feat: add SMSL link, update code for SMSL

wildintellect commented 1 year ago

Needed to make several changes to the notebook for compatibility with SageMaker Studio Lab #4

Ask for AWS creds to do cross region Requester Pays,
cleanup imports for SMSL that doesn't rely on conda, using pip for now, removing stackstac, folium, geopandas, adding boto3

TODO:

[x] Remove references to Pangeo Notebook
[x] Add to Readme warnings about running in same region when scaling analysis

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jjfrench commented on 2023-04-17T15:15:24Z ----------------------------------------------------------------

In addition to additional steps for handling large data volumes, we also need to handle the fact that data requesters need to pay for the Sentinel-1 imagery. To do this, we can use a context manager and the rasterio.Env function to specify that we will pay for the data transfer cost.

"In addition to additional steps for handling large data volumes," -> "Additionally,"

You will need an AWS account and have a method to obtain security credentials with an ID and Key for use with that account. The s3 bucket is requester-pays, and as long as requests are within the same region, requesters only pay for GET requests, no cross region data transfer or egress costs. To discern if a dataset is requester-pays, consult the dataset page on AWS Open Data, like this description for example: https://registry.opendata.aws/sentinel-1/ In this example Sentinel 1 is in the eu-central-1 and SageMaker Studio Lab is currently in us-east-2, so this notebook should be used for limited testing.

"The s3 bucket is requester-pays" -> "The Sentinel-1 bucket is requester-pays"

"no cross region data transfer or..." -> "no cross-region data transfer or..."

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jjfrench commented on 2023-04-17T15:15:26Z ----------------------------------------------------------------

Line #1.    # Read a example GRD file's level 2 overviews

# Read an example GRD file's level 2 overviews

or

# Read a GRD file's level 2 overviews

jjfrench commented 1 year ago

Just a couple of minor text suggestions in the notebook, otherwise lgtm

developmentseed / asdi-examples

feat: add SMSL link, update code for SMSL #6