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Statistics Tools

64 tools in this collection. Choose a task below or search the complete FeuTex toolkit.

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Statistics

2D Mahalanobis Distance

Measure a point displacement while accounting for correlated variable scales.

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Statistics

2×2 Independence Statistic

Calculate Pearson’s independence statistic and signed association for a two-by-two count table.

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Statistics

Adjusted R-Squared and Residual Scale

Adjust regression R-squared for predictor count and calculate residual scale and degrees of freedom.

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Statistics

AR(1) Conditional Forecast

Project a stationary autoregressive series and its innovation variance over a horizon.

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Statistics

AR(1) Effective Sample Size

Approximate the information loss in a mean estimate from positive first-order serial correlation.

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Statistics

Bernoulli KL Divergence

Measure the information penalty of using one binary event probability in place of another.

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Statistics

Binary Classification Scorecard

Evaluate precision, recall, specificity, F1 and Matthews correlation from a binary confusion matrix.

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Statistics

Binary Mutual Information from Counts

Measure dependence between two binary variables using a positive 2×2 count table.

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Statistics

Binary Rater Agreement

Compare observed agreement with chance agreement and calculate Cohen’s kappa for two binary raters.

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Statistics

Bland–Altman Agreement Limits

Calculate mean bias and normal-theory limits of agreement from paired-difference summaries.

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Statistics

Bowley Quartile Skewness

Assess robust asymmetry using the lower quartile, median, and upper quartile.

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Statistics

Cluster Sampling Design Effect

Estimate sample inflation from average cluster size and within-cluster correlation.

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Statistics

Cochran Q from Study Summaries

Calculate meta-analysis heterogeneity metrics from Q, study count, and inverse-variance weight sums.

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Statistics

Cook Distance for One Observation

Estimate regression influence from residual, leverage, parameter count, and residual mean square.

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Statistics

Correlated Measurement Uncertainty

Propagate correlated standard uncertainties through a sum, difference and product.

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Statistics

Correlation Correction for Attenuation

Estimate a latent correlation under classical independent measurement-error assumptions.

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Statistics

Correlation Fisher Interval

Construct an approximate Fisher-transformed confidence interval for a Pearson correlation.

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Statistics

Cronbach Alpha from Variance Summaries

Estimate internal consistency from item count, summed item variances, and total-score variance.

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Statistics

Descriptive Statistics

Summarize a numeric sample with count, mean, median, sample standard deviation and range.

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Statistics

Empirical CDF Uniform Error Band

Calculate the Dvoretzky–Kiefer–Wolfowitz simultaneous CDF error bound.

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Statistics

Expected Binary Brier Score

Measure expected squared-probability error from a true binary event rate and a constant forecast.

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Statistics

Exponential Smoothing Forecast Update

Update a simple level forecast from one new observation and a smoothing weight.

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Statistics

Finite Population Sample Adjustment

Adjust an infinite-population sample-size requirement for sampling without replacement.

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Statistics

Freedman–Diaconis Histogram Width

Plan histogram bin width and count from sample size, range, and interquartile range.

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Statistics

Frequency Table Builder

Count exact categorical values and show their percentage share.

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Statistics

Gaussian Bhattacharyya Overlap

Calculate a normal-model overlap coefficient based on means and variances.

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Statistics

Gaussian KL Divergence

Quantify directed divergence between two univariate normal distributions.

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Statistics

Gaussian Wasserstein Distance

Measure the transport distance between two one-dimensional Gaussian models.

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Statistics

Histogram Bin Counter

Count values into equal-width bins and export the bin boundaries and frequencies.

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Statistics

Holt Linear Trend Forecast Step

Update a level and trend then project a selected number of steps forward.

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Statistics

Inverse-Variance Two-Study Pooling

Combine two independent effect estimates using inverse-variance weighting.

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Statistics

Jarque–Bera Normality Statistic

Calculate an asymptotic normality statistic from sample size, skewness, and raw kurtosis.

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Statistics

Likelihood Information Criteria

Calculate AIC, small-sample AICc and BIC from a fitted model’s likelihood and parameter count.

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Statistics

Lin Concordance Correlation

Measure agreement of two continuous measurements using means, spreads, and Pearson correlation.

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Statistics

Linear Regression

Fit y = intercept + slope × x to paired observations and report R².

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Statistics

McNemar Paired Discordance

Inspect corrected and uncorrected McNemar statistics from paired discordant outcomes.

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Statistics

Mean Confidence Interval from Summary

Construct a mean confidence interval from summary statistics and a supplied t critical value.

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Statistics

Mean Precision Sample Size

Estimate the sample count needed for a target mean-estimation precision with known variability.

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Statistics

Merge Two Sample Summaries

Combine two disjoint sample summaries into one count, mean and sample variance.

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Statistics

Moving Average Series

Smooth a numeric time series using a trailing simple moving average of your chosen window.

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Statistics

Multiple-Testing Error Budget

Allocate a family-wise error budget and adjust one p-value using Bonferroni’s method.

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Statistics

Nested Regression F Comparison

Compare reduced and full least-squares models using residual sums of squares.

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Statistics

One-Way ANOVA Summary

Build one-way ANOVA statistics and effect size from between-group and within-group sums of squares.

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Statistics

One-Way Intraclass Correlation

Estimate single-measure intraclass correlation from balanced one-way ANOVA mean squares.

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Statistics

Paired Difference Test Statistic

Calculate a paired-sample test statistic from the mean and standard deviation of paired differences.

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Statistics

Partial Correlation Controlling One Variable

Remove one control variable from the relationship between two measured variables.

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Statistics

Pooled Standardized Mean Difference

Compare group means in pooled-standard-deviation units using two independent sample summaries.

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Statistics

Process Capability Indices

Compare a stable process with specification limits using Cp, Cpk and one-sided capability indices.

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Statistics

Set Overlap from Cardinalities

Compare two finite sets using their sizes and shared-element count.

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Statistics

Simple Regression Prediction Interval

Calculate a prediction interval for one new response using regression summary quantities.

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Statistics

Spearman–Brown Test Length Projection

Project reliability after changing the length of a parallel-item test.

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Statistics

Standardized Regression Coefficient

Convert a fitted unstandardized slope and its error to standardized units.

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Statistics

Three-Class Split Impurity

Evaluate Gini impurity and entropy of a node containing three class counts.

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Statistics

Tukey Inner and Outer Fences

Calculate boxplot screening fences from quartiles without deleting observations.

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Statistics

Two-Bin Population Stability Index

Compare the share of observations in two fixed bins between reference and current populations.

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Statistics

Two-Group Event Association

Compare two groups using risk ratio, risk difference, odds ratio and log-odds uncertainty.

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Statistics

Two-Proportion Z Statistic

Calculate the pooled large-sample z statistic comparing two independent event proportions.

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Statistics

Two-Sample Variance Ratio

Compute an F variance-ratio statistic and degrees of freedom from two samples.

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Statistics

Variance Inflation and Tolerance

Measure coefficient variance inflation from the auxiliary regression R-squared.

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Statistics

Weight Effective Sample Size

Estimate weight-based effective sample size and efficiency from sums of weights and squared weights.

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Statistics

Welch Two-Sample Test Statistic

Calculate Welch’s two-sample statistic and approximate degrees of freedom from group summaries.

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Statistics

Welch–Satterthwaite Combined Degrees of Freedom

Calculate effective degrees of freedom for a sum of independent estimated variance components.

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Statistics

Wilson Proportion Interval

Calculate a Wilson score confidence interval for a proportion from successes and trials.

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Statistics

Zero-Event Upper Risk Bound

Estimate a one-sided event-probability upper bound after observing no events.

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