:linear-gradient(to bottom, #337ab7 0, #286090 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff286090', GradientType=0)}.bootstrap .progress-bar-success{background-image:-webkit-linear-gradient(top, #5cb85c 0, #449d44 100%);background-image:-o-linear-gradient(top, #5cb85c 0, #449d44 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #5cb85c), to(#449d44));background-image:linear-gradient(to bottom, #5cb85c 0, #449d44 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5cb85c', endColorstr='#ff449d44', GradientType=0)}.bootstrap .progress-bar-info{background-image:-webkit-linear-gradient(top, #5bc0de 0, #31b0d5 100%);background-image:-o-linear-gradient(top, #5bc0de 0, #31b0d5 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #5bc0de), to(#31b0d5));background-image:linear-gradient(to bottom, #5bc0de 0, #31b0d5 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff31b0d5', GradientType=0)}.bootstrap .progress-bar-warning{background-image:-webkit-linear-gradient(top, #f0ad4e 0, #ec971f 100%);background-image:-o-linear-gradient(top, #f0ad4e 0, #ec971f 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f0ad4e), to(#ec971f));background-image:linear-gradient(to bottom, #f0ad4e 0, #ec971f 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff0ad4e', endColorstr='#ffec971f', GradientType=0)}.bootstrap .progress-bar-danger{background-image:-webkit-linear-gradient(top, #d9534f 0, #c9302c 100%);background-image:-o-linear-gradient(top, #d9534f 0, #c9302c 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #d9534f), to(#c9302c));background-image:linear-gradient(to bottom, #d9534f 0, #c9302c 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffd9534f', endColorstr='#ffc9302c', GradientType=0)}.bootstrap .progress-bar-striped{background-image:-webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent)}.bootstrap .list-group{border-radius:4px;-webkit-box-shadow:0 1px 2px rgba(0, 0, 0, 0.075);box-shadow:0 1px 2px rgba(0, 0, 0, 0.075)}.bootstrap .list-group-item.active,.bootstrap .list-group-item.active:hover,.bootstrap .list-group-item.active:focus{text-shadow:0 -1px 0 #286090;background-image:-webkit-linear-gradient(top, #337ab7 0, #2b669a 100%);background-image:-o-linear-gradient(top, #337ab7 0, #2b669a 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#2b669a));background-image:linear-gradient(to bottom, #337ab7 0, #2b669a 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff2b669a', GradientType=0);border-color:#2b669a}.bootstrap .list-group-item.active .badge,.bootstrap .list-group-item.active:hover .badge,.bootstrap .list-group-item.active:focus .badge{text-shadow:none}.bootstrap .panel{-webkit-box-shadow:0 1px 2px rgba(0, 0, 0, 0.05);box-shadow:0 1px 2px rgba(0, 0, 0, 0.05)}.bootstrap .panel-default > .panel-heading{background-image:-webkit-linear-gradient(top, #f5f5f5 0, #e8e8e8 100%);background-image:-o-linear-gradient(top, #f5f5f5 0, #e8e8e8 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f5f5f5), to(#e8e8e8));background-image:linear-gradient(to bottom, #f5f5f5 0, #e8e8e8 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff5f5f5', endColorstr='#ffe8e8e8', GradientType=0)}.bootstrap .panel-primary > .panel-heading{background-image:-webkit-linear-gradient(top, #337ab7 0, #2e6da4 100%);background-image:-o-linear-gradient(top, #337ab7 0, #2e6da4 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #337ab7), to(#2e6da4));background-image:linear-gradient(to bottom, #337ab7 0, #2e6da4 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff2e6da4', GradientType=0)}.bootstrap .panel-success > .panel-heading{background-image:-webkit-linear-gradient(top, #dff0d8 0, #d0e9c6 100%);background-image:-o-linear-gradient(top, #dff0d8 0, #d0e9c6 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #dff0d8), to(#d0e9c6));background-image:linear-gradient(to bottom, #dff0d8 0, #d0e9c6 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffdff0d8', endColorstr='#ffd0e9c6', GradientType=0)}.bootstrap .panel-info > .panel-heading{background-image:-webkit-linear-gradient(top, #d9edf7 0, #c4e3f3 100%);background-image:-o-linear-gradient(top, #d9edf7 0, #c4e3f3 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #d9edf7), to(#c4e3f3));background-image:linear-gradient(to bottom, #d9edf7 0, #c4e3f3 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffd9edf7', endColorstr='#ffc4e3f3', GradientType=0)}.bootstrap .panel-warning > .panel-heading{background-image:-webkit-linear-gradient(top, #fcf8e3 0, #faf2cc 100%);background-image:-o-linear-gradient(top, #fcf8e3 0, #faf2cc 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #fcf8e3), to(#faf2cc));background-image:linear-gradient(to bottom, #fcf8e3 0, #faf2cc 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffcf8e3', endColorstr='#fffaf2cc', GradientType=0)}.bootstrap .panel-danger > .panel-heading{background-image:-webkit-linear-gradient(top, #f2dede 0, #ebcccc 100%);background-image:-o-linear-gradient(top, #f2dede 0, #ebcccc 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #f2dede), to(#ebcccc));background-image:linear-gradient(to bottom, #f2dede 0, #ebcccc 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff2dede', endColorstr='#ffebcccc', GradientType=0)}.bootstrap .well{background-image:-webkit-linear-gradient(top, #e8e8e8 0, #f5f5f5 100%);background-image:-o-linear-gradient(top, #e8e8e8 0, #f5f5f5 100%);background-image:-webkit-gradient(linear, left top, left bottom, color-stop(0, #e8e8e8), to(#f5f5f5));background-image:linear-gradient(to bottom, #e8e8e8 0, #f5f5f5 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffe8e8e8', endColorstr='#fff5f5f5', GradientType=0);border-color:#dcdcdc;-webkit-box-shadow:inset 0 1px 3px rgba(0, 0, 0, 0.05), 0 1px 0 rgba(255, 255, 255, 0.1);box-shadow:inset 0 1px 3px rgba(0, 0, 0, 0.05), 0 1px 0 rgba(255, 255, 255, 0.1)} /* CSS to override bootstrap or define custom styles */ .bootstrap .p { font-size: 18px; } .bootstrap .pull-right { @extend .float-right; } .bootstrap .pull-left { @extend .float-left; } Data : ATL06_20190103064855_00890206_005_01.h5 Size : 43.12 MB Cloud Hosted : False In [3]: Copied! nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" session = earthaccess . get_requests_https_session () nsidc_url = \"https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2019.02.21/ATL06_20190221121851_08410203_005_01.h5\" lpcloud_url = \"https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/EMITL2ARFL.001/EMIT_L2A_RFL_001_20220903T163129_2224611_012/EMIT_L2A_RFL_001_20220903T163129_2224611_012.nc\" session = earthaccess.get_requests_https_session() In [4]: Copied! headers = { \"Range\" : \"bytes=0-100\" } r = session . get ( lpcloud_url , headers = headers ) r headers = {\"Range\": \"bytes=0-100\"} r = session.get(lpcloud_url, headers=headers) r Out[4]: In [5]: Copied! fs = earthaccess . get_fsspec_https_session () fs = earthaccess.get_fsspec_https_session() In [6]: Copied! with fs . open ( lpcloud_url ) as f : data = f . read ( 100 ) data with fs.open(lpcloud_url) as f: data = f.read(100) data Out[6]: b'\\x89HDF\\r\\n\\x1a\\n\\x00\\x00\\x00\\x00\\x00\\x08\\x08\\x00\\x04\\x00\\x10\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xd7HUn\\x00\\x00\\x00\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00`\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00OHDR' In [7]: Copied! %% time import xarray as xr files = earthaccess . open ( results [ 0 : 2 ]) ds = xr . open_dataset ( files [ 0 ], group = \"/gt1r/land_ice_segments\" ) ds %%time import xarray as xr files = earthaccess.open(results[0:2]) ds = xr.open_dataset(files[0], group=\"/gt1r/land_ice_segments\") ds Opening 2 granules, approx size: 0.19 GB var element = document.getElementById('967db737-c6c4-4863-8741-ab265d6313f1'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"1f376af4d7fa400d87ef6fe6e34dd014\"} var element = document.getElementById('100f7f28-6ee7-4ff9-adb9-8a48e18e4592'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"8663b6d099024503927b4e5990856253\"} var element = document.getElementById('896288f8-79a6-41a0-9925-6b1a4de116bc'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"4fe71478329e4ecd8e62d98e091d6e7f\"} CPU times: user 1.7 s, sys: 406 ms, total: 2.1 s Wall time: 39 s Out[7]: /* CSS stylesheet for displaying xarray objects in jupyterlab. * */ :root { --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1)); --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54)); --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38)); --xr-border-color: var(--jp-border-color2, #e0e0e0); --xr-disabled-color: var(--jp-layout-color3, #bdbdbd); --xr-background-color: var(--jp-layout-color0, white); --xr-background-color-row-even: var(--jp-layout-color1, white); --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee); } html[theme=dark], body[data-theme=dark], body.vscode-dark { --xr-font-color0: rgba(255, 255, 255, 1); --xr-font-color2: rgba(255, 255, 255, 0.54); --xr-font-color3: rgba(255, 255, 255, 0.38); --xr-border-color: #1F1F1F; --xr-disabled-color: #515151; --xr-background-color: #111111; --xr-background-color-row-even: #111111; --xr-background-color-row-odd: #313131; } .xr-wrap { display: block !important; min-width: 300px; max-width: 700px; } .xr-text-repr-fallback { /* fallback to plain text repr when CSS is not injected (untrusted notebook) */ display: none; } .xr-header { padding-top: 6px; padding-bottom: 6px; margin-bottom: 4px; border-bottom: solid 1px var(--xr-border-color); } .xr-header > div, 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.xr-section-summary-in:disabled + label:before { color: var(--xr-disabled-color); } .xr-section-summary-in:checked + label:before { content: '\u25bc'; } .xr-section-summary-in:checked + label > span { display: none; } .xr-section-summary, .xr-section-inline-details { padding-top: 4px; padding-bottom: 4px; } .xr-section-inline-details { grid-column: 2 / -1; } .xr-section-details { display: none; grid-column: 1 / -1; margin-bottom: 5px; } .xr-section-summary-in:checked ~ .xr-section-details { display: contents; } .xr-array-wrap { grid-column: 1 / -1; display: grid; grid-template-columns: 20px auto; } .xr-array-wrap > label { grid-column: 1; vertical-align: top; } .xr-preview { color: var(--xr-font-color3); } .xr-array-preview, .xr-array-data { padding: 0 5px !important; grid-column: 2; } .xr-array-data, .xr-array-in:checked ~ .xr-array-preview { display: none; } .xr-array-in:checked ~ .xr-array-data, .xr-array-preview { display: inline-block; } .xr-dim-list { display: inline-block 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left; padding-right: 10px; width: auto; } .xr-attrs dt { font-weight: normal; grid-column: 1; } .xr-attrs dt:hover span { display: inline-block; background: var(--xr-background-color); padding-right: 10px; } .xr-attrs dd { grid-column: 2; white-space: pre-wrap; word-break: break-all; } .xr-icon-database, .xr-icon-file-text2, .xr-no-icon { display: inline-block; vertical-align: middle; width: 1em; height: 1.5em !important; stroke-width: 0; stroke: currentColor; fill: currentColor; } Dimensions: (delta_time: 38013) Coordinates: * delta_time (delta_time) datetime64[ns] 2019-01-03T06:49:07.97... latitude (delta_time) float64 ... longitude (delta_time) float64 ... Data variables: atl06_quality_summary (delta_time) int8 ... h_li (delta_time) float32 ... h_li_sigma (delta_time) float32 ... segment_id (delta_time) float64 ... sigma_geo_h (delta_time) float32 ... Attributes: Description: The land_ice_height group contains the primary set of deriv... data_rate: Data within this group are sparse. Data values are provide... xarray.Dataset Dimensions: delta_time : 38013 Coordinates: (3) delta_time (delta_time) datetime64[ns] 2019-01-03T06:49:07.975850512 ..... contentType : referenceInformation description : Number of GPS seconds since the ATLAS SDP epoch. The ATLAS Standard Data Products (SDP) epoch offset is defined within /ancillary_data/atlas_sdp_gps_epoch as the number of GPS seconds between the GPS epoch (1980-01-06T00:00:00.000000Z UTC) and the ATLAS SDP epoch. By adding the offset contained within atlas_sdp_gps_epoch to delta time parameters, the time in gps_seconds relative to the GPS epoch can be computed. long_name : Elapsed GPS seconds source : section 4.4 standard_name : time array(['2019-01-03T06:49:07.975850512', '2019-01-03T06:49:07.978271276', '2019-01-03T06:49:07.980879456', ..., '2019-01-03T06:54:50.883507584', '2019-01-03T06:54:50.886318008', '2019-01-03T06:54:50.889128256'], dtype='datetime64[ns]') latitude (delta_time) float64 ... contentType : physicalMeasurement description : Latitude of segment center, WGS84, North=+, long_name : Latitude source : section 3.10 standard_name : latitude units : degrees_north valid_max : 90.0 valid_min : -90.0 [38013 values with dtype=float64] longitude (delta_time) float64 ... contentType : physicalMeasurement description : Longitude of segment center, , WGS84, East=+ long_name : Longitude source : section 3.10 standard_name : longitude units : degrees_east valid_max : 180.0 valid_min : -180.0 [38013 values with dtype=float64] Data variables: (5) atl06_quality_summary (delta_time) int8 ... contentType : qualityInformation description : The ATL06_quality_summary parameter indicates the best-quality subset of all ATL06 data. A zero in this parameter implies that no data-quality tests have found a problem with the segment, a one implies that some potential problem has been found. Users who select only segments with zero values for this flag can be relatively certain of obtaining high-quality data, but will likely miss a significant fraction of usable data, particularly in cloudy, rough, or low-surface-reflectance conditions. flag_meanings : best_quality potential_problem flag_values : [0 1] long_name : ATL06_Quality_Summary source : section 4.3 units : 1 valid_max : 1 valid_min : 0 [38013 values with dtype=int8] h_li (delta_time) float32 ... contentType : physicalMeasurement description : Standard land-ice segment height determined by land ice algorithm, corrected for first-photon bias, representing the median- based height of the selected PEs long_name : Land Ice height source : section 4.4 units : meters [38013 values with dtype=float32] h_li_sigma (delta_time) float32 ... contentType : qualityInformation description : Propagated error due to sampling error and FPB correction from the land ice algorithm long_name : Expected RMS segment misfit source : section 4.4 units : meters [38013 values with dtype=float32] segment_id (delta_time) float64 ... contentType : referenceInformation description : Segment number, counting from the equator. Equal to the segment_id for the second of the two 20m ATL03 segments included in the 40m ATL06 segment long_name : Reference Point, m source : section 3.1.2.1 units : 1 [38013 values with dtype=float64] sigma_geo_h (delta_time) float32 ... contentType : qualityInformation description : Total vertical geolocation error due to PPD and POD, including the effects of horizontal geolocation error on the segment vertical error. long_name : Vertical Geolocation Error source : ATBD Section 3.10 units : meters [38013 values with dtype=float32] Indexes: (1) delta_time PandasIndex PandasIndex(DatetimeIndex(['2019-01-03 06:49:07.975850512', '2019-01-03 06:49:07.978271276', '2019-01-03 06:49:07.980879456', '2019-01-03 06:49:07.983487640', '2019-01-03 06:49:07.986294968', '2019-01-03 06:49:07.989102780', '2019-01-03 06:49:07.991911688', '2019-01-03 06:49:07.994722156', '2019-01-03 06:49:07.997534188', '2019-01-03 06:49:08.000348892', ... '2019-01-03 06:54:50.863771900', '2019-01-03 06:54:50.866594728', '2019-01-03 06:54:50.869417168', '2019-01-03 06:54:50.872238664', '2019-01-03 06:54:50.875058728', '2019-01-03 06:54:50.877877124', '2019-01-03 06:54:50.880693976', '2019-01-03 06:54:50.883507584', '2019-01-03 06:54:50.886318008', '2019-01-03 06:54:50.889128256'], dtype='datetime64[ns]', name='delta_time', length=38013, freq=None)) Attributes: (2) Description : The land_ice_height group contains the primary set of derived ATL06 products. This includes geolocation, height, and standard error and quality measures for each segment. This group is sparse, meaning that parameters are provided only for pairs of segments for which at least one beam has a valid surface-height measurement. data_rate : Data within this group are sparse. Data values are provided only for those ICESat-2 20m segments where at least one beam has a valid land ice height measurement.","title":"Accessing remote files with earthaccess"},{"location":"tutorials/getting-started/","text":"(function (global, factory) { typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() : typeof define === 'function' && define.amd ? define(factory) : (global = global || self, global.ClipboardCopyElement = factory()); }(this, function () { 'use strict'; function createNode(text) { const node = document.createElement('pre'); node.style.width = '1px'; node.style.height = '1px'; node.style.position = 'fixed'; node.style.top = '5px'; node.textContent = text; return node; } function copyNode(node) { if ('clipboard' in navigator) { // eslint-disable-next-line flowtype/no-flow-fix-me-comments // $FlowFixMe Clipboard is not defined in Flow yet. return navigator.clipboard.writeText(node.textContent); } const selection = getSelection(); 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These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ --jp-shadow-base-lightness: 0; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-400); --jp-border-color1: var(--md-grey-400); --jp-border-color2: var(--md-grey-300); --jp-border-color3: var(--md-grey-200); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(0, 0, 0, 1); --jp-ui-font-color1: rgba(0, 0, 0, 0.87); --jp-ui-font-color2: rgba(0, 0, 0, 0.54); --jp-ui-font-color3: rgba(0, 0, 0, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7); --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(0, 0, 0, 1); --jp-content-font-color1: rgba(0, 0, 0, 0.87); --jp-content-font-color2: rgba(0, 0, 0, 0.54); --jp-content-font-color3: rgba(0, 0, 0, 0.38); --jp-content-link-color: var(--md-blue-700); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: white; --jp-layout-color1: white; --jp-layout-color2: var(--md-grey-200); --jp-layout-color3: var(--md-grey-400); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: #111111; --jp-inverse-layout-color1: var(--md-grey-900); --jp-inverse-layout-color2: var(--md-grey-800); --jp-inverse-layout-color3: var(--md-grey-700); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-900); --jp-brand-color1: var(--md-blue-700); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-900); --jp-accent-color1: var(--md-green-700); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-900); --jp-warn-color1: var(--md-orange-700); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-900); --jp-error-color1: var(--md-red-700); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-900); --jp-success-color1: var(--md-green-700); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-900); --jp-info-color1: var(--md-cyan-700); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--md-grey-100); --jp-cell-editor-border-color: var(--md-grey-300); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 0.5; --jp-cell-prompt-not-active-font-color: var(--md-grey-700); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: var(--md-blue-50); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: #fdd; --jp-rendermime-table-row-background: var(--md-grey-100); --jp-rendermime-table-row-hover-background: var(--md-light-blue-50); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.25); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color1); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--md-grey-300); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color1); --jp-input-hover-background: var(--jp-layout-color1); --jp-input-background: var(--md-grey-100); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: #d9d9d9; --jp-editor-selected-focused-background: #d7d4f0; --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: #008000; --jp-mirror-editor-atom-color: #88f; --jp-mirror-editor-number-color: #080; --jp-mirror-editor-def-color: #00f; --jp-mirror-editor-variable-color: var(--md-grey-900); --jp-mirror-editor-variable-2-color: #05a; --jp-mirror-editor-variable-3-color: #085; --jp-mirror-editor-punctuation-color: #05a; --jp-mirror-editor-property-color: #05a; --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ba2121; --jp-mirror-editor-string-2-color: #708; --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: #008000; --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: #170; --jp-mirror-editor-attribute-color: #00c; --jp-mirror-editor-header-color: blue; --jp-mirror-editor-quote-color: #090; --jp-mirror-editor-link-color: #00c; --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: white; /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.5; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(245, 200, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } [data-md-color-scheme=\"slate\"] .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout * colors used in the theme as well. */ --jp-shadow-base-lightness: 32; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-700); --jp-border-color1: var(--md-grey-700); --jp-border-color2: var(--md-grey-800); --jp-border-color3: var(--md-grey-900); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(255, 255, 255, 1); --jp-ui-font-color1: rgba(255, 255, 255, 0.87); --jp-ui-font-color2: rgba(255, 255, 255, 0.54); --jp-ui-font-color3: rgba(255, 255, 255, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1); --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8); --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5); --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(255, 255, 255, 1); --jp-content-font-color1: rgba(255, 255, 255, 1); --jp-content-font-color2: rgba(255, 255, 255, 0.7); --jp-content-font-color3: rgba(255, 255, 255, 0.5); --jp-content-link-color: var(--md-blue-300); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: #111111; --jp-layout-color1: var(--md-grey-900); --jp-layout-color2: var(--md-grey-800); --jp-layout-color3: var(--md-grey-700); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: white; --jp-inverse-layout-color1: white; --jp-inverse-layout-color2: var(--md-grey-200); --jp-inverse-layout-color3: var(--md-grey-400); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-700); --jp-brand-color1: var(--md-blue-500); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-700); --jp-accent-color1: var(--md-green-500); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-700); --jp-warn-color1: var(--md-orange-500); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-700); --jp-error-color1: var(--md-red-500); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-700); --jp-success-color1: var(--md-green-500); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-700); --jp-info-color1: var(--md-cyan-500); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--jp-layout-color1); --jp-cell-editor-border-color: var(--md-grey-700); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 1; --jp-cell-prompt-not-active-font-color: var(--md-grey-300); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: rgba(244, 67, 54, 0.28); --jp-rendermime-table-row-background: var(--md-grey-900); --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.6); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color2); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--jp-layout-color0); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color0); --jp-input-hover-background: var(--jp-layout-color2); --jp-input-background: var(--md-grey-800); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: var(--jp-layout-color2); --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24); --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: var(--md-green-500); --jp-mirror-editor-atom-color: var(--md-blue-300); --jp-mirror-editor-number-color: var(--md-green-400); --jp-mirror-editor-def-color: var(--md-blue-600); --jp-mirror-editor-variable-color: var(--md-grey-300); --jp-mirror-editor-variable-2-color: var(--md-blue-400); --jp-mirror-editor-variable-3-color: var(--md-green-600); --jp-mirror-editor-punctuation-color: var(--md-blue-400); --jp-mirror-editor-property-color: var(--md-blue-400); --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ff7070; --jp-mirror-editor-string-2-color: var(--md-purple-300); --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: var(--md-green-600); --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: var(--md-green-700); --jp-mirror-editor-attribute-color: var(--md-blue-700); --jp-mirror-editor-header-color: var(--md-blue-500); --jp-mirror-editor-quote-color: var(--md-green-300); --jp-mirror-editor-link-color: var(--md-blue-700); --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: var(--md-grey-400); /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.6; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(255, 225, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* scrollbar related styles. Supports every browser except Edge. */ /* colors based on JetBrain's Darcula theme */ --jp-scrollbar-background-color: #3f4244; --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */ --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */ /* hacks for setting the thumb shape. These do nothing in Firefox */ --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */ --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */ /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } :root{--md-red-50: #ffebee;--md-red-100: #ffcdd2;--md-red-200: #ef9a9a;--md-red-300: #e57373;--md-red-400: #ef5350;--md-red-500: #f44336;--md-red-600: #e53935;--md-red-700: #d32f2f;--md-red-800: #c62828;--md-red-900: #b71c1c;--md-red-A100: #ff8a80;--md-red-A200: #ff5252;--md-red-A400: #ff1744;--md-red-A700: #d50000;--md-pink-50: #fce4ec;--md-pink-100: #f8bbd0;--md-pink-200: #f48fb1;--md-pink-300: #f06292;--md-pink-400: #ec407a;--md-pink-500: #e91e63;--md-pink-600: #d81b60;--md-pink-700: #c2185b;--md-pink-800: 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#7986cb;--md-indigo-400: #5c6bc0;--md-indigo-500: #3f51b5;--md-indigo-600: #3949ab;--md-indigo-700: #303f9f;--md-indigo-800: #283593;--md-indigo-900: #1a237e;--md-indigo-A100: #8c9eff;--md-indigo-A200: #536dfe;--md-indigo-A400: #3d5afe;--md-indigo-A700: #304ffe;--md-blue-50: #e3f2fd;--md-blue-100: #bbdefb;--md-blue-200: #90caf9;--md-blue-300: #64b5f6;--md-blue-400: #42a5f5;--md-blue-500: #2196f3;--md-blue-600: #1e88e5;--md-blue-700: #1976d2;--md-blue-800: #1565c0;--md-blue-900: #0d47a1;--md-blue-A100: #82b1ff;--md-blue-A200: #448aff;--md-blue-A400: #2979ff;--md-blue-A700: #2962ff;--md-light-blue-50: #e1f5fe;--md-light-blue-100: #b3e5fc;--md-light-blue-200: #81d4fa;--md-light-blue-300: #4fc3f7;--md-light-blue-400: #29b6f6;--md-light-blue-500: #03a9f4;--md-light-blue-600: #039be5;--md-light-blue-700: #0288d1;--md-light-blue-800: #0277bd;--md-light-blue-900: #01579b;--md-light-blue-A100: #80d8ff;--md-light-blue-A200: #40c4ff;--md-light-blue-A400: #00b0ff;--md-light-blue-A700: #0091ea;--md-cyan-50: #e0f7fa;--md-cyan-100: #b2ebf2;--md-cyan-200: #80deea;--md-cyan-300: #4dd0e1;--md-cyan-400: #26c6da;--md-cyan-500: #00bcd4;--md-cyan-600: #00acc1;--md-cyan-700: #0097a7;--md-cyan-800: #00838f;--md-cyan-900: #006064;--md-cyan-A100: #84ffff;--md-cyan-A200: #18ffff;--md-cyan-A400: #00e5ff;--md-cyan-A700: #00b8d4;--md-teal-50: #e0f2f1;--md-teal-100: #b2dfdb;--md-teal-200: #80cbc4;--md-teal-300: #4db6ac;--md-teal-400: #26a69a;--md-teal-500: #009688;--md-teal-600: #00897b;--md-teal-700: #00796b;--md-teal-800: #00695c;--md-teal-900: #004d40;--md-teal-A100: #a7ffeb;--md-teal-A200: #64ffda;--md-teal-A400: #1de9b6;--md-teal-A700: #00bfa5;--md-green-50: #e8f5e9;--md-green-100: #c8e6c9;--md-green-200: #a5d6a7;--md-green-300: #81c784;--md-green-400: #66bb6a;--md-green-500: #4caf50;--md-green-600: #43a047;--md-green-700: #388e3c;--md-green-800: #2e7d32;--md-green-900: #1b5e20;--md-green-A100: #b9f6ca;--md-green-A200: #69f0ae;--md-green-A400: #00e676;--md-green-A700: #00c853;--md-light-green-50: #f1f8e9;--md-light-green-100: #dcedc8;--md-light-green-200: #c5e1a5;--md-light-green-300: #aed581;--md-light-green-400: #9ccc65;--md-light-green-500: #8bc34a;--md-light-green-600: #7cb342;--md-light-green-700: #689f38;--md-light-green-800: #558b2f;--md-light-green-900: #33691e;--md-light-green-A100: #ccff90;--md-light-green-A200: #b2ff59;--md-light-green-A400: #76ff03;--md-light-green-A700: #64dd17;--md-lime-50: #f9fbe7;--md-lime-100: #f0f4c3;--md-lime-200: #e6ee9c;--md-lime-300: #dce775;--md-lime-400: #d4e157;--md-lime-500: #cddc39;--md-lime-600: #c0ca33;--md-lime-700: #afb42b;--md-lime-800: #9e9d24;--md-lime-900: #827717;--md-lime-A100: #f4ff81;--md-lime-A200: #eeff41;--md-lime-A400: #c6ff00;--md-lime-A700: #aeea00;--md-yellow-50: #fffde7;--md-yellow-100: #fff9c4;--md-yellow-200: #fff59d;--md-yellow-300: #fff176;--md-yellow-400: #ffee58;--md-yellow-500: #ffeb3b;--md-yellow-600: #fdd835;--md-yellow-700: #fbc02d;--md-yellow-800: #f9a825;--md-yellow-900: #f57f17;--md-yellow-A100: #ffff8d;--md-yellow-A200: #ffff00;--md-yellow-A400: #ffea00;--md-yellow-A700: #ffd600;--md-amber-50: #fff8e1;--md-amber-100: #ffecb3;--md-amber-200: #ffe082;--md-amber-300: #ffd54f;--md-amber-400: #ffca28;--md-amber-500: #ffc107;--md-amber-600: #ffb300;--md-amber-700: #ffa000;--md-amber-800: #ff8f00;--md-amber-900: #ff6f00;--md-amber-A100: #ffe57f;--md-amber-A200: #ffd740;--md-amber-A400: #ffc400;--md-amber-A700: #ffab00;--md-orange-50: #fff3e0;--md-orange-100: #ffe0b2;--md-orange-200: #ffcc80;--md-orange-300: #ffb74d;--md-orange-400: #ffa726;--md-orange-500: #ff9800;--md-orange-600: #fb8c00;--md-orange-700: #f57c00;--md-orange-800: #ef6c00;--md-orange-900: #e65100;--md-orange-A100: #ffd180;--md-orange-A200: #ffab40;--md-orange-A400: #ff9100;--md-orange-A700: #ff6d00;--md-deep-orange-50: #fbe9e7;--md-deep-orange-100: #ffccbc;--md-deep-orange-200: #ffab91;--md-deep-orange-300: #ff8a65;--md-deep-orange-400: #ff7043;--md-deep-orange-500: 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sourceMappingURL=mkdocs-jupyter.css.map*/ init_mathjax = function() { if (window.MathJax) { // MathJax loaded MathJax.Hub.Config({ TeX: { equationNumbers: { autoNumber: \"AMS\", useLabelIds: true } }, tex2jax: { inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ], displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ], processEscapes: true, processEnvironments: true }, displayAlign: 'center', CommonHTML: { linebreaks: { automatic: true } } }); MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]); } } init_mathjax(); Getting started with earthaccess \u00b6 TL;DR: earthaccess is a Python package to search, preview and access NASA datasets (on-prem or in the cloud) with a few lines of code. \u00b6 Why? \u00b6 Programmatic, Easy, Reproducible. There are many ways to access NASA datasets, we can use the Earthdata search portal . We can use DAAC specific portals or tools. We could even use data.gov ! Web portals are great but they are not designed for programmatic access and reproducible workflows. This is extremely important in the age of the cloud and reproducible open science. The good news is that NASA also exposes APIs that allows us to search, transform and access data in a programmatic way. Many of these libraries contain amazing features and some similarities. In this context, earthaccess aims to be a simple library that can deal with the important parts of the metadata so we can access or download data without having to worry if a given dataset is on-prem or in the cloud. How? \u00b6 Note: There are a lot of acronyms that we need to get familiar with before any of this makes sense, here is a brief glossary for NASA Earthdata terms: NASA glossary Authentication: Before we can use earthaccess we need an account with NASA EDL \u00b6 Earthdata Login provides free and immediate access to thousands of EOSDIS data products covering all Earth science disciplines and topic areas for researchers, applied science users, application developers, and the general public. Once we have our NASA EDL login credentials we can start accessing NASA data in a programmatic way. Querying CMR using earthaccess \u00b6 This short tutorial uses the collection_query() and granule_query() methods, these methods return a lower level Query Builder instance that can be used to query NASA's CMR. For convenience the top level API also offers the dataset_search(**kwargs) and data_search(**kwargs) methods that map what these query builders do. For instance query = earthaccess . granule_query () . doi ( \"some_doi\" ) . temporal ( \"1990-01-01\" , \"2020-12-31\" ) . cloud_hosted ( True ) granules = query . get ( 10 ) is equivalent to granules = earthaccess . search_data ( doi = \"some_doi\" , temporal = ( \"1990-01-01\" , \"2020-12-31\" ), cloud_hosted = True , limit = 10 ) In [1]: Copied! import earthaccess earthaccess . __version__ import earthaccess earthaccess.__version__ Out[1]: '0.6.1' In [2]: Copied! auth = earthaccess . login () auth = earthaccess.login() You're now authenticated with NASA Earthdata Login Using token with expiration date: 12/10/2023 Using environment variables for EDL Auth() \u00b6 earthaccess 's Auth class provides 3 different strategies to authenticate ourselves with NASA EDL. netrc : Do we have a .netrc file with our EDL credentials? if so, we can use it with earthaccess . If we don't have it and want to create one we can, earthaccess allows users to type their credentials and persist them into a .netrc file. auth = earthaccess . login ( strategy = \"netrc\" ) environment : If we have our EDL credentials as environment variables EARTHDATA_USERNAME EARTHDATA_PASSWORD auth = earthaccess . login ( strategy = \"environment\" ) interactive : We will be asked for our EDL credentials with optinal persistance to .netrc auth = earthaccess . login ( strategy = \"interactive\" , persist = True ) In [3]: Copied! # are we authenticated? auth = earthaccess . login () # are we authenticated? auth = earthaccess.login() We are already authenticated with NASA EDL Querying for datasets \u00b6 The DataCollections class can query CMR for any collection (dataset) using all of CMR's Query parameters and has built-in functions to extract useful information from the response. In [4]: Copied! # The first step is to create a DataCollections query Query = earthaccess . collection_query () # Use chain methods to customize our query Query . keyword ( 'elevation' ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) . temporal ( \"2020-01-01\" , \"2020-02-01\" ) print ( f 'Collections found: { Query . hits () } ' ) # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query . fields ([ 'ShortName' , 'Version' ]) . get ( 5 ) # Inspect some results printing just the ShortName and Abstract collections [ 0 : 3 ] # The first step is to create a DataCollections query Query = earthaccess.collection_query() # Use chain methods to customize our query Query.keyword('elevation').bounding_box(-134.7,58.9,-133.9,59.2).temporal(\"2020-01-01\",\"2020-02-01\") print(f'Collections found: {Query.hits()}') # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query.fields(['ShortName','Version']).get(5) # Inspect some results printing just the ShortName and Abstract collections[0:3] Collections found: 363 Out[4]: [{ \"meta\": { \"concept-id\": \"C1431413941-NSIDC_ECS\", \"granule-count\": 61, \"provider-id\": \"NSIDC_ECS\" }, \"umm\": { \"ShortName\": \"RDEFT4\", \"Version\": \"1\" } }, { \"meta\": { \"concept-id\": \"C1299783579-LPDAAC_ECS\", \"granule-count\": 0, \"provider-id\": \"LPDAAC_ECS\" }, \"umm\": { \"ShortName\": \"AST14DEM\", \"Version\": \"003\" } }, { \"meta\": { \"concept-id\": \"C1299783651-LPDAAC_ECS\", \"granule-count\": 0, \"provider-id\": \"LPDAAC_ECS\" }, \"umm\": { \"ShortName\": \"AST14DMO\", \"Version\": \"003\" } }] The results from a DataCollections and DataGranules query are enhanced python dictionaries, this means that we can access all the keys and values like we usually do with Python dictionaries. In [5]: Copied! collections [ 0 ][ \"umm\" ][ \"ShortName\" ] collections[0][\"umm\"][\"ShortName\"] Out[5]: 'RDEFT4' The DataCollections class returns python dictionaries with some handy methods. collection . concept_id () # returns the concept-id, used to search for data granules collection . abstract () # returns the abstract collection . landing_page () # returns the landing page if present in the UMM fields collection . get_data () # returns the portal where data can be accessed. The same results can be obtained using the dict syntax: collection [ \"meta\" ][ \"concept-id\" ] # concept-id collection [ \"umm\" ][ \"RelatedUrls\" ] # URLs, with GET DATA, LANDING PAGE etc In [6]: Copied! # We can now search for collections using a pythonic API client for CMR. Query = earthaccess . collection_query () . daac ( \"ASF\" ) print ( f 'Collections found: { Query . hits () } ' ) collections = Query . fields ([ 'ShortName' ]) . get ( 10 ) # Printing the first collection collections [ 0 ] # We can now search for collections using a pythonic API client for CMR. Query = earthaccess.collection_query().daac(\"ASF\") print(f'Collections found: {Query.hits()}') collections = Query.fields(['ShortName']).get(10) # Printing the first collection collections[0] Collections found: 124 Out[6]: { \"meta\": { \"concept-id\": \"C1214470488-ASF\", \"granule-count\": 1553209, \"provider-id\": \"ASF\" }, \"umm\": { \"ShortName\": \"SENTINEL-1A_SLC\" } } In [7]: Copied! # What if we want cloud collections Query = earthaccess . collection_query () . daac ( \"ASF\" ) . cloud_hosted ( True ) print ( f 'Collections found: { Query . hits () } ' ) collections = Query . fields ([ 'ShortName' ]) . get ( 10 ) # Printing 3 collections collections [ 0 ] # What if we want cloud collections Query = earthaccess.collection_query().daac(\"ASF\").cloud_hosted(True) print(f'Collections found: {Query.hits()}') collections = Query.fields(['ShortName']).get(10) # Printing 3 collections collections[0] Collections found: 44 Out[7]: { \"meta\": { \"concept-id\": \"C1214470488-ASF\", \"granule-count\": 1553209, \"provider-id\": \"ASF\" }, \"umm\": { \"ShortName\": \"SENTINEL-1A_SLC\" } } In [8]: Copied! # Printing the concept-id for the first 10 collections [ collection . concept_id () for collection in collections ] # Printing the concept-id for the first 10 collections [collection.concept_id() for collection in collections] Out[8]: ['C1214470488-ASF', 'C1327985661-ASF', 'C1214470533-ASF', 'C1214470576-ASF', 'C1327985645-ASF', 'C1595422627-ASF', 'C1214470496-ASF', 'C1214470532-ASF', 'C1214472977-ASF', 'C1214472336-ASF'] Querying for data files (granules) \u00b6 The DataGranules class provides similar functionality as the collection class. To query for granules in a more reliable way concept-id would be the main key. You can search data granules using a short name but that could (more likely will) return different versions of the same data granules. In this example we're querying for 10 data grnaules from ICESat-2 ATL06 version 005 dataset. Note : Generally speaking we won't need authenticated queries unless they are restricted datasets for early adopters. In [9]: Copied! from pprint import pprint # We build our query Query = earthaccess . granule_query () . short_name ( 'HLSL30' ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) # We get 5 metadata records granules = Query . get ( 5 ) from pprint import pprint # We build our query Query = earthaccess.granule_query().short_name('HLSL30').bounding_box(-134.7,58.9,-133.9,59.2) # We get 5 metadata records granules = Query.get(5) Pretty printing data granules \u00b6 Since we are in a notebook we can take advantage of it to see a more user friendly version of the granules with the built-in function display This will render browse image for the granule if available and eventually will have a similar representation as the one from the Earthdata search portal In [10]: Copied! 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Data : HLS.L30.T08VNL.2013147T201428.v2.0.B11.tif HLS.L30.T08VNL.2013147T201428.v2.0.B06.tif HLS.L30.T08VNL.2013147T201428.v2.0.B09.tif HLS.L30.T08VNL.2013147T201428.v2.0.B01.tif HLS.L30.T08VNL.2013147T201428.v2.0.VAA.tif HLS.L30.T08VNL.2013147T201428.v2.0.VZA.tif HLS.L30.T08VNL.2013147T201428.v2.0.Fmask.tif HLS.L30.T08VNL.2013147T201428.v2.0.B02.tif HLS.L30.T08VNL.2013147T201428.v2.0.SZA.tif HLS.L30.T08VNL.2013147T201428.v2.0.B04.tif HLS.L30.T08VNL.2013147T201428.v2.0.B05.tif HLS.L30.T08VNL.2013147T201428.v2.0.B07.tif HLS.L30.T08VNL.2013147T201428.v2.0.B03.tif HLS.L30.T08VNL.2013147T201428.v2.0.SAA.tif HLS.L30.T08VNL.2013147T201428.v2.0.B10.tif Size : 45.62 MB Cloud Hosted : True Out[10]: [None, None, None, None, None] Spatiotemporal queries \u00b6 Our granules and collection classes accept the same spatial and temporal arguments as CMR so we can search for granules that match spatiotemporal criteria. In [11]: Copied! Query = earthaccess . granule_query () . short_name ( \"ATL06\" ) . temporal ( \"2020-03-01\" , \"2020-03-30\" ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) . version ( \"005\" ) # Always inspects the hits before retrieven the granule metadata, just because it's very verbose. print ( f \"Granules found: { Query . hits () } \" ) Query = earthaccess.granule_query().short_name(\"ATL06\").temporal(\"2020-03-01\", \"2020-03-30\").bounding_box(-134.7,58.9,-133.9,59.2).version(\"005\") # Always inspects the hits before retrieven the granule metadata, just because it's very verbose. print(f\"Granules found: {Query.hits()}\") Granules found: 8 In [12]: Copied! # Now we can print some info about these granules using the built-in methods granules = Query . get ( 5 ) data_links = [{ 'links' : g . data_links ( access = \"on_prem\" ), 'size (MB):' : g . size ()} for g in granules ] data_links # Now we can print some info about these granules using the built-in methods granules = Query.get(5) data_links = [{'links': g.data_links(access=\"on_prem\"), 'size (MB):': g.size()} for g in granules] data_links Out[12]: [{'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/06/ATL06_20200306122320_10810606_005_01.h5'], 'size (MB):': 2.7875404357910156}, {'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/08/ATL06_20200308234154_11190602_005_01.h5'], 'size (MB):': 4.364532470703125}, {'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/10/ATL06_20200310121504_11420606_005_01.h5'], 'size (MB):': 2.6717844009399414}, {'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/12/ATL06_20200312233336_11800602_005_01.h5'], 'size (MB):': 14.138877868652344}, {'links': ['https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2020.03.06/ATL06_20200306122320_10810606_005_01.h5'], 'size (MB):': 2.7875404358}] Accessing the data \u00b6 With earthaccess a researcher can get the files regardless if they are on-prem or cloud based with the same API call, although an important consideration is that if we want to access data in the cloud (direct access) we must run the code in the cloud. This is because some S3 buckets are configured to only allow direct access (s3:// links) if the requester is in the same zone, us-west-2 . On-prem access: DAAC hosted data \ud83d\udce1 \u00b6 In [13]: Copied! granules = [] # we just grab 1 granule from May for each year of the dataset for year in range ( 1999 , 2019 ): results = earthaccess . search_data ( doi = \"10.5067/SLREF-CDRV3\" , temporal = ( f \" { year } -05\" , f \" { year } -06\" ) ) if len ( results ) > 0 : granules . append ( results [ 0 ]) granules = [] # we just grab 1 granule from May for each year of the dataset for year in range(1999, 2019): results = earthaccess.search_data( doi = \"10.5067/SLREF-CDRV3\", temporal=(f\"{year}-05\", f\"{year}-06\") ) if len(results)>0: granules.append(results[0]) Granules found: 7 Granules found: 7 Granules found: 7 Granules found: 7 Granules found: 7 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 7 Granules found: 7 Granules found: 7 For this example we are going to use a PODAAC dataset SMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5 which we previously queried (see querying for datasets) and got the concept id: C1972955240-PODAAC In [14]: Copied! import earthaccess earthaccess . login () Query = earthaccess . granule_query () . doi ( \"10.5067/SLREF-CDRV3\" ) . bounding_box ( - 134.7 , 54.9 , - 100.9 , 69.2 ) print ( f \"Granule hits: { Query . hits () } \" ) # getting more than 6,000 metadata records for demo purposes is going to slow us down a bit so let's get only a few granules = Query . get ( 10 ) # Does this granule belong to a cloud-based collection? granules [ 0 ] . cloud_hosted import earthaccess earthaccess.login() Query = earthaccess.granule_query().doi(\"10.5067/SLREF-CDRV3\").bounding_box(-134.7,54.9,-100.9,69.2) print(f\"Granule hits: {Query.hits()}\") # getting more than 6,000 metadata records for demo purposes is going to slow us down a bit so let's get only a few granules = Query.get(10) # Does this granule belong to a cloud-based collection? granules[0].cloud_hosted We are already authenticated with NASA EDL Granule hits: 2207 Out[14]: True Finally! let's get the data \u00b6 The Store class accepts the results from a DataGranules() query or it can also accept a list of URLs for the data files. In the second case we'll have to specify the DAAC since it cannot infer which credentials to use solely on the URL. In [15]: Copied! %% time files = earthaccess . download ( granules [ 0 : 2 ], \"./data/C1972955240-PODAAC/\" ) %%time files = earthaccess.download(granules[0:2], \"./data/C1972955240-PODAAC/\") Getting 2 granules, approx download size: 0.02 GB var element = document.getElementById('8d1ce831-b624-4ce6-863d-f4372fe3bfd6'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"21e96d91dd1f48b6ace81c939bf06ada\"} var element = document.getElementById('f69aaf71-176c-4b42-ab77-c19ac9bb9398'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"762c6c732b314c20afd69474d77ccf27\"} Error while downloading the file ssh_grids_v2205_1992101512.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205%2Fssh_grids_v2205_1992101512.nc&app_type=401 Error while downloading the file ssh_grids_v2205_1992101012.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205%2Fssh_grids_v2205_1992101012.nc&app_type=401 var element = document.getElementById('d41d0259-27a6-4ec4-a1eb-4db87f5a0925'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"6f83741e1b794758914a7c8f5d9f7d9b\"} CPU times: user 642 ms, sys: 111 ms, total: 752 ms Wall time: 1.52 s Accessing the data in the cloud \u2601\ufe0f \u00b6 With earthaccess a researcher can get the files regardless if they are on-prem or cloud based with the same API call, although an important consideration is that if we want to access data in the cloud we must run the code in the cloud. This is because some S3 buckets are configured to only allow direct access (s3:// links) if the requester is in the same zone, us-west-2 . Same API, just a different place, in this case the concept-id for the same dataset is C2208422957-POCLOUD Note: The concept-id changed even though is the same dataset. In [16]: Copied! Query = earthaccess . granule_query () . short_name ( \"SMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5\" ) . bounding_box ( - 134.7 , 54.9 , - 100.9 , 69.2 ) print ( f \"Granule hits: { Query . hits () } \" ) results = Query . get ( 10 ) # is this a cloud hosted data granule? results [ 0 ] . cloud_hosted Query = earthaccess.granule_query().short_name(\"SMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5\").bounding_box(-134.7,54.9,-100.9,69.2) print(f\"Granule hits: {Query.hits()}\") results = Query.get(10) # is this a cloud hosted data granule? results[0].cloud_hosted Granule hits: 3074 Out[16]: True In [17]: Copied! # Let's pretty print this results [ 0 ] # Let's pretty print this results[0] Out[17]: .bootstrap{font-family:sans-serif;line-height:1;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%}.bootstrap{margin:0;font-size:10px;}.bootstrap article,.bootstrap aside,.bootstrap footer,.bootstrap header,.bootstrap nav,.bootstrap section{display:block}.bootstrap h1{font-size:2em;margin:0.67em 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Data : SMAP_L3_SSS_20150504_8DAYS_V5.0.nc Size : 10.56 MB Cloud Hosted : True In [18]: Copied! %% time # we are running this code outside the us-west-2 region. try : files = earthaccess . download ( results [ 0 : 4 ], local_path = \"./data/demo-POCLOUD\" ) except Exception as e : print ( f \"Error: { e } , we are probably not using this code in the Amazon cloud. Trying external links...\" ) # There is hope, even if we are not in the Amazon cloud we can still get the data files = store . get ( results [ 0 : 4 ], access = \"external\" , local_path = \"./data/demo-POCLOUD\" ) %%time # we are running this code outside the us-west-2 region. try: files = earthaccess.download(results[0:4], local_path=\"./data/demo-POCLOUD\") except Exception as e: print(f\"Error: {e}, we are probably not using this code in the Amazon cloud. Trying external links...\") # There is hope, even if we are not in the Amazon cloud we can still get the data files = store.get(results[0:4], access=\"external\", local_path=\"./data/demo-POCLOUD\") Getting 4 granules, approx download size: 0.04 GB var element = document.getElementById('f809f59e-c920-4374-8321-9c508d03a690'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"9c6e1cba930745ee88fd7c17446622ea\"} var element = document.getElementById('5d6ffb54-f5af-41f0-af5b-f5ce9c72f1ee'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"610a2df4866744a7a343d9bbe09fcceb\"} Error while downloading the file SMAP_L3_SSS_20150505_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F121%2FSMAP_L3_SSS_20150505_8DAYS_V5.0.nc&app_type=401 Error while downloading the file SMAP_L3_SSS_20150506_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F122%2FSMAP_L3_SSS_20150506_8DAYS_V5.0.nc&app_type=401 Error while downloading the file SMAP_L3_SSS_20150507_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F123%2FSMAP_L3_SSS_20150507_8DAYS_V5.0.nc&app_type=401 Error while downloading the file SMAP_L3_SSS_20150504_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F120%2FSMAP_L3_SSS_20150504_8DAYS_V5.0.nc&app_type=401 var element = document.getElementById('3d0787d7-6e73-42f2-a38c-7d3323759248'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"eb320963215c479dbce54da97abc3008\"} CPU times: user 1.04 s, sys: 89.9 ms, total: 1.13 s Wall time: 2.2 s \u2601\ufe0f Cloud Access Part II: streaming data \u00b6 Being in the cloud allows us to stream data as if we were using it locally. Pairing gridded datasets on S3 and xarray isa very useful patter when we deal with a lot of data. Recommended read: Skip the download! Stream NASA data directly into Python objects In [19]: Copied! import warnings warnings . filterwarnings ( 'ignore' ) warnings . simplefilter ( 'ignore' ) import xarray as xr # data_links https_links = [] s3_links = [] fs = earthaccess . get_s3fs_session ( provider = 'POCLOUD' ) for granule in results : https_links . extend ( granule . data_links ( access = \"on_prem\" )) s3_links . extend ( granule . data_links ( access = \"direct\" )) import warnings warnings.filterwarnings('ignore') warnings.simplefilter('ignore') import xarray as xr # data_links https_links = [] s3_links = [] fs = earthaccess.get_s3fs_session(provider='POCLOUD') for granule in results: https_links.extend(granule.data_links(access=\"on_prem\")) s3_links.extend(granule.data_links(access=\"direct\")) With earthaccess we can open URLS if we pass the provider or we can open the results directly and will derive the necessary credentials to use. \u00b6 In [20]: Copied! fileset = earthaccess . open ( results [ 0 : 3 ]) # test that we can read data from the files with fileset [ 0 ] as f : print ( f . read ( 100 )) fileset = earthaccess.open(results[0:3]) # test that we can read data from the files with fileset[0] as f: print(f.read(100)) Opening 3 granules, approx size: 0.03 GB var element = document.getElementById('6543dc9f-ab81-4e3d-80d8-a8e0098b49c1'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"d81487859bcb472f94e52844c6f3ef39\"} var element = document.getElementById('a5059d84-9817-4c0c-8605-8d86f51c0356'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"3d550c7f6e6c414b9c554a3e72463bbb\"} var element = document.getElementById('fac15bb8-5681-48a0-b225-b8bfdfff55de'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"40fc9f02cd1c4d6ca165ca4610e1a9e1\"} --------------------------------------------------------------------------- ClientResponseError Traceback (most recent call last) Cell In[20], line 5 3 # test that we can read data from the files 4 with fileset[ 0 ] as f: ----> 5 print ( f . read ( 100 ) ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/spec.py:1790 , in AbstractBufferedFile.read (self, length) 1787 if length == 0 : 1788 # don't even bother calling fetch 1789 return b \" \" -> 1790 out = self . cache . _fetch ( self . loc , self . loc + length ) 1791 self . loc + = len (out) 1792 return out File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/caching.py:379 , in BytesCache._fetch (self, start, end) 373 return b \" \" 375 if ( self . start is None or start < self . start) and ( 376 self . end is None or end > self . end 377 ): 378 # First read, or extending both before and after --> 379 self . cache = self . fetcher ( start , bend ) 380 self . start = start 381 elif start < self . start: File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:121 , in sync_wrapper..wrapper (*args, **kwargs) 118 @functools . wraps(func) 119 def wrapper ( * args, * * kwargs): 120 self = obj or args[ 0 ] --> 121 return sync ( self . loop , func , * args , * * kwargs ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:106 , in sync (loop, func, timeout, *args, **kwargs) 104 raise FSTimeoutError from return_result 105 elif isinstance (return_result, BaseException ): --> 106 raise return_result 107 else : 108 return return_result File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:61 , in _runner (event, coro, result, timeout) 59 coro = asyncio . wait_for(coro, timeout = timeout) 60 try : ---> 61 result[ 0 ] = await coro 62 except Exception as ex: 63 result[ 0 ] = ex File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/implementations/http.py:655 , in HTTPFile.async_fetch_range (self, start, end) 652 if r . status == 416 : 653 # range request outside file 654 return b \" \" --> 655 r . raise_for_status ( ) 657 # If the server has handled the range request, it should reply 658 # with status 206 (partial content). But we'll guess that a suitable 659 # Content-Range header or a Content-Length no more than the 660 # requested range also mean we have got the desired range. 661 response_is_range = ( 662 r . status == 206 663 or self . _parse_content_range(r . headers)[ 0 ] == start 664 or int (r . headers . get( \" Content-Length \" , end + 1 )) < = end - start 665 ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/aiohttp/client_reqrep.py:1005 , in ClientResponse.raise_for_status (self) 1003 assert self . reason is not None 1004 self . release() -> 1005 raise ClientResponseError( 1006 self . request_info, 1007 self . history, 1008 status = self . status, 1009 message = self . reason, 1010 headers = self . headers, 1011 ) ClientResponseError : 401, message='Unauthorized', url=URL('https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=/podaac-ops-cumulus-protected/SMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5/2015/120/SMAP_L3_SSS_20150504_8DAYS_V5.0.nc&app_type=401') Now to the important science! \ud83d\ude80 \u00b6 Recap \u00b6 import earthaccess # first we authenticate with NASA EDL auth = earthaccess . login () # Then we build a Query with spatiotemporal parameters GranuleQuery = earthaccess . granule_query () . concept_id ( \"C1575731655-LPDAAC_ECS\" ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) # We get the metadata records from CMR granules = GranuleQuery . get () # Now it{s time to download (or open) our data granules list with get() files = earthaccess . download ( granules , local_path = './data' ) # Now to the important science! Related links \u00b6 Github repository : https://github.com/nsidc/earthaccess CMR API documentation: https://cmr.earthaccess.nasa.gov/search/site/docs/search/api.html EDL API documentation: https://urs.earthaccess.nasa.gov/ NASA OpenScapes: https://nasa-openscapes.github.io/earthaccess-cloud-cookbook/ NSIDC: https://nsidc.org Contact: luis.lopez@nsidc.org","title":"Getting started with earthaccess"},{"location":"tutorials/getting-started/#getting-started-with-earthaccess","text":"","title":"Getting started with earthaccess"},{"location":"tutorials/getting-started/#tldr-earthaccess-is-a-python-package-to-search-preview-and-access-nasa-datasets-on-prem-or-in-the-cloud-with-a-few-lines-of-code","text":"","title":"TL;DR: earthaccess is a Python package to search, preview and access NASA datasets (on-prem or in the cloud) with a few lines of code."},{"location":"tutorials/getting-started/#why","text":"Programmatic, Easy, Reproducible. There are many ways to access NASA datasets, we can use the Earthdata search portal . We can use DAAC specific portals or tools. We could even use data.gov ! Web portals are great but they are not designed for programmatic access and reproducible workflows. This is extremely important in the age of the cloud and reproducible open science. The good news is that NASA also exposes APIs that allows us to search, transform and access data in a programmatic way. Many of these libraries contain amazing features and some similarities. In this context, earthaccess aims to be a simple library that can deal with the important parts of the metadata so we can access or download data without having to worry if a given dataset is on-prem or in the cloud.","title":"Why?"},{"location":"tutorials/getting-started/#how","text":"Note: There are a lot of acronyms that we need to get familiar with before any of this makes sense, here is a brief glossary for NASA Earthdata terms: NASA glossary","title":"How?"},{"location":"tutorials/getting-started/#authentication-before-we-can-use-earthaccess-we-need-an-account-with-nasa-edl","text":"Earthdata Login provides free and immediate access to thousands of EOSDIS data products covering all Earth science disciplines and topic areas for researchers, applied science users, application developers, and the general public. Once we have our NASA EDL login credentials we can start accessing NASA data in a programmatic way.","title":"Authentication: Before we can use earthaccess we need an account with NASA EDL"},{"location":"tutorials/getting-started/#querying-cmr-using-earthaccess","text":"This short tutorial uses the collection_query() and granule_query() methods, these methods return a lower level Query Builder instance that can be used to query NASA's CMR. For convenience the top level API also offers the dataset_search(**kwargs) and data_search(**kwargs) methods that map what these query builders do. For instance query = earthaccess . granule_query () . doi ( \"some_doi\" ) . temporal ( \"1990-01-01\" , \"2020-12-31\" ) . cloud_hosted ( True ) granules = query . get ( 10 ) is equivalent to granules = earthaccess . search_data ( doi = \"some_doi\" , temporal = ( \"1990-01-01\" , \"2020-12-31\" ), cloud_hosted = True , limit = 10 ) In [1]: Copied! import earthaccess earthaccess . __version__ import earthaccess earthaccess.__version__ Out[1]: '0.6.1' In [2]: Copied! auth = earthaccess . login () auth = earthaccess.login() You're now authenticated with NASA Earthdata Login Using token with expiration date: 12/10/2023 Using environment variables for EDL","title":"Querying CMR using earthaccess"},{"location":"tutorials/getting-started/#auth","text":"earthaccess 's Auth class provides 3 different strategies to authenticate ourselves with NASA EDL. netrc : Do we have a .netrc file with our EDL credentials? if so, we can use it with earthaccess . If we don't have it and want to create one we can, earthaccess allows users to type their credentials and persist them into a .netrc file. auth = earthaccess . login ( strategy = \"netrc\" ) environment : If we have our EDL credentials as environment variables EARTHDATA_USERNAME EARTHDATA_PASSWORD auth = earthaccess . login ( strategy = \"environment\" ) interactive : We will be asked for our EDL credentials with optinal persistance to .netrc auth = earthaccess . login ( strategy = \"interactive\" , persist = True ) In [3]: Copied! # are we authenticated? auth = earthaccess . login () # are we authenticated? auth = earthaccess.login() We are already authenticated with NASA EDL","title":"Auth()"},{"location":"tutorials/getting-started/#querying-for-datasets","text":"The DataCollections class can query CMR for any collection (dataset) using all of CMR's Query parameters and has built-in functions to extract useful information from the response. In [4]: Copied! # The first step is to create a DataCollections query Query = earthaccess . collection_query () # Use chain methods to customize our query Query . keyword ( 'elevation' ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) . temporal ( \"2020-01-01\" , \"2020-02-01\" ) print ( f 'Collections found: { Query . hits () } ' ) # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query . fields ([ 'ShortName' , 'Version' ]) . get ( 5 ) # Inspect some results printing just the ShortName and Abstract collections [ 0 : 3 ] # The first step is to create a DataCollections query Query = earthaccess.collection_query() # Use chain methods to customize our query Query.keyword('elevation').bounding_box(-134.7,58.9,-133.9,59.2).temporal(\"2020-01-01\",\"2020-02-01\") print(f'Collections found: {Query.hits()}') # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query.fields(['ShortName','Version']).get(5) # Inspect some results printing just the ShortName and Abstract collections[0:3] Collections found: 363 Out[4]: [{ \"meta\": { \"concept-id\": \"C1431413941-NSIDC_ECS\", \"granule-count\": 61, \"provider-id\": \"NSIDC_ECS\" }, \"umm\": { \"ShortName\": \"RDEFT4\", \"Version\": \"1\" } }, { \"meta\": { \"concept-id\": \"C1299783579-LPDAAC_ECS\", \"granule-count\": 0, \"provider-id\": \"LPDAAC_ECS\" }, \"umm\": { \"ShortName\": \"AST14DEM\", \"Version\": \"003\" } }, { \"meta\": { \"concept-id\": \"C1299783651-LPDAAC_ECS\", \"granule-count\": 0, \"provider-id\": \"LPDAAC_ECS\" }, \"umm\": { \"ShortName\": \"AST14DMO\", \"Version\": \"003\" } }] The results from a DataCollections and DataGranules query are enhanced python dictionaries, this means that we can access all the keys and values like we usually do with Python dictionaries. In [5]: Copied! collections [ 0 ][ \"umm\" ][ \"ShortName\" ] collections[0][\"umm\"][\"ShortName\"] Out[5]: 'RDEFT4' The DataCollections class returns python dictionaries with some handy methods. collection . concept_id () # returns the concept-id, used to search for data granules collection . abstract () # returns the abstract collection . landing_page () # returns the landing page if present in the UMM fields collection . get_data () # returns the portal where data can be accessed. The same results can be obtained using the dict syntax: collection [ \"meta\" ][ \"concept-id\" ] # concept-id collection [ \"umm\" ][ \"RelatedUrls\" ] # URLs, with GET DATA, LANDING PAGE etc In [6]: Copied! # We can now search for collections using a pythonic API client for CMR. Query = earthaccess . collection_query () . daac ( \"ASF\" ) print ( f 'Collections found: { Query . hits () } ' ) collections = Query . fields ([ 'ShortName' ]) . get ( 10 ) # Printing the first collection collections [ 0 ] # We can now search for collections using a pythonic API client for CMR. Query = earthaccess.collection_query().daac(\"ASF\") print(f'Collections found: {Query.hits()}') collections = Query.fields(['ShortName']).get(10) # Printing the first collection collections[0] Collections found: 124 Out[6]: { \"meta\": { \"concept-id\": \"C1214470488-ASF\", \"granule-count\": 1553209, \"provider-id\": \"ASF\" }, \"umm\": { \"ShortName\": \"SENTINEL-1A_SLC\" } } In [7]: Copied! # What if we want cloud collections Query = earthaccess . collection_query () . daac ( \"ASF\" ) . cloud_hosted ( True ) print ( f 'Collections found: { Query . hits () } ' ) collections = Query . fields ([ 'ShortName' ]) . get ( 10 ) # Printing 3 collections collections [ 0 ] # What if we want cloud collections Query = earthaccess.collection_query().daac(\"ASF\").cloud_hosted(True) print(f'Collections found: {Query.hits()}') collections = Query.fields(['ShortName']).get(10) # Printing 3 collections collections[0] Collections found: 44 Out[7]: { \"meta\": { \"concept-id\": \"C1214470488-ASF\", \"granule-count\": 1553209, \"provider-id\": \"ASF\" }, \"umm\": { \"ShortName\": \"SENTINEL-1A_SLC\" } } In [8]: Copied! # Printing the concept-id for the first 10 collections [ collection . concept_id () for collection in collections ] # Printing the concept-id for the first 10 collections [collection.concept_id() for collection in collections] Out[8]: ['C1214470488-ASF', 'C1327985661-ASF', 'C1214470533-ASF', 'C1214470576-ASF', 'C1327985645-ASF', 'C1595422627-ASF', 'C1214470496-ASF', 'C1214470532-ASF', 'C1214472977-ASF', 'C1214472336-ASF']","title":"Querying for datasets"},{"location":"tutorials/getting-started/#querying-for-data-files-granules","text":"The DataGranules class provides similar functionality as the collection class. To query for granules in a more reliable way concept-id would be the main key. You can search data granules using a short name but that could (more likely will) return different versions of the same data granules. In this example we're querying for 10 data grnaules from ICESat-2 ATL06 version 005 dataset. Note : Generally speaking we won't need authenticated queries unless they are restricted datasets for early adopters. In [9]: Copied! from pprint import pprint # We build our query Query = earthaccess . granule_query () . short_name ( 'HLSL30' ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) # We get 5 metadata records granules = Query . get ( 5 ) from pprint import pprint # We build our query Query = earthaccess.granule_query().short_name('HLSL30').bounding_box(-134.7,58.9,-133.9,59.2) # We get 5 metadata records granules = Query.get(5)","title":"Querying for data files (granules)"},{"location":"tutorials/getting-started/#pretty-printing-data-granules","text":"Since we are in a notebook we can take advantage of it to see a more user friendly version of the granules with the built-in function display This will render browse image for the granule if available and eventually will have a similar representation as the one from the Earthdata search portal In [10]: Copied! 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Data : HLS.L30.T08VNL.2013147T201428.v2.0.B11.tif HLS.L30.T08VNL.2013147T201428.v2.0.B06.tif HLS.L30.T08VNL.2013147T201428.v2.0.B09.tif HLS.L30.T08VNL.2013147T201428.v2.0.B01.tif HLS.L30.T08VNL.2013147T201428.v2.0.VAA.tif HLS.L30.T08VNL.2013147T201428.v2.0.VZA.tif HLS.L30.T08VNL.2013147T201428.v2.0.Fmask.tif HLS.L30.T08VNL.2013147T201428.v2.0.B02.tif HLS.L30.T08VNL.2013147T201428.v2.0.SZA.tif HLS.L30.T08VNL.2013147T201428.v2.0.B04.tif HLS.L30.T08VNL.2013147T201428.v2.0.B05.tif HLS.L30.T08VNL.2013147T201428.v2.0.B07.tif HLS.L30.T08VNL.2013147T201428.v2.0.B03.tif HLS.L30.T08VNL.2013147T201428.v2.0.SAA.tif HLS.L30.T08VNL.2013147T201428.v2.0.B10.tif Size : 45.62 MB Cloud Hosted : True Out[10]: [None, None, None, None, None]","title":"Pretty printing data granules"},{"location":"tutorials/getting-started/#spatiotemporal-queries","text":"Our granules and collection classes accept the same spatial and temporal arguments as CMR so we can search for granules that match spatiotemporal criteria. In [11]: Copied! Query = earthaccess . granule_query () . short_name ( \"ATL06\" ) . temporal ( \"2020-03-01\" , \"2020-03-30\" ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) . version ( \"005\" ) # Always inspects the hits before retrieven the granule metadata, just because it's very verbose. print ( f \"Granules found: { Query . hits () } \" ) Query = earthaccess.granule_query().short_name(\"ATL06\").temporal(\"2020-03-01\", \"2020-03-30\").bounding_box(-134.7,58.9,-133.9,59.2).version(\"005\") # Always inspects the hits before retrieven the granule metadata, just because it's very verbose. print(f\"Granules found: {Query.hits()}\") Granules found: 8 In [12]: Copied! # Now we can print some info about these granules using the built-in methods granules = Query . get ( 5 ) data_links = [{ 'links' : g . data_links ( access = \"on_prem\" ), 'size (MB):' : g . size ()} for g in granules ] data_links # Now we can print some info about these granules using the built-in methods granules = Query.get(5) data_links = [{'links': g.data_links(access=\"on_prem\"), 'size (MB):': g.size()} for g in granules] data_links Out[12]: [{'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/06/ATL06_20200306122320_10810606_005_01.h5'], 'size (MB):': 2.7875404357910156}, {'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/08/ATL06_20200308234154_11190602_005_01.h5'], 'size (MB):': 4.364532470703125}, {'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/10/ATL06_20200310121504_11420606_005_01.h5'], 'size (MB):': 2.6717844009399414}, {'links': ['https://data.nsidc.earthdatacloud.nasa.gov/nsidc-cumulus-prod-protected/ATLAS/ATL06/005/2020/03/12/ATL06_20200312233336_11800602_005_01.h5'], 'size (MB):': 14.138877868652344}, {'links': ['https://n5eil01u.ecs.nsidc.org/DP7/ATLAS/ATL06.005/2020.03.06/ATL06_20200306122320_10810606_005_01.h5'], 'size (MB):': 2.7875404358}]","title":"Spatiotemporal queries"},{"location":"tutorials/getting-started/#accessing-the-data","text":"With earthaccess a researcher can get the files regardless if they are on-prem or cloud based with the same API call, although an important consideration is that if we want to access data in the cloud (direct access) we must run the code in the cloud. This is because some S3 buckets are configured to only allow direct access (s3:// links) if the requester is in the same zone, us-west-2 .","title":"Accessing the data"},{"location":"tutorials/getting-started/#on-prem-access-daac-hosted-data","text":"In [13]: Copied! granules = [] # we just grab 1 granule from May for each year of the dataset for year in range ( 1999 , 2019 ): results = earthaccess . search_data ( doi = \"10.5067/SLREF-CDRV3\" , temporal = ( f \" { year } -05\" , f \" { year } -06\" ) ) if len ( results ) > 0 : granules . append ( results [ 0 ]) granules = [] # we just grab 1 granule from May for each year of the dataset for year in range(1999, 2019): results = earthaccess.search_data( doi = \"10.5067/SLREF-CDRV3\", temporal=(f\"{year}-05\", f\"{year}-06\") ) if len(results)>0: granules.append(results[0]) Granules found: 7 Granules found: 7 Granules found: 7 Granules found: 7 Granules found: 7 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 6 Granules found: 7 Granules found: 7 Granules found: 7 For this example we are going to use a PODAAC dataset SMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5 which we previously queried (see querying for datasets) and got the concept id: C1972955240-PODAAC In [14]: Copied! import earthaccess earthaccess . login () Query = earthaccess . granule_query () . doi ( \"10.5067/SLREF-CDRV3\" ) . bounding_box ( - 134.7 , 54.9 , - 100.9 , 69.2 ) print ( f \"Granule hits: { Query . hits () } \" ) # getting more than 6,000 metadata records for demo purposes is going to slow us down a bit so let's get only a few granules = Query . get ( 10 ) # Does this granule belong to a cloud-based collection? granules [ 0 ] . cloud_hosted import earthaccess earthaccess.login() Query = earthaccess.granule_query().doi(\"10.5067/SLREF-CDRV3\").bounding_box(-134.7,54.9,-100.9,69.2) print(f\"Granule hits: {Query.hits()}\") # getting more than 6,000 metadata records for demo purposes is going to slow us down a bit so let's get only a few granules = Query.get(10) # Does this granule belong to a cloud-based collection? granules[0].cloud_hosted We are already authenticated with NASA EDL Granule hits: 2207 Out[14]: True","title":"On-prem access: DAAC hosted data \ud83d\udce1"},{"location":"tutorials/getting-started/#finally-lets-get-the-data","text":"The Store class accepts the results from a DataGranules() query or it can also accept a list of URLs for the data files. In the second case we'll have to specify the DAAC since it cannot infer which credentials to use solely on the URL. In [15]: Copied! %% time files = earthaccess . download ( granules [ 0 : 2 ], \"./data/C1972955240-PODAAC/\" ) %%time files = earthaccess.download(granules[0:2], \"./data/C1972955240-PODAAC/\") Getting 2 granules, approx download size: 0.02 GB var element = document.getElementById('8d1ce831-b624-4ce6-863d-f4372fe3bfd6'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"21e96d91dd1f48b6ace81c939bf06ada\"} var element = document.getElementById('f69aaf71-176c-4b42-ab77-c19ac9bb9398'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"762c6c732b314c20afd69474d77ccf27\"} Error while downloading the file ssh_grids_v2205_1992101512.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205%2Fssh_grids_v2205_1992101512.nc&app_type=401 Error while downloading the file ssh_grids_v2205_1992101012.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205%2Fssh_grids_v2205_1992101012.nc&app_type=401 var element = document.getElementById('d41d0259-27a6-4ec4-a1eb-4db87f5a0925'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"6f83741e1b794758914a7c8f5d9f7d9b\"} CPU times: user 642 ms, sys: 111 ms, total: 752 ms Wall time: 1.52 s","title":"Finally! let's get the data"},{"location":"tutorials/getting-started/#accessing-the-data-in-the-cloud","text":"With earthaccess a researcher can get the files regardless if they are on-prem or cloud based with the same API call, although an important consideration is that if we want to access data in the cloud we must run the code in the cloud. This is because some S3 buckets are configured to only allow direct access (s3:// links) if the requester is in the same zone, us-west-2 . Same API, just a different place, in this case the concept-id for the same dataset is C2208422957-POCLOUD Note: The concept-id changed even though is the same dataset. In [16]: Copied! 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Data : SMAP_L3_SSS_20150504_8DAYS_V5.0.nc Size : 10.56 MB Cloud Hosted : True In [18]: Copied! %% time # we are running this code outside the us-west-2 region. try : files = earthaccess . download ( results [ 0 : 4 ], local_path = \"./data/demo-POCLOUD\" ) except Exception as e : print ( f \"Error: { e } , we are probably not using this code in the Amazon cloud. Trying external links...\" ) # There is hope, even if we are not in the Amazon cloud we can still get the data files = store . get ( results [ 0 : 4 ], access = \"external\" , local_path = \"./data/demo-POCLOUD\" ) %%time # we are running this code outside the us-west-2 region. try: files = earthaccess.download(results[0:4], local_path=\"./data/demo-POCLOUD\") except Exception as e: print(f\"Error: {e}, we are probably not using this code in the Amazon cloud. Trying external links...\") # There is hope, even if we are not in the Amazon cloud we can still get the data files = store.get(results[0:4], access=\"external\", local_path=\"./data/demo-POCLOUD\") Getting 4 granules, approx download size: 0.04 GB var element = document.getElementById('f809f59e-c920-4374-8321-9c508d03a690'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"9c6e1cba930745ee88fd7c17446622ea\"} var element = document.getElementById('5d6ffb54-f5af-41f0-af5b-f5ce9c72f1ee'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"610a2df4866744a7a343d9bbe09fcceb\"} Error while downloading the file SMAP_L3_SSS_20150505_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F121%2FSMAP_L3_SSS_20150505_8DAYS_V5.0.nc&app_type=401 Error while downloading the file SMAP_L3_SSS_20150506_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F122%2FSMAP_L3_SSS_20150506_8DAYS_V5.0.nc&app_type=401 Error while downloading the file SMAP_L3_SSS_20150507_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F123%2FSMAP_L3_SSS_20150507_8DAYS_V5.0.nc&app_type=401 Error while downloading the file SMAP_L3_SSS_20150504_8DAYS_V5.0.nc Traceback (most recent call last): File \"/home/runner/work/earthaccess/earthaccess/earthaccess/store.py\", line 590, in _download_file r.raise_for_status() File \"/home/runner/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/requests/models.py\", line 1021, in raise_for_status raise HTTPError(http_error_msg, response=self) requests.exceptions.HTTPError: 401 Client Error: Unauthorized for url: https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=%2Fpodaac-ops-cumulus-protected%2FSMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5%2F2015%2F120%2FSMAP_L3_SSS_20150504_8DAYS_V5.0.nc&app_type=401 var element = document.getElementById('3d0787d7-6e73-42f2-a38c-7d3323759248'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"eb320963215c479dbce54da97abc3008\"} CPU times: user 1.04 s, sys: 89.9 ms, total: 1.13 s Wall time: 2.2 s","title":"Accessing the data in the cloud \u2601\ufe0f"},{"location":"tutorials/getting-started/#cloud-access-part-ii-streaming-data","text":"Being in the cloud allows us to stream data as if we were using it locally. Pairing gridded datasets on S3 and xarray isa very useful patter when we deal with a lot of data. Recommended read: Skip the download! Stream NASA data directly into Python objects In [19]: Copied! import warnings warnings . filterwarnings ( 'ignore' ) warnings . simplefilter ( 'ignore' ) import xarray as xr # data_links https_links = [] s3_links = [] fs = earthaccess . get_s3fs_session ( provider = 'POCLOUD' ) for granule in results : https_links . extend ( granule . data_links ( access = \"on_prem\" )) s3_links . extend ( granule . data_links ( access = \"direct\" )) import warnings warnings.filterwarnings('ignore') warnings.simplefilter('ignore') import xarray as xr # data_links https_links = [] s3_links = [] fs = earthaccess.get_s3fs_session(provider='POCLOUD') for granule in results: https_links.extend(granule.data_links(access=\"on_prem\")) s3_links.extend(granule.data_links(access=\"direct\"))","title":"\u2601\ufe0f Cloud Access Part II: streaming data"},{"location":"tutorials/getting-started/#with-earthaccess-we-can-open-urls-if-we-pass-the-provider-or-we-can-open-the-results-directly-and-will-derive-the-necessary-credentials-to-use","text":"In [20]: Copied! fileset = earthaccess . open ( results [ 0 : 3 ]) # test that we can read data from the files with fileset [ 0 ] as f : print ( f . read ( 100 )) fileset = earthaccess.open(results[0:3]) # test that we can read data from the files with fileset[0] as f: print(f.read(100)) Opening 3 granules, approx size: 0.03 GB var element = document.getElementById('6543dc9f-ab81-4e3d-80d8-a8e0098b49c1'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"d81487859bcb472f94e52844c6f3ef39\"} var element = document.getElementById('a5059d84-9817-4c0c-8605-8d86f51c0356'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"3d550c7f6e6c414b9c554a3e72463bbb\"} var element = document.getElementById('fac15bb8-5681-48a0-b225-b8bfdfff55de'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"40fc9f02cd1c4d6ca165ca4610e1a9e1\"} --------------------------------------------------------------------------- ClientResponseError Traceback (most recent call last) Cell In[20], line 5 3 # test that we can read data from the files 4 with fileset[ 0 ] as f: ----> 5 print ( f . read ( 100 ) ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/spec.py:1790 , in AbstractBufferedFile.read (self, length) 1787 if length == 0 : 1788 # don't even bother calling fetch 1789 return b \" \" -> 1790 out = self . cache . _fetch ( self . loc , self . loc + length ) 1791 self . loc + = len (out) 1792 return out File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/caching.py:379 , in BytesCache._fetch (self, start, end) 373 return b \" \" 375 if ( self . start is None or start < self . start) and ( 376 self . end is None or end > self . end 377 ): 378 # First read, or extending both before and after --> 379 self . cache = self . fetcher ( start , bend ) 380 self . start = start 381 elif start < self . start: File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:121 , in sync_wrapper..wrapper (*args, **kwargs) 118 @functools . wraps(func) 119 def wrapper ( * args, * * kwargs): 120 self = obj or args[ 0 ] --> 121 return sync ( self . loop , func , * args , * * kwargs ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:106 , in sync (loop, func, timeout, *args, **kwargs) 104 raise FSTimeoutError from return_result 105 elif isinstance (return_result, BaseException ): --> 106 raise return_result 107 else : 108 return return_result File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/asyn.py:61 , in _runner (event, coro, result, timeout) 59 coro = asyncio . wait_for(coro, timeout = timeout) 60 try : ---> 61 result[ 0 ] = await coro 62 except Exception as ex: 63 result[ 0 ] = ex File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/fsspec/implementations/http.py:655 , in HTTPFile.async_fetch_range (self, start, end) 652 if r . status == 416 : 653 # range request outside file 654 return b \" \" --> 655 r . raise_for_status ( ) 657 # If the server has handled the range request, it should reply 658 # with status 206 (partial content). But we'll guess that a suitable 659 # Content-Range header or a Content-Length no more than the 660 # requested range also mean we have got the desired range. 661 response_is_range = ( 662 r . status == 206 663 or self . _parse_content_range(r . headers)[ 0 ] == start 664 or int (r . headers . get( \" Content-Length \" , end + 1 )) < = end - start 665 ) File ~/work/earthaccess/earthaccess/.venv/earthaccess-Y1ZbhwiQ-py3.9/lib/python3.9/site-packages/aiohttp/client_reqrep.py:1005 , in ClientResponse.raise_for_status (self) 1003 assert self . reason is not None 1004 self . release() -> 1005 raise ClientResponseError( 1006 self . request_info, 1007 self . history, 1008 status = self . status, 1009 message = self . reason, 1010 headers = self . headers, 1011 ) ClientResponseError : 401, message='Unauthorized', url=URL('https://urs.earthdata.nasa.gov/oauth/authorize?client_id=HrBaq4rVeFgp2aOo6PoUxA&response_type=code&redirect_uri=https://archive.podaac.earthdata.nasa.gov/login&state=/podaac-ops-cumulus-protected/SMAP_JPL_L3_SSS_CAP_8DAY-RUNNINGMEAN_V5/2015/120/SMAP_L3_SSS_20150504_8DAYS_V5.0.nc&app_type=401')","title":"With earthaccess we can open URLS if we pass the provider or we can open the results directly and will derive the necessary credentials to use."},{"location":"tutorials/getting-started/#now-to-the-important-science","text":"","title":"Now to the important science! \ud83d\ude80"},{"location":"tutorials/getting-started/#recap","text":"import earthaccess # first we authenticate with NASA EDL auth = earthaccess . login () # Then we build a Query with spatiotemporal parameters GranuleQuery = earthaccess . granule_query () . concept_id ( \"C1575731655-LPDAAC_ECS\" ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) # We get the metadata records from CMR granules = GranuleQuery . get () # Now it{s time to download (or open) our data granules list with get() files = earthaccess . download ( granules , local_path = './data' ) # Now to the important science!","title":"Recap"},{"location":"tutorials/getting-started/#related-links","text":"Github repository : https://github.com/nsidc/earthaccess CMR API documentation: https://cmr.earthaccess.nasa.gov/search/site/docs/search/api.html EDL API documentation: https://urs.earthaccess.nasa.gov/ NASA OpenScapes: https://nasa-openscapes.github.io/earthaccess-cloud-cookbook/ NSIDC: https://nsidc.org Contact: luis.lopez@nsidc.org","title":"Related links"},{"location":"tutorials/restricted-datasets/","text":"(function (global, factory) { typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() : typeof define === 'function' && define.amd ? define(factory) : (global = global || self, global.ClipboardCopyElement = factory()); 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When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(0, 0, 0, 1); --jp-ui-font-color1: rgba(0, 0, 0, 0.87); --jp-ui-font-color2: rgba(0, 0, 0, 0.54); --jp-ui-font-color3: rgba(0, 0, 0, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1); --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7); --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(0, 0, 0, 1); --jp-content-font-color1: rgba(0, 0, 0, 0.87); --jp-content-font-color2: rgba(0, 0, 0, 0.54); --jp-content-font-color3: rgba(0, 0, 0, 0.38); --jp-content-link-color: var(--md-blue-700); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: white; --jp-layout-color1: white; --jp-layout-color2: var(--md-grey-200); --jp-layout-color3: var(--md-grey-400); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: #111111; --jp-inverse-layout-color1: var(--md-grey-900); --jp-inverse-layout-color2: var(--md-grey-800); --jp-inverse-layout-color3: var(--md-grey-700); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-900); --jp-brand-color1: var(--md-blue-700); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-900); --jp-accent-color1: var(--md-green-700); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-900); --jp-warn-color1: var(--md-orange-700); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-900); --jp-error-color1: var(--md-red-700); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-900); --jp-success-color1: var(--md-green-700); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-900); --jp-info-color1: var(--md-cyan-700); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--md-grey-100); --jp-cell-editor-border-color: var(--md-grey-300); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 0.5; --jp-cell-prompt-not-active-font-color: var(--md-grey-700); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: var(--md-blue-50); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: #fdd; --jp-rendermime-table-row-background: var(--md-grey-100); --jp-rendermime-table-row-hover-background: var(--md-light-blue-50); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.25); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color1); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--md-grey-300); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color1); --jp-input-hover-background: var(--jp-layout-color1); --jp-input-background: var(--md-grey-100); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: #d9d9d9; --jp-editor-selected-focused-background: #d7d4f0; --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: #008000; --jp-mirror-editor-atom-color: #88f; --jp-mirror-editor-number-color: #080; --jp-mirror-editor-def-color: #00f; --jp-mirror-editor-variable-color: var(--md-grey-900); --jp-mirror-editor-variable-2-color: #05a; --jp-mirror-editor-variable-3-color: #085; --jp-mirror-editor-punctuation-color: #05a; --jp-mirror-editor-property-color: #05a; --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ba2121; --jp-mirror-editor-string-2-color: #708; --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: #008000; --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: #170; --jp-mirror-editor-attribute-color: #00c; --jp-mirror-editor-header-color: blue; --jp-mirror-editor-quote-color: #090; --jp-mirror-editor-link-color: #00c; --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: white; /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.5; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(245, 200, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } [data-md-color-scheme=\"slate\"] .jupyter-wrapper { /* Elevation * * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here: * * https://github.com/material-components/material-components-web * https://material-components-web.appspot.com/elevation.html */ /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout * colors used in the theme as well. */ --jp-shadow-base-lightness: 32; --jp-shadow-umbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.2 ); --jp-shadow-penumbra-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.14 ); --jp-shadow-ambient-color: rgba( var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), var(--jp-shadow-base-lightness), 0.12 ); --jp-elevation-z0: none; --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color), 0px 1px 1px 0px var(--jp-shadow-penumbra-color), 0px 1px 3px 0px var(--jp-shadow-ambient-color); --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color), 0px 2px 2px 0px var(--jp-shadow-penumbra-color), 0px 1px 5px 0px var(--jp-shadow-ambient-color); --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color), 0px 4px 5px 0px var(--jp-shadow-penumbra-color), 0px 1px 10px 0px var(--jp-shadow-ambient-color); --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color), 0px 6px 10px 0px var(--jp-shadow-penumbra-color), 0px 1px 18px 0px var(--jp-shadow-ambient-color); --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color), 0px 8px 10px 1px var(--jp-shadow-penumbra-color), 0px 3px 14px 2px var(--jp-shadow-ambient-color); --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color), 0px 12px 17px 2px var(--jp-shadow-penumbra-color), 0px 5px 22px 4px var(--jp-shadow-ambient-color); --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color), 0px 16px 24px 2px var(--jp-shadow-penumbra-color), 0px 6px 30px 5px var(--jp-shadow-ambient-color); --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color), 0px 20px 31px 3px var(--jp-shadow-penumbra-color), 0px 8px 38px 7px var(--jp-shadow-ambient-color); --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color), 0px 24px 38px 3px var(--jp-shadow-penumbra-color), 0px 9px 46px 8px var(--jp-shadow-ambient-color); /* Borders * * The following variables, specify the visual styling of borders in JupyterLab. */ --jp-border-width: 1px; --jp-border-color0: var(--md-grey-700); --jp-border-color1: var(--md-grey-700); --jp-border-color2: var(--md-grey-800); --jp-border-color3: var(--md-grey-900); --jp-border-radius: 2px; /* UI Fonts * * The UI font CSS variables are used for the typography all of the JupyterLab * user interface elements that are not directly user generated content. * * The font sizing here is done assuming that the body font size of --jp-ui-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-ui-font-scale-factor: 1.2; --jp-ui-font-size0: 0.83333em; --jp-ui-font-size1: 13px; /* Base font size */ --jp-ui-font-size2: 1.2em; --jp-ui-font-size3: 1.44em; --jp-ui-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Use these font colors against the corresponding main layout colors. * In a light theme, these go from dark to light. */ /* Defaults use Material Design specification */ --jp-ui-font-color0: rgba(255, 255, 255, 1); --jp-ui-font-color1: rgba(255, 255, 255, 0.87); --jp-ui-font-color2: rgba(255, 255, 255, 0.54); --jp-ui-font-color3: rgba(255, 255, 255, 0.38); /* * Use these against the brand/accent/warn/error colors. * These will typically go from light to darker, in both a dark and light theme. */ --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1); --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8); --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5); --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3); /* Content Fonts * * Content font variables are used for typography of user generated content. * * The font sizing here is done assuming that the body font size of --jp-content-font-size1 * is applied to a parent element. When children elements, such as headings, are sized * in em all things will be computed relative to that body size. */ --jp-content-line-height: 1.6; --jp-content-font-scale-factor: 1.2; --jp-content-font-size0: 0.83333em; --jp-content-font-size1: 14px; /* Base font size */ --jp-content-font-size2: 1.2em; --jp-content-font-size3: 1.44em; --jp-content-font-size4: 1.728em; --jp-content-font-size5: 2.0736em; /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-content-presentation-font-size1: 17px; --jp-content-heading-line-height: 1; --jp-content-heading-margin-top: 1.2em; --jp-content-heading-margin-bottom: 0.8em; --jp-content-heading-font-weight: 500; /* Defaults use Material Design specification */ --jp-content-font-color0: rgba(255, 255, 255, 1); --jp-content-font-color1: rgba(255, 255, 255, 1); --jp-content-font-color2: rgba(255, 255, 255, 0.7); --jp-content-font-color3: rgba(255, 255, 255, 0.5); --jp-content-link-color: var(--md-blue-300); --jp-content-font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\"; /* * Code Fonts * * Code font variables are used for typography of code and other monospaces content. */ --jp-code-font-size: 13px; --jp-code-line-height: 1.3077; /* 17px for 13px base */ --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */ --jp-code-font-family-default: Menlo, Consolas, \"DejaVu Sans Mono\", monospace; --jp-code-font-family: var(--jp-code-font-family-default); /* This gives a magnification of about 125% in presentation mode over normal. */ --jp-code-presentation-font-size: 16px; /* may need to tweak cursor width if you change font size */ --jp-code-cursor-width0: 1.4px; --jp-code-cursor-width1: 2px; --jp-code-cursor-width2: 4px; /* Layout * * The following are the main layout colors use in JupyterLab. In a light * theme these would go from light to dark. */ --jp-layout-color0: #111111; --jp-layout-color1: var(--md-grey-900); --jp-layout-color2: var(--md-grey-800); --jp-layout-color3: var(--md-grey-700); --jp-layout-color4: var(--md-grey-600); /* Inverse Layout * * The following are the inverse layout colors use in JupyterLab. In a light * theme these would go from dark to light. */ --jp-inverse-layout-color0: white; --jp-inverse-layout-color1: white; --jp-inverse-layout-color2: var(--md-grey-200); --jp-inverse-layout-color3: var(--md-grey-400); --jp-inverse-layout-color4: var(--md-grey-600); /* Brand/accent */ --jp-brand-color0: var(--md-blue-700); --jp-brand-color1: var(--md-blue-500); --jp-brand-color2: var(--md-blue-300); --jp-brand-color3: var(--md-blue-100); --jp-brand-color4: var(--md-blue-50); --jp-accent-color0: var(--md-green-700); --jp-accent-color1: var(--md-green-500); --jp-accent-color2: var(--md-green-300); --jp-accent-color3: var(--md-green-100); /* State colors (warn, error, success, info) */ --jp-warn-color0: var(--md-orange-700); --jp-warn-color1: var(--md-orange-500); --jp-warn-color2: var(--md-orange-300); --jp-warn-color3: var(--md-orange-100); --jp-error-color0: var(--md-red-700); --jp-error-color1: var(--md-red-500); --jp-error-color2: var(--md-red-300); --jp-error-color3: var(--md-red-100); --jp-success-color0: var(--md-green-700); --jp-success-color1: var(--md-green-500); --jp-success-color2: var(--md-green-300); --jp-success-color3: var(--md-green-100); --jp-info-color0: var(--md-cyan-700); --jp-info-color1: var(--md-cyan-500); --jp-info-color2: var(--md-cyan-300); --jp-info-color3: var(--md-cyan-100); /* Cell specific styles */ --jp-cell-padding: 5px; --jp-cell-collapser-width: 8px; --jp-cell-collapser-min-height: 20px; --jp-cell-collapser-not-active-hover-opacity: 0.6; --jp-cell-editor-background: var(--jp-layout-color1); --jp-cell-editor-border-color: var(--md-grey-700); --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-cell-editor-active-background: var(--jp-layout-color0); --jp-cell-editor-active-border-color: var(--jp-brand-color1); --jp-cell-prompt-width: 64px; --jp-cell-prompt-font-family: var(--jp-code-font-family-default); --jp-cell-prompt-letter-spacing: 0px; --jp-cell-prompt-opacity: 1; --jp-cell-prompt-not-active-opacity: 1; --jp-cell-prompt-not-active-font-color: var(--md-grey-300); /* A custom blend of MD grey and blue 600 * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */ --jp-cell-inprompt-font-color: #307fc1; /* A custom blend of MD grey and orange 600 * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */ --jp-cell-outprompt-font-color: #bf5b3d; /* Notebook specific styles */ --jp-notebook-padding: 10px; --jp-notebook-select-background: var(--jp-layout-color1); --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24); /* The scroll padding is calculated to fill enough space at the bottom of the notebook to show one single-line cell (with appropriate padding) at the top when the notebook is scrolled all the way to the bottom. We also subtract one pixel so that no scrollbar appears if we have just one single-line cell in the notebook. This padding is to enable a 'scroll past end' feature in a notebook. */ --jp-notebook-scroll-padding: calc( 100% - var(--jp-code-font-size) * var(--jp-code-line-height) - var(--jp-code-padding) - var(--jp-cell-padding) - 1px ); /* Rendermime styles */ --jp-rendermime-error-background: rgba(244, 67, 54, 0.28); --jp-rendermime-table-row-background: var(--md-grey-900); --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2); /* Dialog specific styles */ --jp-dialog-background: rgba(0, 0, 0, 0.6); /* Console specific styles */ --jp-console-padding: 10px; /* Toolbar specific styles */ --jp-toolbar-border-color: var(--jp-border-color2); --jp-toolbar-micro-height: 8px; --jp-toolbar-background: var(--jp-layout-color1); --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8); --jp-toolbar-header-margin: 4px 4px 0px 4px; --jp-toolbar-active-background: var(--jp-layout-color0); /* Statusbar specific styles */ --jp-statusbar-height: 24px; /* Input field styles */ --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300); --jp-input-active-background: var(--jp-layout-color0); --jp-input-hover-background: var(--jp-layout-color2); --jp-input-background: var(--md-grey-800); --jp-input-border-color: var(--jp-border-color1); --jp-input-active-border-color: var(--jp-brand-color1); --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3); /* General editor styles */ --jp-editor-selected-background: var(--jp-layout-color2); --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24); --jp-editor-cursor-color: var(--jp-ui-font-color0); /* Code mirror specific styles */ --jp-mirror-editor-keyword-color: var(--md-green-500); --jp-mirror-editor-atom-color: var(--md-blue-300); --jp-mirror-editor-number-color: var(--md-green-400); --jp-mirror-editor-def-color: var(--md-blue-600); --jp-mirror-editor-variable-color: var(--md-grey-300); --jp-mirror-editor-variable-2-color: var(--md-blue-400); --jp-mirror-editor-variable-3-color: var(--md-green-600); --jp-mirror-editor-punctuation-color: var(--md-blue-400); --jp-mirror-editor-property-color: var(--md-blue-400); --jp-mirror-editor-operator-color: #aa22ff; --jp-mirror-editor-comment-color: #408080; --jp-mirror-editor-string-color: #ff7070; --jp-mirror-editor-string-2-color: var(--md-purple-300); --jp-mirror-editor-meta-color: #aa22ff; --jp-mirror-editor-qualifier-color: #555; --jp-mirror-editor-builtin-color: var(--md-green-600); --jp-mirror-editor-bracket-color: #997; --jp-mirror-editor-tag-color: var(--md-green-700); --jp-mirror-editor-attribute-color: var(--md-blue-700); --jp-mirror-editor-header-color: var(--md-blue-500); --jp-mirror-editor-quote-color: var(--md-green-300); --jp-mirror-editor-link-color: var(--md-blue-700); --jp-mirror-editor-error-color: #f00; --jp-mirror-editor-hr-color: #999; /* Vega extension styles */ --jp-vega-background: var(--md-grey-400); /* Sidebar-related styles */ --jp-sidebar-min-width: 250px; /* Search-related styles */ --jp-search-toggle-off-opacity: 0.6; --jp-search-toggle-hover-opacity: 0.8; --jp-search-toggle-on-opacity: 1; --jp-search-selected-match-background-color: rgb(255, 225, 0); --jp-search-selected-match-color: black; --jp-search-unselected-match-background-color: var( --jp-inverse-layout-color0 ); --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0); /* scrollbar related styles. Supports every browser except Edge. */ /* colors based on JetBrain's Darcula theme */ --jp-scrollbar-background-color: #3f4244; --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */ --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */ /* hacks for setting the thumb shape. These do nothing in Firefox */ --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */ --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */ /* Icon colors that work well with light or dark backgrounds */ --jp-icon-contrast-color0: var(--md-purple-600); --jp-icon-contrast-color1: var(--md-green-600); --jp-icon-contrast-color2: var(--md-pink-600); --jp-icon-contrast-color3: var(--md-blue-600); } :root{--md-red-50: #ffebee;--md-red-100: #ffcdd2;--md-red-200: #ef9a9a;--md-red-300: #e57373;--md-red-400: #ef5350;--md-red-500: #f44336;--md-red-600: #e53935;--md-red-700: #d32f2f;--md-red-800: #c62828;--md-red-900: #b71c1c;--md-red-A100: #ff8a80;--md-red-A200: #ff5252;--md-red-A400: #ff1744;--md-red-A700: #d50000;--md-pink-50: #fce4ec;--md-pink-100: #f8bbd0;--md-pink-200: #f48fb1;--md-pink-300: #f06292;--md-pink-400: #ec407a;--md-pink-500: #e91e63;--md-pink-600: #d81b60;--md-pink-700: #c2185b;--md-pink-800: 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#7986cb;--md-indigo-400: #5c6bc0;--md-indigo-500: #3f51b5;--md-indigo-600: #3949ab;--md-indigo-700: #303f9f;--md-indigo-800: #283593;--md-indigo-900: #1a237e;--md-indigo-A100: #8c9eff;--md-indigo-A200: #536dfe;--md-indigo-A400: #3d5afe;--md-indigo-A700: #304ffe;--md-blue-50: #e3f2fd;--md-blue-100: #bbdefb;--md-blue-200: #90caf9;--md-blue-300: #64b5f6;--md-blue-400: #42a5f5;--md-blue-500: #2196f3;--md-blue-600: #1e88e5;--md-blue-700: #1976d2;--md-blue-800: #1565c0;--md-blue-900: #0d47a1;--md-blue-A100: #82b1ff;--md-blue-A200: #448aff;--md-blue-A400: #2979ff;--md-blue-A700: #2962ff;--md-light-blue-50: #e1f5fe;--md-light-blue-100: #b3e5fc;--md-light-blue-200: #81d4fa;--md-light-blue-300: #4fc3f7;--md-light-blue-400: #29b6f6;--md-light-blue-500: #03a9f4;--md-light-blue-600: #039be5;--md-light-blue-700: #0288d1;--md-light-blue-800: #0277bd;--md-light-blue-900: #01579b;--md-light-blue-A100: #80d8ff;--md-light-blue-A200: #40c4ff;--md-light-blue-A400: #00b0ff;--md-light-blue-A700: #0091ea;--md-cyan-50: #e0f7fa;--md-cyan-100: #b2ebf2;--md-cyan-200: #80deea;--md-cyan-300: #4dd0e1;--md-cyan-400: #26c6da;--md-cyan-500: #00bcd4;--md-cyan-600: #00acc1;--md-cyan-700: #0097a7;--md-cyan-800: #00838f;--md-cyan-900: #006064;--md-cyan-A100: #84ffff;--md-cyan-A200: #18ffff;--md-cyan-A400: #00e5ff;--md-cyan-A700: #00b8d4;--md-teal-50: #e0f2f1;--md-teal-100: #b2dfdb;--md-teal-200: #80cbc4;--md-teal-300: #4db6ac;--md-teal-400: #26a69a;--md-teal-500: #009688;--md-teal-600: #00897b;--md-teal-700: #00796b;--md-teal-800: #00695c;--md-teal-900: #004d40;--md-teal-A100: #a7ffeb;--md-teal-A200: #64ffda;--md-teal-A400: #1de9b6;--md-teal-A700: #00bfa5;--md-green-50: #e8f5e9;--md-green-100: #c8e6c9;--md-green-200: #a5d6a7;--md-green-300: #81c784;--md-green-400: #66bb6a;--md-green-500: #4caf50;--md-green-600: #43a047;--md-green-700: #388e3c;--md-green-800: #2e7d32;--md-green-900: #1b5e20;--md-green-A100: #b9f6ca;--md-green-A200: #69f0ae;--md-green-A400: #00e676;--md-green-A700: #00c853;--md-light-green-50: #f1f8e9;--md-light-green-100: #dcedc8;--md-light-green-200: #c5e1a5;--md-light-green-300: #aed581;--md-light-green-400: #9ccc65;--md-light-green-500: #8bc34a;--md-light-green-600: #7cb342;--md-light-green-700: #689f38;--md-light-green-800: #558b2f;--md-light-green-900: #33691e;--md-light-green-A100: #ccff90;--md-light-green-A200: #b2ff59;--md-light-green-A400: #76ff03;--md-light-green-A700: #64dd17;--md-lime-50: #f9fbe7;--md-lime-100: #f0f4c3;--md-lime-200: #e6ee9c;--md-lime-300: #dce775;--md-lime-400: #d4e157;--md-lime-500: #cddc39;--md-lime-600: #c0ca33;--md-lime-700: #afb42b;--md-lime-800: #9e9d24;--md-lime-900: #827717;--md-lime-A100: #f4ff81;--md-lime-A200: #eeff41;--md-lime-A400: #c6ff00;--md-lime-A700: #aeea00;--md-yellow-50: #fffde7;--md-yellow-100: #fff9c4;--md-yellow-200: #fff59d;--md-yellow-300: #fff176;--md-yellow-400: #ffee58;--md-yellow-500: #ffeb3b;--md-yellow-600: #fdd835;--md-yellow-700: #fbc02d;--md-yellow-800: #f9a825;--md-yellow-900: #f57f17;--md-yellow-A100: #ffff8d;--md-yellow-A200: #ffff00;--md-yellow-A400: #ffea00;--md-yellow-A700: #ffd600;--md-amber-50: #fff8e1;--md-amber-100: #ffecb3;--md-amber-200: #ffe082;--md-amber-300: #ffd54f;--md-amber-400: #ffca28;--md-amber-500: #ffc107;--md-amber-600: #ffb300;--md-amber-700: #ffa000;--md-amber-800: #ff8f00;--md-amber-900: #ff6f00;--md-amber-A100: #ffe57f;--md-amber-A200: #ffd740;--md-amber-A400: #ffc400;--md-amber-A700: #ffab00;--md-orange-50: #fff3e0;--md-orange-100: #ffe0b2;--md-orange-200: #ffcc80;--md-orange-300: #ffb74d;--md-orange-400: #ffa726;--md-orange-500: #ff9800;--md-orange-600: #fb8c00;--md-orange-700: #f57c00;--md-orange-800: #ef6c00;--md-orange-900: #e65100;--md-orange-A100: #ffd180;--md-orange-A200: #ffab40;--md-orange-A400: #ff9100;--md-orange-A700: #ff6d00;--md-deep-orange-50: #fbe9e7;--md-deep-orange-100: #ffccbc;--md-deep-orange-200: #ffab91;--md-deep-orange-300: #ff8a65;--md-deep-orange-400: #ff7043;--md-deep-orange-500: 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sourceMappingURL=mkdocs-jupyter.css.map*/ init_mathjax = function() { if (window.MathJax) { // MathJax loaded MathJax.Hub.Config({ TeX: { equationNumbers: { autoNumber: \"AMS\", useLabelIds: true } }, tex2jax: { inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ], displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ], processEscapes: true, processEnvironments: true }, displayAlign: 'center', CommonHTML: { linebreaks: { automatic: true } } }); MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]); } } init_mathjax(); Accessing Datasets under an Access Control List (ACL) \u00b6 NASA Earthdata API Client \ud83c\udf0d \u00b6 Note: Before we can use earthaccess we need an account with NASA EDL In [1]: Copied! from earthaccess import Auth , DataCollections , DataGranules , Store auth = Auth () from earthaccess import Auth, DataCollections, DataGranules, Store auth = Auth() Auth() \u00b6 earthaccess 's Auth class provides 3 different strategies to authenticate ourselves with NASA EDL. netrc : Do we have a .netrc file with our EDL credentials? if so, we can use it with earthaccess . If we don't have it and want to create one we can, earthaccess allows users to type their credentials and persist them into a .netrc file. environment : If we have our EDL credentials as environment variables EARTHDATA_USERNAME EARTHDATA_PASSWORD interactive : We will be asked for our EDL credentials with optinal persistance to .netrc To persist our credentials to a .netrc file we have to do the following: auth . login ( strategy = \"interactive\" , persist = True ) In this notebook we'll use the environment method followed by the netrc strategy. You can of course use the interactive strategy if you don't have a .netrc file. In [2]: Copied! auth . login ( strategy = \"environment\" ) # are we authenticated? if not auth . authenticated : auth . login ( strategy = \"netrc\" ) auth.login(strategy=\"environment\") # are we authenticated? if not auth.authenticated: auth.login(strategy=\"netrc\") You're now authenticated with NASA Earthdata Login Using token with expiration date: 12/10/2023 Using environment variables for EDL Querying for restricted datasets \u00b6 The DataCollection client can query CMR for any collection (dataset) using all of CMR's Query parameters and has built-in functions to extract useful information from the response. auth . refresh_tokens () If we belong to an early adopter group within NASA we can pass the Auth object to the other classes when we instantiate them. # An anonymous query to CMR Query = DataCollections () . keyword ( 'elevation' ) # An authenticated query to CMR Query = DataCollections ( auth ) . keyword ( 'elevation' ) and it's the same with DataGranules # An anonymous query to CMR Query = DataGranules () . keyword ( 'elevation' ) # An authenticated query to CMR Query = DataGranules ( auth ) . keyword ( 'elevation' ) Note : Some collections under an access control list are flagged by CMR and won't count when asking about results with hits() . In [3]: Copied! # The first step is to create a DataCollections query Query = DataCollections () # Use chain methods to customize our query Query . short_name ( \"ATL06\" ) . version ( \"005\" ) print ( f 'Collections found: { Query . hits () } ' ) # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query . fields ([ 'ShortName' , 'Version' ]) . get ( 5 ) # Inspect some results printing just the ShortName and Abstract collections # The first step is to create a DataCollections query Query = DataCollections() # Use chain methods to customize our query Query.short_name(\"ATL06\").version(\"005\") print(f'Collections found: {Query.hits()}') # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query.fields(['ShortName','Version']).get(5) # Inspect some results printing just the ShortName and Abstract collections Collections found: 2 Out[3]: [{ \"meta\": { \"concept-id\": \"C2144439155-NSIDC_ECS\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_ECS\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }, { \"meta\": { \"concept-id\": \"C2153572614-NSIDC_CPRD\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_CPRD\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }] In [4]: Copied! if not auth . refresh_tokens (): print ( \"Something went wrong, we may need to regenerate our tokens manually\" ) if not auth.refresh_tokens(): print(\"Something went wrong, we may need to regenerate our tokens manually\") earthaccess generated a token for CMR with expiration on: 12/10/2023 In [5]: Copied! Query = DataCollections ( auth ) # Use chain methods to customize our query Query . short_name ( \"ATL06\" ) . version ( \"005\" ) # This will say 1, even though we get 2 back. print ( f 'Collections found: { Query . hits () } ' ) collections = Query . fields ([ 'ShortName' , 'Version' ]) . get () # Inspect some results printing just the ShortName and Abstract collections Query = DataCollections(auth) # Use chain methods to customize our query Query.short_name(\"ATL06\").version(\"005\") # This will say 1, even though we get 2 back. print(f'Collections found: {Query.hits()}') collections = Query.fields(['ShortName','Version']).get() # Inspect some results printing just the ShortName and Abstract collections Collections found: 2 Out[5]: [{ \"meta\": { \"concept-id\": \"C2144439155-NSIDC_ECS\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_ECS\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }, { \"meta\": { \"concept-id\": \"C2153572614-NSIDC_CPRD\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_CPRD\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }] Oh no! What!? only 1 collection found even though we got 2 results back?! Interpreting the results \u00b6 The hits() method above will tell you the number of query hits, but only for publicly available data sets. In this case because cloud hosted ICESat-2 data are not yet publicly available, CMR will return \u201c1\u201d hits, if you filtered DataCollections by provider = NSIDC_CPRD you'll get 0 hits. For now we need an alternative method of seeing how many cloud data sets are available at NSIDC. This is only temporary until cloud-hosted ICESat-2 become publicly available. We can create a collections object (we\u2019re going to want one of these soon anyhow) and print the len() of the collections object to see the true number of hits. Note : Since we cannot rely on hits() we need to be aware that get() may get us too many metadata records depending on the dataset and how broad our query is. In [6]: Copied! Query = DataGranules ( auth ) . concept_id ( \"C2153572614-NSIDC_CPRD\" ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) . temporal ( \"2020-03-01\" , \"2020-03-30\" ) # Unfortunately the hits() methods will behave the same for granule queries print ( f \"Granules found with hits(): { Query . hits () } \" ) cloud_granules = Query . get () print ( f \"Actual number found: { len ( cloud_granules ) } \" ) Query = DataGranules(auth).concept_id(\"C2153572614-NSIDC_CPRD\").bounding_box(-134.7,58.9,-133.9,59.2).temporal(\"2020-03-01\", \"2020-03-30\") # Unfortunately the hits() methods will behave the same for granule queries print(f\"Granules found with hits(): {Query.hits()}\") cloud_granules = Query.get() print(f\"Actual number found: {len(cloud_granules)}\") Granules found with hits(): 4 Actual number found: 4 In [7]: Copied! store = Store ( auth ) files = store . get ( cloud_granules , \"./data/C2153572614-NSIDC_CPRD/\" ) store = Store(auth) files = store.get(cloud_granules, \"./data/C2153572614-NSIDC_CPRD/\") Getting 4 granules, approx download size: 0.02 GB var element = document.getElementById('322f8a37-c51b-4cce-ac77-13226bb3d91d'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"497c7b05e53c441a9ee8b83b096e7193\"} var element = document.getElementById('e10716c9-e535-4eca-88c5-d53cfd2c209e'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"eb7d5441c74741e3885cade900c622a5\"} var element = document.getElementById('e11e2404-e7dd-4592-9ed1-075861a06003'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"e611b8326fed412e9424c7a6da6fbf52\"}","title":"Accessing Datasets under an Access Control List (ACL)"},{"location":"tutorials/restricted-datasets/#accessing-datasets-under-an-access-control-list-acl","text":"","title":"Accessing Datasets under an Access Control List (ACL)"},{"location":"tutorials/restricted-datasets/#nasa-earthdata-api-client","text":"Note: Before we can use earthaccess we need an account with NASA EDL In [1]: Copied! from earthaccess import Auth , DataCollections , DataGranules , Store auth = Auth () from earthaccess import Auth, DataCollections, DataGranules, Store auth = Auth()","title":" NASA Earthdata API Client \ud83c\udf0d"},{"location":"tutorials/restricted-datasets/#auth","text":"earthaccess 's Auth class provides 3 different strategies to authenticate ourselves with NASA EDL. netrc : Do we have a .netrc file with our EDL credentials? if so, we can use it with earthaccess . If we don't have it and want to create one we can, earthaccess allows users to type their credentials and persist them into a .netrc file. environment : If we have our EDL credentials as environment variables EARTHDATA_USERNAME EARTHDATA_PASSWORD interactive : We will be asked for our EDL credentials with optinal persistance to .netrc To persist our credentials to a .netrc file we have to do the following: auth . login ( strategy = \"interactive\" , persist = True ) In this notebook we'll use the environment method followed by the netrc strategy. You can of course use the interactive strategy if you don't have a .netrc file. In [2]: Copied! auth . login ( strategy = \"environment\" ) # are we authenticated? if not auth . authenticated : auth . login ( strategy = \"netrc\" ) auth.login(strategy=\"environment\") # are we authenticated? if not auth.authenticated: auth.login(strategy=\"netrc\") You're now authenticated with NASA Earthdata Login Using token with expiration date: 12/10/2023 Using environment variables for EDL","title":"Auth()"},{"location":"tutorials/restricted-datasets/#querying-for-restricted-datasets","text":"The DataCollection client can query CMR for any collection (dataset) using all of CMR's Query parameters and has built-in functions to extract useful information from the response. auth . refresh_tokens () If we belong to an early adopter group within NASA we can pass the Auth object to the other classes when we instantiate them. # An anonymous query to CMR Query = DataCollections () . keyword ( 'elevation' ) # An authenticated query to CMR Query = DataCollections ( auth ) . keyword ( 'elevation' ) and it's the same with DataGranules # An anonymous query to CMR Query = DataGranules () . keyword ( 'elevation' ) # An authenticated query to CMR Query = DataGranules ( auth ) . keyword ( 'elevation' ) Note : Some collections under an access control list are flagged by CMR and won't count when asking about results with hits() . In [3]: Copied! # The first step is to create a DataCollections query Query = DataCollections () # Use chain methods to customize our query Query . short_name ( \"ATL06\" ) . version ( \"005\" ) print ( f 'Collections found: { Query . hits () } ' ) # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query . fields ([ 'ShortName' , 'Version' ]) . get ( 5 ) # Inspect some results printing just the ShortName and Abstract collections # The first step is to create a DataCollections query Query = DataCollections() # Use chain methods to customize our query Query.short_name(\"ATL06\").version(\"005\") print(f'Collections found: {Query.hits()}') # filtering what UMM fields to print, to see the full record we omit the fields filters # meta is always included as collections = Query.fields(['ShortName','Version']).get(5) # Inspect some results printing just the ShortName and Abstract collections Collections found: 2 Out[3]: [{ \"meta\": { \"concept-id\": \"C2144439155-NSIDC_ECS\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_ECS\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }, { \"meta\": { \"concept-id\": \"C2153572614-NSIDC_CPRD\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_CPRD\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }] In [4]: Copied! if not auth . refresh_tokens (): print ( \"Something went wrong, we may need to regenerate our tokens manually\" ) if not auth.refresh_tokens(): print(\"Something went wrong, we may need to regenerate our tokens manually\") earthaccess generated a token for CMR with expiration on: 12/10/2023 In [5]: Copied! Query = DataCollections ( auth ) # Use chain methods to customize our query Query . short_name ( \"ATL06\" ) . version ( \"005\" ) # This will say 1, even though we get 2 back. print ( f 'Collections found: { Query . hits () } ' ) collections = Query . fields ([ 'ShortName' , 'Version' ]) . get () # Inspect some results printing just the ShortName and Abstract collections Query = DataCollections(auth) # Use chain methods to customize our query Query.short_name(\"ATL06\").version(\"005\") # This will say 1, even though we get 2 back. print(f'Collections found: {Query.hits()}') collections = Query.fields(['ShortName','Version']).get() # Inspect some results printing just the ShortName and Abstract collections Collections found: 2 Out[5]: [{ \"meta\": { \"concept-id\": \"C2144439155-NSIDC_ECS\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_ECS\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }, { \"meta\": { \"concept-id\": \"C2153572614-NSIDC_CPRD\", \"granule-count\": 147571, \"provider-id\": \"NSIDC_CPRD\" }, \"umm\": { \"ShortName\": \"ATL06\", \"Version\": \"005\" } }] Oh no! What!? only 1 collection found even though we got 2 results back?!","title":"Querying for restricted datasets"},{"location":"tutorials/restricted-datasets/#interpreting-the-results","text":"The hits() method above will tell you the number of query hits, but only for publicly available data sets. In this case because cloud hosted ICESat-2 data are not yet publicly available, CMR will return \u201c1\u201d hits, if you filtered DataCollections by provider = NSIDC_CPRD you'll get 0 hits. For now we need an alternative method of seeing how many cloud data sets are available at NSIDC. This is only temporary until cloud-hosted ICESat-2 become publicly available. We can create a collections object (we\u2019re going to want one of these soon anyhow) and print the len() of the collections object to see the true number of hits. Note : Since we cannot rely on hits() we need to be aware that get() may get us too many metadata records depending on the dataset and how broad our query is. In [6]: Copied! Query = DataGranules ( auth ) . concept_id ( \"C2153572614-NSIDC_CPRD\" ) . bounding_box ( - 134.7 , 58.9 , - 133.9 , 59.2 ) . temporal ( \"2020-03-01\" , \"2020-03-30\" ) # Unfortunately the hits() methods will behave the same for granule queries print ( f \"Granules found with hits(): { Query . hits () } \" ) cloud_granules = Query . get () print ( f \"Actual number found: { len ( cloud_granules ) } \" ) Query = DataGranules(auth).concept_id(\"C2153572614-NSIDC_CPRD\").bounding_box(-134.7,58.9,-133.9,59.2).temporal(\"2020-03-01\", \"2020-03-30\") # Unfortunately the hits() methods will behave the same for granule queries print(f\"Granules found with hits(): {Query.hits()}\") cloud_granules = Query.get() print(f\"Actual number found: {len(cloud_granules)}\") Granules found with hits(): 4 Actual number found: 4 In [7]: Copied! store = Store ( auth ) files = store . get ( cloud_granules , \"./data/C2153572614-NSIDC_CPRD/\" ) store = Store(auth) files = store.get(cloud_granules, \"./data/C2153572614-NSIDC_CPRD/\") Getting 4 granules, approx download size: 0.02 GB var element = document.getElementById('322f8a37-c51b-4cce-ac77-13226bb3d91d'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"497c7b05e53c441a9ee8b83b096e7193\"} var element = document.getElementById('e10716c9-e535-4eca-88c5-d53cfd2c209e'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"eb7d5441c74741e3885cade900c622a5\"} var element = document.getElementById('e11e2404-e7dd-4592-9ed1-075861a06003'); {\"version_major\": 2, \"version_minor\": 0, \"model_id\": \"e611b8326fed412e9424c7a6da6fbf52\"}","title":"Interpreting the results"},{"location":"user-reference/api/api/","text":"earthaccess API earthaccess is a Python library that simplifies data discovery and access to NASA Earth science data by providing a higher abstraction for NASA\u2019s Search API (CMR) so that searching for data can be done using a simpler notation instead of low level HTTP queries. This library handles authentication with NASA\u2019s OAuth2 API (EDL) and provides HTTP and AWS S3 sessions that can be used with xarray and other PyData libraries to access NASA EOSDIS datasets directly allowing scientists get to their science in a simpler and faster way, reducing barriers to cloud-based data analysis. collection_query () Returns a query builder instance for NASA collections (datasets) Parameters: Name Type Description Default cloud_hosted Boolean initializes the query builder for cloud hosted collections. required Returns: Type Description Type [ CollectionQuery ] class earthaccess.DataCollections: a query builder instance for data collections. download ( granules , local_path , provider = None , threads = 8 ) Retrieves data granules from a remote storage system. If we run this in the cloud, we will be using S3 to move data to local_path If we run it outside AWS (us-west-2 region) and the dataset is cloud hostes we'll use HTTP links Parameters: Name Type Description Default granules Union [ List [ earthaccess . results . DataGranule ], List [ str ]] a list of granules(DataGranule) instances or a list of granule links (HTTP) required local_path Optional [ str ] local directory to store the remote data granules required provider Optional [ str ] if we download a list of URLs we need to specify the provider. None threads int parallel number of threads to use to download the files, adjust as necessary, default = 8 8 Returns: Type Description List [ str ] List of downloaded files get_edl_token () Returns the current token used for EDL Returns: Name Type Description str str EDL token get_fsspec_https_session () Returns a fsspec session that can be used to access datafiles across many different DAACs Returns: Type Description AbstractFileSystem class AbstractFileSystem: an fsspec instance able to access data across DAACs Examples: import earthaccess earthaccess . login () fs = earthaccess . get_fsspec_https_session () with fs . open ( DAAC_GRANULE ) as f : f . read ( 10 ) get_requests_https_session () Returns a requests Session instance with an authorized bearer token this is useful to make requests to restricted URLs like data granules or services that require authentication with NASA EDL. Returns: Type Description requests . Session class requests.Session: an authenticated requests Session instance. Examples: import earthaccess earthaccess . login () req_session = earthaccess . get_requests_https_session () data = req_session . get ( granule_url , headers = { \"Range\" : \"bytes=0-100\" }) get_s3_credentials ( daac = None , provider = None , results = None ) Returns temporary (1 hour) credentials for direct access to NASA S3 buckets, we can use the daac name, the provider or a list of results from earthaccess.search_data() if we use results earthaccess will use the metadata on the response to get the credentials, this is useful for missions that do not use the same endpoint as their DAACs e.g. SWOT Parameters: Name Type Description Default daac String a DAAC short_name like NSIDC or PODAAC etc None provider String if we know the provider for the DAAC e.g. POCLOUD, LPCLOUD etc. None results list [ earthaccess . results . DataGranule ] List of results from search_data() None Returns: Type Description Dict [ str , Any ] a dictionary with S3 credentials for the DAAC or provider get_s3fs_session ( daac = None , provider = None , results = None ) Returns a fsspec s3fs file session for direct access when we are in us-west-2 Parameters: Name Type Description Default daac String Any DAAC short name e.g. NSIDC, GES_DISC None provider String Each DAAC can have a cloud provider, if the DAAC is specified, there is no need to use provider None results list[class earthaccess.results.DataGranule] A list of results from search_data(), earthaccess will use the metadata form CMR to obtain the S3 Endpoint None Returns: Type Description s3fs . S3FileSystem class s3fs.S3FileSystem: an authenticated s3fs session valid for 1 hour granule_query () Returns a query builder instance for data granules Parameters: Name Type Description Default cloud_hosted Boolean initializes the query builder for a particular DOI required Returns: Type Description Type [ GranuleQuery ] class earthaccess.DataGranules: a query builder instance for data granules. login ( strategy = 'all' , persist = False ) Authenticate with Earthdata login (https://urs.earthdata.nasa.gov/) Parameters: Name Type Description Default strategy String authentication method. \"all\": (default) try all methods until one works \"interactive\": enter username and password. \"netrc\": retrieve username and password from ~/.netrc. \"environment\": retrieve username and password from $EARTHDATA_USERNAME and $EARTHDATA_PASSWORD. 'all' persist Boolean will persist credentials in a .netrc file False Returns: Type Description Auth an instance of Auth. open ( granules , provider = None ) Returns a list of fsspec file-like objects that can be used to access files hosted on S3 or HTTPS by third party libraries like xarray. Parameters: Name Type Description Default granules Union [ List [ str ], List [ earthaccess . results . DataGranule ]] a list of granule instances or list of URLs, e.g. s3://some-granule, required Returns: Type Description List [ AbstractFileSystem ] a list of s3fs \"file pointers\" to s3 files. search_data ( count =- 1 , ** kwargs ) Search dataset granules using NASA's CMR. https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html Parameters: Name Type Description Default count Integer Number of records to get, -1 = all -1 kwargs Dict arguments to CMR: short_name : dataset short name e.g. ATL08 version : dataset version doi : DOI for a dataset daac : e.g. NSIDC or PODAAC provider : particular to each DAAC, e.g. POCLOUD, LPDAAC etc. temporal : (\"yyyy-mm-dd\", \"yyyy-mm-dd\") bounding_box : (lower_left_lon, lower_left_lat , upper_right_lon, upper_right_lat) {} Returns: Name Type Description Granules List [ earthaccess . results . DataGranule ] a list of DataGranules that can be used to access the granule files by using download() or open() . Examples: datasets = earthaccess . search_data ( doi = \"10.5067/SLREF-CDRV2\" , cloud_hosted = True , temporal = ( \"2002-01-01\" , \"2002-12-31\" ) ) search_datasets ( count =- 1 , ** kwargs ) Search datasets using NASA's CMR https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html Parameters: Name Type Description Default count Integer Number of records to get, -1 = all -1 kwargs Dict arguments to CMR: keyword : case insensitive and support wild cards ? and *, short_name : e.g. ATL08 doi : DOI for a dataset daac : e.g. NSIDC or PODAAC provider : particular to each DAAC, e.g. POCLOUD, LPDAAC etc. temporal : (\"yyyy-mm-dd\", \"yyyy-mm-dd\") bounding_box : (lower_left_lon, lower_left_lat , upper_right_lon, upper_right_lat) {} Returns: Type Description List [ earthaccess . results . DataCollection ] an list of DataCollection results that can be used to get List [ earthaccess . results . DataCollection ] information such as concept_id, doi, etc. about a dataset. Examples: datasets = earthaccess . search_datasets ( keyword = \"sea surface anomaly\" , cloud_hosted = True )","title":"Search and Access"},{"location":"user-reference/api/api/#earthaccess-api","text":"earthaccess is a Python library that simplifies data discovery and access to NASA Earth science data by providing a higher abstraction for NASA\u2019s Search API (CMR) so that searching for data can be done using a simpler notation instead of low level HTTP queries. This library handles authentication with NASA\u2019s OAuth2 API (EDL) and provides HTTP and AWS S3 sessions that can be used with xarray and other PyData libraries to access NASA EOSDIS datasets directly allowing scientists get to their science in a simpler and faster way, reducing barriers to cloud-based data analysis.","title":"earthaccess API"},{"location":"user-reference/api/api/#earthaccess.api.collection_query","text":"Returns a query builder instance for NASA collections (datasets) Parameters: Name Type Description Default cloud_hosted Boolean initializes the query builder for cloud hosted collections. required Returns: Type Description Type [ CollectionQuery ] class earthaccess.DataCollections: a query builder instance for data collections.","title":"collection_query()"},{"location":"user-reference/api/api/#earthaccess.api.download","text":"Retrieves data granules from a remote storage system. If we run this in the cloud, we will be using S3 to move data to local_path If we run it outside AWS (us-west-2 region) and the dataset is cloud hostes we'll use HTTP links Parameters: Name Type Description Default granules Union [ List [ earthaccess . results . DataGranule ], List [ str ]] a list of granules(DataGranule) instances or a list of granule links (HTTP) required local_path Optional [ str ] local directory to store the remote data granules required provider Optional [ str ] if we download a list of URLs we need to specify the provider. None threads int parallel number of threads to use to download the files, adjust as necessary, default = 8 8 Returns: Type Description List [ str ] List of downloaded files","title":"download()"},{"location":"user-reference/api/api/#earthaccess.api.get_edl_token","text":"Returns the current token used for EDL Returns: Name Type Description str str EDL token","title":"get_edl_token()"},{"location":"user-reference/api/api/#earthaccess.api.get_fsspec_https_session","text":"Returns a fsspec session that can be used to access datafiles across many different DAACs Returns: Type Description AbstractFileSystem class AbstractFileSystem: an fsspec instance able to access data across DAACs Examples: import earthaccess earthaccess . login () fs = earthaccess . get_fsspec_https_session () with fs . open ( DAAC_GRANULE ) as f : f . read ( 10 )","title":"get_fsspec_https_session()"},{"location":"user-reference/api/api/#earthaccess.api.get_requests_https_session","text":"Returns a requests Session instance with an authorized bearer token this is useful to make requests to restricted URLs like data granules or services that require authentication with NASA EDL. Returns: Type Description requests . Session class requests.Session: an authenticated requests Session instance. Examples: import earthaccess earthaccess . login () req_session = earthaccess . get_requests_https_session () data = req_session . get ( granule_url , headers = { \"Range\" : \"bytes=0-100\" })","title":"get_requests_https_session()"},{"location":"user-reference/api/api/#earthaccess.api.get_s3_credentials","text":"Returns temporary (1 hour) credentials for direct access to NASA S3 buckets, we can use the daac name, the provider or a list of results from earthaccess.search_data() if we use results earthaccess will use the metadata on the response to get the credentials, this is useful for missions that do not use the same endpoint as their DAACs e.g. SWOT Parameters: Name Type Description Default daac String a DAAC short_name like NSIDC or PODAAC etc None provider String if we know the provider for the DAAC e.g. POCLOUD, LPCLOUD etc. None results list [ earthaccess . results . DataGranule ] List of results from search_data() None Returns: Type Description Dict [ str , Any ] a dictionary with S3 credentials for the DAAC or provider","title":"get_s3_credentials()"},{"location":"user-reference/api/api/#earthaccess.api.get_s3fs_session","text":"Returns a fsspec s3fs file session for direct access when we are in us-west-2 Parameters: Name Type Description Default daac String Any DAAC short name e.g. NSIDC, GES_DISC None provider String Each DAAC can have a cloud provider, if the DAAC is specified, there is no need to use provider None results list[class earthaccess.results.DataGranule] A list of results from search_data(), earthaccess will use the metadata form CMR to obtain the S3 Endpoint None Returns: Type Description s3fs . S3FileSystem class s3fs.S3FileSystem: an authenticated s3fs session valid for 1 hour","title":"get_s3fs_session()"},{"location":"user-reference/api/api/#earthaccess.api.granule_query","text":"Returns a query builder instance for data granules Parameters: Name Type Description Default cloud_hosted Boolean initializes the query builder for a particular DOI required Returns: Type Description Type [ GranuleQuery ] class earthaccess.DataGranules: a query builder instance for data granules.","title":"granule_query()"},{"location":"user-reference/api/api/#earthaccess.api.login","text":"Authenticate with Earthdata login (https://urs.earthdata.nasa.gov/) Parameters: Name Type Description Default strategy String authentication method. \"all\": (default) try all methods until one works \"interactive\": enter username and password. \"netrc\": retrieve username and password from ~/.netrc. \"environment\": retrieve username and password from $EARTHDATA_USERNAME and $EARTHDATA_PASSWORD. 'all' persist Boolean will persist credentials in a .netrc file False Returns: Type Description Auth an instance of Auth.","title":"login()"},{"location":"user-reference/api/api/#earthaccess.api.open","text":"Returns a list of fsspec file-like objects that can be used to access files hosted on S3 or HTTPS by third party libraries like xarray. Parameters: Name Type Description Default granules Union [ List [ str ], List [ earthaccess . results . DataGranule ]] a list of granule instances or list of URLs, e.g. s3://some-granule, required Returns: Type Description List [ AbstractFileSystem ] a list of s3fs \"file pointers\" to s3 files.","title":"open()"},{"location":"user-reference/api/api/#earthaccess.api.search_data","text":"Search dataset granules using NASA's CMR. https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html Parameters: Name Type Description Default count Integer Number of records to get, -1 = all -1 kwargs Dict arguments to CMR: short_name : dataset short name e.g. ATL08 version : dataset version doi : DOI for a dataset daac : e.g. NSIDC or PODAAC provider : particular to each DAAC, e.g. POCLOUD, LPDAAC etc. temporal : (\"yyyy-mm-dd\", \"yyyy-mm-dd\") bounding_box : (lower_left_lon, lower_left_lat , upper_right_lon, upper_right_lat) {} Returns: Name Type Description Granules List [ earthaccess . results . DataGranule ] a list of DataGranules that can be used to access the granule files by using download() or open() . Examples: datasets = earthaccess . search_data ( doi = \"10.5067/SLREF-CDRV2\" , cloud_hosted = True , temporal = ( \"2002-01-01\" , \"2002-12-31\" ) )","title":"search_data()"},{"location":"user-reference/api/api/#earthaccess.api.search_datasets","text":"Search datasets using NASA's CMR https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html Parameters: Name Type Description Default count Integer Number of records to get, -1 = all -1 kwargs Dict arguments to CMR: keyword : case insensitive and support wild cards ? and *, short_name : e.g. ATL08 doi : DOI for a dataset daac : e.g. NSIDC or PODAAC provider : particular to each DAAC, e.g. POCLOUD, LPDAAC etc. temporal : (\"yyyy-mm-dd\", \"yyyy-mm-dd\") bounding_box : (lower_left_lon, lower_left_lat , upper_right_lon, upper_right_lat) {} Returns: Type Description List [ earthaccess . results . DataCollection ] an list of DataCollection results that can be used to get List [ earthaccess . results . DataCollection ] information such as concept_id, doi, etc. about a dataset. Examples: datasets = earthaccess . search_datasets ( keyword = \"sea surface anomaly\" , cloud_hosted = True )","title":"search_datasets()"},{"location":"user-reference/auth/auth/","text":"Documentation for Auth Bases: object Authentication class for operations that require Earthdata login (EDL) get_s3_credentials ( daac = None , provider = None , endpoint = None ) Gets AWS S3 credentials for a given NASA cloud provider, the easier way is to use the DAAC short name. provider is optional if we know it. Parameters: Name Type Description Default provider Optional [ str ] A valid cloud provider, each DAAC has a provider code for their cloud distributions None daac Optional [ str ] the name of a NASA DAAC, i.e. NSIDC or PODAAC None endpoint Optional [ str ] getting the credentials directly from the S3Credentials URL None Rreturns A Python dictionary with the temporary AWS S3 credentials get_session ( bearer_token = True ) Returns a new request session instance Parameters: Name Type Description Default bearer_token Boolean boolean, include bearer token True Returns: Type Description requests . Session class Session instance with Auth and bearer token headers login ( strategy = 'netrc' , persist = False ) Authenticate with Earthdata login Parameters: Name Type Description Default strategy String authentication method. \"interactive\": enter username and password. \"netrc\": (default) retrieve username and password from ~/.netrc. \"environment\": retrieve username and password from $EARTHDATA_USERNAME and $EARTHDATA_PASSWORD. 'netrc' persist Boolean will persist credentials in a .netrc file False Returns: Type Description Any an instance of Auth. refresh_tokens () Refresh CMR tokens Tokens are used to do authenticated queries on CMR for restricted and early access datastes This method renews the tokens to make sure we can query the collections allowed to our EDL user.","title":"Auth"},{"location":"user-reference/auth/auth/#documentation-for-auth","text":"Bases: object Authentication class for operations that require Earthdata login (EDL)","title":"Documentation for Auth"},{"location":"user-reference/auth/auth/#earthaccess.auth.Auth.get_s3_credentials","text":"Gets AWS S3 credentials for a given NASA cloud provider, the easier way is to use the DAAC short name. provider is optional if we know it. Parameters: Name Type Description Default provider Optional [ str ] A valid cloud provider, each DAAC has a provider code for their cloud distributions None daac Optional [ str ] the name of a NASA DAAC, i.e. NSIDC or PODAAC None endpoint Optional [ str ] getting the credentials directly from the S3Credentials URL None Rreturns A Python dictionary with the temporary AWS S3 credentials","title":"get_s3_credentials()"},{"location":"user-reference/auth/auth/#earthaccess.auth.Auth.get_session","text":"Returns a new request session instance Parameters: Name Type Description Default bearer_token Boolean boolean, include bearer token True Returns: Type Description requests . Session class Session instance with Auth and bearer token headers","title":"get_session()"},{"location":"user-reference/auth/auth/#earthaccess.auth.Auth.login","text":"Authenticate with Earthdata login Parameters: Name Type Description Default strategy String authentication method. \"interactive\": enter username and password. \"netrc\": (default) retrieve username and password from ~/.netrc. \"environment\": retrieve username and password from $EARTHDATA_USERNAME and $EARTHDATA_PASSWORD. 'netrc' persist Boolean will persist credentials in a .netrc file False Returns: Type Description Any an instance of Auth.","title":"login()"},{"location":"user-reference/auth/auth/#earthaccess.auth.Auth.refresh_tokens","text":"Refresh CMR tokens Tokens are used to do authenticated queries on CMR for restricted and early access datastes This method renews the tokens to make sure we can query the collections allowed to our EDL user.","title":"refresh_tokens()"},{"location":"user-reference/collections/collections-query/","text":"Documentation for DataCollections DataCollections is the class earthaccess uses to query CMR at the dataset level. Bases: CollectionQuery Info The DataCollection class queries against https://cmr.earthdata.nasa.gov/search/collections.umm_json, the response has to be in umm_json in order to use the result classes. Builds an instance of DataCollections to query CMR Parameters: Name Type Description Default auth Auth An authenticated Auth instance, this is an optional parameter for queries that need authentication e.g. restricted datasets None cloud_hosted ( cloud_hosted = True ) Only match granules that are hosted in the cloud. This is valid for public collections. Tip Cloud hosted collections can be public or restricted. Restricted collections will not be matched using this parameter Parameters: Name Type Description Default cloud_hosted Boolean True to require granules only be online True concept_id ( IDs ) Filter by concept ID (ex: C1299783579-LPDAAC_ECS or G1327299284-LPDAAC_ECS, S12345678-LPDAAC_ECS) Collections, granules, tools, services are uniquely identified with this ID. If providing a collection's concept ID here, it will filter by granules associated with that collection. If providing a granule's concept ID here, it will uniquely identify those granules. If providing a tool's concept ID here, it will uniquely identify those tools. If providing a service's concept ID here, it will uniquely identify those services. Parameters: Name Type Description Default IDs ( String , List ) ID(s) to search by. Can be provided as a string or list of strings. required daac ( daac_short_name = '' ) Only match collections for a given DAAC, by default the on-prem collections for the DAAC Parameters: Name Type Description Default daac_short_name String a DAAC shortname, e.g. NSIDC, PODAAC, GESDISC '' data_center ( data_center_name = '' ) An alias name for daac() Parameters: Name Type Description Default data_center_name String DAAC shortname, e.g. NSIDC, PODAAC, GESDISC '' debug ( debug = True ) If True, prints the actual query to CMR, notice that the pagination happens in the headers. Parameters: Name Type Description Default debug Boolean Print CMR query. True doi ( doi ) Searh datasets by DOI Tip Not all datasets have an associated DOI, also DOI search works only at the dataset level but not the granule (data) level. We need to search by DOI, grab the concept_id and then get the data. Parameters: Name Type Description Default doi String DOI of a datasets, e.g. 10.5067/AQR50-3Q7CS required fields ( fields = None ) Masks the response by only showing the fields included in this list Parameters: Name Type Description Default fields List list of fields to show, these fields come from the UMM model e.g. Abstract, Title None get ( limit = 2000 ) Get all the collections (datasets) that match with our current parameters up to some limit, even if spanning multiple pages. Tip The default page size is 2000, we need to be careful with the request size because all the JSON elements will be loaded into memory. This is more of an issue with granules than collections as they can be potentially millions of them. Parameters: Name Type Description Default limit Integer The number of results to return 2000 Returns: Type Description list query results as a list of DataCollection instances. hits () Returns the number of hits the current query will return. This is done by making a lightweight query to CMR and inspecting the returned headers. Restricted datasets will always return 0 results even if there are results. Returns: Type Description int number of results reproted by CMR keyword ( text ) Case insentive and wildcard (*) search through over two dozen fields in a CMR collection record. This allows for searching against fields like summary and science keywords. Parameters: Name Type Description Default text String text to search for required parameters ( ** kwargs ) Provide query parameters as keyword arguments. The keyword needs to match the name of the method, and the value should either be the value or a tuple of values. Example query = DataCollections . parameters ( short_name = \"AST_L1T\" , temporal = ( \"2015-01\" , \"2015-02\" ), point = ( 42.5 , - 101.25 )) Returns: Type Description Type [ CollectionQuery ] Query instance print_help ( method = 'fields' ) Prints the help information for a given method provider ( provider = '' ) Only match collections from a given provider, a NASA datacenter or DAAC can have 1 or more providers i.e. PODAAC is a data center or DAAC, PODAAC is the default provider for on prem data, POCLOUD is the PODAAC provider for their data in the cloud. Parameters: Name Type Description Default provider String a provider code for any DAAC. e.g. POCLOUD, NSIDC_CPRD, etc. '' temporal ( date_from , date_to , exclude_boundary = False ) Filter by an open or closed date range. Dates can be provided as datetime objects or ISO 8601 formatted strings. Multiple ranges can be provided by successive calls. to this method before calling execute(). Parameters: Name Type Description Default date_from String earliest date of temporal range required date_to string latest date of temporal range required exclude_boundary Boolean whether or not to exclude the date_from/to in the matched range False","title":"Collection Queries"},{"location":"user-reference/collections/collections-query/#documentation-for-datacollections","text":"","title":"Documentation for DataCollections"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.cloud_hosted","text":"Only match granules that are hosted in the cloud. This is valid for public collections. Tip Cloud hosted collections can be public or restricted. Restricted collections will not be matched using this parameter Parameters: Name Type Description Default cloud_hosted Boolean True to require granules only be online True","title":"cloud_hosted()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.concept_id","text":"Filter by concept ID (ex: C1299783579-LPDAAC_ECS or G1327299284-LPDAAC_ECS, S12345678-LPDAAC_ECS) Collections, granules, tools, services are uniquely identified with this ID. If providing a collection's concept ID here, it will filter by granules associated with that collection. If providing a granule's concept ID here, it will uniquely identify those granules. If providing a tool's concept ID here, it will uniquely identify those tools. If providing a service's concept ID here, it will uniquely identify those services. Parameters: Name Type Description Default IDs ( String , List ) ID(s) to search by. Can be provided as a string or list of strings. required","title":"concept_id()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.daac","text":"Only match collections for a given DAAC, by default the on-prem collections for the DAAC Parameters: Name Type Description Default daac_short_name String a DAAC shortname, e.g. NSIDC, PODAAC, GESDISC ''","title":"daac()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.data_center","text":"An alias name for daac() Parameters: Name Type Description Default data_center_name String DAAC shortname, e.g. NSIDC, PODAAC, GESDISC ''","title":"data_center()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.debug","text":"If True, prints the actual query to CMR, notice that the pagination happens in the headers. Parameters: Name Type Description Default debug Boolean Print CMR query. True","title":"debug()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.doi","text":"Searh datasets by DOI Tip Not all datasets have an associated DOI, also DOI search works only at the dataset level but not the granule (data) level. We need to search by DOI, grab the concept_id and then get the data. Parameters: Name Type Description Default doi String DOI of a datasets, e.g. 10.5067/AQR50-3Q7CS required","title":"doi()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.fields","text":"Masks the response by only showing the fields included in this list Parameters: Name Type Description Default fields List list of fields to show, these fields come from the UMM model e.g. Abstract, Title None","title":"fields()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.get","text":"Get all the collections (datasets) that match with our current parameters up to some limit, even if spanning multiple pages. Tip The default page size is 2000, we need to be careful with the request size because all the JSON elements will be loaded into memory. This is more of an issue with granules than collections as they can be potentially millions of them. Parameters: Name Type Description Default limit Integer The number of results to return 2000 Returns: Type Description list query results as a list of DataCollection instances.","title":"get()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.hits","text":"Returns the number of hits the current query will return. This is done by making a lightweight query to CMR and inspecting the returned headers. Restricted datasets will always return 0 results even if there are results. Returns: Type Description int number of results reproted by CMR","title":"hits()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.keyword","text":"Case insentive and wildcard (*) search through over two dozen fields in a CMR collection record. This allows for searching against fields like summary and science keywords. Parameters: Name Type Description Default text String text to search for required","title":"keyword()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.parameters","text":"Provide query parameters as keyword arguments. The keyword needs to match the name of the method, and the value should either be the value or a tuple of values. Example query = DataCollections . parameters ( short_name = \"AST_L1T\" , temporal = ( \"2015-01\" , \"2015-02\" ), point = ( 42.5 , - 101.25 )) Returns: Type Description Type [ CollectionQuery ] Query instance","title":"parameters()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.print_help","text":"Prints the help information for a given method","title":"print_help()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.provider","text":"Only match collections from a given provider, a NASA datacenter or DAAC can have 1 or more providers i.e. PODAAC is a data center or DAAC, PODAAC is the default provider for on prem data, POCLOUD is the PODAAC provider for their data in the cloud. Parameters: Name Type Description Default provider String a provider code for any DAAC. e.g. POCLOUD, NSIDC_CPRD, etc. ''","title":"provider()"},{"location":"user-reference/collections/collections-query/#earthaccess.search.DataCollections.temporal","text":"Filter by an open or closed date range. Dates can be provided as datetime objects or ISO 8601 formatted strings. Multiple ranges can be provided by successive calls. to this method before calling execute(). Parameters: Name Type Description Default date_from String earliest date of temporal range required date_to string latest date of temporal range required exclude_boundary Boolean whether or not to exclude the date_from/to in the matched range False","title":"temporal()"},{"location":"user-reference/collections/collections/","text":"Documentation for Collection Results Bases: CustomDict Dictionary-like object to represent a data collection from CMR abstract () Returns: Type Description str Returns the abstract of a collection concept_id () Returns: Type Description str Retrurns a collection's concept_id , this id is the most relevant search field on granule queries. data_type () Returns: Type Description str If available, it returns the collection data type, i.e. HDF5, CSV etc get_data () Returns: Type Description List [ str ] Returns the GET DATA links, usually a link to a landing page, a DAAC portal or an FTP location. get_umm ( umm_field ) Parameters: Name Type Description Default umm_field str Valid UMM item, i.e. TemporalExtent required Returns: Type Description Union [ str , Dict [ str , Any ]] Returns the value of a given field inside the UMM (Unified Metadata Model) landing_page () Returns: Type Description str if available it returns the first landing page for the collection, can be many. s3_bucket () Returns: Type Description Dict [ str , Any ] Returns the S3 bucket information if the collection has it ( cloud hosted collections only ) summary () Summary containing short_name, concept-id, file-type, and cloud-info if the dataset is cloud hosted. Returns: Type Description Dict [ str , Any ] Returns a sumary of the collection metadata version () Returns: Type Description str returns the collection's version.","title":"Collection Results"},{"location":"user-reference/collections/collections/#documentation-for-collection-results","text":"Bases: CustomDict Dictionary-like object to represent a data collection from CMR","title":"Documentation for Collection Results"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.abstract","text":"Returns: Type Description str Returns the abstract of a collection","title":"abstract()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.concept_id","text":"Returns: Type Description str Retrurns a collection's concept_id , this id is the most relevant search field on granule queries.","title":"concept_id()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.data_type","text":"Returns: Type Description str If available, it returns the collection data type, i.e. HDF5, CSV etc","title":"data_type()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.get_data","text":"Returns: Type Description List [ str ] Returns the GET DATA links, usually a link to a landing page, a DAAC portal or an FTP location.","title":"get_data()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.get_umm","text":"Parameters: Name Type Description Default umm_field str Valid UMM item, i.e. TemporalExtent required Returns: Type Description Union [ str , Dict [ str , Any ]] Returns the value of a given field inside the UMM (Unified Metadata Model)","title":"get_umm()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.landing_page","text":"Returns: Type Description str if available it returns the first landing page for the collection, can be many.","title":"landing_page()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.s3_bucket","text":"Returns: Type Description Dict [ str , Any ] Returns the S3 bucket information if the collection has it ( cloud hosted collections only )","title":"s3_bucket()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.summary","text":"Summary containing short_name, concept-id, file-type, and cloud-info if the dataset is cloud hosted. Returns: Type Description Dict [ str , Any ] Returns a sumary of the collection metadata","title":"summary()"},{"location":"user-reference/collections/collections/#earthaccess.results.DataCollection.version","text":"Returns: Type Description str returns the collection's version.","title":"version()"},{"location":"user-reference/glossary/cloud-glossary/","text":"","title":"Cloud Computing Terminology"},{"location":"user-reference/glossary/nasa-glossary/","text":"NASA EARTHDATA GLOSSARY GLOSSARY","title":"NASA Glossary"},{"location":"user-reference/glossary/nasa-glossary/#nasa-earthdata-glossary","text":"GLOSSARY","title":"NASA EARTHDATA GLOSSARY"},{"location":"user-reference/granules/granules-query/","text":"Documentation for Granules DataGranules is the class earthaccess uses to query CMR at the granule level. Bases: GranuleQuery A Granule oriented client for NASA CMR Api https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html Base class for Granule and Collection CMR queries. bounding_box ( lower_left_lon , lower_left_lat , upper_right_lon , upper_right_lat ) Filter by granules that overlap a bounding box. Must be used in combination with a collection filtering parameter such as short_name or entry_title. Parameters: Name Type Description Default lower_left_lon str lower left longitude of the box required lower_left_lat str lower left latitude of the box required upper_right_lon str upper right longitude of the box required upper_right_lat str upper right latitude of the box required cloud_cover ( min_cover = 0 , max_cover = 100 ) Filter by the percentage of cloud cover present in the granule. Parameters: Name Type Description Default min_cover int minimum percentage of cloud cover 0 max_cover int maximum percentage of cloud cover 100 cloud_hosted ( cloud_hosted = True ) Only match granules that are hosted in the cloud. This is valid for public collections and if we are using the short_name parameter. Concept-Id is unambiguous. Tip Cloud hosted collections can be public or restricted. Restricted collections will not be matched using this parameter Parameters: Name Type Description Default cloud_hosted Boolean True to require granules only be online True daac ( daac_short_name = '' ) Only match collections for a given DAAC, by default the on-prem collections for the DAAC Parameters: Name Type Description Default daac_short_name String a DAAC shortname, e.g. NSIDC, PODAAC, GESDISC '' data_center ( data_center_name = '' ) An alias name for daac() Parameters: Name Type Description Default data_center_name String DAAC shortname, e.g. NSIDC, PODAAC, GESDISC '' day_night_flag ( day_night_flag ) Filter by period of the day the granule was collected during. Parameters: Name Type Description Default day_night_flag str \"day\", \"night\", or \"unspecified\" required debug ( debug = True ) If True, prints the actual query to CMR, notice that the pagination happens in the headers. Parameters: Name Type Description Default debug Boolean Print CMR query. True doi ( doi ) Searh data granules by DOI Tip Not all datasets have an associated DOI, internally if a DOI is found earthaccess will grab the concept_id for the query to CMR. Parameters: Name Type Description Default doi String DOI of a datasets, e.g. 10.5067/AQR50-3Q7CS required downloadable ( downloadable = True ) Only match granules that are available for download. The opposite of this method is online_only(). Parameters: Name Type Description Default downloadable bool True to require granules be downloadable True get ( limit = 2000 ) Get all the collections (datasets) that match with our current parameters up to some limit, even if spanning multiple pages. Tip The default page size is 2000, we need to be careful with the request size because all the JSON elements will be loaded into memory. This is more of an issue with granules than collections as they can be potentially millions of them. Parameters: Name Type Description Default limit Integer The number of results to return 2000 Returns: Type Description list query results as a list of DataCollection instances. granule_name ( granule_name ) Find granules matching either granule ur or producer granule id, queries using the readable_granule_name metadata field. Tip We can use wirldcards on a granule name to further refine our search i.e. MODGRNLD. .daily. Parameters: Name Type Description Default granule_name String granule name (accepts wildcards) required instrument ( instrument = '' ) Filter by the instrument associated with the granule. Parameters: Name Type Description Default instrument str name of the instrument '' line ( coordinates ) Filter by granules that overlap a series of connected points. Must be used in combination with a collection filtering parameter such as short_name or entry_title. Parameters: Name Type Description Default coordinates List a list of (lon, lat) tuples required online_only ( online_only = True ) Only match granules that are listed online and not available for download. The opposite of this method is downloadable(). Parameters: Name Type Description Default online_only Boolean True to require granules only be online True orbit_number ( orbit1 , orbit2 ) Filter by the orbit number the granule was acquired during. Either a single orbit can be targeted or a range of orbits. Parameter parameters ( ** kwargs ) Provide query parameters as keyword arguments. The keyword needs to match the name of the method, and the value should either be the value or a tuple of values. Example query = DataCollections . parameters ( short_name = \"AST_L1T\" , temporal = ( \"2015-01\" , \"2015-02\" ), point = ( 42.5 , - 101.25 )) Returns: Type Description Type [ CollectionQuery ] Query instance platform ( platform = '' ) Filter by the satellite platform the granule came from. Parameters: Name Type Description Default platform str name of the satellite '' point ( lon , lat ) Filter by granules that include a geographic point. Parameters: Name Type Description Default lon String longitude of geographic point required lat String latitude of geographic point required polygon ( coordinates ) Filter by granules that overlap a polygonal area. Must be used in combination with a collection filtering parameter such as short_name or entry_title. Parameters: Name Type Description Default coordinates List list of (lon, lat) tuples required provider ( provider = '' ) Only match collections from a given provider, a NASA datacenter or DAAC can have 1 or more providers i.e. PODAAC is a data center or DAAC, PODAAC is the default provider for on prem data, POCLOUD is the PODAAC provider for their data in the cloud. Parameters: Name Type Description Default provider String a provider code for any DAAC. e.g. POCLOUD, NSIDC_CPRD, etc. '' short_name ( short_name = '' ) Filter by short name (aka product or collection name). :param short_name: name of collection :returns: Query instance temporal ( date_from = None , date_to = None , exclude_boundary = False ) Filter by an open or closed date range. Dates can be provided as a datetime objects or ISO 8601 formatted strings. Multiple ranges can be provided by successive calls to this method before calling execute(). Parameters: Name Type Description Default date_from ( Date , String ) earliest date of temporal range None date_to ( Date , String ) latest date of temporal range None exclude_boundary Boolean whether or not to exclude the date_from/to in the matched range False version ( version = '' ) Filter by version. Note that CMR defines this as a string. For example, MODIS version 6 products must be searched for with \"006\". Parameters: Name Type Description Default version str version string ''","title":"Granule Queries"},{"location":"user-reference/granules/granules-query/#documentation-for-granules","text":"","title":"Documentation for Granules"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.bounding_box","text":"Filter by granules that overlap a bounding box. Must be used in combination with a collection filtering parameter such as short_name or entry_title. Parameters: Name Type Description Default lower_left_lon str lower left longitude of the box required lower_left_lat str lower left latitude of the box required upper_right_lon str upper right longitude of the box required upper_right_lat str upper right latitude of the box required","title":"bounding_box()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.cloud_cover","text":"Filter by the percentage of cloud cover present in the granule. Parameters: Name Type Description Default min_cover int minimum percentage of cloud cover 0 max_cover int maximum percentage of cloud cover 100","title":"cloud_cover()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.cloud_hosted","text":"Only match granules that are hosted in the cloud. This is valid for public collections and if we are using the short_name parameter. Concept-Id is unambiguous. Tip Cloud hosted collections can be public or restricted. Restricted collections will not be matched using this parameter Parameters: Name Type Description Default cloud_hosted Boolean True to require granules only be online True","title":"cloud_hosted()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.daac","text":"Only match collections for a given DAAC, by default the on-prem collections for the DAAC Parameters: Name Type Description Default daac_short_name String a DAAC shortname, e.g. NSIDC, PODAAC, GESDISC ''","title":"daac()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.data_center","text":"An alias name for daac() Parameters: Name Type Description Default data_center_name String DAAC shortname, e.g. NSIDC, PODAAC, GESDISC ''","title":"data_center()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.day_night_flag","text":"Filter by period of the day the granule was collected during. Parameters: Name Type Description Default day_night_flag str \"day\", \"night\", or \"unspecified\" required","title":"day_night_flag()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.debug","text":"If True, prints the actual query to CMR, notice that the pagination happens in the headers. Parameters: Name Type Description Default debug Boolean Print CMR query. True","title":"debug()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.doi","text":"Searh data granules by DOI Tip Not all datasets have an associated DOI, internally if a DOI is found earthaccess will grab the concept_id for the query to CMR. Parameters: Name Type Description Default doi String DOI of a datasets, e.g. 10.5067/AQR50-3Q7CS required","title":"doi()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.downloadable","text":"Only match granules that are available for download. The opposite of this method is online_only(). Parameters: Name Type Description Default downloadable bool True to require granules be downloadable True","title":"downloadable()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.get","text":"Get all the collections (datasets) that match with our current parameters up to some limit, even if spanning multiple pages. Tip The default page size is 2000, we need to be careful with the request size because all the JSON elements will be loaded into memory. This is more of an issue with granules than collections as they can be potentially millions of them. Parameters: Name Type Description Default limit Integer The number of results to return 2000 Returns: Type Description list query results as a list of DataCollection instances.","title":"get()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.granule_name","text":"Find granules matching either granule ur or producer granule id, queries using the readable_granule_name metadata field. Tip We can use wirldcards on a granule name to further refine our search i.e. MODGRNLD. .daily. Parameters: Name Type Description Default granule_name String granule name (accepts wildcards) required","title":"granule_name()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.instrument","text":"Filter by the instrument associated with the granule. Parameters: Name Type Description Default instrument str name of the instrument ''","title":"instrument()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.line","text":"Filter by granules that overlap a series of connected points. Must be used in combination with a collection filtering parameter such as short_name or entry_title. Parameters: Name Type Description Default coordinates List a list of (lon, lat) tuples required","title":"line()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.online_only","text":"Only match granules that are listed online and not available for download. The opposite of this method is downloadable(). Parameters: Name Type Description Default online_only Boolean True to require granules only be online True","title":"online_only()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.orbit_number","text":"Filter by the orbit number the granule was acquired during. Either a single orbit can be targeted or a range of orbits. Parameter","title":"orbit_number()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.parameters","text":"Provide query parameters as keyword arguments. The keyword needs to match the name of the method, and the value should either be the value or a tuple of values. Example query = DataCollections . parameters ( short_name = \"AST_L1T\" , temporal = ( \"2015-01\" , \"2015-02\" ), point = ( 42.5 , - 101.25 )) Returns: Type Description Type [ CollectionQuery ] Query instance","title":"parameters()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.platform","text":"Filter by the satellite platform the granule came from. Parameters: Name Type Description Default platform str name of the satellite ''","title":"platform()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.point","text":"Filter by granules that include a geographic point. Parameters: Name Type Description Default lon String longitude of geographic point required lat String latitude of geographic point required","title":"point()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.polygon","text":"Filter by granules that overlap a polygonal area. Must be used in combination with a collection filtering parameter such as short_name or entry_title. Parameters: Name Type Description Default coordinates List list of (lon, lat) tuples required","title":"polygon()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.provider","text":"Only match collections from a given provider, a NASA datacenter or DAAC can have 1 or more providers i.e. PODAAC is a data center or DAAC, PODAAC is the default provider for on prem data, POCLOUD is the PODAAC provider for their data in the cloud. Parameters: Name Type Description Default provider String a provider code for any DAAC. e.g. POCLOUD, NSIDC_CPRD, etc. ''","title":"provider()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.short_name","text":"Filter by short name (aka product or collection name). :param short_name: name of collection :returns: Query instance","title":"short_name()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.temporal","text":"Filter by an open or closed date range. Dates can be provided as a datetime objects or ISO 8601 formatted strings. Multiple ranges can be provided by successive calls to this method before calling execute(). Parameters: Name Type Description Default date_from ( Date , String ) earliest date of temporal range None date_to ( Date , String ) latest date of temporal range None exclude_boundary Boolean whether or not to exclude the date_from/to in the matched range False","title":"temporal()"},{"location":"user-reference/granules/granules-query/#earthaccess.search.DataGranules.version","text":"Filter by version. Note that CMR defines this as a string. For example, MODIS version 6 products must be searched for with \"006\". Parameters: Name Type Description Default version str version string ''","title":"version()"},{"location":"user-reference/granules/granules/","text":"Documentation for Granule Results Bases: CustomDict Dictionary-like object to represent a granule from CMR __repr__ () Returns: Type Description str returns a basic representation of a data granule data_links ( access = None , in_region = False ) Returns the data links form a granule Parameters: Name Type Description Default access Optional [ str ] direct or external, direct means in-region access for cloud hosted collections. None in_region bool if we are running in us-west-2, meant for the store class, default is False False Returns: Type Description List [ str ] the data link for the requested access type dataviz_links () Returns: Type Description List [ str ] Returns the data visualization links, usually the browse images. size () Returns: Type Description float Returns the total size for the granule in MB","title":"Granule Results"},{"location":"user-reference/granules/granules/#documentation-for-granule-results","text":"Bases: CustomDict Dictionary-like object to represent a granule from CMR","title":"Documentation for Granule Results"},{"location":"user-reference/granules/granules/#earthaccess.results.DataGranule.__repr__","text":"Returns: Type Description str returns a basic representation of a data granule","title":"__repr__()"},{"location":"user-reference/granules/granules/#earthaccess.results.DataGranule.data_links","text":"Returns the data links form a granule Parameters: Name Type Description Default access Optional [ str ] direct or external, direct means in-region access for cloud hosted collections. None in_region bool if we are running in us-west-2, meant for the store class, default is False False Returns: Type Description List [ str ] the data link for the requested access type","title":"data_links()"},{"location":"user-reference/granules/granules/#earthaccess.results.DataGranule.dataviz_links","text":"Returns: Type Description List [ str ] Returns the data visualization links, usually the browse images.","title":"dataviz_links()"},{"location":"user-reference/granules/granules/#earthaccess.results.DataGranule.size","text":"Returns: Type Description float Returns the total size for the granule in MB","title":"size()"},{"location":"user-reference/store/store/","text":"Documentation for Store Bases: object Store class to access granules on-prem or in the cloud. Store is the class to access data Parameters: Name Type Description Default auth Auth Required, Auth instance to download and access data. required get ( granules , local_path = None , provider = None , threads = 8 ) Retrieves data granules from a remote storage system. If we run this in the cloud we are moving data from S3 to a cloud compute instance (EC2, AWS Lambda) If we run it outside the us-west-2 region and the data granules are part of a cloud-based collection the method will not get any files. If we requests data granules from an on-prem collection the data will be effectively downloaded to a local directory. Parameters: Name Type Description Default granules Union [ List [ DataGranule ], List [ str ]] a list of granules(DataGranule) instances or a list of granule links (HTTP) required local_path Optional [ str ] local directory to store the remote data granules None access direct or on_prem, if set it will use it for the access method. required threads int parallel number of threads to use to download the files, adjust as necessary, default = 8 8 Returns: Type Description Union [None, List [ str ]] List of downloaded files get_fsspec_session () cached Returns a fsspec HTTPS session with bearer tokens that are used by CMR. This HTTPS session can be used to download granules if we want to use a direct, lower level API Returns: Type Description fsspec . AbstractFileSystem fsspec HTTPFileSystem (aiohttp client session) get_requests_session ( bearer_token = True ) Returns a requests HTTPS session with bearer tokens that are used by CMR. This HTTPS session can be used to download granules if we want to use a direct, lower level API Parameters: Name Type Description Default bearer_token Boolean if true will be used for authenticated queries on CMR True Returns: Type Description requests . Session requests Session get_s3fs_session ( daac = None , concept_id = None , provider = None , endpoint = None ) cached Returns a s3fs instance for a given cloud provider / DAAC Parameters: Name Type Description Default daac Optional [ str ] any of the DAACs e.g. NSIDC, PODAAC None provider Optional [ str ] a data provider if we know them, e.g PODAAC -> POCLOUD None endpoint Optional [ str ] pass the URL for the credentials directly None Returns: Type Description s3fs . S3FileSystem a s3fs file instance open ( granules , provider = None ) Returns a list of fsspec file-like objects that can be used to access files hosted on S3 or HTTPS by third party libraries like xarray. Parameters: Name Type Description Default granules List a list of granules(DataGranule) instances or list of URLs, e.g. s3://some-granule required Returns: Type Description Union [ List [ Any ], None] a list of s3fs \"file pointers\" to s3 files. set_requests_session ( url , method = 'get' , bearer_token = False ) Sets up a requests session with bearer tokens that are used by CMR. Mainly used to get the authentication cookies from different DAACs and URS This HTTPS session can be used to download granules if we want to use a direct, lower level API Parameters: Name Type Description Default url String used to test the credentials and populate the class auth cookies required method String HTTP method to test. default: \"GET\" 'get' bearer_token Boolean if true will be used for authenticated queries on CMR False Returns: Type Description None fsspec HTTPFileSystem (aiohttp client session)","title":"Store"},{"location":"user-reference/store/store/#documentation-for-store","text":"Bases: object Store class to access granules on-prem or in the cloud. Store is the class to access data Parameters: Name Type Description Default auth Auth Required, Auth instance to download and access data. required","title":"Documentation for Store"},{"location":"user-reference/store/store/#earthaccess.store.Store.get","text":"Retrieves data granules from a remote storage system. If we run this in the cloud we are moving data from S3 to a cloud compute instance (EC2, AWS Lambda) If we run it outside the us-west-2 region and the data granules are part of a cloud-based collection the method will not get any files. If we requests data granules from an on-prem collection the data will be effectively downloaded to a local directory. Parameters: Name Type Description Default granules Union [ List [ DataGranule ], List [ str ]] a list of granules(DataGranule) instances or a list of granule links (HTTP) required local_path Optional [ str ] local directory to store the remote data granules None access direct or on_prem, if set it will use it for the access method. required threads int parallel number of threads to use to download the files, adjust as necessary, default = 8 8 Returns: Type Description Union [None, List [ str ]] List of downloaded files","title":"get()"},{"location":"user-reference/store/store/#earthaccess.store.Store.get_fsspec_session","text":"Returns a fsspec HTTPS session with bearer tokens that are used by CMR. This HTTPS session can be used to download granules if we want to use a direct, lower level API Returns: Type Description fsspec . AbstractFileSystem fsspec HTTPFileSystem (aiohttp client session)","title":"get_fsspec_session()"},{"location":"user-reference/store/store/#earthaccess.store.Store.get_requests_session","text":"Returns a requests HTTPS session with bearer tokens that are used by CMR. This HTTPS session can be used to download granules if we want to use a direct, lower level API Parameters: Name Type Description Default bearer_token Boolean if true will be used for authenticated queries on CMR True Returns: Type Description requests . Session requests Session","title":"get_requests_session()"},{"location":"user-reference/store/store/#earthaccess.store.Store.get_s3fs_session","text":"Returns a s3fs instance for a given cloud provider / DAAC Parameters: Name Type Description Default daac Optional [ str ] any of the DAACs e.g. NSIDC, PODAAC None provider Optional [ str ] a data provider if we know them, e.g PODAAC -> POCLOUD None endpoint Optional [ str ] pass the URL for the credentials directly None Returns: Type Description s3fs . S3FileSystem a s3fs file instance","title":"get_s3fs_session()"},{"location":"user-reference/store/store/#earthaccess.store.Store.open","text":"Returns a list of fsspec file-like objects that can be used to access files hosted on S3 or HTTPS by third party libraries like xarray. Parameters: Name Type Description Default granules List a list of granules(DataGranule) instances or list of URLs, e.g. s3://some-granule required Returns: Type Description Union [ List [ Any ], None] a list of s3fs \"file pointers\" to s3 files.","title":"open()"},{"location":"user-reference/store/store/#earthaccess.store.Store.set_requests_session","text":"Sets up a requests session with bearer tokens that are used by CMR. Mainly used to get the authentication cookies from different DAACs and URS This HTTPS session can be used to download granules if we want to use a direct, lower level API Parameters: Name Type Description Default url String used to test the credentials and populate the class auth cookies required method String HTTP method to test. default: \"GET\" 'get' bearer_token Boolean if true will be used for authenticated queries on CMR False Returns: Type Description None fsspec HTTPFileSystem (aiohttp client session)","title":"set_requests_session()"}]} \ No newline at end of file diff --git a/sitemap.xml b/sitemap.xml index 36815235..6e031993 100644 --- a/sitemap.xml +++ b/sitemap.xml @@ -2,122 +2,122 @@ https://github.com/nsidc/earthaccess/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/CONTRIBUTING/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/resources/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/howto/authenticate/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/howto/cloud/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/howto/edl/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/howto/onprem/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/howto/search-collections/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/howto/search-granules/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/howto/storage-location/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/tutorials/SSL/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/tutorials/emit-earthaccess/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/tutorials/file-access/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/tutorials/getting-started/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/tutorials/restricted-datasets/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/user-reference/api/api/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/user-reference/auth/auth/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/user-reference/collections/collections-query/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/user-reference/collections/collections/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/user-reference/glossary/cloud-glossary/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/user-reference/glossary/nasa-glossary/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/user-reference/granules/granules-query/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/user-reference/granules/granules/ - 2023-09-18 + 2023-10-11 daily https://github.com/nsidc/earthaccess/user-reference/store/store/ - 2023-09-18 + 2023-10-11 daily \ No newline at end of file diff --git a/sitemap.xml.gz b/sitemap.xml.gz index ac21f88d..1f7114b3 100644 Binary files a/sitemap.xml.gz and b/sitemap.xml.gz differ diff --git a/tutorials/SSL/index.html b/tutorials/SSL/index.html index 6a1ebc30..7acec2dc 100644 --- a/tutorials/SSL/index.html +++ b/tutorials/SSL/index.html @@ -2255,9 +2255,9 @@

    🌍 Analyz @@ -2348,7 +2348,7 @@

    Authentication in the cloud -
    Datasets found: 220
+
    Datasets found: 222
 {'cloud-info': {'Region': 'us-west-2',
                 'S3BucketAndObjectPrefixNames': ['podaac-ops-cumulus-public/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/',
                                                  'podaac-ops-cumulus-protected/SEA_SURFACE_HEIGHT_ALT_GRIDS_L4_2SATS_5DAY_6THDEG_V_JPL2205/'],
@@ -2847,12 +2847,12 @@ 
    What earthaccess.open() do?