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Fix polygon get historical prices #679

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merged 2 commits into from
Jan 10, 2025

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@brettelliot brettelliot commented Jan 10, 2025

Description by Korbit AI

What change is being made?

Modify the get_missing_dates function within polygon_helper.py to include dates with NaN values as missing and update relevant unit tests accordingly.

Why are these changes being made?

These changes address an issue where dates with NaN values were not considered "missing" for infrequently traded assets, thus ensuring data completeness by querying such dates again. The updated tests also now accurately reflect changes in the behavior of caching within get_price_data_from_polygon.

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@brettelliot brettelliot requested a review from grzesir as a code owner January 10, 2025 00:46
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@brettelliot brettelliot merged commit 263d3c1 into be-dev Jan 10, 2025
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Review by Korbit AI

Korbit automatically attempts to detect when you fix issues in new commits.
Category Issue Fix Detected
Functionality Over-querying for legitimate no-trade days ▹ view
Files scanned
File Path Reviewed
lumibot/tools/polygon_helper.py

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Comment on lines +414 to +416
# Find any dates with nan values in the df_all DataFrame. This happens for some infrequently traded assets, but
# it is difficult to know if the data is actually missing or if it is just infrequent trading, query for it again.
missing_dates += df_all[df_all.isnull().all(axis=1)].index.date.tolist()
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Over-querying for legitimate no-trade days category Functionality

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What is the issue?

The code treats all days with null values as missing data that needs to be re-queried, but for infrequently traded assets, these null values might legitimately represent days with no trading activity.

Why this matters

This could lead to unnecessary API calls to Polygon for dates that genuinely had no trading activity, potentially hitting rate limits and slowing down the data retrieval process without adding any valuable data.

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@brettelliot brettelliot deleted the fix-polygon-get-historical-prices branch January 22, 2025 02:06
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