{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Getting started" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Fitting a data to a user defined model" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "*refnx* can examine most curve fitting problems. Here we demonstrate a fit to a simple user defined model. This line example is taken from the [emcee documentation](http://emcee.readthedocs.io/en/stable/user/line.html) and the reader is referred to that link for more detailed explanation. The errorbars are underestimated, and the modelling will account for that." ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "To use *refnx* we need first need to create a dataset. We create a synthetic dataset" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "\n", "rng = np.random.default_rng(1220289787)\n", "\n", "# Choose the \"true\" parameters.\n", "m_true = -0.9594\n", "b_true = 4.294\n", "f_true = 0.534\n", "\n", "N = 50\n", "x = np.sort(10 * rng.uniform(size=N))\n", "yerr = 0.1 + 0.5 * rng.uniform(size=N)\n", "y = m_true * x + b_true\n", "y += np.abs(f_true * y) * rng.normal(size=N)\n", "y += yerr * rng.normal(size=N)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We create a `Data1D` object from this synthetic data:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from refnx.dataset import Data1D\n", "\n", "data = Data1D(data=(x, y, yerr))" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Then we need to set up a generative model. Firstly we write a fit-function that returns our straight line model. The `Parameter` objects describe the parameters we're going to use in the fit. We give the parameters values, names, and specify their limits. The parameters are combined into a `Parameters` set, `p`, using the or operator.\n", "Then we create a `Model` object from our parameter set and the fit-function. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from refnx.analysis import Parameter, Model\n", "\n", "\n", "def line(x, params, *args, **kwds):\n", " p_arr = np.array(params)\n", " return p_arr[0] + x * p_arr[1]\n", "\n", "\n", "# the model needs parameters\n", "p = Parameter(1, \"b\", vary=True, bounds=(0, 10))\n", "p |= Parameter(-2, \"m\", vary=True, bounds=(-5, 0.5))\n", "\n", "model = Model(p, fitfunc=line)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We set lower and upper limits on each of the parameters. This means that the log-prior probability from those parameters is described by a uniform distribution. Only solutions which have finite probability (i.e. lie between the limits) will be considered by the fit/sampler." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-2.3025850929940455 -inf\n" ] } ], "source": [ "# ln(1 / 10)\n", "# a value lying outside the limits is not possible\n", "print(p[0].logp(1), p[0].logp(-1))" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "It's not required to give each parameter bounds unless the fit method requires it. The bounds do not have to be from a uniform distribution, any of the `scipy.stats.rv_continuous` distributions can be used:\n", "\n", "```\n", "import scipy.stats as stats\n", "# a normal distribution of mean 5 and standard deviation 1.\n", "p[0].bounds = stats.norm(5, 1)\n", "```" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Now we create an `Objective` from the model and the data. We use an extra parameter, `lnsigma`, to describe the underestimated error bars. Objectives use the model and data to calculate statistics about the curve fitting system." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "631.1788336329323 -6.405228458030841 -440.09147816937787 -446.4967066274087\n" ] } ], "source": [ "from refnx.analysis import Objective\n", "\n", "lnf = Parameter(0, \"lnf\", vary=True, bounds=(-10, 1))\n", "objective = Objective(model, data, lnsigma=lnf)\n", "print(objective.chisqr(), objective.logp(), objective.logl(), objective.logpost())" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Then a `CurveFitter` is created from the `Objective`. This is responsible for doing all the curvefitting/Bayesian sampling. Let's do a quick fit using Differential Evolution." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "61.78059283607564: : 20it [00:00, 454.06it/s] \n" ] } ], "source": [ "from refnx.analysis import CurveFitter\n", "\n", "fitter = CurveFitter(objective)\n", "fitter.fit(\"differential_evolution\");" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "In the final output of the sampling each varying parameter is given a set of statistics. `Parameter.value` is the median of the chain samples. `Parameter.stderr` is half the [15, 85] percentile, representing a standard deviation." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Objective - 4829246960\n", "Dataset = , 50 points\n", "datapoints = 50\n", "chi2 = 45.7316726401658\n", "Weighted = True\n", "Transform = None\n", "________________________________________________________________________________\n", "Parameters: None \n", "\n", "\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(objective)\n", "objective.plot();" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The trouble with a single fit that minimises $\\chi^2$ is that it doesn't reveal the range of solutions that are consistent with the data. It also assumes that the parameter uncertainties will be normally distributed and uni-modal. To investigate the parameter probability distributions we need to use MCMC to sample the posterior probability distribution of the system. \n", "\n", "Note: `pool=` specifies that no parallelisation is done during sampling. On platforms that use `spawn` for multiprocessing special precautions [must be used](https://docs.python.org/3/library/multiprocessing.html#the-spawn-and-forkserver-start-methods) when using `pool > 1`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:04<00:00, 220.15it/s]\n" ] } ], "source": [ "fitter.sample(1000, pool=1);" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Once the sampling is done we burn/discard some of the initial steps because the initial locations of the walkers won't be around their 'equilibrium' position. We thin out the chain to reduce auto-correlation between successive steps." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Parameters: None \n", "\n", "\n", "\n" ] } ], "source": [ "from refnx.analysis import process_chain\n", "\n", "process_chain(objective, fitter.chain, nburn=300, nthin=100, flatchain=True)\n", "print(objective.parameters)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Now we can see the range of solutions that are consistent with the data:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objective.plot(samples=300);" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Fitting a neutron reflectometry dataset" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We start off with all the relevant imports we'll need." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import os.path\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy\n", "\n", "import refnx\n", "from refnx.dataset import ReflectDataset, Data1D\n", "from refnx.analysis import Transform, CurveFitter, Objective, Model, Parameter\n", "from refnx.reflect import SLD, Slab, ReflectModel" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "It's important to note down the versions of the software that you're using, in order for the analysis to be reproducible." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "refnx: 0.1.45\n", "scipy: 1.14.0\n", "numpy: 1.26.4\n" ] } ], "source": [ "print(\n", " f\"refnx: {refnx.version.version}\\n\"\n", " f\"scipy: {scipy.version.version}\\n\"\n", " f\"numpy: {np.version.version}\"\n", ")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Loading/Creating a dataset" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "*refnx* reads 2, 3, or 4 column plain-text files using `Data1D` or `ReflectDataset`.\n", "\n", "\n", "| columns | data |\n", "|---------|-------------------------|\n", "| 2 | $x, y$ |\n", "| 3 | $x, y, y_{err}$ |\n", "| 4 |$x, y, y_{err}, x_{err}$ |\n", "\n", "\n", "$y_{err}$ being the standard deviation of the measured $y$ data, $x_{err}$ being the uncertainty in $x$.\n", "\n", "In a reflectometry context $x$ is the momentum transfer $Q$ ($A^{-1}$), $y_{err}$ is the uncertainty in the reflectivity, and $x_{err}$ is the full width at half maximum (FWHM) of the Gaussian approximation to the resolution function, $dQ$.\n", "\n", "The dataset we're going to use as an example is distributed with every install. The following cell determines its location." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "pth = os.path.dirname(refnx.__file__)\n", "DATASET_NAME = \"c_PLP0011859_q.txt\"\n", "file_path = os.path.join(pth, \"analysis\", \"test\", DATASET_NAME)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "`ReflectDataset` uses a file path to load the data. However, you can also make a dataset directly from numerical arrays." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "data = ReflectDataset(file_path)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Creating an interfacial Structure" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "`Structure` objects describe the interface of interest. They are made by assembling a series of `Components` (the simplest `Component` being a `Slab`. However, the first step is to create `SLD` objects that represent each of the materials:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "si = SLD(2.07, name=\"Si\")\n", "sio2 = SLD(3.47, name=\"SiO2\")\n", "film = SLD(2.0, name=\"film\")\n", "d2o = SLD(6.36, name=\"d2o\")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "`Slab`s are created from these `SLD`s to represent each layer in the system." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# first number is thickness, second number is roughness\n", "# a native oxide layer\n", "sio2_layer = sio2(30, 3)\n", "\n", "# the film of interest\n", "film_layer = film(250, 3)\n", "\n", "# layer for the solvent\n", "d2o_layer = d2o(0, 3)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "A `Slab` has the following parameters, which are all accessible as attributes:\n", "\n", " - `Slab.thick`\n", " - `Slab.sld.real`\n", " - `Slab.sld.imag`\n", " - `Slab.rough`\n", " - `Slab.vfsolv`\n", " \n", "We need to specify which parameters are going to vary in a fit, and what the limits are on those parameters. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "sio2_layer.thick.setp(bounds=(15, 50), vary=True)\n", "sio2_layer.rough.setp(bounds=(1, 15), vary=True)\n", "\n", "film_layer.thick.setp(bounds=(200, 300), vary=True)\n", "film_layer.sld.real.setp(bounds=(0.1, 3), vary=True)\n", "film_layer.rough.setp(bounds=(1, 15), vary=True)\n", "\n", "d2o_layer.rough.setp(vary=True, bounds=(1, 15))" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Now we assemble the `Structure` from the `Components`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "structure = si | sio2_layer | film_layer | d2o_layer" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(sio2_layer.parameters)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "`Structure` has a `sld_profile` method to return the SLD profile. Let's also plot that." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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crBspl4vkRQMGDNDy5cu1ZcsWbd++XT/+8Y/Vp08fnXfeeYqMDN3SFAAATtE8TTp0+12kU0hefIYNG6Zhw4apsLBQaWlpXRETAADogGMrL6Gsw6nZ5MmTAxkHAADopHDYlFHqRPJijAlkHAAAoJOqm7YG6EblpXWh3AgEAIATUXkBAACOQuUFAAA4CpWXk2B6NAAA9lJTF/qbMkqdSF7Wr18fyDgAAEAn+dZ58YTwpowSw0YAAISM5nVeQvvj/ZQXqfM5dOiQXnnlFa1evVqFhYWSpLS0NJ1//vmaMWOGevfuHbAgAQDAyfkbdqm8HO/zzz/Xaaedpvnz5yshIUETJkzQhAkTlJCQoPnz5+v000/X2rVrAx0rAABog79hl8rL8X72s5/p+uuv1wsvvHDcei/GGN1222362c9+ptWrVwckSAAAcHLhUnnpUPLy5ZdfasGCBa0uVOdyuTRnzhydffbZnQ4OAAC0X7hUXjp0dWlpafr73/9+wuN///vflZqa2uGgAADAqQuXjRk7VHmZO3eubr31Vq1bt04TJ070JyoHDhzQsmXL9NJLL+l3v/tdQAMFAABt802V7hbii9R1KHmZPXu2kpOT9e///u/6z//8TzU0NN6syMhIjRo1SgsWLNA//dM/BTRQAADQNiovJ3HDDTfohhtuUF1dnQ4dOiRJSk5OVnR0dMCCAwAA7UflpZ2io6OVnp4eiFgAAEAnhEvlpUtSsz179ujmm2/uiqcGAAAnEC4r7HbJ1R05ckSvvfZaVzw1AAA4gRr/sFFoV146NGy0ePHiNo9/++23HQoGAAB0nL/yQs/L8a655hq5XC4ZY054TmsL2AEAgK7jb9il5+V46enpevfdd+X1elv9+uKLLwIdJwAAOIlwqbx06OpGjRqldevWnfD4yaoyAAAg8Hw9LzTstuLee+/V+eeff8LjgwcP1qefftrhoI71+OOPy+Vy6a677grI8wEAEKqq69mY8YQuuOCCNo/36NFDF154YYcCOtbnn3+uF198USNGjOj0cwEAEMrqG7xq8DaOelB5acVDDz3U5rBRIJSXl2vatGl66aWX1LNnzy59LQAAnM5XdZFCv/LSoeRl7969mjJlivr27atZs2bpww8/VG1tbUADmz17ti6//HJNmjSpzfNqampUWlra4gsAgHDj63eRJHcklZfjvPLKKyosLNSbb76puLg43XXXXUpOTtYPf/hDvf766zpy5Einglq4cKG++OIL5eTknPTcnJwcJSQk+L8yMzM79doAADiRr/LijopQRERoL1fS4dQsIiJCF1xwgZ588klt27ZNeXl5GjNmjF588UVlZGRowoQJ+t3vfqd9+/ad0vPu2bNHd955p/785z+rW7duJz1/3rx5Kikp8X/t2bOno5cEAIBjhctMIykAGzP6nHHGGTrjjDN033336eDBg1q8eLF/Jd65c+e2+3nWrVunoqIinXPOOf7HGhoatGLFCv3Hf/yHampqFBnZPJbn8Xjk8XgCdRkAADhSuGzKKAUweTlW7969NXPmTM2cOfOUf3fixInatGlTi8duuukmnX766br//vtbJC4AAKCRf3XdEF+gTuqi5KUz4uLilJ2d3eKxHj16qFevXsc9DgAAGoXLjtJSF+0qDQAAgqs6THaUlmxYeWnN8uXLrQ4BAABbo/ICAAAchYbddvB6vVqwYIHeffdd7d69Wy6XS1lZWfrRj36kn/zkJ3K5QnuOOQAAdhJODbsdukJjjK666ir99Kc/1b59+zR8+HCdeeaZ+u677zRjxgxde+21gY4TAAC0gcrLSSxYsEArVqzQsmXL9P3vf7/FsU8++UTXXHONXn/9dd14440BCRIAALSthspL29588039/Oc/Py5xkaSLL75YDzzwgP785z93OjgAANA+4VR56VDysnHjRl122WUnPD5lyhR9+eWXHQ4KAACcGv/2AFReWnfkyBGlpqae8HhqaqqOHj3a4aAAAMCp8W3MGA7rvHQoeWloaFBU1InbZSIjI1VfX9/hoAAAwKnxzzYKg3VeOtSwa4zRjBkzTrghYk1NTaeCAgAAp6baP2wU+pWXDiUv06dPP+k5zDQCACB4quvCZ9ioQ8nLq6++Gug4AABAJ7BIXSft3btXt956a1c8NQAAaIW/YZep0h1z+PBhvfzyy13x1AAAoBXhtKt06NeWAAAIA6ywCwAAHKWKygsAAHCS5tlGof/R3qHZRtddd12bx4uLizvytAAAoIP867yEQcNuh5KXhISEkx5nnRcAAIInnBp2WecFAIAQ0Ly3UegPG3XoClevXq0lS5a0eOz1119XVlaWUlJSdOutt7JFAAAAQeL1GtWyMWPbHn30UW3evNn/86ZNmzRz5kxNmjRJDzzwgN5//33l5OQELEgAAHBiNU2Ji0TyckJffvmlJk6c6P954cKFGjNmjF566SXdfffdmj9/vt56662ABQkAAE7M1+8ihceu0h26wqNHjyo1NdX/c25urqZMmeL/+bzzztOePXs6Hx0AADip6vrG5CUqwqWoSJKXVqWmpmrXrl2SpNraWn3xxRf63ve+5z9eVlam6OjowEQIAADaFE47SksdTF5+8IMf6IEHHtD//d//ad68eerevbsuuOAC//GNGzdq0KBBAQsSAACcWDjtKC11cKr0Y489puuuu04XXnihYmNj9dprr8ntdvuPv/LKK5o8eXLAggQAACcWTgvUSR1MXpKTk7VixQqVlJQoNjZWkZEtb9bbb7+t2NjYgAQIAADaFk5bA0gdTF58TrTSblJSUmeeFgAAnAJfwy49LwAAwBFqwmhrAInkBQAAxwu3YaPwuEoAAEKYf7ZRmDTskrwAAOBw4bSjtNTJhl1Yq8FrtO9olXYfrlBZdb3qGryqbfCqvsFIklwuySUpoukblySXy9X0T99xlzxREeod51H/Xj3UO85j5SUBADrAt6O0J0yGjUheHKi4slbPfbpD76zbq6OVdQF97mHp8fqXCwfqqpEZcrlcAX1uAEDX8FVeYqi8wI52HarQja/kac+RKkmSOypC/ZO6q2cPt9yREYqObN7XwhhJMjJG8hoj0/RY4z+N/5yqugYVlVVr79EqbSko1Z0LN2jl9kN64ocjFBFBAgMAdhdu2wOQvDhIZW29Zr72ufYcqVK/pO56+MphuvC03gHbhOtoRa1eX/2d5n+yXW+v26u0hG66Z/LQgDw3AKDrhNv2AOFxlSHi3z7+Rt8erFBafDf9z6zzNfGM1IDuHtqzh1t3Thqip340QpL0/PKd+uZAWcCeHwDQNWrqmW0EGzpYVqM/5X0nScq5bniXNtZed05fXTIsVfVeo2f+tr3LXgcAEBjhNmxE8uIQf1rznarrvDorM1EXDe3d5a83Z9JpkqSPNheqqLS6y18PANBxDBvBdowxWvzlfknSjPMHBGUW0LCMeJ3bv6fqvUbvfLG3y18PANBx/l2lqbzALjbvL9WuQxXyREVo0rDUoL3uNWf3kSQt21oUtNcEAJw6ho1gO3/bekCS9P2hKYr1BG+C2MWnp0iSvsg/qiMVtUF7XQDAqfHvKh0VHh/r4XGVDrfm28OSpPFDkoP6uhmJMTojPV7GSCu+ORjU1wYAtB+VF9hKdV2DvsgvliSNHdQr6K9/ftNrrvvuaNBfGwDQPjVhtrcRyYvNrc8vVm29VylxHg1M7hH01z+nX09JjUNHAAB7qmK2Eexk495iSdKo/j0t2WvonP6JkqSvC8tUWVsf9NcHAJxcuO0qTfJic5v3l0qSsvskWPL66QkxSovvpgav0aa9JZbEAABom7/nhRV2YQdf7W9MGM7MiLcsBl/i9HUhWwUAgN0YY5pnGzFsBKtV1NRr16EKSdKZGdZUXiRpaFqsJGkb+xwBgO3UNnhlTOP3LFIHy31dWCZjpNR4T5fuZXQyp6XGSZK+ofICALbjGzKSqLzABnYWlUtqTh6sMjSt8fW3HSiT8aX3AABb8E2Tdrkkd2R4fKyHx1U61M6DjcnLoN6xlsYxMDlWUREulVXXq6CETRoBwE6Obda1YlaqFUhebKw5eQn++i7HckdFqF+v7pLk78EBANhDuDXrSiQvtrbzYGOiYHXlRZKyejUmULsPk7wAgJ2E2xovEsmLbdXWe5V/pFKSNCjF+uSlf1Py8t3hSosjAQAcK9z2NZJIXmxrz9FKNXiNergjlWLhTCOfAcmNw0a7GTYCAFvxVV48YbKjtETyYlt7j1ZJkvr27G6LBqz+DBsBgC0xbATb2OdPXmIsjqTRgKaG3e8OV8rrZbo0ANhFdb1v2Ch8PtLD50odZu/Rxt6SPjZJXvokxigywqWaeq+KymqsDgcA0KS6trHy0t0dZXEkwUPyYlP7ihsrL30S7ZG8REVGKC2+myRpXzFNuwBgF5W19ZKkGDfDRrDYvmN6XuzCVwXaV8xCdQBgF5VNPS8x9LzAar6GXbsMG0nNVSBfYgUAsF6Vf9iI5AUWqq336kBZY3XDLsNGUnMs+4tJXgDALnzJC8NGsFRhSbWMaZyznxzrtjocvwxf5YXkBQBsg2Ej2MKxM43ssMaLj28Ii8oLANgHw0awhb02m2nkQ88LANhP82wjpkpb5vnnn9eIESMUHx+v+Ph4jR07Vh9++KHVYQWV3Rao88lIbJwqXVZTr/KaeoujAQBIUlXT3kbdGTayTt++ffX4449r3bp1Wrt2rS6++GJdffXV2rx5s9WhBc1eG06TlhoXQIrzNGb2B0qZLg0AdlDFOi/Wu/LKK/WDH/xAQ4YM0Wmnnabf/OY3io2N1Zo1a6wOLWh8i8DZbdhIklLiGzeJJHkBAHuoDMPZRrYeIGtoaNDbb7+tiooKjR07ttVzampqVFPTvFx9aWlpsMLrMv7VdW02bCRJqfHdtPNghYpK2SIAAOzA37DLsJG1Nm3apNjYWHk8Ht12221atGiRhg0b1uq5OTk5SkhI8H9lZmYGOdrA8nqNCksaqxoZNqy8pDZtEVBI5QUAbKGqjr2NbGHo0KHasGGD8vLyNGvWLE2fPl1btmxp9dx58+appKTE/7Vnz54gRxtYRytrVdfQuGtzSpzH4miO50teGDYCAHtoHjay5Ud6l7BlmuZ2uzV48GBJ0qhRo/T555/rmWee0YsvvnjcuR6PRx6P/T7kO+pA03BMcqxb0ZH2eyOmNvW8MGwEAPbQvMKuLT/Su4T9Ph1b4fV6W/S1hDJfRSMlrpvFkbSOygsA2Ed9g1e1DeE3Vdp2adq8efM0ZcoU9evXT2VlZXrjjTe0fPlyffTRR1aHFhS+pCAtwa7JS9NsozKSFwCwmq/fRWK2kaWKiop04403qqCgQAkJCRoxYoQ++ugjXXLJJVaHFhS+YSNfkmA3vorQgdIaGWNstX0BAIQb35CRy9W4H164sF3y8vLLL1sdgqV8FQ27Dhv51nmprfequLJOPXvYZ+NIAAg3lcdMkw6n/5kMnzTNIYqaho18vSV244mKVM/u0ZIYOgIAq1WGYbOuRPJiO4X+5MWew0bSsU274dFEDQB21bzGS/j0u0gkL7bT3PNiz8qLxIwjALAL347SJC+wTH2DV4fKG5OXFFtXXnxrvZC8AICVKmoak5ceHoaNYJFD5bUyRoqMcCm5h52TF4aNAMAOKmoYNoLFmheo8ygiwr5d4ynsbwQAtlDRNGwUS+UFVvEnLzbud5Gk1DiGjQDADsoZNoLVfMlLqg03ZDyWL7kqKmPYCACs5Ot5ofICyzhhppHUvNv1wbIaeb3G4mgAIHz5el56eOh5gUUOOGCNF0nq3ZS81HuNjlTWWhwNAIQvZhvBcgfKfNOk7V15iY6MUK+mbQGKmHEEAJahYReW8zXAptk8eZGaqy9FbBEAAJYp90+VJnmBRQ7YfF+jY9G0CwDWa27YpecFFqiua9DRyjpJ9u95kVo27QIArEHPCyzlSwLcURFKiIm2OJqTS2GtFwCwnK/nheQFljh2ppHLZd/VdX38yQuVFwCwjG+qNA27sIR/jZc4+/e7SM19OSQvAGAdVtiFpZzUrCs173p9gGEjALBEXYNXtfVeSVIPNmaEFQ6UOSx5iWuuvBjDKrsAEGy+Zl2JygsscqDEtymj/WcaSc3rvNTWe1VaVX+SswEAgVZR29jv4o6KUHRkeH2ch9fV2lhBU/KSnuCMyku36EjFd2vM9FmoDgCCr7w6PFfXlUhebKPQQavr+rBQHQBYp7S6cW0wJyyvEWgkLzZgjPFXXjISYyyOpv18i+lReQGA4CutakxefFXwcELyYgNHK+v8HeNO6XmRjmnaZXNGAAg6X+UlnsoLrFBQUiVJSo51yxPlnOluLFQHANbxTZaIo/ICKxQUN/W7OKRZ18c344i1XgAg+JqHjai8wAIF/mZd5/S7SDTsAoCVyprWeWHYCJYobBo2ykh0VuWFnaUBwDo07MJSvplGThs2YmdpALAODbuwVKHDFqjz8Q0bVdQ2tFimGgDQ9XwNu/S8wBK+5MVpPS+xnij/ZmD0vQBAcDVXXhg2QpAZY7S/qefFaZUX6ZimXYaOACComG0Ey5RU1am6rnGBOqf1vEjN06WpvABAcJVWM9sIFvE16yb1cKtbtHMWqPNJYa0XAAg6YwyVF1inud/FeVUXSUplrRcACLqqugbVe40kVtiFBQocOtPIxxf3/uIqiyMBgPBxpKJWkuSOjFB3t/Oq9p1F8mKxfcWVkqR0hy1Q5+PbBduXhAEAup4veUnq4ZbL5bI4muAjebFY/pHGikX/pB4WR9IxvspLAZUXAAiaw8ckL+GI5MVi+UcaKy+ZSc5a48XHV3k5UFajhqbxVwBA1zpK8gIr7fUnL90tjqRjkmM9iopwqcFrVFTG0BEABMMRkhdYpaKm3l/6c2ryEhnh8s842l9M8gIAwcCwESyz52hj1aVn92hHz9P37YZdUELfCwAEw5HyxuSlF8kLgi3/sLOHjHx8fS/7jpK8AEAwHKlsTF56krwg2HYdqpAk9e/lzJlGPpk9G5MvXyUJANC1fD0vVF4QdDsPlkuSBveOtTiSzunXVDnyTfsGAHQtGnZhmR1FjcnLoBSHV16akpc9R6i8AEAwHC5v3JKlVyzJC4LIGKOdBxuHjQY5vPLiW6Nm39Eq1noBgC5WXdfg31E6OdZjcTTWIHmxyOGKWpVU1cnlkrKSnV15SU+IUVSES7UNXnaXBoAu5tvQNyY6Ugkxzp2p2hkkLxbZfqBxyKhPYoy6RTt7U63ICJf69GysvuQzdAQAXerYDX3DcV8jieTFMlsKSiVJZ6THWxxJYPiadnc3zaACAHSNwtLGyRFO3dA3EEheLLJ5f4kkKTsjweJIAsPXt+ObQQUA6Bq+yktavDP3xAsEkheLbN7XWHnJ7hMalZfBKY3Ji28GFQCgaxQUNw8bhSuSFwtU1TZoe1GZJCm7T2hUXnzJi28GFQCga/grLyQvCKZN+0rkNVLvOI9S4kJjmptv2GjP0UpV1zVYHA0AhC5/zwvJC4Jp9c7DkqTRWUkh0ymeHOtWQky0jKHvBQC6ijHGvy+eb5ZnOCJ5scDqbw9JksYO7GVxJIHjcrk0NC1OkrRlf6nF0QBAaDpUXqvS6nq5XNIAh++L1xkkL0FWVdugL/KLJUnnDwqd5EWShjf173y1r8TiSAAgNPkq25k9uzt+jbDOIHkJsmVfH1BtvVeZSTGOX1n3H43o25i8bCJ5AYAu4UteBvUOrc+PU0XyEmTvf7lfknTliIyQ6Xfx8c2c2lJQqvoGr8XRAEDo2VkUGnvidRbJSxAVlFTpk6+LJElXjsywOJrAy+rVQ3GeKFXXefV1YZnV4QBAyPFXXlJIXhAkzy/fqboGozFZSSGzLcCxIiJcGp2VJEn6bMchi6MBgNDi9Rp9ubdYUuhsLdNRJC9BkvftYf1pzXeSpDsnDrE4mq4zbnCyJGklyQsABNS3h8pVXFmnbtEROjOD5AVdyOs1+svGAv30tbXyGumH5/TV+U0f8KHIl7x8vvuIqmpZrA4AAmXt7qOSpJF9ExUdGd4f31FWB+AURypq9epnu+Q1Rl4jeY2RMVKD1/i/bzzWeLyhwaigtFpfF5SqqKxGkjR6QJJ+dfWZFl9J1zotNVaZSTHac6RKH28p1NVn9bE6JAAICXm7jkiSzhuQZHEk1iN5aafiylo9+8mODv1urCdKN48boH/9/uCQn5fvcrl07Vl9NP+THXr3i30kLwAQANV1DVq65YAk6YIhoVu9by+Sl3ZKiInWjPMHyOWSIlwuRTT909X0fWRE8/e+4ylx3dS/V3eNzEwM+aTlWNee01fzP9mh3G8OamtBadg3lgFAZ/1t6wGV19SrT2IMlRfZMHnJycnRu+++q6+//loxMTE6//zz9cQTT2jo0KGWxtUr1qNHrgrtIZ9AyUruoctHpOsvGwv02w+26rWbRisiIrTWtAGAYGnwGj336U5J0jVnZ/DfU9mwYTc3N1ezZ8/WmjVrtHTpUtXV1Wny5MmqqKiwOjScgnsuOU3uqAj93/ZD+u0HW+X1GqtDAgBHembZdm0tKFV8tyjNHD/Q6nBswWWMsfWnysGDB5WSkqLc3FxNmDDhpOeXlpYqISFBJSUlio9nuMJKb6/do3vf2ShJOjMjXpedmabsvglKiIlWrCdK7sgIHbvIsEvNPzh58eGu+IsyCvyTdk2cXfCcXRBo18TZBU8a1v/eu+A5nXI/jVRaXaf8w5X6y6YC5X5zUJL0+HXD9c+j+wX+BW3iVD6/bTds9I9KShr3yUlKan2Mr6amRjU1Nf6fS0vZ0dgurj83UxEulx587ytt3l+qzew2DQCnLCrCpfsvOz2kE5dTZevKi9fr1VVXXaXi4mKtXLmy1XMeeeQRPfroo8c9TuXFPo5U1Grxhn1al1+s7QfKVF5Tr4qaetXWN+9/dOyb8Nh35LH/p2RM4Csyx1Z7AvJ8AXy6QBefAr2XVkCfLeD/XgP8fIG+d7xPOvZcAa/I2vffaw93pPr0jNHwPom6/ty+YbGX0alUXmydvMyaNUsffvihVq5cqb59+7Z6TmuVl8zMTJIXAAAcJCSGjW6//XYtWbJEK1asOGHiIkkej0cejyeIkQEAACvZLnkxxuhnP/uZFi1apOXLlysrK8vqkAAAgI3YLnmZPXu23njjDb333nuKi4tTYWGhJCkhIUExMTEWRwcAAKxmu56XEzWLvfrqq5oxY8ZJf5+p0gAAOI+je15slksBAACbsd0KuwAAAG0heQEAAI5C8gIAAByF5AUAADgKyQsAAHAUkhcAAOAoJC8AAMBRSF4AAICjkLwAAABHsd0Ku53lW6G3tLTU4kgAAEB7+T6327PSfsglL2VlZZKkzMxMiyMBAACnqqysTAkJCW2eY7uNGTvL6/Vq//79iouLO+Emj3ZVWlqqzMxM7dmzh00lW8H9aRv3p23cn7Zxf06Me9O2QN0fY4zKysqUkZGhiIi2u1pCrvISERGhvn37Wh1Gp8THx/MH0gbuT9u4P23j/rSN+3Ni3Ju2BeL+nKzi4kPDLgAAcBSSFwAA4CgkLzbi8Xj08MMPy+PxWB2KLXF/2sb9aRv3p23cnxPj3rTNivsTcg27AAAgtFF5AQAAjkLyAgAAHIXkBQAAOArJCwAAcBSSFxt57rnnNGDAAHXr1k1jxozR3//+d6tDCrpHHnlELperxdfpp5/uP15dXa3Zs2erV69eio2N1Q9/+EMdOHDAwoi71ooVK3TllVcqIyNDLpdL//u//9viuDFGDz30kNLT0xUTE6NJkyZp+/btLc45cuSIpk2bpvj4eCUmJmrmzJkqLy8P4lV0nZPdnxkzZhz3frrssstanBOq9ycnJ0fnnXee4uLilJKSomuuuUbbtm1rcU57/p7y8/N1+eWXq3v37kpJSdG9996r+vr6YF5Kl2jP/bnooouOe//cdtttLc4J1fvz/PPPa8SIEf6F58aOHasPP/zQf9zq9w7Ji03893//t+6++249/PDD+uKLLzRy5EhdeumlKioqsjq0oDvzzDNVUFDg/1q5cqX/2Jw5c/T+++/r7bffVm5urvbv36/rrrvOwmi7VkVFhUaOHKnnnnuu1eNPPvmk5s+frxdeeEF5eXnq0aOHLr30UlVXV/vPmTZtmjZv3qylS5dqyZIlWrFihW699dZgXUKXOtn9kaTLLrusxfvpzTffbHE8VO9Pbm6uZs+erTVr1mjp0qWqq6vT5MmTVVFR4T/nZH9PDQ0Nuvzyy1VbW6tVq1bptdde04IFC/TQQw9ZcUkB1Z77I0m33HJLi/fPk08+6T8Wyvenb9++evzxx7Vu3TqtXbtWF198sa6++mpt3rxZkg3eOwa2MHr0aDN79mz/zw0NDSYjI8Pk5ORYGFXwPfzww2bkyJGtHisuLjbR0dHm7bff9j+2detWI8msXr06SBFaR5JZtGiR/2ev12vS0tLMU0895X+suLjYeDwe8+abbxpjjNmyZYuRZD7//HP/OR9++KFxuVxm3759QYs9GP7x/hhjzPTp083VV199wt8Jp/tTVFRkJJnc3FxjTPv+nj744AMTERFhCgsL/ec8//zzJj4+3tTU1AT3ArrYP94fY4y58MILzZ133nnC3wmn+2OMMT179jR//OMfbfHeofJiA7W1tVq3bp0mTZrkfywiIkKTJk3S6tWrLYzMGtu3b1dGRoYGDhyoadOmKT8/X5K0bt061dXVtbhPp59+uvr16xeW92nXrl0qLCxscT8SEhI0ZswY//1YvXq1EhMTde655/rPmTRpkiIiIpSXlxf0mK2wfPlypaSkaOjQoZo1a5YOHz7sPxZO96ekpESSlJSUJKl9f0+rV6/W8OHDlZqa6j/n0ksvVWlpqf//wEPFP94fnz//+c9KTk5Wdna25s2bp8rKSv+xcLk/DQ0NWrhwoSoqKjR27FhbvHdCbmNGJzp06JAaGhpa/EuWpNTUVH399dcWRWWNMWPGaMGCBRo6dKgKCgr06KOP6oILLtBXX32lwsJCud1uJSYmtvid1NRUFRYWWhOwhXzX3Nr7xnessLBQKSkpLY5HRUUpKSkpLO7ZZZddpuuuu05ZWVnauXOnfv7zn2vKlClavXq1IiMjw+b+eL1e3XXXXRo3bpyys7MlqV1/T4WFha2+v3zHQkVr90eS/t//+3/q37+/MjIytHHjRt1///3atm2b3n33XUmhf382bdqksWPHqrq6WrGxsVq0aJGGDRumDRs2WP7eIXmBrUyZMsX//YgRIzRmzBj1799fb731lmJiYiyMDE70z//8z/7vhw8frhEjRmjQoEFavny5Jk6caGFkwTV79mx99dVXLfrH0OxE9+fY3qfhw4crPT1dEydO1M6dOzVo0KBghxl0Q4cO1YYNG1RSUqJ33nlH06dPV25urtVhSaJh1xaSk5MVGRl5XKf2gQMHlJaWZlFU9pCYmKjTTjtNO3bsUFpammpra1VcXNzinHC9T75rbut9k5aWdlzTd319vY4cORKW92zgwIFKTk7Wjh07JIXH/bn99tu1ZMkSffrpp+rbt6//8fb8PaWlpbX6/vIdCwUnuj+tGTNmjCS1eP+E8v1xu90aPHiwRo0apZycHI0cOVLPPPOMLd47JC824Ha7NWrUKC1btsz/mNfr1bJlyzR27FgLI7NeeXm5du7cqfT0dI0aNUrR0dEt7tO2bduUn58flvcpKytLaWlpLe5HaWmp8vLy/Pdj7NixKi4u1rp16/znfPLJJ/J6vf7/EIeTvXv36vDhw0pPT5cU2vfHGKPbb79dixYt0ieffKKsrKwWx9vz9zR27Fht2rSpRYK3dOlSxcfHa9iwYcG5kC5ysvvTmg0bNkhSi/dPqN6f1ni9XtXU1NjjvdPpll8ExMKFC43H4zELFiwwW7ZsMbfeeqtJTExs0akdDu655x6zfPlys2vXLvPZZ5+ZSZMmmeTkZFNUVGSMMea2224z/fr1M5988olZu3atGTt2rBk7dqzFUXedsrIys379erN+/Xojyfzbv/2bWb9+vfnuu++MMcY8/vjjJjEx0bz33ntm48aN5uqrrzZZWVmmqqrK/xyXXXaZOfvss01eXp5ZuXKlGTJkiJk6dapVlxRQbd2fsrIyM3fuXLN69Wqza9cu87e//c2cc845ZsiQIaa6utr/HKF6f2bNmmUSEhLM8uXLTUFBgf+rsrLSf87J/p7q6+tNdna2mTx5stmwYYP561//anr37m3mzZtnxSUF1Mnuz44dO8yvfvUrs3btWrNr1y7z3nvvmYEDB5oJEyb4nyOU788DDzxgcnNzza5du8zGjRvNAw88YFwul/n444+NMda/d0hebOTZZ581/fr1M26324wePdqsWbPG6pCC7oYbbjDp6enG7XabPn36mBtuuMHs2LHDf7yqqsr867/+q+nZs6fp3r27ufbaa01BQYGFEXetTz/91Eg67mv69OnGmMbp0g8++KBJTU01Ho/HTJw40Wzbtq3Fcxw+fNhMnTrVxMbGmvj4eHPTTTeZsrIyC64m8Nq6P5WVlWby5Mmmd+/eJjo62vTv39/ccsstx/0PQajen9buiyTz6quv+s9pz9/T7t27zZQpU0xMTIxJTk4299xzj6mrqwvy1QTeye5Pfn6+mTBhgklKSjIej8cMHjzY3HvvvaakpKTF84Tq/bn55ptN//79jdvtNr179zYTJ070Jy7GWP/ecRljTOfrNwAAAMFBzwsAAHAUkhcAAOAoJC8AAMBRSF4AAICjkLwAAABHIXkBAACOQvICAAAcheQFAAA4CskLAABwFJIXAADgKCQvANAJS5YsUVZWlkaPHq3t27dbHQ4QFtjbCAA6YejQoXruuee0efNmrV69WgsXLrQ6JCDkUXkB0C4XXXSR7rrrruO+D3e9evXS4MGDNWDAALndbqvDAcJClNUBAHCed999V9HR0e0696KLLtJZZ52lp59+umuDCrCbbrpJffr00a9//euTnjdo0CClpqbqq6++ClJ0QHij8gLglCUlJSkuLs7qMLpMQ0ODlixZoquuuqrN8+rr6/XMM8/ovvvuU3l5uXr27BmkCIHwRvIC4DgVFRW68cYbFRsbq/T0dP3+979vcfwfh43eeecdDR8+XDExMerVq5cmTZqkiooKzZgxQ7m5uXrmmWfkcrnkcrm0e/duSdJf//pXjR8/XomJierVq5euuOIK7dy5s8Vr3HHHHbrvvvuUlJSktLQ0PfLIIy3i8Hq9evLJJzV48GB5PB7169dPv/nNb1ocz8nJUVZWlmJiYjRy5Ei98847J73+VatWKTo6Wuedd16b573wwgsaOHCgZs+erbKyMn377bcnfW4AnUfyAuA49957r3Jzc/Xee+/p448/1vLly/XFF1+0em5BQYGmTp2qm2++WVu3btXy5ct13XXXyRijZ555RmPHjtUtt9yigoICFRQUKDMzU1JjgnT33Xdr7dq1WrZsmSIiInTttdfK6/X6n/u1115Tjx49lJeXpyeffFK/+tWvtHTpUv/xefPm6fHHH9eDDz6oLVu26I033lBqaqr/eE5Ojl5//XW98MIL2rx5s+bMmaMf//jHys3NbfP6Fy9erCuvvFIul+uE5xw5ckSPPfaYnnjiCfXt21cJCQnasGFDe24vgM4yAHCMsrIy43a7zVtvveV/7PDhwyYmJsbceeedxhhjLrzwQv/369atM5LM7t27W32+Y89ty8GDB40ks2nTJv/vjR8/vsU55513nrn//vuNMcaUlpYaj8djXnrppVafr7q62nTv3t2sWrWqxeMzZ840U6dObTOWIUOGmCVLlrR5zu23327+5V/+xf/z2LFjzYMPPtjm7wAIDBp2AbSwc+dO1dbWasyYMf7HkpKSNHTo0FbPHzlypCZOnKjhw4fr0ksv1eTJk/WjH/3opP0f27dv10MPPaS8vDwdOnTIX3HJz89Xdna2JGnEiBEtfic9PV1FRUWSpK1bt6qmpkYTJ05s9fl37NihyspKXXLJJS0er62t1dlnn33CuLZu3ar9+/ef8HklacuWLfrTn/6krVu3+h/Lzs6m8gIECckLgE6JjIzU0qVLtWrVKn388cd69tln9Ytf/EJ5eXnKyso64e9deeWV6t+/v1566SVlZGTI6/UqOztbtbW1/nP+cUaTy+XyJzkxMTFtxlVeXi5J+stf/qI+ffq0OObxeE74e4sXL9Yll1yibt26nfCcOXPmqLi4WH379vU/5vV6/UNiALoWPS8AWhg0aJCio6OVl5fnf+zo0aP65ptvTvg7LpdL48aN06OPPqr169fL7XZr0aJFkiS3262GhoYW5x8+fFjbtm3TL3/5S02cOFFnnHGGjh49ekpxDhkyRDExMVq2bFmrx4cNGyaPx6P8/HwNHjy4xVdbScZ7772nq6+++oTHlyxZonXr1mn9+vXasGGD/+vll19Wfn7+KV8HgFNH5QVAC7GxsZo5c6buvfde9erVSykpKfrFL36hiIjW/18nLy9Py5Yt0+TJk5WSkqK8vDwdPHhQZ5xxhiRpwIABysvL0+7duxUbG6ukpCT17NlTvXr10h/+8Aelp6crPz9fDzzwwCnF2a1bN91///2677775Ha7NW7cOB08eFCbN2/WzJkzFRcXp7lz52rOnDnyer0aP368SkpK9Nlnnyk+Pl7Tp08/7jmLioq0du1aLV68uNXXrKur0z333KN7771XZ511Votj8fHxkqQvv/xSF1100SldC4BTQ/IC4DhPPfWUysvLdeWVVyouLk733HOPSkpKWj03Pj5eK1as0NNPP63S0lL1799fv//97zVlyhRJ0ty5czV9+nQNGzZMVVVV2rVrlwYMGKCFCxfqjjvuUHZ2toYOHar58+ef8of+gw8+qKioKD300EPav3+/0tPTddttt/mPP/bYY+rdu7dycnL07bffKjExUeecc45+/vOft/p877//vkaPHq3k5ORWjz/77LMqLi7W7bffftyxzMxMde/eXRs2bCB5AboYexsBQJOrrrpK48eP13333Wd1KADaQM8LADQZP368pk6danUYAE6CygsAAHAUKi8AAMBRSF4AAICjkLwAAABHIXkBAACOQvICAAAcheQFAAA4CskLAABwFJIXAADgKCQvAADAUf4/qm256pDWFXsAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(*structure.sld_profile())\n", "plt.ylabel(\"SLD /$10^{-6} \\\\AA^{-2}$\")\n", "plt.xlabel(\"distance / $\\\\AA$\");" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### `ReflectModel` calculates the generative model." ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "A `ReflectModel` is made from the `Structure` and is responsible for calculating the reflectivity of the system. `ReflectModel` performs resolution smearing, applies scaling factor and adds a Q-independent constant background. It can use constant `dq/q`, point-by-point, and full resolution kernel smearing. The resolution parameter, `dq`, can be fitted, but this will only be valid if your dataset didn't supply the instrument resolution." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "model = ReflectModel(structure, bkg=3e-6, dq=5.0)\n", "model.scale.setp(bounds=(0.6, 1.2), vary=True)\n", "model.bkg.setp(bounds=(1e-9, 9e-6), vary=True)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Let's quickly have a look at the model generated by the structure:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "q = np.linspace(0.005, 0.3, 1001)\n", "plt.plot(q, model(q))\n", "plt.xlabel(\"Q\")\n", "plt.ylabel(\"Reflectivity\")\n", "plt.yscale(\"log\")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### `Objective` combines the model and data, calculating statistics" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "An `Objective` is made from a model and dataset. Here we use a `Transform` to fit as logY vs X." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "objective = Objective(model, data, transform=Transform(\"logY\"))" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The `Objective` can calculate statistics for the fitting system. Note how the log-probability is the sum of the log-prior and log-likelihood." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "34376.69092305149 -5.013178251637257 -16157.42806574066 -16162.441243992296\n" ] } ], "source": [ "print(objective.chisqr(), objective.logp(), objective.logl(), objective.logpost())" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### `CurveFitter` does the fitting/sampling" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The final setup step is to create a `CurveFitter` from the `Objective`. These objects do the fitting/sampling. Let's do an initial fit with differential evolution." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "-570.0766572838461: : 48it [00:02, 23.88it/s] \n" ] } ], "source": [ "fitter = CurveFitter(objective)\n", "fitter.fit(\"differential_evolution\");" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "An `Objective` has a plot method, which is a quick visualisation. You need matplotlib installed to create a graph. You can see that the fit looks good." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objective.plot()\n", "plt.legend()\n", "plt.xlabel(\"Q\")\n", "plt.ylabel(\"logR\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Let's see the results of the fit. For the case of DifferentialEvolution uncertainties are estimated by estimating the Hessian/Covariance matrix." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Objective - 5093927312\n", "Dataset = c_PLP0011859_q\n", "datapoints = 408\n", "chi2 = 920.5357647881516\n", "Weighted = True\n", "Transform = Transform('logY')\n", "________________________________________________________________________________\n", "Parameters: '' \n", "________________________________________________________________________________\n", "Parameters: 'instrument parameters'\n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'Structure - ' \n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(objective)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Now lets do a MCMC sampling of the curvefitting system. First we do 400 samples which we then discard (burn). These samples are discarded because the initial chain might not be representative of an equilibrated system (i.e. distributed around the mean with the correct covariance)." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 400/400 [00:26<00:00, 15.32it/s]\n" ] } ], "source": [ "fitter.sample(400, pool=1)\n", "fitter.reset()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We then follow up with a production run, only saving 1 in 100 samples. This is to remove autocorrelation. We save 15 steps, giving a total of 15 * 200 samples (200 walkers is the default)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1500/1500 [01:38<00:00, 15.28it/s]\n" ] } ], "source": [ "res = fitter.sample(15, nthin=100, pool=1)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "In the final output of the sampling each varying parameter is given a set of statistics. `Parameter.value` is the median of the chain samples. `Parameter.stderr` is half the [15, 85] percentile, representing a standard deviation." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "________________________________________________________________________________\n", "Objective - 5093927312\n", "Dataset = c_PLP0011859_q\n", "datapoints = 408\n", "chi2 = 919.6010315269684\n", "Weighted = True\n", "Transform = Transform('logY')\n", "________________________________________________________________________________\n", "Parameters: '' \n", "________________________________________________________________________________\n", "Parameters: 'instrument parameters'\n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'Structure - ' \n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'Si' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'SiO2' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'film' \n", "\n", "\n", "\n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "________________________________________________________________________________\n", "Parameters: 'd2o' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(objective)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "A corner plot shows the covariance between parameters. You need to install the *matplotlib* and *corner* packages to create these graphs." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objective.corner();" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Once we've done the sampling we can look at the variation in the model at describing the data. In this example there isn't much spread." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "objective.plot(samples=300);" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "In a similar manner we can look at the spread in SLD profiles consistent with the data." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "structure.plot(samples=300)\n", "plt.ylim(2.2, 6);" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Fitting the BornAgain example" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "[BornAgain](https://www.bornagainproject.org/) is another program for fitting reflectometry and GISAS data. The following cells repeat the analysis in their [specular fitting example]( https://github.com/scgmlz/BornAgain/blob/master/Examples/python/fitting/ex03_ExtendedExamples/specular/FitSpecularBasics.py). The simulated thickness of the Titanium layer is 30 Angstrom, but we'll start the fit with a value of 50." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# necessary imports\n", "import numpy as np\n", "from refnx.util import q\n", "from refnx.analysis import Objective, CurveFitter, Transform\n", "from refnx.dataset import Data1D\n", "from refnx.reflect import SLD, Stack, ReflectModel" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# first grab the data from the BornAgain repository.\n", "# The data was originally created in genx.\n", "import requests as req\n", "import io\n", "import gzip\n", "\n", "url = (\n", " \"https://jugit.fz-juelich.de/mlz/bornagain/-/raw/main/\"\n", " \"testdata/specular/genx_alternating_layers.dat.gz?inline=false\"\n", ")\n", "f = gzip.open(io.BytesIO(req.get(url).content))\n", "dataset = np.loadtxt(f, usecols=(0, 1), skiprows=3).T\n", "\n", "# data is saved as two_theta, convert to Q.\n", "dataset[0] = q(dataset[0] / 2, 1.54)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# make a dataset\n", "data = Data1D(data=dataset)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# make the structure\n", "air = SLD(0)\n", "si = SLD(2.0704) # silicon substrate\n", "ni = SLD(9.4245) # nickel\n", "ti = SLD(-1.9493) # titanium\n", "\n", "# make the layers\n", "ti_layer = ti(50)\n", "ni_layer = ni(70)\n", "\n", "# Make a multilayer by using a Stack Component\n", "stack = Stack()\n", "stack |= ti_layer\n", "stack |= ni_layer\n", "stack.repeats.value = 10\n", "\n", "structure = air | stack | si(0, 0)\n", "\n", "# put the Structure in a Model\n", "model = ReflectModel(structure, bkg=0, dq=0)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# we're only going to fit the Titanium thickness\n", "ti_layer.thick.setp(vary=True, bounds=(10, 60))\n", "\n", "# now do the fit\n", "objective = Objective(model, data, transform=Transform(\"logY\"))\n", "fitter = CurveFitter(objective)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "1.0116103027947699e-07: : 27it [00:00, 128.72it/s]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# now fit and plot\n", "fitter.fit(\"differential_evolution\")\n", "fig, ax = objective.plot()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.0230744864939112e-07\n", "________________________________________________________________________________\n", "Parameters: '' \n", "\n", "________________________________________________________________________________\n", "Parameters: '' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(objective.chisqr())\n", "print(ti_layer)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "ename": "SyntaxError", "evalue": "invalid syntax (1519389772.py, line 1)", "output_type": "error", "traceback": [ "\u001b[0;36m Cell \u001b[0;32mIn[41], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m data.\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" ] } ], "source": [ "data." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 4 }