## Importing experimental data

The BornAgain I/O module supports only a few file formats: `ascii`, `tiff` and our own internal format. This might be not enough when it comes to the fitting of data obtained from some particular instrument. However, we fully support fitting of the data presented in the form of `numpy` arrays.

The fitting workflow is as follows:

- The user imports the data into a numpy array.
- The user creates a simulation with a beam, sample and detector defined.
  - The number of detector pixels must match the shape of the numpy array.
  - The user creates a region of interest to simulate/fit only some selected rectangle on his experimental image.
- The user passes the simulation and numpy array to the fitting engine.

### Using the fabio library

In the code snippet below we show how to create a numpy array from a file in `edf` format using the fabio library.

    import fabio

    img = fabio.open("experimental_data.edf")
    print(img.header)

    data = img.data.astype("float64")

Later in the code this data array can be used to setup a fitting job.

    import bornagain as ba

    fit_objective = FitObjective()
    fit_objective.addSimulationAndData(simulation_builder, data)

### Using BornAgain’s own I/O

The BornAgain I/O module supports a limited amount of file formats: `ascii`, 32-bits `tiff` and an internal text format `int`. If the file name contains `.gz` or `.bzip2` extensions, the module considers them as compressed and performs uncompressing on-the-flight.

    import bornagain as ba
    data = ba.IOFactory.readDatafield("experimental_data.int.gz")

- TIFF

- Introduction
  - Functionality overview
  - Architectural overview

- Install or build
  - Install Python
    - Python on Linux
    - Python on Windows
    - Python on Mac
    - Python modules
  - Install BornAgain
    - Linux
    - Windows
    - MacOS
    - Development snapshot
  - Build BornAgain
    - Unix
      - Install third-party software
      - Get the source
      - Build and install BornAgain
      - Run a first simulation
    - Windows

- Graphical user interface
  - Quick Start
  - GUI overview
  - Fitting in the GUI

- Python scripting
  - Run a script
  - Understand the syntax
  - Fitting
  - Upgrading

- Reference
  - Simulation model
    - Simulation classes
      - Specular
        - Example
      - Scattering
        - Examples
          - GISAS
          - without DWBA terms
          - with specular peak
          - SAS
          - Polarized SANS
          - Monte-Carlo
      - Off-specular
        - Off-specular
      - Depth probe
        - Examples
          - Thin film
          - Transmitted modulus
          - Resonator
    - Common settings
      - Background
      - Options
        - Monte-Carlo
        - # threads
        - Average materials
        - Include specular
      - Progress monitor
  - Instrument model
    - Beam
      - Footprint
      - Beam divergence
    - Scan
      - TOF reflectometry
      - TOF resolution
      - Beam Angular Spread
      - Beam Wavelength Spread
    - Detectors
      - SphericalDetector
      - 2d detector resolution
      - Offspec detector
    - Neutron polarization
      - Spin asymmetry example
    - Examples
      - 2D detector resolution
      - Neutron polarization
        - Magnetic layer
        - Ditto, realistic instrument
        - Polarized scattering
  - Sample model
    - Materials
      - Magnetization
    - Sample
      - Layer
      - LayerStack
      - Layout
    - Roughness
      - Interface model
      - Transient
      - Cross-correlation
      - Examples
        - GISAS
        - Reflectivity
    - Particles
      - Form factor
        - Hard particles
          - Bipyramid4
          - Box
          - CantellatedCube
          - Cone
          - Cylinder
          - Dodecahedron
          - EllipsoidalCylinder
          - HemiEllipsoid
          - HorizontalCylinder
          - Icosahedron
          - PlatonicOctahedron
          - PlatonicTetrahedron
          - Prism3
          - Prism6
          - Pyramid2
          - Pyramid3
          - Pyramid4
          - Pyramid6
          - Sphere
          - SphericalSegment
          - Spheroid
          - SpheroidalSegment
          - TruncatedCube
        - Ripples
          - Bar ripple
          - Cosine ripple
          - Sawtooth ripple
        - Soft particles
          - FuzzySphere
          - Gauss
        - Custom formfactor
      - Composite particles
        - Core and shell
        - Compound particle
        - Mesocrystal
      - Examples
        - Compound particle
        - Core and shell
        - Crossing an interface
        - Mesocrystal
        - Rotation example
        - Dense cylinders
        - Dense hemispheres
        - Uncorrelated mixture
        - Polydispersity
    - Particle assemblies
      - Grating
        - 1D lattice
        - Cosine ripples in a lattice
        - Triangular ripples in a lattice
      - 2D lattice
        - Square lattice
        - Lattice orientation distribution
        - Finite square lattice
        - Lattice with basis
        - Multi-layer lattice
        - Position variance
      - Radial paracrystal
      - 2D paracrystal
      - Others
        - Size-distribution model: decoupling approximation
        - Size-distribution model: local monodisperse approximation
        - Size-distribution model: size-spacing coupling approximation
  - Model modifiers
    - Rotation
    - Distributions
  - Data types
    - Class Datafield
      - Export
      - Find intensity peaks
    - SLD profile
      - SLD profile with rough interfaces
      - SLD profile with a sliced particle layer
  - Plotting
    - Functions
    - Configuration
    - Heat map
    - LaTeX markup
    - Export
    - Plot axes in different units
  - Fitting
    - Data import
      - TIFF
    - Minimizer settings
    - Multiple datasets
    - Examples
      - Fitting with masks
      - Custom objective function
      - Fitting along slices
      - GISAS 2D fits
      - Experiment at GALAXI
      - Find background
      - Minimizer settings
      - Bayesian Sampling
      - Consecutive fitting
      - Considering uncertainties
      - External minimizer
      - External minimizer: plotting
      - Simultaneous fit of two datasets
      - Spin asymmetry fit example
      - Reflectometry: Fit Pt layer
      - Reflectometry: Fit honeycomb

- Literature
  - Babonneau2010
  - Babonneau2013
  - Croset2021
  - Lazzari2002
  - Lazzari2006
  - Pospelov2020
  - Renaud2009
  - Sears1992
  - Wuttke2021

- How to
  - Get announcements
  - Solve known problems
    - Set Python environmental variables under Windows
  - Request help or report bugs
  - Cite BornAgain

- Developers' corner
  - Configure
    - Build
    - Pyenv
  - Develop
    - Manual checks
    - Debug
    - Webdoc
    - Code analyses
  - Release
    - Manual GUI test