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Data Science & Machine Learning Calculators

Prepare and inspect data-science calculations involving normalization, datasets, model metrics and machine-learning evaluation. These tools can help learners and practitioners check common statistics and compare model results. Interpret metrics in the context of the dataset, class balance, validation method and problem being solved; a single score rarely tells the whole story.

120 calculatorsFree toolsGlobal units

Data & Dataset Analysis

20 tools
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Dataset Statistics Calculator

Calculate dataset statistics with practical data-science inputs and clear results.

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Descriptive Statistics Calculator

Calculate descriptive statistics with practical data-science inputs and clear results.

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Mean Calculator

Calculate mean with practical data-science inputs and clear results.

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Median Calculator

Calculate median with practical data-science inputs and clear results.

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Mode Calculator

Calculate mode with practical data-science inputs and clear results.

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Range Calculator

Calculate range with practical data-science inputs and clear results.

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Variance Calculator

Calculate variance with practical data-science inputs and clear results.

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Standard Deviation Calculator

Calculate standard deviation with practical data-science inputs and clear results.

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Coefficient of Variation Calculator

Calculate coefficient of variation with practical data-science inputs and clear results.

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Z-Score Calculator

Calculate z-score with practical data-science inputs and clear results.

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Percentile Calculator

Calculate percentile with practical data-science inputs and clear results.

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Quartile Calculator

Calculate quartile with practical data-science inputs and clear results.

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Interquartile Range Calculator

Calculate interquartile range with practical data-science inputs and clear results.

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Five Number Summary Calculator

Calculate five number summary with practical data-science inputs and clear results.

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Skewness Calculator

Calculate skewness with practical data-science inputs and clear results.

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Kurtosis Calculator

Calculate kurtosis with practical data-science inputs and clear results.

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Covariance Calculator

Calculate covariance with practical data-science inputs and clear results.

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Pearson Correlation Calculator

Calculate pearson correlation with practical data-science inputs and clear results.

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Missing Data Percentage Calculator

Calculate missing data percentage with practical data-science inputs and clear results.

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Data Normalization Calculator

Calculate data normalization with practical data-science inputs and clear results.

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Data Preprocessing & Feature Preparation

20 tools
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Min-Max Normalization Calculator

Calculate min-max normalization with practical data-science inputs and clear results.

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Z-Score Standardization Calculator

Calculate z-score standardization with practical data-science inputs and clear results.

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Robust Scaling Calculator

Calculate robust scaling with practical data-science inputs and clear results.

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Max-Absolute Scaling Calculator

Calculate max-absolute scaling with practical data-science inputs and clear results.

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Decimal Scaling Calculator

Calculate decimal scaling with practical data-science inputs and clear results.

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Log Transformation Calculator

Calculate log transformation with practical data-science inputs and clear results.

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Box-Cox Transformation Calculator

Calculate box-cox transformation with practical data-science inputs and clear results.

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Yeo-Johnson Transformation Calculator

Calculate yeo-johnson transformation with practical data-science inputs and clear results.

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Feature Scaling Calculator

Calculate feature scaling with practical data-science inputs and clear results.

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Missing Value Imputation Calculator

Calculate missing value imputation with practical data-science inputs and clear results.

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Mean Imputation Calculator

Calculate mean imputation with practical data-science inputs and clear results.

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Median Imputation Calculator

Calculate median imputation with practical data-science inputs and clear results.

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Mode Imputation Calculator

Calculate mode imputation with practical data-science inputs and clear results.

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Outlier Detection Calculator

Calculate outlier detection with practical data-science inputs and clear results.

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IQR Outlier Calculator

Calculate iqr outlier with practical data-science inputs and clear results.

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Z-Score Outlier Calculator

Calculate z-score outlier with practical data-science inputs and clear results.

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Winsorization Calculator

Calculate winsorization with practical data-science inputs and clear results.

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Binarization Threshold Calculator

Calculate binarization threshold with practical data-science inputs and clear results.

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One-Hot Encoding Calculator

Calculate one-hot encoding with practical data-science inputs and clear results.

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Label Encoding Calculator

Calculate label encoding with practical data-science inputs and clear results.

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Validation, Sampling & Dataset Splits

10 tools

Classification Metrics & Evaluation

25 tools
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Precision Calculator

Calculate precision with practical data-science inputs and clear results.

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Recall Calculator

Calculate recall with practical data-science inputs and clear results.

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Specificity Calculator

Calculate specificity with practical data-science inputs and clear results.

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F1 Score Calculator

Calculate f1 score with practical data-science inputs and clear results.

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F2 Score Calculator

Calculate f2 score with practical data-science inputs and clear results.

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F0.5 Score Calculator

Calculate f0.5 score with practical data-science inputs and clear results.

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Balanced Accuracy Calculator

Calculate balanced accuracy with practical data-science inputs and clear results.

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Error Rate Calculator

Calculate error rate with practical data-science inputs and clear results.

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False Positive Rate Calculator

Calculate false positive rate with practical data-science inputs and clear results.

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False Negative Rate Calculator

Calculate false negative rate with practical data-science inputs and clear results.

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Positive Predictive Value Calculator

Calculate positive predictive value with practical data-science inputs and clear results.

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Negative Predictive Value Calculator

Calculate negative predictive value with practical data-science inputs and clear results.

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Matthews Correlation Coefficient Calculator

Calculate matthews correlation coefficient with practical data-science inputs and clear results.

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Cohen’s Kappa Calculator

Calculate cohen’s kappa with practical data-science inputs and clear results.

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Jaccard Score Calculator

Calculate jaccard score with practical data-science inputs and clear results.

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Dice Score Calculator

Calculate dice score with practical data-science inputs and clear results.

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Hamming Loss Calculator

Calculate hamming loss with practical data-science inputs and clear results.

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Top-K Accuracy Calculator

Calculate top-k accuracy with practical data-science inputs and clear results.

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Log Loss / Cross-Entropy Calculator

Calculate log loss / cross-entropy with practical data-science inputs and clear results.

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Brier Score Calculator

Calculate brier score with practical data-science inputs and clear results.

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ROC Curve & AUC Calculator

Calculate roc curve & auc with practical data-science inputs and clear results.

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Precision-Recall Curve & AP Calculator

Calculate precision-recall curve & ap with practical data-science inputs and clear results.

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Classification Threshold Calculator

Calculate classification threshold with practical data-science inputs and clear results.

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Optimal Threshold Calculator

Calculate optimal threshold with practical data-science inputs and clear results.

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KS Statistic Calculator

Calculate ks statistic with practical data-science inputs and clear results.

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Regression Metrics & Evaluation

15 tools
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Lift Calculator

Calculate lift with practical data-science inputs and clear results.

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Gain Calculator

Calculate gain with practical data-science inputs and clear results.

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Macro Micro Weighted Metrics Calculator

Calculate macro micro weighted metrics with practical data-science inputs and clear results.

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Multiclass Confusion Matrix Calculator

Calculate multiclass confusion matrix with practical data-science inputs and clear results.

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Classification Report Calculator

Calculate classification report with practical data-science inputs and clear results.

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MAE Calculator

Calculate mae with practical data-science inputs and clear results.

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MSE Calculator

Calculate mse with practical data-science inputs and clear results.

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RMSE Calculator

Calculate rmse with practical data-science inputs and clear results.

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R-Squared Calculator

Calculate r-squared with practical data-science inputs and clear results.

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Adjusted R-Squared Calculator

Calculate adjusted r-squared with practical data-science inputs and clear results.

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Mean Absolute Percentage Error Calculator

Calculate mean absolute percentage error with practical data-science inputs and clear results.

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Symmetric MAPE Calculator

Calculate symmetric mape with practical data-science inputs and clear results.

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Mean Squared Log Error Calculator

Calculate mean squared log error with practical data-science inputs and clear results.

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Median Absolute Error Calculator

Calculate median absolute error with practical data-science inputs and clear results.

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Explained Variance Calculator

Calculate explained variance with practical data-science inputs and clear results.

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Regression & Predictive Modeling

10 tools

Class Imbalance, Features & Information

10 tools

Advanced ML Utilities

10 tools