Feature pre process

[YunliQi]

No description provided.

[codecov-commenter]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 100.00%. Comparing base (3c860a0) to head (778e26f).
⚠️ Report is 3 commits behind head on dev.

Additional details and impacted files

@@            Coverage Diff            @@
##               dev       #26   +/-   ##
=========================================
  Coverage   100.00%   100.00%           
=========================================
  Files            8         8           
  Lines         1223      1228    +5     
=========================================
+ Hits          1223      1228    +5     

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[KCGallagher]

@YunliQi I am just trying to close up open PRs on these code bases. Have a look at the change I have suggested, but then I am happy for you to merge this code onto main.

[KCGallagher]

Suggested change

	for t in range(max(time_sample) + 1):
	num = self.time_data.iloc[t, 1:].value_counts().get(3, 0)
	num += self.time_data.iloc[t, 1:].value_counts().get(4, 0)
	num += self.time_data.iloc[t, 1:].value_counts().get(5, 0)
	num += self.time_data.iloc[t, 1:].value_counts().get(6, 0)
	num += self.time_data.iloc[t, 1:].value_counts().get(7, 0)
	num += self.time_data.iloc[t, 1:].value_counts().get(8, 0)
	true_result_plot = [
	sum(self.time_data.iloc[t, 1:].value_counts().get(i, 0) for i in range(3, 9))
	for t in range(max(time_sample) + 1)
	]