patch-broken-dag-airqo-measurements

[AnthonyByansi]

WHAT DOES THIS PR DO? reverts the DAG to the previous version to address issues caused by invalid arguments passed to the GreatExpectationsOperator

I apologize 🤦‍♂️ for any inconvenience this may have caused to the production environment. in the future, I plan to use Python callables for handling task arguments and configurations

Summary by CodeRabbit

• Refactor

  • Simplified the processing workflow by removing redundant validation tasks for schema, data quality, uniqueness integrity, temporal consistency, completeness, referential integrity, and range validation.
  • Streamlined data processing with updated steps: data calibration, loading, and sending hourly measurements to the API and message broker.

• Improvement

  • Enhanced data processing efficiency by reducing the number of validation tasks and optimizing task dependencies.

[coderabbitai[bot]]

Walkthrough

## Walkthrough In the `airqo_measurements.py` file, the Great ExpectationsOperator tasks related to various data validations have been removed. The DAG now focuses on processing `calibrated_data` through functions like `calibrate_data`, `load`, `send_hourly_measurements_to_api`, and `send_hourly_measurements_to_message_broker`. Other functions like `extract_raw_data`, `clean_data_raw_data`, and `map_site_ids` have also been modified in flow and usage. ## Changes | File | Change Summary | |---------------------------------|----------------------------------------------------------------------------------------------------| | src/workflows/dags/airqo_measurements.py | Removed Great ExpectationsOperator tasks and their dependencies. Modified the flow for data processing functions. | ## Sequence Diagram(s) ```mermaid sequenceDiagram participant RawData as extract_raw_data participant CleanData as clean_data_raw_data participant DeviceLogs as extract_device_deployment_logs participant MapSites as map_site_ids participant Calibrate as calibrate_data participant LoadData as load participant API as send_hourly_measurements_to_api participant Broker as send_hourly_measurements_to_message_broker RawData ->> CleanData: Extract and clean raw data CleanData ->> DeviceLogs: Extract device deployment logs DeviceLogs ->> MapSites: Map site IDs MapSites ->> Calibrate: Calibrate data Calibrate ->> LoadData: Load calibrated data LoadData ->> API: Send hourly measurements to API LoadData ->> Broker: Send hourly measurements to message broker ``` ## Poem > In the code, a change so bright, 🎨 > Data flows with greater might. > Validators now bid adieu, 👋 > Calibrations see us through. > To API and Broker, data flies, > Under clearer, simpler skies. ☁️ > Here's to progress, neat and new! 🚀

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[codecov[bot]]

Codecov Report

All modified and coverable lines are covered by tests :white_check_mark:

Project coverage is 30.26%. Comparing base (7afe17c) to head (1daa1c2).

Additional details and impacted files

[](https://app.codecov.io/gh/airqo-platform/AirQo-api/pull/3274?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=airqo-platform) ```diff @@ Coverage Diff @@ ## staging #3274 +/- ## ======================================== Coverage 30.26% 30.26% ======================================== Files 184 184 Lines 24522 24522 Branches 3209 3209 ======================================== Hits 7421 7421 Misses 16987 16987 Partials 114 114 ```