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MVP1 seismic workflow notebooks - #5

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asifashraf060 wants to merge 12 commits into
EarthScope:mainfrom
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MVP1 seismic workflow notebooks#5
asifashraf060 wants to merge 12 commits into
EarthScope:mainfrom
asifashraf060:main

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This pull request adds two MVP1 seismic workflow notebooks for the cloud on-ramp project. Together, they guide learners through a realistic seismic workflow: data discovery, station selection, waveform retrieval, inspection, preprocessing, visualization, and staging processed waveform products.

Notes for reviewers:

  1. The notebooks are designed as a connected sequence; outputs from Notebook 1 are used in Notebook 2.
  2. The code is intentionally written for learner clarity rather than maximum efficiency.
  3. Sections are numbered to help learners navigate the workflow.
  4. Some topics refer to Cloud Foundations material, so learners may need that background before starting.
  5. No external links are currently included.

@asifashraf060
asifashraf060 marked this pull request as ready for review July 3, 2026 02:33
@asifashraf060
asifashraf060 marked this pull request as draft July 7, 2026 23:06
"\n",
"### MVP1 focus: Data discovery, dataset selection, data retrieval, and data storage"
]
},

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Please include the header block from the template with author (you!), maintainer (EarthScope OnRamp Group), maintainer contact (help@earthscope.org), version, geolab resources, etc.

"\n",
"In a traditional local setting, researchers often begin by downloading waveform files before they know which data are most useful. That can lead to repeated downloads, local file management, and unnecessary storage use when the event, station list, channel, or time window changes.\n",
"\n",
"GeoLab supports a more efficient cloud-based workflow. Instead of downloading everything first, we can explore metadata, test data availability, retrieve only the waveform windows we need, and save lightweight products that make the workflow easier to repeat and share. This “explore first, download less” approach is especially useful for seismic data because waveform archives can be large, while the metadata needed for early decision-making is much smaller.\n",

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Add a motivating mention about how this can later (not in this exercise) scale to analysis of larger-than-memory datasets and faster processing, better than traditional methods.

"- access to EarthScope GeoLab and a running JupyterLab session;\n",
"- basic familiarity with Python;\n",
"- basic familiarity with seismic data processing including `obspy`;\n",
"- a GeoLab environment with the following Python packages available: `obspy`, `pandas`, `matplotlib`, `cartopy`, and `json`;\n",

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delete this line, specify the environment in the header section of the template.

"- basic familiarity with seismic data processing including `obspy`;\n",
"- a GeoLab environment with the following Python packages available: `obspy`, `pandas`, `matplotlib`, `cartopy`, and `json`;\n",
"\n",
"No previous notebook in this seismic notebook sequence is required. This is **Notebook 1**. For additional background, it is encouraged to review the **Cloud Foundations** notebook series, before or alongside this notebook.\n",

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Change this to "...review the Cloud Foundations online module [add link to docs page]"

},
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",

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I get the text output, but then an error on the visualization ,
"GEOSException: IllegalArgumentException: Points of LinearRing do not form a closed linestring"

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Please confirm, this is generated when someone runs the notebook, and does not need to be included alongside the files in the merge request?

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Please confirm, this is generated when someone runs the notebook, and does not need to be included alongside the files in the merge request?

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Please confirm, this is generated when someone runs the notebook, and does not need to be included alongside the files in the merge request?

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Please confirm, this is generated when someone runs the notebook, and does not need to be included alongside the files in the merge request?

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Please confirm, this is generated when someone runs the notebook, and does not need to be included alongside the files in the merge request?

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