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"Why did my script break when upgrading from lmfit 0.8.3 to 0.9.0?": [[55, "why-did-my-script-break-when-upgrading-from-lmfit-0-8-3-to-0-9-0"]], "I get import errors from IPython": [[55, "i-get-import-errors-from-ipython"]], "How can I fit multi-dimensional data?": [[55, "how-can-i-fit-multi-dimensional-data"]], "How can I fit multiple data sets?": [[55, "how-can-i-fit-multiple-data-sets"]], "How can I fit complex data?": [[55, "how-can-i-fit-complex-data"]], "How should I cite LMFIT?": [[55, "how-should-i-cite-lmfit"]], "I get errors from NaN in my fit. What can I do?": [[55, "i-get-errors-from-nan-in-my-fit-what-can-i-do"]], "nan_policy": [[55, "nan-policy"]], "Common sources of NaN": [[55, "common-sources-of-nan"]], "Why are Parameter values sometimes stuck at initial values?": [[55, "why-are-parameter-values-sometimes-stuck-at-initial-values"]], "Why are uncertainties in Parameters sometimes not determined?": [[55, "why-are-uncertainties-in-parameters-sometimes-not-determined"]], "Can Parameters be used for Array Indices or Discrete Values?": [[55, "can-parameters-be-used-for-array-indices-or-discrete-values"]], "Performing Fits and Analyzing Outputs": [[56, "performing-fits-and-analyzing-outputs"]], "The minimize() function": [[56, "the-minimize-function"]], "Writing a Fitting Function": [[56, "writing-a-fitting-function"]], "Types of Data to Use for Fitting": [[56, "types-of-data-to-use-for-fitting"]], "Choosing Different Fitting Methods": [[56, "choosing-different-fitting-methods"]], "MinimizerResult \u2013 the optimization result": [[56, "minimizerresult-the-optimization-result"]], "Goodness-of-Fit Statistics": [[56, "goodness-of-fit-statistics"]], "Akaike and Bayesian Information Criteria": [[56, "akaike-and-bayesian-information-criteria"]], "Uncertainties in Variable Parameters, and their Correlations": [[56, "uncertainties-in-variable-parameters-and-their-correlations"]], "Getting and Printing Fit Reports": [[56, "getting-and-printing-fit-reports"]], "Using a Iteration Callback Function": [[56, "using-a-iteration-callback-function"]], "Using the Minimizer class": [[56, "using-the-minimizer-class"]], "Minimizer.emcee() - calculating the posterior probability distribution of parameters": [[56, "minimizer-emcee-calculating-the-posterior-probability-distribution-of-parameters"]], "Non-Linear Least-Squares Minimization and Curve-Fitting for Python": [[57, "non-linear-least-squares-minimization-and-curve-fitting-for-python"]], "Downloading and Installation": [[58, "downloading-and-installation"]], "Prerequisites": [[58, "prerequisites"]], "Downloads": [[58, "downloads"]], "Installation": [[58, "installation"]], "Development Version": [[58, "development-version"]], "Testing": [[58, "testing"]], "Acknowledgements": [[58, "acknowledgements"]], "Copyright, Licensing, and Re-distribution": [[58, "copyright-licensing-and-re-distribution"]], "Getting started with Non-Linear Least-Squares Fitting": [[59, "getting-started-with-non-linear-least-squares-fitting"]], "Modeling Data and Curve Fitting": [[60, "module-lmfit.model"]], "Motivation and simple example: Fit data to Gaussian profile": [[60, "motivation-and-simple-example-fit-data-to-gaussian-profile"]], "The Model class": [[60, "the-model-class"]], "Model class Methods": [[60, "model-class-methods"]], "Model class Attributes": [[60, "model-class-attributes"]], "Determining parameter names and independent variables for a function": [[60, "determining-parameter-names-and-independent-variables-for-a-function"]], "Explicitly specifying independent_vars": [[60, "explicitly-specifying-independent-vars"]], "Functions with keyword arguments": [[60, "functions-with-keyword-arguments"]], "Defining a prefix for the Parameters": [[60, "defining-a-prefix-for-the-parameters"]], "Initializing model parameter values": [[60, "initializing-model-parameter-values"]], "Initializing values in the function definition": [[60, "initializing-values-in-the-function-definition"]], "Initializing values with Model.make_params()": [[60, "initializing-values-with-model-make-params"]], "Creating a Parameters object directly": [[60, "creating-a-parameters-object-directly"]], "Initializing parameter values for a model with keyword arguments": [[60, "initializing-parameter-values-for-a-model-with-keyword-arguments"]], "Using parameter hints": [[60, "using-parameter-hints"]], "Data Types for data  and independent data with Model": [[60, "data-types-for-data-and-independent-data-with-model"]], "Saving and Loading Models": [[60, "saving-and-loading-models"]], "The ModelResult class": [[60, "the-modelresult-class"]], "ModelResult methods": [[60, "modelresult-methods"]], "ModelResult attributes": [[60, "modelresult-attributes"]], "Parameters and Variables": [[60, "parameters-and-variables"]], "Fit Arrays and Model": [[60, "fit-arrays-and-model"]], "Fit Status": [[60, "fit-status"]], "Fit Statistics": [[60, "fit-statistics"]], "Calculating uncertainties in the model function": [[60, "calculating-uncertainties-in-the-model-function"]], "Using uncertainties in the fitted parameters for post-fit calculations": [[60, "using-uncertainties-in-the-fitted-parameters-for-post-fit-calculations"]], "Saving and Loading ModelResults": [[60, "saving-and-loading-modelresults"]], "Composite Models : adding (or multiplying) Models": [[60, "composite-models-adding-or-multiplying-models"]], "Parameter and Parameters": [[61, "parameter-and-parameters"]], "The Parameter class": [[61, "the-parameter-class"]], "The Parameters class": [[61, "the-parameters-class"]], "The create_params() function": [[61, "the-create-params-function"]], "Simple Example": [[61, "simple-example"]], "Getting Help": [[63, "getting-help"]], "Release Notes": [[64, "release-notes"]], "Version 1.3.0 Release Notes (April 4, 2024)": [[64, "version-1-3-0-release-notes-april-4-2024"]], "Version 1.2.2 Release Notes (July 14, 2023)": [[64, "version-1-2-2-release-notes-july-14-2023"]], "Version 1.2.1 Release Notes (May 02, 2023)": [[64, "version-1-2-1-release-notes-may-02-2023"]], "Version 1.2.0 Release Notes (April 05, 2023)": [[64, "version-1-2-0-release-notes-april-05-2023"]], "Version 1.1.0 Release Notes (November 27, 2022)": [[64, "version-1-1-0-release-notes-november-27-2022"]], "Version 1.0.3 Release Notes (October 14, 2021)": [[64, "version-1-0-3-release-notes-october-14-2021"]], "Version 1.0.2 Release Notes (February 7, 2021)": [[64, "version-1-0-2-release-notes-february-7-2021"]], "Version 1.0.1 Release Notes": [[64, "version-1-0-1-release-notes"]], "Version 1.0.0 Release Notes": [[64, "version-1-0-0-release-notes"]], "Version 0.9.15 Release Notes": [[64, "version-0-9-15-release-notes"]], "Version 0.9.14 Release Notes": [[64, "version-0-9-14-release-notes"]], "Version 0.9.13 Release Notes": [[64, "version-0-9-13-release-notes"]], "Version 0.9.12 Release Notes": [[64, "version-0-9-12-release-notes"]], "Version 0.9.10 Release Notes": [[64, "version-0-9-10-release-notes"]], "Version 0.9.9 Release Notes": [[64, "version-0-9-9-release-notes"]], "Version 0.9.6 Release Notes": [[64, "version-0-9-6-release-notes"]], "Version 0.9.5 Release Notes": [[64, "version-0-9-5-release-notes"]], "Version 0.9.4 Release Notes": [[64, "version-0-9-4-release-notes"]], "Version 0.9.3 Release Notes": [[64, "version-0-9-3-release-notes"]], "Version 0.9.0 Release Notes": [[64, "version-0-9-0-release-notes"]], "Summary": [[64, "summary"]], "Impact": [[64, "impact"]], "Discussion": [[64, "discussion"]]}, "indexentries": 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"minimize() (minimizer method)": [[56, "lmfit.minimizer.Minimizer.minimize"]], "minimize() (in module lmfit.minimizer)": [[56, "lmfit.minimizer.minimize"]], "ndata (minimizerresult attribute)": [[56, "lmfit.minimizer.MinimizerResult.ndata"]], "nfev (minimizerresult attribute)": [[56, "lmfit.minimizer.MinimizerResult.nfev"]], "nfree (minimizerresult attribute)": [[56, "lmfit.minimizer.MinimizerResult.nfree"]], "nvarys (minimizerresult attribute)": [[56, "lmfit.minimizer.MinimizerResult.nvarys"]], "params (minimizerresult attribute)": [[56, "lmfit.minimizer.MinimizerResult.params"]], "prepare_fit() (minimizer method)": [[56, "lmfit.minimizer.Minimizer.prepare_fit"]], "redchi (minimizerresult attribute)": [[56, "lmfit.minimizer.MinimizerResult.redchi"]], "residual (minimizerresult attribute)": [[56, "lmfit.minimizer.MinimizerResult.residual"]], "scalar_minimize() (minimizer method)": [[56, "lmfit.minimizer.Minimizer.scalar_minimize"]], "shgo() (minimizer method)": [[56, 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in lmfit.parameter)": [[61, "lmfit.parameter.Parameters"]], "removing a constraint expression": [[61, "index-0"]], "add() (parameters method)": [[61, "lmfit.parameter.Parameters.add"]], "add_many() (parameters method)": [[61, "lmfit.parameter.Parameters.add_many"]], "correl (parameter attribute)": [[61, "lmfit.parameter.Parameter.correl"]], "create_params() (in module lmfit.parameter)": [[61, "lmfit.parameter.create_params"]], "create_uvars() (parameters method)": [[61, "lmfit.parameter.Parameters.create_uvars"]], "dump() (parameters method)": [[61, "lmfit.parameter.Parameters.dump"]], "dumps() (parameters method)": [[61, "lmfit.parameter.Parameters.dumps"]], "eval() (parameters method)": [[61, "lmfit.parameter.Parameters.eval"]], "lmfit.parameter": [[61, "module-lmfit.parameter"]], "load() (parameters method)": [[61, "lmfit.parameter.Parameters.load"]], "loads() (parameters method)": [[61, "lmfit.parameter.Parameters.loads"]], "pretty_print() (parameters method)": [[61, 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