Reliability Engineering

Failure analysis, survival curves, and probability plotting.

Specialized Visualizations

Weibull Probability Plot

reliability

lifelines

A specialized plot on log-log scales used to determine if data follows a Weibull distribution (common in failure analysis).

Prompt

"Generate a proper example failure time dataset and create a Weibull probability plot using the reliability library. Show the theoretical fit line and the 95% confidence bounds."

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Kaplan-Meier Survival Curve

lifelines

Shows the probability of a subject surviving (or a part not failing) past a certain time t.

Prompt

"Generate a proper example survival dataset with two treatment groups and create a Kaplan-Meier survival curve using lifelines. Add the censorship ticks and a risk table below the x-axis."

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