{"nbformat":4,"nbformat_minor":0,"metadata":{"kernelspec":{"display_name":"Python 3 (Anaconda)","language":"python","name":"anaconda3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.5.3"},"colab":{"name":"CurveFitting.ipynb","provenance":[]}},"cells":[{"cell_type":"markdown","metadata":{"id":"OmsFis6Mtcdt"},"source":["# Curve Fitting"]},{"cell_type":"markdown","metadata":{"id":"nHkH3jjKtcd0"},"source":["Suppose that you want to fit a set of data points $(x_i,y_i)$, where\n","$i = 1,2,\\ldots,N$, to a function that can't be linearized. For example, the function could be a second-order polynomial, $f(x,a,b,c)=ax^2+bx+c$. There isn’t an analytical expression for finding the best-fit parameters ($a$, $b$, and $c$ in this example) as there is for linear regression with uncertainties in one dimension. The usual approach is to optimize the parameters to minimize the sum of the squares of the differences between the data and the function. How the difference are defined varies. If there are only uncertainties in the y direction, then the differences in the vertical direction (the gray lines in the figure below) are used. If there are uncertainties in both the $x$ and $y$ directions, the orthogonal (perpendicular) distances from the line (the dotted red lines in the figure below) are used."]},{"cell_type":"code","metadata":{"scrolled":true,"id":"0Mf4lYWQtcd1","outputId":"89a3a948-8260-42cf-ee09-d847e6476032"},"source":["from IPython.display import Image\n","Image(filename=\"Normal_vs_ODR.png\",width=400)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABAgAAAMjCAYAAAAoVSJhAAABF2lDQ1BJQ0MgUHJvZmlsZQAAKJFj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\nWhdv2rSpzJ49W6655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PIrQECQX0HqI4AAAggggAACeRTIMSQw7lFmd4M8wlINAS8Q2LZt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\nAgQIECCQLoH/B+frcV507lB7AAAAAElFTkSuQmCC\n","text/plain":[""]},"metadata":{"tags":[],"image/png":{"width":400}},"execution_count":1}]},{"cell_type":"markdown","metadata":{"id":"5J7N0WY_tcd4"},"source":["Image from http://blog.rtwilson.com/orthogonal-distance-regression-in-python/ \n","\n","For the case where there are only uncertainties in the y direction, if the uncertainty in $y_i$ is $\\sigma_i$, then the difference squared for each point is weighted by $w_i=1/\\sigma_i^2$. If there are no uncertainties, each point is given an equal weight of one and the results should be used with caution. The function to be minimized with \n","respect to variations in the parameters is\n","$$\n","\\chi^2 = \\sum_{i=1}^N w_i \\left[y_i - f\\left(x_i,a,b,c\\right)\\right]^2.\n","$$ \n","For the case where there are uncertainties in both $x$ and $y$, the function to be minimized is more complicated. \n","\n","The **`general_fit`** function that performs this minimization is defined in the file \"fitting.py\", which must be in the same drectory as the Python program. If there are only uncertainties in the $y$ direction, it uses the **`curve_fit`** function from the \"scipy\" library to find the best-fit parameters. If there are uncertainties in both $x$ and $y$, the **`odr`** package from the \"scipy\" library is used."]},{"cell_type":"markdown","metadata":{"id":"5IL4jbhstcd5"},"source":["An example of performing a fit with uncertainties in only the $y$ direction is shown below. The first command imports the **`general_fit`** function. Second, the function (**`fitfunc`**) to be fit is defined. The function could have more than 3 parameters. Inital guesses at the parameters are placed in the list $p0$. The name of the fitting function, arrays containing the data points ($x$ and $y$), the initial guesses at the parameters, and an array of uncertainties ($yerr$) are sent to the **`general_fit`** function. If it succeeds, the **`general_fit`** function returns arrays with the optimal parameters and estimates of their uncertainties (in lists called $popt$ and $punc$), the reduced chi squared ($rchi2$), and the degrees of freedom ($dof$). "]},{"cell_type":"code","metadata":{"id":"4Fefywnhtcd5","outputId":"c3809340-5e91-4b85-833b-bfc82657012b"},"source":["from fitting import *\n","\n","# Define the fitting function\n","def fitfunc(x, a, b, c):\n"," return (a*x**2 + b*x + c)\n","\n","x = array([0.0, 1.0, 2.0, 3.0, 4.0, 5.0])\n","y = array([-1.78, 4.09, 8.85, 17.9, 26.1, 35.2])\n","yerr = array([1.24, 1.46, 1.05, 1.68, 1.18, 1.56])\n","\n","p0 = [1.0, 3.0, -2.0]\n","popt, punc, rchi2, dof = general_fit(fitfunc, x, y, p0, yerr)\n","print('optimal parameters: ', popt)\n","print('uncertainties of parameters: ', punc)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["results of general_fit:\n"," degrees of freedom = 3\n"," reduced chi squared = 0.396023676875\n","optimal parameters: [ 0.59883841 4.47445632 -1.7310894 ]\n","uncertainties of parameters: [ 0.13760793 0.69552672 0.72598714]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"c4LAqmlXtcd6"},"source":["For this example, the optimal parameter are\n","\n","$$ a = 0.61500361\\\\\n"," b = 4.33082898\\\\\n"," c = -1.66737444 $$\n","\n","and their uncertainties are\n","\n","$$ \\sigma_a = 0.11813261 \\\\\n"," \\sigma_b = 0.57818057 \\\\\n"," \\sigma_c = 0.50099218 $$\n","\n","If the initial guesses at the parameters are not reasonable, the optimization may fail. It is often helpful to plot the data first to help make a good guesses at the parameters."]},{"cell_type":"markdown","metadata":{"id":"8ateVfb5tcd6"},"source":["If your performing a fit with uncertainties in both the $x$ and $y$ direction, arrays containing the data points ($x$ and $y$) and their uncertainties ($yerr$ and $xerr$) are sent to the **`general_fit`** function as follows: \n"," \n","Note the order of the uncertainties! The uncertainty in $x$ is optional, so it is second. This is also consistent with the **`errorbar`** function."]},{"cell_type":"markdown","metadata":{"id":"OcKm4mbztcd7"},"source":["## Intrepeting the Results"]},{"cell_type":"markdown","metadata":{"id":"IuM2lBBwtcd8"},"source":["Plotting data with error bars and a best-fit function together gives some idea of whether or not the fit is good. If the curve passes within most of the error bars, the fit is probably reasonably good. The first line below makes a list of 100 points between the minimum and maximum values of $x$ in the data. In the second line below, all of the parameters are sent to the fitting function at once using a pointer (using an asterisk in front of the name)."]},{"cell_type":"code","metadata":{"id":"VAyVWUoCtcd9","outputId":"a790dab0-e5e9-4d9e-905c-bb8a2faa6225"},"source":["xf = linspace(min(x),max(x),100)\n","yf = fitfunc(xf,*popt)\n","\n","figure()\n","scatter(x,y,s=15,label='Data')\n","errorbar(x, y, yerr, ls='None')\n","plot(xf,yf,\"r-\",label='Best-Fit Curve')\n","xlabel('x')\n","ylabel('y')\n","legend(loc='upper left')\n","show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYgAAAEPCAYAAABY9lNGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nX3zBYYcdRv/+/Rk9ejTffPNNZX/rMUNTgYV16+DMM+GMM2DUKEiIqw6TPYq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+GGyNsXVr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\n","text/plain":[""]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"xVdSGkRRtcd-"},"source":["The reduced chi squared and the degrees of freedom can also be used to judge the goodness of the fit. If $N$ is the number of data points and $C$ is\n","the number of parameters (or constraints) in the fit, the number degrees of freedom is \n","$$\n","d = N - C.\n","$$\n","In the example, $C = 3$ because there three parameters in the function. The reduced chi squared is defined as\n","$$\n","\\tilde{\\chi}^{\\, 2} = \\frac{\\chi^2}{d}.\n","$$\n","According to Taylor (p. 271), “If we obtain a value of $\\tilde{\\chi}^{\\, 2}$ of order one or less, then we have no reason to doubt our expected distribution; if we obtain a value of $\\tilde{\\chi}^{\\, 2}$ much larger than one, our expected distribution is unlikely to be correct.” \n","For an observed value (from fitting data) of the reduced chi square ($\\tilde{\\chi}^{\\, 2}_o$), you can look up the probability of randomly getting a larger $\\tilde{\\chi}^{\\, 2}$ with $d$ degrees of freedom on the table below (from Appendix D of Taylor’s book). A typical standard is to reject a fit if \n","$$\n","Prob_d\\left(\\tilde{\\chi}^{\\, 2} \\ge \\tilde{\\chi}^{\\, 2}_o \\right) < 5\\%.\n","$$\n","In other words, if the reduced chi squared for a fit is unlikely to occur randomly, then the fit is not a good one. \n","In the example above, six data points are fit and $\\tilde{\\chi}^{\\, 2}_o = 0.39$. Since $d = 6 - 3 = 3$, the table gives\n","$$\n","Prob_d\\left(\\tilde{\\chi}^{\\, 2} \\ge \\tilde{\\chi}^{\\, 2}_o \\right) \\approx 75\\%,\n","$$\n","and there is no reason to reject the fit."]},{"cell_type":"code","metadata":{"id":"q1a-ECbftcd_","outputId":"c24ccb54-1ce1-41bb-8ab8-394d3fd03c90"},"source":["Image(filename=\"ChiSqTable-Taylor.jpg\",width=600)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"image/jpeg":"/9j/4AAQSkZJRgABAQEBLAEsAAD/4gUgSUNDX1BST0ZJTEUAAQEAAAUQYXBwbAIgAABtbnRyR1JB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\nvcava+JtEPiLTLn+zLuCG8sBMIPOEksSoMuRtUkOykOqlPmrxn9sr9tj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LiU/Z5WRHUAn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W40dDc2ohkdlthHofmjz1ici/hGwOsqx/ZR5FAHnvxs/ac8J/ACS0i8QXGoG6vLG91VLTT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\nlilRtyyowyrA9wQQfxoA5P8AaJ+Ecf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SlpJVXaAMl2VGAI/8Agnj8FfF37On7EXws8DeO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L5cc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\naTui7d1zZwK7BEVov0GooA+Q/w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Additional Documentation"]},{"cell_type":"markdown","metadata":{"id":"OXpKndqftcd_"},"source":["More information is available at: \n","http://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.curve_fit.html \n","https://docs.scipy.org/doc/scipy/reference/odr.html"]}]}