Section 1: Data Loading and Validation

Please Input a CSV File

Maximum file size allowed is 200 MB

Help File

Demo File

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Target / Sample ID Column


Target Column

Sample ID Column

No Target or Sample ID Column in the Loaded Data

Please make sure you identify the target or Sample ID columns to allow the imputation process run smoothly.
If you have a Target or Sample ID column, click on the corresponding button from the box on the left side.

Loaded Data Checker

Section 2: Basic Statistics Plot

Percentage of Missing Rate

Select Plot Parameters:

Correlation Pattern Among Features

Select Plot Parameters:

Section 3: Visualization of Missingness Pattern

Image plot of the missingness

Select Plot Parameters:

Dendrogram for the missingness

Select Plot Parameters:

Confirm to proceed to Imputation

Section 4: Imputation of the Data

Select an Imputation Method

Download Imputed Data

K-Nearest Neighbors

Batch Size (2Value):

Hint Rate

Alpha

Iterations

Minimum Samples Split

Minimum Samples Leaf

Minimum Weight Fraction Leaf

Maximum Iterations

Number of Estimators

Minimum Impurity Decerase

Minimum Child Weight

Feature Fraction

Learning Rate

Minimum Data In Leaf

Bagging Fraction

Regulator Alpha

Regulator Lambda

Number of Estimators

Maximum Iterations

Maximum Iterations

# of Estimators

Learning Rate

Seed

Subsample

Maximum Depth

Regulator Alpha

Regulator Lambda

Column Samples by Tree

Minimum Child Weight

Imputed Data

Select Dataset:

Section 5: Imputation Evaluation Plots

Imputation Accuracy

Section 6: Visualization after Imputation

Elbow Method to Check Optimal Number of Clusters

Visualization of Combination of Dimensional Reduction Algorithms and K-means Clustering

Select Plot Parameters:

Confirm to proceed to Column Specific Analysis

Minimum Child Weight

Feature Fraction

Learning Rate

Minimum Data In Leaf

Bagging Fraction

Maximum Iterations

Regulator Lambda

Choose X iportant Features to Show

Regulator Alpha

Visualization of The Important Features

Select Dataset:

Please select the filters from the selection panels above the plot

Minimum Child Weight

Feature Fraction

Learning Rate

Minimum Data In Leaf

Bagging Fraction

Maximum Iterations

Regulator Lambda

Regulator Alpha

Visualization of the Phenotype Prediction Via Different Imputation Method

Select Dataset:

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Current User Status

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