Examples

Try out in Binder!

Notebooks:

• ShapeFactor
• XML Import/Export
  • Importing
  • Exporting
• Visualization with Altair
  • Preparing the data
  • Defining the Chart
• Hello World, pyhf style
• Multi-bin Poisson
• Multibin Coupled HistoSys
• Running Monte Carlo simulations (toys)
  • Counting Experiment
• Piecewise Linear Interpolation
  • Case 1: The Single-binned Histogram
  • Case 2: The Multi-binned Histogram
• Tensorizing Interpolators
  • The (slow) interpolations
  • Tensorizing the Linear Interpolator
  • Tensorizing the Non-Linear Interpolator
• Empirical Test Statistics
• Using Calculators
  • The high-level API
  • The low-level API
• Binned HEP Statistical Analysis in Python
  • HistFactory
  • pyhf
  • The Demo
  • Read in the Model from XML and ROOT
  • Interactive Exploration of a HistFactory Model
  • Fitting
  • Interval Estimation (Computing Upper Limits on µ)