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52 | <div class="section" id="scipyfitting"> |
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53 | <h1>ScipyFitting<a class="headerlink" href="#scipyfitting" title="Permalink to this headline">¶</a></h1> |
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54 | <div class="section" id="module-sans.fit.ScipyFitting"> |
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55 | <span id="mod-sans-fit-scipyfitting"></span><h2>:mod:` sans.fit.ScipyFitting`<a class="headerlink" href="#module-sans.fit.ScipyFitting" title="Permalink to this headline">¶</a></h2> |
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56 | <p>ScipyFitting module contains FitArrange , ScipyFit, |
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57 | Parameter classes.All listed classes work together to perform a |
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58 | simple fit with scipy optimizer.</p> |
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59 | <dl class="class"> |
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60 | <dt id="sans.fit.ScipyFitting.ScipyFit"> |
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61 | <em class="property">class </em><tt class="descclassname">sans.fit.ScipyFitting.</tt><tt class="descname">ScipyFit</tt><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit" title="Permalink to this definition">¶</a></dt> |
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62 | <dd><p>Bases: <a class="reference internal" href="AbstractFitEngine.html#sans.fit.AbstractFitEngine.FitEngine" title="sans.fit.AbstractFitEngine.FitEngine"><tt class="xref py py-class docutils literal"><span class="pre">sans.fit.AbstractFitEngine.FitEngine</span></tt></a></p> |
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63 | <p>ScipyFit performs the Fit.This class can be used as follow: |
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64 | #Do the fit SCIPY |
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65 | create an engine: engine = ScipyFit() |
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66 | Use data must be of type plottable |
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67 | Use a sans model</p> |
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68 | <p>Add data with a dictionnary of FitArrangeDict where Uid is a key and data |
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69 | is saved in FitArrange object. |
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70 | engine.set_data(data,Uid)</p> |
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71 | <p>Set model parameter “M1”= model.name add {model.parameter.name:value}.</p> |
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72 | <table class="docutils field-list" frame="void" rules="none"> |
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73 | <col class="field-name" /> |
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74 | <col class="field-body" /> |
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75 | <tbody valign="top"> |
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76 | <tr class="field"><th class="field-name">Note :</th><td class="field-body">Set_param() if used must always preceded set_model() |
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77 | for the fit to be performed.In case of Scipyfit set_param is called in |
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78 | fit () automatically.</td> |
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79 | </tr> |
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80 | </tbody> |
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81 | </table> |
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82 | <p>engine.set_param( model,”M1”, {‘A’:2,’B’:4})</p> |
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83 | <p>Add model with a dictionnary of FitArrangeDict{} where Uid is a key and model |
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84 | is save in FitArrange object. |
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85 | engine.set_model(model,Uid)</p> |
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86 | <p>engine.fit return chisqr,[model.parameter 1,2,..],[[err1....][..err2...]] |
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87 | chisqr1, out1, cov1=engine.fit({model.parameter.name:value},qmin,qmax)</p> |
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88 | <dl class="method"> |
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89 | <dt id="sans.fit.ScipyFitting.ScipyFit.fit"> |
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90 | <tt class="descname">fit</tt><big>(</big><em>q=None</em>, <em>handler=None</em>, <em>curr_thread=None</em>, <em>ftol=1.49012e-008</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.fit" title="Permalink to this definition">¶</a></dt> |
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91 | <dd></dd></dl> |
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92 | |
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93 | <dl class="method"> |
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94 | <dt id="sans.fit.ScipyFitting.ScipyFit.get_model"> |
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95 | <tt class="descname">get_model</tt><big>(</big><em>id</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.get_model" title="Permalink to this definition">¶</a></dt> |
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96 | <dd><table class="docutils field-list" frame="void" rules="none"> |
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97 | <col class="field-name" /> |
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98 | <col class="field-body" /> |
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99 | <tbody valign="top"> |
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100 | <tr class="field"><th class="field-name">Parameters:</th><td class="field-body"><strong>id</strong> – id is key in the dictionary containing the model to return</td> |
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101 | </tr> |
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102 | <tr class="field"><th class="field-name">Returns:</th><td class="field-body">a model at this id or None if no FitArrange element was |
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103 | created with this id</td> |
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104 | </tr> |
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105 | </tbody> |
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106 | </table> |
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107 | </dd></dl> |
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108 | |
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109 | <dl class="method"> |
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110 | <dt id="sans.fit.ScipyFitting.ScipyFit.get_problem_to_fit"> |
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111 | <tt class="descname">get_problem_to_fit</tt><big>(</big><em>id</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.get_problem_to_fit" title="Permalink to this definition">¶</a></dt> |
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112 | <dd><p>return the self.selected value of the fit problem of id</p> |
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113 | <table class="docutils field-list" frame="void" rules="none"> |
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114 | <col class="field-name" /> |
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115 | <col class="field-body" /> |
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116 | <tbody valign="top"> |
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117 | <tr class="field"><th class="field-name">Parameters:</th><td class="field-body"><strong>id</strong> – the id of the problem</td> |
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118 | </tr> |
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119 | </tbody> |
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120 | </table> |
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121 | </dd></dl> |
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122 | |
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123 | <dl class="method"> |
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124 | <dt id="sans.fit.ScipyFitting.ScipyFit.remove_fit_problem"> |
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125 | <tt class="descname">remove_fit_problem</tt><big>(</big><em>id</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.remove_fit_problem" title="Permalink to this definition">¶</a></dt> |
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126 | <dd><p>remove fitarrange in id</p> |
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127 | </dd></dl> |
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128 | |
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129 | <dl class="method"> |
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130 | <dt id="sans.fit.ScipyFitting.ScipyFit.select_problem_for_fit"> |
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131 | <tt class="descname">select_problem_for_fit</tt><big>(</big><em>id</em>, <em>value</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.select_problem_for_fit" title="Permalink to this definition">¶</a></dt> |
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132 | <dd><p>select a couple of model and data at the id position in dictionary |
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133 | and set in self.selected value to value</p> |
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134 | <table class="docutils field-list" frame="void" rules="none"> |
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135 | <col class="field-name" /> |
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136 | <col class="field-body" /> |
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137 | <tbody valign="top"> |
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138 | <tr class="field"><th class="field-name">Parameters:</th><td class="field-body"><strong>value</strong> – the value to allow fitting. |
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139 | can only have the value one or zero</td> |
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140 | </tr> |
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141 | </tbody> |
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142 | </table> |
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143 | </dd></dl> |
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144 | |
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145 | <dl class="method"> |
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146 | <dt id="sans.fit.ScipyFitting.ScipyFit.set_data"> |
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147 | <tt class="descname">set_data</tt><big>(</big><em>data</em>, <em>id</em>, <em>smearer=None</em>, <em>qmin=None</em>, <em>qmax=None</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.set_data" title="Permalink to this definition">¶</a></dt> |
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148 | <dd><p>Receives plottable, creates a list of data to fit,set data |
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149 | in a FitArrange object and adds that object in a dictionary |
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150 | with key id.</p> |
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151 | <table class="docutils field-list" frame="void" rules="none"> |
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152 | <col class="field-name" /> |
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153 | <col class="field-body" /> |
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154 | <tbody valign="top"> |
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155 | <tr class="field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple"> |
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156 | <li><strong>data</strong> – data added</li> |
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157 | <li><strong>id</strong> – unique key corresponding to a fitArrange object with data</li> |
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158 | </ul> |
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159 | </td> |
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160 | </tr> |
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161 | </tbody> |
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162 | </table> |
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163 | </dd></dl> |
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164 | |
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165 | <dl class="method"> |
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166 | <dt id="sans.fit.ScipyFitting.ScipyFit.set_model"> |
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167 | <tt class="descname">set_model</tt><big>(</big><em>model</em>, <em>id</em>, <em>pars=</em><span class="optional">[</span><span class="optional">]</span>, <em>constraints=</em><span class="optional">[</span><span class="optional">]</span><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.ScipyFit.set_model" title="Permalink to this definition">¶</a></dt> |
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168 | <dd><p>set a model on a given in the fit engine.</p> |
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169 | <table class="docutils field-list" frame="void" rules="none"> |
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170 | <col class="field-name" /> |
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171 | <col class="field-body" /> |
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172 | <tbody valign="top"> |
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173 | <tr class="field"><th class="field-name">Parameters:</th><td class="field-body"><strong>model</strong> – sans.models type</td> |
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174 | </tr> |
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175 | </tbody> |
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176 | </table> |
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177 | <dl class="docutils"> |
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178 | <dt>:param <span class="classifier-delimiter">:</span> <span class="classifier">is the key of the fitArrange dictionary where model is </span></dt> |
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179 | <dd>saved as a value</dd> |
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180 | </dl> |
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181 | <table class="docutils field-list" frame="void" rules="none"> |
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182 | <col class="field-name" /> |
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183 | <col class="field-body" /> |
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184 | <tbody valign="top"> |
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185 | <tr class="field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple"> |
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186 | <li><strong>pars</strong> – the list of parameters to fit</li> |
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187 | <li><strong>constraints</strong> – <p>list of |
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188 | tuple (name of parameter, value of parameters) |
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189 | the value of parameter must be a string to constraint 2 different |
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190 | parameters. |
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191 | Example: |
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192 | we want to fit 2 model M1 and M2 both have parameters A and B. |
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193 | constraints can be:</p> |
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194 | <blockquote> |
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195 | <div>constraints = [(M1.A, M2.B+2), (M1.B= M2.A <a href="#id1"><span class="problematic" id="id2">*</span></a>5),...,]</div></blockquote> |
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196 | </li> |
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197 | </ul> |
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198 | </td> |
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199 | </tr> |
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200 | <tr class="field"><th class="field-name">Note :</th><td class="field-body"><p class="first last">pars must contains only name of existing model’s parameters</p> |
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201 | </td> |
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202 | </tr> |
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203 | </tbody> |
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204 | </table> |
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205 | </dd></dl> |
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206 | |
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207 | </dd></dl> |
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208 | |
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209 | <dl class="class"> |
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210 | <dt id="sans.fit.ScipyFitting.fitresult"> |
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211 | <em class="property">class </em><tt class="descclassname">sans.fit.ScipyFitting.</tt><tt class="descname">fitresult</tt><big>(</big><em>model=None</em>, <em>param_list=None</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.fitresult" title="Permalink to this definition">¶</a></dt> |
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212 | <dd><p>Bases: <tt class="xref py py-class docutils literal"><span class="pre">object</span></tt></p> |
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213 | <p>Storing fit result</p> |
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214 | <dl class="method"> |
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215 | <dt id="sans.fit.ScipyFitting.fitresult.print_summary"> |
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216 | <tt class="descname">print_summary</tt><big>(</big><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.fitresult.print_summary" title="Permalink to this definition">¶</a></dt> |
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217 | <dd></dd></dl> |
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218 | |
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219 | <dl class="method"> |
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220 | <dt id="sans.fit.ScipyFitting.fitresult.set_fitness"> |
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221 | <tt class="descname">set_fitness</tt><big>(</big><em>fitness</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.fitresult.set_fitness" title="Permalink to this definition">¶</a></dt> |
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222 | <dd></dd></dl> |
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223 | |
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224 | <dl class="method"> |
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225 | <dt id="sans.fit.ScipyFitting.fitresult.set_model"> |
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226 | <tt class="descname">set_model</tt><big>(</big><em>model</em><big>)</big><a class="headerlink" href="#sans.fit.ScipyFitting.fitresult.set_model" title="Permalink to this definition">¶</a></dt> |
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227 | <dd></dd></dl> |
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228 | |
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229 | </dd></dl> |
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230 | |
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242 | <li><a class="reference internal" href="#">ScipyFitting</a><ul> |
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243 | <li><a class="reference internal" href="#module-sans.fit.ScipyFitting">:mod:` sans.fit.ScipyFitting`</a></li> |
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244 | </ul> |
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