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larch estimation notebook updates #327

@bstabler

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@bstabler

Based on use by the SEMCOG team and conversation with @jpn-- , we'll make a few little improvements to the notebook examples:

  • add the number of iterations to the estimate call: m.estimate(method='SLSQP', options={'maxiter’:1000})
  • speed up writing the Excel report: m.to_xlsx(“filename.xlsx", data_statistics=False)
  • set the av (availability) vector based on util size term > 0
  • filter out choosers who don't make a valid observed choice
  • update the dependencies to use larch.util.activitysim instead of asim_larch.py for better packaging
  • add m.parameter_summary() to the notebook reporting so the user can see the t-stats
  • add text above the estimate call to explain when to use SLSQP versus BHHH

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