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Issue: Fix NDVI collection when start_date doesn't have data #26

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lahoz opened this issue Jun 28, 2022 · 0 comments
Open

Issue: Fix NDVI collection when start_date doesn't have data #26

lahoz opened this issue Jun 28, 2022 · 0 comments

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@lahoz
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lahoz commented Jun 28, 2022

Since the NDVI dataset only has data at 16-day intervals, if the set start_date for data collection doesn't have data, there will be no values collected until the next period. For example:

  • Let's say NDVI data is available on Jan. 1, Jan. 17, Feb. 2, so on and so forth.
  • If feature generation start date is Jan. 2, Jan. 2-16 will have null values (since we don't collect for Jan. 1, and there's nothing to forward fill).

Proposed solutions

  • Force NDVI collection to start 16 days earlier to guarantee that data from start_date onwards will be filled
  • Include collection for missing data in NDVI preprocessing script
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