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feedback form data and visualization update along with a simplified savings prediction model. #265
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…yers including bert model Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
The last dataset being used did not represent the data or the sentiments that are precisely required in applying the sentiment analysis yielding lower accuracy. This new BERT model implemented using pytorch rectifies this problem and increases the accuracy to 78%. Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
… files, cleaned and documented Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
This still needs more work. Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
Signed-off-by: nsriharshavardhan <[email protected]>
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PR Template
Description
Changes made to the app.py file to add code to store the feedback submitted in a database rather than a .csv file. Still needs enabling. Also, changes made to the visualization of the feedback form fake data, generated using mockaroo. Also added sankey chart to show relationship between two variables in feedback form but needs enabling as there is a package version error. A simplified random forest prediction model that saves a local model for prediction and visualization is built but still needs more work to generate visualizations.
Fixes # (issue)
Type of change
Please delete options that are not relevant.
How Has This Been Tested?
On my local machine by navigating to the URL's feedback_visualizations and feedback forms.
Testing Checklist
Checklist
Notes for PRs
Adding fake generated data for feedback form, generating visualizations and creating a simplified random forest model for savings prediction.
saving into database is temporarily disabled, generate_sankey function is currently disabled as it's raising a package error when trying to convert the plotly sankey diagram into a png to display in the feedback_visualizations and currently working on improving simplified RF model to make some prediction visualizations.