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SciAnalysis is a set of Python scripts for batch processing of image data, including x-ray scattering detector images.

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SciAnalysis

Author : Kevin G. Yager

Ported to git by : Julien Lhermitte

Contributors: Ruipeng Li, Esther Tsai, Yugang Zhang

SciAnalysis is a set of Python scripts for batch processing of image data, including x-ray scattering detector images. The code was written primarily by Kevin Yager.

http://gisaxs.com/index.php/SciAnalysis

INSTALL:

  • python setup.py develop

OR, simply download the package and see examples/beamlines/NSLSII_11BM_CMS/UShell/SciAnalysis_jn.ipynb for tutorial.


Example protocals for X-ray scattering data:

  • Protocols.qr_image(blur=None, colorbar=True, save_results=['npz','hdf5'], transparent=False, label_filename=True) #plot_buffers = [0.1, 0.1, 0.1, 0.1], dpi=200
  • Protocols.linecut_angle(q0=2.30, dq=0.01, extra='_q2p30', show_region='save')
  • Protocols.linecut_qr(qz=0.025, dq=0.02, ylog=True, show_region='save', gridlines=True); #dq is half-width
  • Protocols.linecut_qz(name='linecut_qz_new', ylog=True, qr=0, dq=0.02, qmode = 'qx', show_region=True, plot_range=[0.2, 0.4, None, None]) # qmode = 'qx' or 'qr' (default)
  • Protocols.linecut_qz_fit(qr=0.0, dq=0.01, show_region=True, label_filename=True, trim_range=[0.01, 0.4], fit_range=[0.093, 0.115], plot_range=[0.01, 0.4, 0, None], q0=[0.11])
  • Protocols.circular_average_q2I_fit(plot_range=[0.8, 1.3, 0, None], qn_power=0.0, trim_range=[0.1, 3.5], fit_range=[0.95, 1.4], num_curves=2, q0=[1.00, 1.2], sigma=0.02, show_curves=1, label_filename=True),
  • Protocols.circular_average_sum('sum001', plot_range=[0, 3, 0, 1200], sum_range=[0.9, 1.1]) #range in q
  • Protocols.circular_average(name='circular_average_theta', twotheta=True, ylog=True, plot_range=[0, 30, 0, None], dezing=True, gridlines=True, label_filename=True) , ##twotheta
  • Protocols.sector_average(angle=70, dangle=10, plot_range=[1.2, 3.7, 0, 1200], show_region=True) #pie-shaped with dangle opening (full angle)
  • Protocols.roi(show_region=True, qx=1, dqx=0.02, qz=1, dqz=0.02, prepend='stats_')
  • [NEW] Protocols.sector_average_qr(name = 'qr_sector_int_45', angle=45, dangle=5, gridlines=True, show_region='save') ,

run_args = { 'verbosity' : 3,

        'save_results' : ['xml', 'plots', 'txt', 'hdf5'],
        
        'rcParams': {'axes.labelsize': 25,
                        'xtick.labelsize': 20,
                        'ytick.labelsize': 20,
                        'xtick.major.pad': 10,
                        'ytick.major.pad': 10,
                        },
        }

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