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@@ -101,31 +101,31 @@ A simple example is demonstrated on the Imputation widget using the example data
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2. The widget also presents the missing observations percentage table and the missingness plot.
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3. The Delete Feature button is used to delete a feature from data. This drops a feature which contains a large number of missing values.
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3. The `Delete Feature button` is used to delete a feature from data. This drops a feature which contains a large number of missing values.
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4. The Impute button is used to replace missing observations by estimated ones using missForest algorithm. If datetime observations are missing, a message stating that datetime imputation is not possible appears in red color in the lower side of the Imputation widget.
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4. The `Impute button` is used to replace missing observations by estimated ones using missForest algorithm. If datetime observations are missing, a message stating that datetime imputation is not possible appears in red color in the lower side of the Imputation widget.
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5. The information of the missing data in the widget gets updated after each activity.
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<img src="figures/imputation.png">
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**Drop feature with large number of missing observations.**
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In the example dataset, 'Longitude' has a large number of missing values. We use Delete Feature button to delete 'Longitude' feature.
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In the example dataset, 'Longitude' has a large number of missing values. We use `Delete Feature button` to delete 'Longitude' feature.
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Step 1. Select a feature from Feature column of missing observations percentage table. Click Delete Feature button.
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Step 1. Select a feature from Feature column of missing observations percentage table. Click `Delete Feature button`.
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<img src="figures/deletefeaturesimputation2.png">
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Step 2. Delete Feature button in use turns grey in color and returns back to its original color once the task is completed. Check that the selected feature is deleted.
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Step 2. `Delete Feature button` in use turns grey in color and returns back to its original color once the task is completed. Check that the selected feature is deleted.
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<img src="figures/deletefeaturesimputation4.png">
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**Illustrate and impute missing observations.**
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We use Impute button to impute missing values in the example data using missForest method.
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We use `Impute button` to impute missing values in the example data using missForest method.
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Step 1. Click Impute button.
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Step 1. Click `Impute button`.
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<img src="figures/impute1.png">
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