Jupyter Notebooks
10 notebooks for hands-on EDA
Each notebook walks through a complete Exploratory Data Analysis on a real NIST dataset, including data loading, 4-plot diagnostics, hypothesis tests, and interpretation. Download the ZIP to run locally or open instantly in Google Colab.
Normal Random Numbers
Section 1.4.2.1
Rand Corporation 500 standard normal N(0,1) random numbers
Uniform Random Numbers
Section 1.4.2.2
Rand Corporation 500 uniform U(0,1) random numbers
Heat Flow Meter 1
Section 1.4.2.8
Bob Zarr, NIST, heat flow meter calibration factor (Jan 1990)
Filter Transmittance
Section 1.4.2.6
Mavrodineanu, NIST, glass filter transmittance (1970s)
Josephson Junction Cryothermometry
Section 1.4.2.4
Bob Soulen, NIST, Josephson junction voltage counts (Oct 1971)
Fatigue Life of Aluminum Alloy Specimens
Section 1.4.2.9
Birnbaum & Saunders (1958), 6061-T6 aluminum fatigue life (kcycles)
Standard Resistor
Section 1.4.2.7
Ron Dziuba, NIST, standard resistor measurements (1980-1985)
Beam Deflections
Section 1.4.2.5
H. S. Lew, NBS, steel-concrete beam deflection (1969)
Random Walk
Section 1.4.2.3
Cumulative sum of uniform random numbers minus 0.5
Ceramic Strength
Section 1.4.2.10
Said Jahanmir, NIST Ceramics Division, ceramic flexural strength (1996)