insight-lane / crash-model

Build a crash prediction modeling application that leverages multiple data sources to generate a set of dynamic predictions we can use to identify potential trouble spots and direct timely safety interventions.

https://insightlane.org

MIT License

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Fixing warnings that occur during model step #238

Closed shreyapandit closed 5 years ago

shreyapandit commented 5 years ago

Warning 1: FutureWarning: You are accessing a training score ('split0_train_score'), which will not be available by default any more in 0.21.

set return_train_score=True for RandomizedSearchCV model

Warning 2: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning

set a default solver to liblinear since it works with both L1 and L2 type of penalties. (Had tried lgbfs solver as well, but that does not work with L1. Also for that, I had to increase number of iterations, otherwise it started giving a separate warning regarding non convergence)

codecov[bot] commented 5 years ago

Codecov Report

Merging #238 into master will increase coverage by 0.01%. The diff coverage is 100%.

@@            Coverage Diff             @@
##           master     #238      +/-   ##
==========================================
+ Coverage   54.84%   54.86%   +0.01%     
==========================================
  Files          34       34              
  Lines        3351     3352       +1     
==========================================
+ Hits         1838     1839       +1     
  Misses       1513     1513

codecov[bot] commented 5 years ago

Codecov Report

:exclamation: No coverage uploaded for pull request base (master@5387d2e). Click here to learn what that means. The diff coverage is 100%.

@@            Coverage Diff            @@
##             master     #238   +/-   ##
=========================================
  Coverage          ?   54.86%           
=========================================
  Files             ?       34           
  Lines             ?     3352           
  Branches          ?        0           
=========================================
  Hits              ?     1839           
  Misses            ?     1513           
  Partials          ?        0