Closed polux0 closed 2 months ago
The updates enhance the Discord ETL process by incorporating new modules for data extraction, transformation, and loading. Key additions include the FetchDiscordPlatforms
class for platform data retrieval and the Analyzer
class for data analysis. These changes streamline the ETL workflow, making it more efficient, and introduce new functionalities for handling raw data and members' information.
Files/Modules | Change Summary |
---|---|
dags/analyzer_helper/discord/discord_analyze.py |
Introduced Analyzer class with an analyze method (currently not implemented). |
dags/analyzer_helper/discord/discord_transform_raw_data.py |
Added DiscordTransformRawData class for transforming raw Discord data with multiple methods. |
dags/analyzer_helper/discord/fetch_discord_platforms.py |
Added FetchDiscordPlatforms class for fetching Discord platform data from MongoDB. |
dags/analyzer_helper/tests/unit/test_discord_analyzer.py |
Added unit tests for Analyzer class's analyze method. |
dags/analyzer_helper/tests/integration/test_integration_fetch_discord_platforms.py |
Added integration tests for FetchDiscordPlatforms class covering various scenarios. |
dags/discord_analyzer_etl.py |
Updated ETL process, added new classes, modified functions to include extraction, transformation, and analysis steps. |
sequenceDiagram
participant ETL as DiscordETL
participant Fetch as FetchDiscordPlatforms
participant Trans as DiscordTransformRawData
participant Load as DiscordLoadTransformedData
participant Analyzer as Analyzer
ETL->>+Fetch: fetch_discord_platforms()
Fetch-->>ETL: Discord platform data
ETL->>+Fetch: fetch_analyzer_parameters()
Fetch-->>ETL: Analyzer parameters
ETL->>+Trans: transform(raw_data)
Trans-->>ETL: Transformed data
ETL->>+Load: load_transformed_data(transformed_data)
Load-->>ETL: Data loaded
ETL->>+Analyzer: analyze(transformed_data)
Analyzer-->>ETL: Analysis results
In code, we delve, with bytes we play,
Transforming data, night and day.
Discord's secrets, raw and bright,
We fetch, transform, with all our might.
Rabbits code, with swift delight,
Making ETL processes light!
Thank you for using CodeRabbit. We offer it for free to the OSS community and would appreciate your support in helping us grow. If you find it useful, would you consider giving us a shout-out on your favorite social media?
Summary by CodeRabbit
New Features
Enhancements