Replace ERA20C (retired) by ERA5 dataset by hweifluids · Pull Request #57 · MathEXLab/PySPOD

-Original file line number
+Diff line change
@@ Expand Up / @@ -14,5 +14,5 @@ optional: @@
  - reuse_blocks : False
  - savefft : False
  - dtype : 'double'
- - savedir : 'spod_results'
+ - savedir : 'results'
  - fullspectrum : False

tutorials/README.md

Original file line numberDiff line numberDiff line change
@@ -24,19 +24,19 @@ aim to capture the Madden-Julian Oscillation (MJO).

### Climate

#### [Tutorial: 2D Multivariate ENSO Index](climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb)
#### [Tutorial: 2D Multivariate ENSO Index](climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb)

This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C),
This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5),
and use **PySPOD** to identify spatio-temporal coherent structured in multivariate
2D data. In particular, we seek to identify the multivariate ENSO index (MEI).
The data is composed by the following monthly-averaged variables: mean sea level
pressure (MSL), zonal component of the surface wind (U10), meridional component
of the surface wind (V10), sea surface temperature (SST), 2-meter temperature
(T2M), and total cloud cover (TCC), on a 2D longitude-latitude grid.

#### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb)
#### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb)

This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C),
This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5),
and use **PySPOD** to identify spatio-temporal coherent structured in univariate
3D data. In particular, we seek to identify the Quasi-Biennial Oscillation (QBO).
The data is composed by the monthly-averages of the zonal-mean zonal winds
Expand Down

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Sign in to your account Open hweifluids wants to merge 29 commits into MathEXLab:mainbase:main Choose a base branch Loading Loading from hweifluids:main Conversation 0 Commits 29 Checks 0 Files changed Uh oh! There was an error while loading. Please reload this page. Open Replace ERA20C (retired) by ERA5 dataset #57 Show file tree Hide file tree Changes from all commits Commits Show all changes 29 commits Select commit Hold shift + click to select a range b125d1a Fixing reassignment error for tutorial2 hweifluids Apr 17, 2025416c664 Add optional video generator for ipynb hweifluids Apr 17, 20255fa5f73 Add the animation for original data in Jupyter hweifluids Apr 17, 2025759ca99 Bug fixing hweifluids Apr 17, 2025969ffe0 Push more info in terminal hweifluids Apr 17, 202560b1098 Add more info push, and fixed bugs hweifluids Apr 17, 2025f0babf9 Create ERA5_2d.ipynb hweifluids Apr 17, 20257ceba08 Replace ERA20C by ERA5 hweifluids Apr 17, 2025b6b1407 Replace E20C by ERA5 hweifluids Apr 17, 20252f8c5f1 Replace ERA20C by ERA5 hweifluids Apr 17, 202559d492e Update ERA5_MEI_2D.ipynb hweifluids Apr 17, 20257e22a8e Replace ERA20C by ERA5 hweifluids Apr 17, 2025b31ae3d Add visualization for raw data hweifluids Apr 17, 2025ddbe0f6 Bug fix and saveDir change hweifluids Apr 17, 20250a3f38c Update tutorial1.ipynb hweifluids Apr 17, 202506438f5 Change statements of ERA5 from ERA20C hweifluids Apr 17, 2025d55492d Add pure py version for dataRetrieval hweifluids Apr 17, 2025a90845e Delete defaults for better freedom hweifluids Apr 17, 202515a66a4 Update README.md hweifluids Apr 17, 202597f8b91 Update ERA5_2d_dataRetrieval.ipynb hweifluids Apr 17, 202583b8a1f Replace ERA20C by ERA5 hweifluids Apr 18, 2025870ef64 Replace ERA20C by ERA5 hweifluids Apr 18, 2025a75ff4f Replace ERA20C by ERA5 hweifluids Apr 18, 20258cb3759 Replace statements of old dataset hweifluids Apr 18, 20259b74154 Draft the paper template hweifluids Apr 22, 2025d9b1ab8 Delete .github/workflows/draft-pdf.yml hweifluids Apr 22, 202591177a5 Fix incorrect path hweifluids Apr 24, 2025fdce8b2 Merge branch 'main' of https://github.com/hweifluids/PySPOD hweifluids Apr 24, 20250a3dde0 Update ERA5_3d_dataRetrieval.ipynb hweifluids Jun 13, 2025 File filter Filter by extension Filter by extension .ipynb (8) .md (1) .py (8) .yaml (1) All 4 file types selected Deleted files Viewed files Clear filters Conversations Failed to load comments. 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Diff view Unified Split Hide whitespace Diff view Unified Split Hide whitespace tests/data/input_tutorial1.yaml input_tutorial1.yaml tutorials/README.md README.md tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py E20C_MONTHLYMEAN00_1900_2010_MEI.py tutorials/climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb ERA20C_MEI_2D.ipynb tutorials/climate/ERA20C_QBO_3D/E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py tutorials/climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb ERA20C_QBO_3D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.ipynb ERA5_2d_dataRetrieval.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.py ERA5_2d_dataRetrieval.py tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb ERA5_MEI_2D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.py ERA5_MEI_2D.py tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.ipynb ERA5_3d_dataRetrieval.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.py ERA5_3d_dataRetrieval.py tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb ERA5_QBO_3D.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.py ERA5_QBO_3D.py tutorials/tutorial1/tutorial1.ipynb tutorial1.ipynb tutorials/tutorial1/tutorial1.py tutorial1.py tutorials/tutorial2/tutorial2.ipynb tutorial2.ipynb tutorials/tutorial2/tutorial2.py tutorial2.py There are no files selected for viewing 2 changes: 1 addition & 1 deletion 2 tests/data/input_tutorial1.yaml Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -14,5 +14,5 @@ optional: - reuse_blocks : False - savefft : False - dtype : 'double' - savedir : 'spod_results' - savedir : 'results' - fullspectrum : False 8 changes: 4 additions & 4 deletions 8 tutorials/README.md Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -24,19 +24,19 @@ aim to capture the Madden-Julian Oscillation (MJO). ### Climate #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb) #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in multivariate 2D data. In particular, we seek to identify the multivariate ENSO index (MEI). The data is composed by the following monthly-averaged variables: mean sea level pressure (MSL), zonal component of the surface wind (U10), meridional component of the surface wind (V10), sea surface temperature (SST), 2-meter temperature (T2M), and total cloud cover (TCC), on a 2D longitude-latitude grid. #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb) #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in univariate 3D data. In particular, we seek to identify the Quasi-Biennial Oscillation (QBO). The data is composed by the monthly-averages of the zonal-mean zonal winds Expand Down 45 changes: 0 additions & 45 deletions 45 tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py Show comments View file Open in desktop This file was deleted. Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. Loading Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. 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Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert Uh oh! There was an error while loading. Please reload this page. MathEXLab /PySPODPublic Notifications You must be signed in to change notification settings Fork 37 Star 128 Code Issues11 Pull requests2 Actions Projects Security and quality0 Insights Additional navigation options Code Issues Pull requests Actions Projects Security and quality Insights Replace ERA20C (retired) by ERA5 dataset#57 New issue Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community. Sign up for GitHub By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails. Already on GitHub? Sign in to your account Open hweifluids wants to merge 29 commits into MathEXLab:mainbase:main Choose a base branch Loading Loading from hweifluids:main Conversation 0 Commits 29 Checks 0 Files changed Uh oh! There was an error while loading. Please reload this page. Open Replace ERA20C (retired) by ERA5 dataset #57 Show file tree Hide file tree Changes from all commits Commits Show all changes 29 commits Select commit Hold shift + click to select a range b125d1a Fixing reassignment error for tutorial2 hweifluids Apr 17, 2025416c664 Add optional video generator for ipynb hweifluids Apr 17, 20255fa5f73 Add the animation for original data in Jupyter hweifluids Apr 17, 2025759ca99 Bug fixing hweifluids Apr 17, 2025969ffe0 Push more info in terminal hweifluids Apr 17, 202560b1098 Add more info push, and fixed bugs hweifluids Apr 17, 2025f0babf9 Create ERA5_2d.ipynb hweifluids Apr 17, 20257ceba08 Replace ERA20C by ERA5 hweifluids Apr 17, 2025b6b1407 Replace E20C by ERA5 hweifluids Apr 17, 20252f8c5f1 Replace ERA20C by ERA5 hweifluids Apr 17, 202559d492e Update ERA5_MEI_2D.ipynb hweifluids Apr 17, 20257e22a8e Replace ERA20C by ERA5 hweifluids Apr 17, 2025b31ae3d Add visualization for raw data hweifluids Apr 17, 2025ddbe0f6 Bug fix and saveDir change hweifluids Apr 17, 20250a3f38c Update tutorial1.ipynb hweifluids Apr 17, 202506438f5 Change statements of ERA5 from ERA20C hweifluids Apr 17, 2025d55492d Add pure py version for dataRetrieval hweifluids Apr 17, 2025a90845e Delete defaults for better freedom hweifluids Apr 17, 202515a66a4 Update README.md hweifluids Apr 17, 202597f8b91 Update ERA5_2d_dataRetrieval.ipynb hweifluids Apr 17, 202583b8a1f Replace ERA20C by ERA5 hweifluids Apr 18, 2025870ef64 Replace ERA20C by ERA5 hweifluids Apr 18, 2025a75ff4f Replace ERA20C by ERA5 hweifluids Apr 18, 20258cb3759 Replace statements of old dataset hweifluids Apr 18, 20259b74154 Draft the paper template hweifluids Apr 22, 2025d9b1ab8 Delete .github/workflows/draft-pdf.yml hweifluids Apr 22, 202591177a5 Fix incorrect path hweifluids Apr 24, 2025fdce8b2 Merge branch 'main' of https://github.com/hweifluids/PySPOD hweifluids Apr 24, 20250a3dde0 Update ERA5_3d_dataRetrieval.ipynb hweifluids Jun 13, 2025 File filter Filter by extension Filter by extension .ipynb (8) .md (1) .py (8) .yaml (1) All 4 file types selected Deleted files Viewed files Clear filters Conversations Failed to load comments. 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Diff view Unified Split Hide whitespace Diff view Unified Split Hide whitespace tests/data/input_tutorial1.yaml input_tutorial1.yaml tutorials/README.md README.md tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py E20C_MONTHLYMEAN00_1900_2010_MEI.py tutorials/climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb ERA20C_MEI_2D.ipynb tutorials/climate/ERA20C_QBO_3D/E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py tutorials/climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb ERA20C_QBO_3D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.ipynb ERA5_2d_dataRetrieval.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.py ERA5_2d_dataRetrieval.py tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb ERA5_MEI_2D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.py ERA5_MEI_2D.py tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.ipynb ERA5_3d_dataRetrieval.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.py ERA5_3d_dataRetrieval.py tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb ERA5_QBO_3D.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.py ERA5_QBO_3D.py tutorials/tutorial1/tutorial1.ipynb tutorial1.ipynb tutorials/tutorial1/tutorial1.py tutorial1.py tutorials/tutorial2/tutorial2.ipynb tutorial2.ipynb tutorials/tutorial2/tutorial2.py tutorial2.py There are no files selected for viewing 2 changes: 1 addition & 1 deletion 2 tests/data/input_tutorial1.yaml Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -14,5 +14,5 @@ optional: - reuse_blocks : False - savefft : False - dtype : 'double' - savedir : 'spod_results' - savedir : 'results' - fullspectrum : False 8 changes: 4 additions & 4 deletions 8 tutorials/README.md Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -24,19 +24,19 @@ aim to capture the Madden-Julian Oscillation (MJO). ### Climate #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb) #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in multivariate 2D data. In particular, we seek to identify the multivariate ENSO index (MEI). The data is composed by the following monthly-averaged variables: mean sea level pressure (MSL), zonal component of the surface wind (U10), meridional component of the surface wind (V10), sea surface temperature (SST), 2-meter temperature (T2M), and total cloud cover (TCC), on a 2D longitude-latitude grid. #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb) #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in univariate 3D data. In particular, we seek to identify the Quasi-Biennial Oscillation (QBO). The data is composed by the monthly-averages of the zonal-mean zonal winds Expand Down 45 changes: 0 additions & 45 deletions 45 tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py Show comments View file Open in desktop This file was deleted. Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. Loading Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. 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Footer navigation Terms Privacy Security Status Community Docs Contact You can’t perform that action at this time. , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' Skip to contentNavigation Menu Sign inAppearance settings AI CODE CREATIONGitHub CopilotWrite better code with AI GitHub Copilot appDirect agents from issue to merge MCP RegistryIntegrate external tools DEVELOPER WORKFLOWSActionsAutomate any workflow CodespacesInstant dev environments IssuesPlan and track work Code ReviewManage code changes Code QualityEnforce quality at merge APPLICATION SECURITYGitHub Advanced SecurityFind and fix vulnerabilities Code securitySecure your code as you build Secret protectionStop leaks before they start EXPLOREWhy GitHub Documentation Blog Changelog Marketplace View all features BY COMPANY SIZEEnterprises Small and medium teams Startups Nonprofits BY USE CASEApp Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRYHealthcare Financial services Manufacturing Government View all industries View all solutions EXPLORE BY TOPICAI Software Development DevOps Security View all topics EXPLORE BY TYPECustomer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICESDocumentation Customer support Community forum Trust center Partners View all resources COMMUNITYGitHub SponsorsFund open source developers PROGRAMSSecurity Lab Maintainer Community GitHub Stars Archive Program REPOSITORIESTopics Trending Collections ENTERPRISE SOLUTIONSEnterprise platformAI-powered developer platform AVAILABLE ADD-ONSGitHub Advanced SecurityEnterprise-grade security features Copilot for BusinessEnterprise-grade AI features Premium SupportEnterprise-grade 24/7 support Pricing Sign in Sign upAppearance settings You signed in with another tab or window. Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert Uh oh! There was an error while loading. Please reload this page. MathEXLab /PySPODPublic Notifications You must be signed in to change notification settings Fork 37 Star 128 Code Issues11 Pull requests2 Actions Projects Security and quality0 Insights Additional navigation options Code Issues Pull requests Actions Projects Security and quality Insights Replace ERA20C (retired) by ERA5 dataset#57 New issue Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community. Sign up for GitHub By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails. Already on GitHub? Sign in to your account Open hweifluids wants to merge 29 commits into MathEXLab:mainbase:main Choose a base branch Loading Loading from hweifluids:main Conversation 0 Commits 29 Checks 0 Files changed Uh oh! There was an error while loading. Please reload this page. Open Replace ERA20C (retired) by ERA5 dataset #57 Show file tree Hide file tree Changes from all commits Commits Show all changes 29 commits Select commit Hold shift + click to select a range b125d1a Fixing reassignment error for tutorial2 hweifluids Apr 17, 2025416c664 Add optional video generator for ipynb hweifluids Apr 17, 20255fa5f73 Add the animation for original data in Jupyter hweifluids Apr 17, 2025759ca99 Bug fixing hweifluids Apr 17, 2025969ffe0 Push more info in terminal hweifluids Apr 17, 202560b1098 Add more info push, and fixed bugs hweifluids Apr 17, 2025f0babf9 Create ERA5_2d.ipynb hweifluids Apr 17, 20257ceba08 Replace ERA20C by ERA5 hweifluids Apr 17, 2025b6b1407 Replace E20C by ERA5 hweifluids Apr 17, 20252f8c5f1 Replace ERA20C by ERA5 hweifluids Apr 17, 202559d492e Update ERA5_MEI_2D.ipynb hweifluids Apr 17, 20257e22a8e Replace ERA20C by ERA5 hweifluids Apr 17, 2025b31ae3d Add visualization for raw data hweifluids Apr 17, 2025ddbe0f6 Bug fix and saveDir change hweifluids Apr 17, 20250a3f38c Update tutorial1.ipynb hweifluids Apr 17, 202506438f5 Change statements of ERA5 from ERA20C hweifluids Apr 17, 2025d55492d Add pure py version for dataRetrieval hweifluids Apr 17, 2025a90845e Delete defaults for better freedom hweifluids Apr 17, 202515a66a4 Update README.md hweifluids Apr 17, 202597f8b91 Update ERA5_2d_dataRetrieval.ipynb hweifluids Apr 17, 202583b8a1f Replace ERA20C by ERA5 hweifluids Apr 18, 2025870ef64 Replace ERA20C by ERA5 hweifluids Apr 18, 2025a75ff4f Replace ERA20C by ERA5 hweifluids Apr 18, 20258cb3759 Replace statements of old dataset hweifluids Apr 18, 20259b74154 Draft the paper template hweifluids Apr 22, 2025d9b1ab8 Delete .github/workflows/draft-pdf.yml hweifluids Apr 22, 202591177a5 Fix incorrect path hweifluids Apr 24, 2025fdce8b2 Merge branch 'main' of https://github.com/hweifluids/PySPOD hweifluids Apr 24, 20250a3dde0 Update ERA5_3d_dataRetrieval.ipynb hweifluids Jun 13, 2025 File filter Filter by extension Filter by extension .ipynb (8) .md (1) .py (8) .yaml (1) All 4 file types selected Deleted files Viewed files Clear filters Conversations Failed to load comments. 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Diff view Unified Split Hide whitespace Diff view Unified Split Hide whitespace tests/data/input_tutorial1.yaml input_tutorial1.yaml tutorials/README.md README.md tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py E20C_MONTHLYMEAN00_1900_2010_MEI.py tutorials/climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb ERA20C_MEI_2D.ipynb tutorials/climate/ERA20C_QBO_3D/E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py tutorials/climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb ERA20C_QBO_3D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.ipynb ERA5_2d_dataRetrieval.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.py ERA5_2d_dataRetrieval.py tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb ERA5_MEI_2D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.py ERA5_MEI_2D.py tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.ipynb ERA5_3d_dataRetrieval.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.py ERA5_3d_dataRetrieval.py tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb ERA5_QBO_3D.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.py ERA5_QBO_3D.py tutorials/tutorial1/tutorial1.ipynb tutorial1.ipynb tutorials/tutorial1/tutorial1.py tutorial1.py tutorials/tutorial2/tutorial2.ipynb tutorial2.ipynb tutorials/tutorial2/tutorial2.py tutorial2.py There are no files selected for viewing 2 changes: 1 addition & 1 deletion 2 tests/data/input_tutorial1.yaml Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -14,5 +14,5 @@ optional: - reuse_blocks : False - savefft : False - dtype : 'double' - savedir : 'spod_results' - savedir : 'results' - fullspectrum : False 8 changes: 4 additions & 4 deletions 8 tutorials/README.md Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -24,19 +24,19 @@ aim to capture the Madden-Julian Oscillation (MJO). ### Climate #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb) #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in multivariate 2D data. In particular, we seek to identify the multivariate ENSO index (MEI). The data is composed by the following monthly-averaged variables: mean sea level pressure (MSL), zonal component of the surface wind (U10), meridional component of the surface wind (V10), sea surface temperature (SST), 2-meter temperature (T2M), and total cloud cover (TCC), on a 2D longitude-latitude grid. #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb) #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in univariate 3D data. In particular, we seek to identify the Quasi-Biennial Oscillation (QBO). The data is composed by the monthly-averages of the zonal-mean zonal winds Expand Down 45 changes: 0 additions & 45 deletions 45 tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py Show comments View file Open in desktop This file was deleted. Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. Loading Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. 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Footer navigation Terms Privacy Security Status Community Docs Contact You can’t perform that action at this time. , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + ' Skip to contentNavigation Menu Sign inAppearance settings AI CODE CREATIONGitHub CopilotWrite better code with AI GitHub Copilot appDirect agents from issue to merge MCP RegistryIntegrate external tools DEVELOPER WORKFLOWSActionsAutomate any workflow CodespacesInstant dev environments IssuesPlan and track work Code ReviewManage code changes Code QualityEnforce quality at merge APPLICATION SECURITYGitHub Advanced SecurityFind and fix vulnerabilities Code securitySecure your code as you build Secret protectionStop leaks before they start EXPLOREWhy GitHub Documentation Blog Changelog Marketplace View all features BY COMPANY SIZEEnterprises Small and medium teams Startups Nonprofits BY USE CASEApp Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRYHealthcare Financial services Manufacturing Government View all industries View all solutions EXPLORE BY TOPICAI Software Development DevOps Security View all topics EXPLORE BY TYPECustomer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICESDocumentation Customer support Community forum Trust center Partners View all resources COMMUNITYGitHub SponsorsFund open source developers PROGRAMSSecurity Lab Maintainer Community GitHub Stars Archive Program REPOSITORIESTopics Trending Collections ENTERPRISE SOLUTIONSEnterprise platformAI-powered developer platform AVAILABLE ADD-ONSGitHub Advanced SecurityEnterprise-grade security features Copilot for BusinessEnterprise-grade AI features Premium SupportEnterprise-grade 24/7 support Pricing Sign in Sign upAppearance settings You signed in with another tab or window. Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert Uh oh! There was an error while loading. Please reload this page. MathEXLab /PySPODPublic Notifications You must be signed in to change notification settings Fork 37 Star 128 Code Issues11 Pull requests2 Actions Projects Security and quality0 Insights Additional navigation options Code Issues Pull requests Actions Projects Security and quality Insights Replace ERA20C (retired) by ERA5 dataset#57 New issue Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community. Sign up for GitHub By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails. Already on GitHub? Sign in to your account Open hweifluids wants to merge 29 commits into MathEXLab:mainbase:main Choose a base branch Loading Loading from hweifluids:main Conversation 0 Commits 29 Checks 0 Files changed Uh oh! There was an error while loading. Please reload this page. Open Replace ERA20C (retired) by ERA5 dataset #57 Show file tree Hide file tree Changes from all commits Commits Show all changes 29 commits Select commit Hold shift + click to select a range b125d1a Fixing reassignment error for tutorial2 hweifluids Apr 17, 2025416c664 Add optional video generator for ipynb hweifluids Apr 17, 20255fa5f73 Add the animation for original data in Jupyter hweifluids Apr 17, 2025759ca99 Bug fixing hweifluids Apr 17, 2025969ffe0 Push more info in terminal hweifluids Apr 17, 202560b1098 Add more info push, and fixed bugs hweifluids Apr 17, 2025f0babf9 Create ERA5_2d.ipynb hweifluids Apr 17, 20257ceba08 Replace ERA20C by ERA5 hweifluids Apr 17, 2025b6b1407 Replace E20C by ERA5 hweifluids Apr 17, 20252f8c5f1 Replace ERA20C by ERA5 hweifluids Apr 17, 202559d492e Update ERA5_MEI_2D.ipynb hweifluids Apr 17, 20257e22a8e Replace ERA20C by ERA5 hweifluids Apr 17, 2025b31ae3d Add visualization for raw data hweifluids Apr 17, 2025ddbe0f6 Bug fix and saveDir change hweifluids Apr 17, 20250a3f38c Update tutorial1.ipynb hweifluids Apr 17, 202506438f5 Change statements of ERA5 from ERA20C hweifluids Apr 17, 2025d55492d Add pure py version for dataRetrieval hweifluids Apr 17, 2025a90845e Delete defaults for better freedom hweifluids Apr 17, 202515a66a4 Update README.md hweifluids Apr 17, 202597f8b91 Update ERA5_2d_dataRetrieval.ipynb hweifluids Apr 17, 202583b8a1f Replace ERA20C by ERA5 hweifluids Apr 18, 2025870ef64 Replace ERA20C by ERA5 hweifluids Apr 18, 2025a75ff4f Replace ERA20C by ERA5 hweifluids Apr 18, 20258cb3759 Replace statements of old dataset hweifluids Apr 18, 20259b74154 Draft the paper template hweifluids Apr 22, 2025d9b1ab8 Delete .github/workflows/draft-pdf.yml hweifluids Apr 22, 202591177a5 Fix incorrect path hweifluids Apr 24, 2025fdce8b2 Merge branch 'main' of https://github.com/hweifluids/PySPOD hweifluids Apr 24, 20250a3dde0 Update ERA5_3d_dataRetrieval.ipynb hweifluids Jun 13, 2025 File filter Filter by extension Filter by extension .ipynb (8) .md (1) .py (8) .yaml (1) All 4 file types selected Deleted files Viewed files Clear filters Conversations Failed to load comments. 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Diff view Unified Split Hide whitespace Diff view Unified Split Hide whitespace tests/data/input_tutorial1.yaml input_tutorial1.yaml tutorials/README.md README.md tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py E20C_MONTHLYMEAN00_1900_2010_MEI.py tutorials/climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb ERA20C_MEI_2D.ipynb tutorials/climate/ERA20C_QBO_3D/E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py tutorials/climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb ERA20C_QBO_3D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.ipynb ERA5_2d_dataRetrieval.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.py ERA5_2d_dataRetrieval.py tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb ERA5_MEI_2D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.py ERA5_MEI_2D.py tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.ipynb ERA5_3d_dataRetrieval.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.py ERA5_3d_dataRetrieval.py tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb ERA5_QBO_3D.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.py ERA5_QBO_3D.py tutorials/tutorial1/tutorial1.ipynb tutorial1.ipynb tutorials/tutorial1/tutorial1.py tutorial1.py tutorials/tutorial2/tutorial2.ipynb tutorial2.ipynb tutorials/tutorial2/tutorial2.py tutorial2.py There are no files selected for viewing 2 changes: 1 addition & 1 deletion 2 tests/data/input_tutorial1.yaml Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -14,5 +14,5 @@ optional: - reuse_blocks : False - savefft : False - dtype : 'double' - savedir : 'spod_results' - savedir : 'results' - fullspectrum : False 8 changes: 4 additions & 4 deletions 8 tutorials/README.md Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -24,19 +24,19 @@ aim to capture the Madden-Julian Oscillation (MJO). ### Climate #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb) #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in multivariate 2D data. In particular, we seek to identify the multivariate ENSO index (MEI). The data is composed by the following monthly-averaged variables: mean sea level pressure (MSL), zonal component of the surface wind (U10), meridional component of the surface wind (V10), sea surface temperature (SST), 2-meter temperature (T2M), and total cloud cover (TCC), on a 2D longitude-latitude grid. #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb) #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in univariate 3D data. In particular, we seek to identify the Quasi-Biennial Oscillation (QBO). The data is composed by the monthly-averages of the zonal-mean zonal winds Expand Down 45 changes: 0 additions & 45 deletions 45 tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py Show comments View file Open in desktop This file was deleted. Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. Loading Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. 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Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert Uh oh! There was an error while loading. Please reload this page. MathEXLab /PySPODPublic Notifications You must be signed in to change notification settings Fork 37 Star 128 Code Issues11 Pull requests2 Actions Projects Security and quality0 Insights Additional navigation options Code Issues Pull requests Actions Projects Security and quality Insights Replace ERA20C (retired) by ERA5 dataset#57 New issue Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community. Sign up for GitHub By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails. Already on GitHub? Sign in to your account Open hweifluids wants to merge 29 commits into MathEXLab:mainbase:main Choose a base branch Loading Loading from hweifluids:main Conversation 0 Commits 29 Checks 0 Files changed Uh oh! There was an error while loading. Please reload this page. Open Replace ERA20C (retired) by ERA5 dataset #57 Show file tree Hide file tree Changes from all commits Commits Show all changes 29 commits Select commit Hold shift + click to select a range b125d1a Fixing reassignment error for tutorial2 hweifluids Apr 17, 2025416c664 Add optional video generator for ipynb hweifluids Apr 17, 20255fa5f73 Add the animation for original data in Jupyter hweifluids Apr 17, 2025759ca99 Bug fixing hweifluids Apr 17, 2025969ffe0 Push more info in terminal hweifluids Apr 17, 202560b1098 Add more info push, and fixed bugs hweifluids Apr 17, 2025f0babf9 Create ERA5_2d.ipynb hweifluids Apr 17, 20257ceba08 Replace ERA20C by ERA5 hweifluids Apr 17, 2025b6b1407 Replace E20C by ERA5 hweifluids Apr 17, 20252f8c5f1 Replace ERA20C by ERA5 hweifluids Apr 17, 202559d492e Update ERA5_MEI_2D.ipynb hweifluids Apr 17, 20257e22a8e Replace ERA20C by ERA5 hweifluids Apr 17, 2025b31ae3d Add visualization for raw data hweifluids Apr 17, 2025ddbe0f6 Bug fix and saveDir change hweifluids Apr 17, 20250a3f38c Update tutorial1.ipynb hweifluids Apr 17, 202506438f5 Change statements of ERA5 from ERA20C hweifluids Apr 17, 2025d55492d Add pure py version for dataRetrieval hweifluids Apr 17, 2025a90845e Delete defaults for better freedom hweifluids Apr 17, 202515a66a4 Update README.md hweifluids Apr 17, 202597f8b91 Update ERA5_2d_dataRetrieval.ipynb hweifluids Apr 17, 202583b8a1f Replace ERA20C by ERA5 hweifluids Apr 18, 2025870ef64 Replace ERA20C by ERA5 hweifluids Apr 18, 2025a75ff4f Replace ERA20C by ERA5 hweifluids Apr 18, 20258cb3759 Replace statements of old dataset hweifluids Apr 18, 20259b74154 Draft the paper template hweifluids Apr 22, 2025d9b1ab8 Delete .github/workflows/draft-pdf.yml hweifluids Apr 22, 202591177a5 Fix incorrect path hweifluids Apr 24, 2025fdce8b2 Merge branch 'main' of https://github.com/hweifluids/PySPOD hweifluids Apr 24, 20250a3dde0 Update ERA5_3d_dataRetrieval.ipynb hweifluids Jun 13, 2025 File filter Filter by extension Filter by extension .ipynb (8) .md (1) .py (8) .yaml (1) All 4 file types selected Deleted files Viewed files Clear filters Conversations Failed to load comments. 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Diff view Unified Split Hide whitespace Diff view Unified Split Hide whitespace tests/data/input_tutorial1.yaml input_tutorial1.yaml tutorials/README.md README.md tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py E20C_MONTHLYMEAN00_1900_2010_MEI.py tutorials/climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb ERA20C_MEI_2D.ipynb tutorials/climate/ERA20C_QBO_3D/E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py tutorials/climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb ERA20C_QBO_3D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.ipynb ERA5_2d_dataRetrieval.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.py ERA5_2d_dataRetrieval.py tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb ERA5_MEI_2D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.py ERA5_MEI_2D.py tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.ipynb ERA5_3d_dataRetrieval.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.py ERA5_3d_dataRetrieval.py tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb ERA5_QBO_3D.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.py ERA5_QBO_3D.py tutorials/tutorial1/tutorial1.ipynb tutorial1.ipynb tutorials/tutorial1/tutorial1.py tutorial1.py tutorials/tutorial2/tutorial2.ipynb tutorial2.ipynb tutorials/tutorial2/tutorial2.py tutorial2.py There are no files selected for viewing 2 changes: 1 addition & 1 deletion 2 tests/data/input_tutorial1.yaml Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -14,5 +14,5 @@ optional: - reuse_blocks : False - savefft : False - dtype : 'double' - savedir : 'spod_results' - savedir : 'results' - fullspectrum : False 8 changes: 4 additions & 4 deletions 8 tutorials/README.md Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -24,19 +24,19 @@ aim to capture the Madden-Julian Oscillation (MJO). ### Climate #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb) #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in multivariate 2D data. In particular, we seek to identify the multivariate ENSO index (MEI). The data is composed by the following monthly-averaged variables: mean sea level pressure (MSL), zonal component of the surface wind (U10), meridional component of the surface wind (V10), sea surface temperature (SST), 2-meter temperature (T2M), and total cloud cover (TCC), on a 2D longitude-latitude grid. #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb) #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in univariate 3D data. In particular, we seek to identify the Quasi-Biennial Oscillation (QBO). The data is composed by the monthly-averages of the zonal-mean zonal winds Expand Down 45 changes: 0 additions & 45 deletions 45 tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py Show comments View file Open in desktop This file was deleted. Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. Loading Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. 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Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert Uh oh! There was an error while loading. Please reload this page. MathEXLab /PySPODPublic Notifications You must be signed in to change notification settings Fork 37 Star 128 Code Issues11 Pull requests2 Actions Projects Security and quality0 Insights Additional navigation options Code Issues Pull requests Actions Projects Security and quality Insights Replace ERA20C (retired) by ERA5 dataset#57 New issue Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community. Sign up for GitHub By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails. Already on GitHub? Sign in to your account Open hweifluids wants to merge 29 commits into MathEXLab:mainbase:main Choose a base branch Loading Loading from hweifluids:main Conversation 0 Commits 29 Checks 0 Files changed Uh oh! There was an error while loading. Please reload this page. Open Replace ERA20C (retired) by ERA5 dataset #57 Show file tree Hide file tree Changes from all commits Commits Show all changes 29 commits Select commit Hold shift + click to select a range b125d1a Fixing reassignment error for tutorial2 hweifluids Apr 17, 2025416c664 Add optional video generator for ipynb hweifluids Apr 17, 20255fa5f73 Add the animation for original data in Jupyter hweifluids Apr 17, 2025759ca99 Bug fixing hweifluids Apr 17, 2025969ffe0 Push more info in terminal hweifluids Apr 17, 202560b1098 Add more info push, and fixed bugs hweifluids Apr 17, 2025f0babf9 Create ERA5_2d.ipynb hweifluids Apr 17, 20257ceba08 Replace ERA20C by ERA5 hweifluids Apr 17, 2025b6b1407 Replace E20C by ERA5 hweifluids Apr 17, 20252f8c5f1 Replace ERA20C by ERA5 hweifluids Apr 17, 202559d492e Update ERA5_MEI_2D.ipynb hweifluids Apr 17, 20257e22a8e Replace ERA20C by ERA5 hweifluids Apr 17, 2025b31ae3d Add visualization for raw data hweifluids Apr 17, 2025ddbe0f6 Bug fix and saveDir change hweifluids Apr 17, 20250a3f38c Update tutorial1.ipynb hweifluids Apr 17, 202506438f5 Change statements of ERA5 from ERA20C hweifluids Apr 17, 2025d55492d Add pure py version for dataRetrieval hweifluids Apr 17, 2025a90845e Delete defaults for better freedom hweifluids Apr 17, 202515a66a4 Update README.md hweifluids Apr 17, 202597f8b91 Update ERA5_2d_dataRetrieval.ipynb hweifluids Apr 17, 202583b8a1f Replace ERA20C by ERA5 hweifluids Apr 18, 2025870ef64 Replace ERA20C by ERA5 hweifluids Apr 18, 2025a75ff4f Replace ERA20C by ERA5 hweifluids Apr 18, 20258cb3759 Replace statements of old dataset hweifluids Apr 18, 20259b74154 Draft the paper template hweifluids Apr 22, 2025d9b1ab8 Delete .github/workflows/draft-pdf.yml hweifluids Apr 22, 202591177a5 Fix incorrect path hweifluids Apr 24, 2025fdce8b2 Merge branch 'main' of https://github.com/hweifluids/PySPOD hweifluids Apr 24, 20250a3dde0 Update ERA5_3d_dataRetrieval.ipynb hweifluids Jun 13, 2025 File filter Filter by extension Filter by extension .ipynb (8) .md (1) .py (8) .yaml (1) All 4 file types selected Deleted files Viewed files Clear filters Conversations Failed to load comments. 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Diff view Unified Split Hide whitespace Diff view Unified Split Hide whitespace tests/data/input_tutorial1.yaml input_tutorial1.yaml tutorials/README.md README.md tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py E20C_MONTHLYMEAN00_1900_2010_MEI.py tutorials/climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb ERA20C_MEI_2D.ipynb tutorials/climate/ERA20C_QBO_3D/E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py tutorials/climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb ERA20C_QBO_3D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.ipynb ERA5_2d_dataRetrieval.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.py ERA5_2d_dataRetrieval.py tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb ERA5_MEI_2D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.py ERA5_MEI_2D.py tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.ipynb ERA5_3d_dataRetrieval.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.py ERA5_3d_dataRetrieval.py tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb ERA5_QBO_3D.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.py ERA5_QBO_3D.py tutorials/tutorial1/tutorial1.ipynb tutorial1.ipynb tutorials/tutorial1/tutorial1.py tutorial1.py tutorials/tutorial2/tutorial2.ipynb tutorial2.ipynb tutorials/tutorial2/tutorial2.py tutorial2.py There are no files selected for viewing 2 changes: 1 addition & 1 deletion 2 tests/data/input_tutorial1.yaml Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -14,5 +14,5 @@ optional: - reuse_blocks : False - savefft : False - dtype : 'double' - savedir : 'spod_results' - savedir : 'results' - fullspectrum : False 8 changes: 4 additions & 4 deletions 8 tutorials/README.md Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -24,19 +24,19 @@ aim to capture the Madden-Julian Oscillation (MJO). ### Climate #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb) #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in multivariate 2D data. In particular, we seek to identify the multivariate ENSO index (MEI). The data is composed by the following monthly-averaged variables: mean sea level pressure (MSL), zonal component of the surface wind (U10), meridional component of the surface wind (V10), sea surface temperature (SST), 2-meter temperature (T2M), and total cloud cover (TCC), on a 2D longitude-latitude grid. #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb) #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in univariate 3D data. In particular, we seek to identify the Quasi-Biennial Oscillation (QBO). The data is composed by the monthly-averages of the zonal-mean zonal winds Expand Down 45 changes: 0 additions & 45 deletions 45 tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py Show comments View file Open in desktop This file was deleted. Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. Loading Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. 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Open Replace ERA20C (retired) by ERA5 dataset #57 Show file tree Hide file tree Changes from all commits Commits Show all changes 29 commits Select commit Hold shift + click to select a range b125d1a Fixing reassignment error for tutorial2 hweifluids Apr 17, 2025416c664 Add optional video generator for ipynb hweifluids Apr 17, 20255fa5f73 Add the animation for original data in Jupyter hweifluids Apr 17, 2025759ca99 Bug fixing hweifluids Apr 17, 2025969ffe0 Push more info in terminal hweifluids Apr 17, 202560b1098 Add more info push, and fixed bugs hweifluids Apr 17, 2025f0babf9 Create ERA5_2d.ipynb hweifluids Apr 17, 20257ceba08 Replace ERA20C by ERA5 hweifluids Apr 17, 2025b6b1407 Replace E20C by ERA5 hweifluids Apr 17, 20252f8c5f1 Replace ERA20C by ERA5 hweifluids Apr 17, 202559d492e Update ERA5_MEI_2D.ipynb hweifluids Apr 17, 20257e22a8e Replace ERA20C by ERA5 hweifluids Apr 17, 2025b31ae3d Add visualization for raw data hweifluids Apr 17, 2025ddbe0f6 Bug fix and saveDir change hweifluids Apr 17, 20250a3f38c Update tutorial1.ipynb hweifluids Apr 17, 202506438f5 Change statements of ERA5 from ERA20C hweifluids Apr 17, 2025d55492d Add pure py version for dataRetrieval hweifluids Apr 17, 2025a90845e Delete defaults for better freedom hweifluids Apr 17, 202515a66a4 Update README.md hweifluids Apr 17, 202597f8b91 Update ERA5_2d_dataRetrieval.ipynb hweifluids Apr 17, 202583b8a1f Replace ERA20C by ERA5 hweifluids Apr 18, 2025870ef64 Replace ERA20C by ERA5 hweifluids Apr 18, 2025a75ff4f Replace ERA20C by ERA5 hweifluids Apr 18, 20258cb3759 Replace statements of old dataset hweifluids Apr 18, 20259b74154 Draft the paper template hweifluids Apr 22, 2025d9b1ab8 Delete .github/workflows/draft-pdf.yml hweifluids Apr 22, 202591177a5 Fix incorrect path hweifluids Apr 24, 2025fdce8b2 Merge branch 'main' of https://github.com/hweifluids/PySPOD hweifluids Apr 24, 20250a3dde0 Update ERA5_3d_dataRetrieval.ipynb hweifluids Jun 13, 2025 File filter Filter by extension Filter by extension .ipynb (8) .md (1) .py (8) .yaml (1) All 4 file types selected Deleted files Viewed files Clear filters Conversations Failed to load comments. 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Diff view Unified Split Hide whitespace Diff view Unified Split Hide whitespace tests/data/input_tutorial1.yaml input_tutorial1.yaml tutorials/README.md README.md tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py E20C_MONTHLYMEAN00_1900_2010_MEI.py tutorials/climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb ERA20C_MEI_2D.ipynb tutorials/climate/ERA20C_QBO_3D/E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py E20C_MONTHLYMEAN00_1900_2010_U131128_3D.py tutorials/climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb ERA20C_QBO_3D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.ipynb ERA5_2d_dataRetrieval.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_2d_dataRetrieval.py ERA5_2d_dataRetrieval.py tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb ERA5_MEI_2D.ipynb tutorials/climate/ERA5_MEI_2D/ERA5_MEI_2D.py ERA5_MEI_2D.py tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.ipynb ERA5_3d_dataRetrieval.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_3d_dataRetrieval.py ERA5_3d_dataRetrieval.py tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb ERA5_QBO_3D.ipynb tutorials/climate/ERA5_QBO_3D/ERA5_QBO_3D.py ERA5_QBO_3D.py tutorials/tutorial1/tutorial1.ipynb tutorial1.ipynb tutorials/tutorial1/tutorial1.py tutorial1.py tutorials/tutorial2/tutorial2.ipynb tutorial2.ipynb tutorials/tutorial2/tutorial2.py tutorial2.py There are no files selected for viewing 2 changes: 1 addition & 1 deletion 2 tests/data/input_tutorial1.yaml Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -14,5 +14,5 @@ optional: - reuse_blocks : False - savefft : False - dtype : 'double' - savedir : 'spod_results' - savedir : 'results' - fullspectrum : False 8 changes: 4 additions & 4 deletions 8 tutorials/README.md Show comments View file Open in desktop Original file line number Diff line number Diff line change Expand Up @@ -24,19 +24,19 @@ aim to capture the Madden-Julian Oscillation (MJO). ### Climate #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA20C_MEI_2D/ERA20C_MEI_2D.ipynb) #### [Tutorial: 2D Multivariate ENSO Index](climate/ERA5_MEI_2D/ERA5_MEI_2D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in multivariate 2D data. In particular, we seek to identify the multivariate ENSO index (MEI). The data is composed by the following monthly-averaged variables: mean sea level pressure (MSL), zonal component of the surface wind (U10), meridional component of the surface wind (V10), sea surface temperature (SST), 2-meter temperature (T2M), and total cloud cover (TCC), on a 2D longitude-latitude grid. #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA20C_QBO_3D/ERA20C_QBO_3D.ipynb) #### [Tutorial: 3D Quasi-Biennial Oscillation](climate/ERA5_QBO_3D/ERA5_QBO_3D.ipynb) This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA20C), This tutorial shows how to download data from an ECMWF reanalysis dataset (ERA5), and use **PySPOD** to identify spatio-temporal coherent structured in univariate 3D data. In particular, we seek to identify the Quasi-Biennial Oscillation (QBO). The data is composed by the monthly-averages of the zonal-mean zonal winds Expand Down 45 changes: 0 additions & 45 deletions 45 tutorials/climate/ERA20C_MEI_2D/E20C_MONTHLYMEAN00_1900_2010_MEI.py Show comments View file Open in desktop This file was deleted. Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. Loading Oops, something went wrong. Uh oh! There was an error while loading. Please reload this page. 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