tdmt
The Tabular Data Management Tool (tdmt) is a command line Python app to quickly get an understanding of any table(s) of data and their relationships and then to reshape the data into a more useable format.
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The app uses a specially formatted spreadsheet that allows the user to specify how to process tabular data.
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When there is a need to perform multiple operations on several files, the advantage of a tabular method compared to processing data directly in Python is that the processing steps are clearly trackable on a single table. This makes it easy to follow what was done to which file, and which files were combined in what ways, and in which order. The absence of detailed Python code makes the progression of operations easy to follow.
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The other benefit is a clear audit trail of all the operations. The app provides a runlog with date, time and run information.
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Download on the command line using pip install tdmt
or clone https://gitlab.com/ml_usecases/tdmt
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For a detailed description check out
https://pypi.org/project/tdmt/
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PROPERTYGURU
A simple AI model to predict UK property prices based on location.
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To get a new prediction, update Latitude, Longitude or both, and click Refresh. The model predicts a price for the location in the ML Price Prediction box. The map refreshes to show nearby properties and their sale prices. To zoom, roll the mouse wheel or update the Zoom parameter and click Refresh.
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Note: Latitude and Longitude are fairly sensitive, so best to make only small changes, a few decimals at a time.