Skip to content

Modify lowess smoothing to account for residuals #65

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Closed
gedeck wants to merge 1 commit into from
Closed

Modify lowess smoothing to account for residuals #65

Changes from all commits
Commits
Show all changes
1 commit
Select commit
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
5 changes: 3 additions & 2 deletions python/code/Chapter 4 - Regression and Prediction.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -456,7 +456,8 @@ def partialResidualPlot(model, df, outcome, feature, ax):
'ypartial': feature_prediction - model.params[0],
})
results = results.sort_values(by=['feature'])
smoothed = sm.nonparametric.lowess(results.ypartial, results.feature, frac=1/3)
smoothed = sm.nonparametric.lowess(results.ypartial + results.residual,
results.feature, frac=1/3)

ax.scatter(results.feature, results.ypartial + results.residual)
ax.plot(smoothed[:, 0], smoothed[:, 1], color='gray')
Expand Down Expand Up @@ -577,4 +578,4 @@ def partialResidualPlot(model, df, outcome, feature, ax):
# Bathrooms: 42403.059999677665
# PropertyType_Townhouse: 84378.9333363999
# SqFtFinBasement: 7.032178917565108
# PropertyType_Single Family: 22854.87954019308
# PropertyType_Single Family: 22854.87954019308
Loading