Absolute Uncertainty Calculator
Calculate absolute, relative, and expanded uncertainty for measurements and propagate errors through addition, subtraction, multiplication, division, and powers.
General statistics reference and utility calculators. Browse our free general tools below — no sign-up required.
Calculate absolute, relative, and expanded uncertainty for measurements and propagate errors through addition, subtraction, multiplication, division, and powers.
Test whether a dataset follows Benford's Law using chi-squared, K-S, and MAD statistics. Visualize leading digit distribution against expected frequencies.
Explore the Bertrand box paradox with interactive probability calculations, visual box displays, coin-level analysis, and Monte Carlo simulation.
Explore Bertrand's paradox of random chords with three methods, inscribed polygon comparison, probability visualization, and Monte Carlo simulation.
Explore the boy-or-girl paradox with conditional probability for multiple scenarios, distribution tables, and Monte Carlo simulation verification.
Apply Chebyshev's inequality to find the minimum proportion of data within k standard deviations of the mean, with normal distribution comparison.
Calculate class width for frequency distributions using Sturges', Scott's, Freedman-Diaconis, and Rice rules. Generate class intervals automatically.
Calculate Cohen's d, Hedges' g, and Glass's Δ effect sizes with CLES, overlap metrics, confidence intervals, and benchmark interpretation tables.
Compute accuracy, precision, recall, F1, MCC, kappa, and 15+ classification metrics from TP/FP/FN/TN values with visual matrix and performance bars.
Apply Yates continuity correction for binomial-to-normal and Poisson-to-normal approximations with exact comparison, z-scores, and CDF tables.
Find critical values for Z, t, chi-square, and F distributions by significance level and degrees of freedom with reference tables and rejection region visualization.
Calculate deciles (D1-D9) from any dataset with three interpolation methods, decile range analysis, distribution bars, and color-coded sorted data display.
Convert between decimal, fractional, and American odds formats with implied probability, payout tables, stake analysis, and a complete conversion reference chart.
Calculate degrees of freedom for t-tests, ANOVA, chi-square, regression, and Welch's test with step-by-step formulas and a comprehensive reference table.
Calculate range, variance, standard deviation, IQR, MAD, CV, skewness, and kurtosis from any dataset with deviation tables, visual spread plot, and outlier detection.
Generate interactive dot plots from data with frequency distribution tables, cumulative frequencies, summary statistics, and sortable output options.
Apply the 68-95-99.7 rule to normal distributions with bell curve visualization, section probabilities, z-score lookup, and Chebyshev comparison table.
Propagate measurement uncertainties through addition, multiplication, powers, logarithms, and exponentials with error budget analysis and step-by-step derivations.
Calculate the F-statistic with p-value, critical value, ANOVA summary table, effect sizes (eta-squared, omega-squared), and rejection region visualization.
Demonstrate the false positive paradox (base rate fallacy) with visual breakdowns, PPV-prevalence curves, retest analysis, and strategies for resolving the paradox.
Calculate false positive rate, PPV, NPV, and 11 diagnostic metrics from prevalence, sensitivity, and specificity with confusion matrix and PPV-prevalence curve.
Analyze star ratings with simple average, Bayesian average, Wilson confidence, distribution visualization, polarity detection, and entropy-based consensus metrics.
Convert between fractional, decimal, American odds and implied probability with payout tables, profit calculations, and a comprehensive odds reference chart.
Calculate geometric distribution probabilities with PMF, CDF, waiting time tables, distribution visualization, and summary statistics for trials until first success.
Sort numbers from greatest to least with visual bar chart, ranked data table showing percentiles, gaps, deviations, and a five-number summary with IQR.
Calculate IQV, Blau's index, Shannon entropy, and Gini coefficient for categorical data with distribution visualization and diversity measure comparisons.
Sort numbers from least to greatest with number line visualization, ranked data table with percentiles, gap analysis, outlier detection, and five-number summary.
Sort decimal numbers from least to greatest with precision analysis, fraction approximation, number line visualization, and gap analysis for scientific data.
Calculate lower and upper fences for outlier detection using IQR method with box plot visualization, outlier classification, and clean-data impact analysis.
Perform Mann-Whitney U test (Wilcoxon rank-sum) with automatic ranking, tie correction, z-approximation, effect size, and detailed rank tables.
Convert moneyline/American odds to decimal, fractional, and implied probability with payout tables, parlay builder, vig analysis, and common odds reference chart.
Use the normal approximation to the binomial distribution. Calculate probabilities, z-scores, and check validity conditions with continuity correction.
Convert between probability, odds for, odds against, decimal, fractional, and American odds. Includes expected value tables and comparisons.
Sort numbers from least to greatest or greatest to least. Shows sorting steps, rank table, percentiles, number line, and position changes.
Sort decimal numbers in ascending or descending order. Aligns decimal places, shows fraction approximations, gap analysis, and number line visualization.
Sort any set of numbers in ascending or descending order. Shows rank tables, quartiles, odd/even breakdown, grouping, and frequency distribution.
Calculate the sample proportion (p-hat), standard error, confidence intervals (Wald and Wilson), margin of error, and required sample sizes.
Simulate Parrondo's paradox: two losing games that produce a winning strategy when combined. Adjust probabilities and see trajectory results.
Calculate the exact angle in degrees for each slice of a pie chart. Shows start/end angles, arc lengths, mid-angles, and step-by-step formulas.
Create pie charts from data with percentages, degree angles, SVG visualization, Herfindahl index, Shannon entropy, and cumulative breakdowns.
Calculate percentages for pie chart slices from raw data. Includes Pareto analysis, cumulative percentages, variation metrics, and step-by-step formulas.
Calculate point estimates for population mean, proportion, variance, and differences. Compare Wald, Wilson, Laplace, and Jeffreys estimators with confidence intervals.
Convert z-scores to raw scores using the population mean and standard deviation. Includes percentile lookup, distribution visualizer, and benchmark tables.
Calculate PDF, CDF, quantiles, and moments for the Rayleigh distribution. Includes distribution visualization, survival function, hazard rate, and range probabilities.
Calculate absolute, relative, and percentage error between measured and actual values. Includes tolerance checking, error propagation, and visual comparison.
Calculate relative risk, odds ratio, absolute risk difference, and NNT from a 2×2 contingency table. Includes 95% confidence intervals and chi-squared test.
Calculate the relative standard error, coefficient of variation, and quality rating for survey estimates. Includes confidence intervals and sample size planning.
Calculate expected loss, mitigation ROI, risk scores, and sensitivity analysis. Includes risk matrix, breakeven analysis, and visual risk gauge.
Calculate sample mean or proportion with standard error, confidence intervals, hypothesis testing, and sample size planning. Includes Wilson interval for proportions.
Calculate Shannon entropy, evenness, redundancy, perplexity, KL divergence, and Rényi entropy spectrum for any categorical distribution. Supports bits, nats, and hartleys.
Calculate Simpson's Diversity Index, Shannon Index, evenness, richness, and Hill numbers for any categorical dataset. Includes visual distribution bars and detailed breakdown.
Calculate sum of squares (SS), variance, and ANOVA decomposition. Shows SS total, SS between, SS within, F-statistic, and detailed deviation breakdowns.
Calculate t-statistic, p-value, and Cohen's d for one-sample, two-sample (Welch's), and paired t-tests. Includes critical value table and distribution visual.
Simulate the two envelopes paradox with Monte Carlo trials. Compare switch vs keep strategies, visualize convergence, and understand the probability fallacy.
Calculate both inner and outer fences for outlier detection. Shows box plot with dual fence boundaries, five-number summary, data classification, and distribution shape analysis.
Calculate UCL, LCL, and center line for X-bar, R, S, p, np, c, and u control charts. Includes interactive control chart, SPC constants, and out-of-control detection.
Calculate upper fence for outlier detection using the IQR method. Shows box plot, fence comparison at multiple k-values, and classifies every data point as normal, mild, or extreme outlier.
Calculate Youden's J statistic from sensitivity and specificity or a 2×2 table. Includes ROC space visualization, PPV/NPV, DOR, LR+/LR−, MCC, and a 13-metric performance dashboard.