{ "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": [ "61.78490690835281: : 20it [00:00, 436.03it/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 - 4491965312\n", "Dataset = , 50 points\n", "datapoints = 50\n", "chi2 = 45.73166955271531\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 [00:05<00:00, 189.77it/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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kUikuvPBCbr31Vr7xjW+M97fbI9UXcgATMDFNY9SordVqxeVy7TaYqAv3VCjI5/O4XC4CgQCxWIwnn0wDVqDM6aeX8Pv9lEolfWSTyWQYHh7WwScUChGNRnnhb/+WN5Ys4eTf/54Zq1cz9/e/p+Wxx1h/6aX0f/CDBEMhyuWyPkZSd+NYrVZKJRMwKJclmAghhDgwjfsr2DXXXMMFF1zAWWed9bafm8/nSSQSo97GQzV8OKgGBwPTNPWbxWLRFRGv10skEtFHOSqQqDDi8Xjw+/34/X6CwSDTpk0DmoAAYMHj8eiv6/f7sViqj9XV1WEYBslkksHBQbZv305nZyfDdXXcf/XV3HvFFcTq6/HEYhz53e8y95OfJL5yJUNDQ6TTaXK5HIlEglQqxfLlJfr6LICF3l6T226TYxwhhBAHnnGtkPz617/mpZde4oUXXtijz7/xxhu54YYbxvMpaRaLFbBiGBWs1uqdMqonQwUTdSuv1WrF7XbrsV7VxKp+3WazYbVaKRaLVP9IA4AfrzcGgMvlIpFI4HQ6MQyDXC6H1+vF4/EQj8fJ5/PE43HS6TTRaJTOI47gjkMO4ciVKznu4YepX7+euuuuY9t73kPXVVeRmz4dv99PR4fJdddFADV1Y3DVVSbveU+F9naplgghhDhwjNurVkdHB5/5zGe44447cLlce/R7vvjFLxKPx/VbR0fHeD09Te0MUVtS1UitaZp62kaN4fr9fqLRKKFQCI/Hg81m07+mqiWG4Qe8QJS2tja9IM3r9eJyucjn89hsNvx+P1arlXA4jMvlolCo3onT3d3Npk2bSBWL/PXcc7n9i19k7THHYJgmMx56iMUXXohj+XL6urpYs6ZEpTJ6BLhcNtiwQZpehRBCHFjGrULy4osv0t/fz9FHH60fK5fLPPHEE3z/+98nn89jtVpH/R51FDIRDMPA4XBgmqZelqaOW1RviaqWWK1WvF4vmUyGdDpNoVDQX8dqdVMqOTEMOx5PFpfLhc/n00dQqkKSz+fxeDx6fFdN6SQSCb011u/309jYyEN///e8duKJnPb731Pf2clhy5cz8sADpC+6Hovl+lGhxGo1aWvLU6nY9c+1u90lQgghxGQyboHkzDPP5LXXXhv12CWXXML8+fP5/Oc/v0sYmSwMw9Br3GuDSS11RKOCiRrLzefz2O1FSiUDq9VNMOggl8vpaRyv10s8Htd342QyGYrFIl6vl3K5jNVq1btMksmk3gIbCASozJjB//3TP3Hon//M0j/8gXBnJ+/51j/y/KwH+eDm2+hgOmDyjW8M4vMVSac9uvKzNxf2CSGEEPvTuAUSv9/P4YcfPuoxr9dLNBrd5fHJqDaYVCoVisXiqB4TqAYT0zQJBoP4fD5SqRQ2WxbIY7MVsFrB4/HgdrvJ5XIYhqFvFE4kEthsNh06ANxutz5CKhQKDA0NMTw8TDKZJJlMEgqFqJx8MuuPPJIT/vhHFj31FMds/hNrmceN/APf4UIuuCBCKuWkUCjg8XgoFov6Th21sE2qJUIIISab/bKHZDIql0e/fzOGYehqiBq73V0wsVqtBINB7HYPkMFuz+J05igUCpimqe+lUZWQQCCgbxS22+3k83lyuZxeE18ul2loaNA3Dw8PD+vL/qLRKI//7d/y6nHHccY999C6aRNf51Y+yV2M/OYqMhdcgHvH7hKXy0WpVKqurXc49O6SqVAt2dO/YyGEEBNvSq6OX7ECLrts58e33QaXXrpnv7ezE9auLTNjRpGWlp3BRPVpzJwJvb0lIpEir76a0TcB5/P5URtWS6WSHuFNJpPE43FSqZReYa8qGdlsFtM0SSaTpNNpLBaLbpJtbGzEYbfz/Ode4TvcTxsxAHoXLmTjpz+N44gjCAQC2Gw2PB6P3ihrt+/sLzlYg8m7+TsWQgjx7shdNnugsxOmT4dKZedjVits3Vq9E+atrFgBl18OpgmGAcuXV/j7vy+Mqpi0txsMDVmpr6+weXOJYrFIJlMNJuo+HBVIKpWKvl04nU6TSCR08EilUpRKpVFHRiq85HI53R8SDof5znca8VDgizzKF6yrsJXLVKxWNp13Hr1XXom/tRWXy6XX3Kv1+CqMjMcxzk03QSIBgcD+35L6bv6OhRBCvHt78/o95Y5sNmwY/UIF1ZL+xo1v/WLV2QlXXFENI1B9f/XVFs47z8W0adVgsWIFDA3ZAYOBAZNf/MLKxRfvHAtWUzmqZ8Riseh19GoaJ5VKEYvFcLvdZLNZkskk5XIZh8OhqyOpVIpkMsnIyAj5fB5IkSHClzmfps8dx6n33cfcN95g7v330/rEE2z85CcZ+tCH8AeD5PN5PeGjlr2NxzHORK5t39u/YyGEEBNnygWSuXPBYtn1X89z5rz173vrFzkL/f0Orr22usK9yuDaa22ccUaR9vbR+0rU0UwmkxlVnVBNtOpzBgYGdH9JMpnc8VyrS9qcTqeuvMAQkARidDjquPsf/oHpa9Zw5v33Ex0YYOH3vsfgvfey/tprsZxwAqVSiVwupxtf1c3C+7LpdSL7N/b271gIIcTEOTgbCN5Cayvccsvox5Yvf/t/OasXuVq1L3LVwLLrkrItW6xUKhX9Yu92uwmHw9TX1xMOh/ViNJvNhsVi0ffiBAIBZs6cSVtbG4FAgEgkgs/nwzRNfdeOz+cjHA4DPiAPDLBp0yY6OztZO2MGP/7MZ1h5wQXknU7qNm9m6bJlNP/LvzCydi2JRIKhoSGGhoaIx+O6V6VSqYzaWrs3VqyA3t7qf/f2Vj/en/b271gIIcTEmXI9JEpzc/XFsqkJenr27PeM7SG59dadjZK771sw2bChRHPzziVr6o+7eiletcckkUjoikmxWNSNr4ZhEI/HqVQqJBIJBgYGdL+J6kUxDINvfzsNlIAkH/pQVm+C9Xg8NDU1EUinOe2hhzj8xRcBKLjdrPvoR0lefDGeYBCXy4Xb7da7Umw2m27SfafHOJOpf2Nv/o6FEEK8e9JD8g6ovWzvZD/bpZfCOedUj2nmzBn9Aqv+VV472bF8ucHMmXYqlerIcO2StdqKid1up1Qq6UqFCialUgmfz6fvzPF4PAwPD4+6/6baj+IFioBBOOwilUrpXSfpdJq6ujru/sAH+Ovxx3Pm3XfT3NXFwttvJ/7ww6z71KfInH46Pp+PfD6v95bs7e6SydS/sTd/x0IIISbGlK2QtLbubLrs7Nx3X/ft/lVeWwEBdEOpYRiUy2UKhYLe/JpKpfTnq89Vo8IjIyP6xt+77qpO8LjddpYuzVMul4nH4+RyOUqlkp6uiUajREIhjnjpJU754x/xptMAdB57LFuvvRbH/Pm6pyQQCOgx4XdSLZlMFZLx+jsWQgjx1qRCMgm83b/K7XY7drtdBw31Il9bMXE4HGSz1Xtwao9oyuUyfr9fj/D6/X7i8Tgf/3hcr5svFHZufM3n83qqR/WKJOrqSM2fzxvz53PqypUc8+yztL7wAk2XXsqmD36Q/ksvxVNXR7FY1PfpeL1erFbrHq2g332lSPo3hBBCvDWpkOzjfz2/0687tmJSe0RSLpfJZDJkMhkdTLLZLJVKRa+dz+VypFIp4vE4Q0NDelRYHbFUKhVSqRSJRIJisagvEayvrycajdI8PMx7HniAmZs3A5CORlnzyU+SPPdcItEoLpcLv99PIBDA4XDoO4je7hhnd5Wi/b2bRCokQggxMaRCcgBSFRO1ll694JfLZQzD0M2pmUxGv1fL0SwWC8FgEIfDgcfjIRAIMDIyom8OzmQy+muoSwDVcVBXVxeJRIJBv5/uCy9k4caNnPXgg4SGhlj8n/9J3wMPsP6aa8gefbS+CDAYDOL1evdoBf3nPrczfCgTuZtECCHE5CaBZJJQ9+VUKhUKhcJug4nX6yWdTus9JalUSt9/o3aTuN1uQqEQw8PDeipHra1XYUL1oaiL+1KpFLH6ejZedx1Ln3qKE1atonH1auqvvZYt555L95VXkp82jXw+j9frJRgM4vF49DHO7qolEjiEEEK8ExJIJhm1i0Sti1fGBhM1pquOYwqFAg6HA5fLpd8HAgEGBweJxWIUi0Xi8Tg2m41wOEw2m9W/b3BwcGcwWbyYlxct4uyHH2bBG28w+8EHaXnySdZ/4hP0/s3fEKmvJ5fL4ff7CYVCOBwOAN34KjcJCyGE2BsSSCYpi8WC0+ncbTAxTROfz6fHc9VxjNoAqyZlHA4HXq+XSCTC4OAgVquVYrFIMpnE4XBQV1dHJpPRY8QDAwOMjIwwFI3S8973smDxYs598EEa+vtZ9MMfMvyHP7DummvInHCC7l2JRCL4/f53tbtkvCxbtuuxkRBCiMlJAskkVxtMSqWSfry2YuJ2u/Vtvuqem1wuh8/nw+l06h6TcDjM0NCQnsCpnaJRO02y2Sw9PT3VRtlQiPUXX8zJb7zBKX/6E5GtWznhc59j28kns+3qq8nOmEGpVCKTyeDz+fTOlDc7xtnf5NhICCEOHBJI9qN3M2VisVhwOBz6pmBlbDBRwUA1sBaLRbxerx4V9ng8RKNRenp6dIOrqrioqoq6VVjdQDzY2sqLV1/NOatWcfRf/8r0J59k2vPPs/6jH6X3ox8l2NCgp4Ci0eioY5zJUi0RQggxuU3Zsd/xGkF9q6+7L8dQVTBR4UQd5aiV9OpIJZFIkEwmd9wKXB0DVhM4yWSSrq4uMpkMhUKBYrGoP09teVWVjkAgQF1dHQsyGc5/8EHauroASDY2svqKK8ideSaBQEAHHp/Pt8sxjozhCiHE1LA3r99TNpBMhPF4QTZNU48Mw85gYrFYRu0xicfjuwSTZDKpg0lPT49epKYmfdSek0KhoHefRCIR6qNRTti0ibMffRR/KgVA11FHsemaa7Adeig+n49gMKgvDlShpr3dQne3IYFECCEOcrKHZAoyDAObzabvnTEMQ4cUwzD0RI7H49H/xxGLxSiVSnqviFotH4/H6evrI5/P694Vl8tFMpnUVZf+/n5isRgDoRAvXXIJ5/7lLxz/3HO0vPwyTVdeyYb3vpfuSy4hP22a7i2JRCL6GAcMpuAl00IIId6GBJKDxFsFE4vFMiqYBAIBHUwMwyAcDuP3+3E6nQSDQQYHBxkcHCSVSmG324lEIuRyOaC6WVYFk3Q6Td9hh/H0oYfygccfZ97mzcy/5x7aV61izcUX0/u+9xEMhchms0QiEfJ5L+CgVCpjmhPf9CqEEGLykEBykFHBxGazUSqVsFgsVCoVKjtuu1MNriqYJJNJRkZGAIhGo6RSKaxWK9FolN7eXoaHh8lms5TLZUKhkD7qUevqs9ksCa+Xbeecw3H9/bz30UeJxmIc873v0b9jTDh15JH88pduhoaigEFfn8mtt1a47DLZXSKEEKJKekj2o4lq6iyVSpTLZR1MVDhRPSbpdJp4PE48HtdNsmrKplQq0dPTw+DgIKVSiVQqpSsv6kI/dT9OIBCgIRDg3DVrOPPZZ3EUi5iGwZqTzuHUJ3/GIPX6OVmtJhs2lGhvt8g0jhBCHGSkh0TsVm3FpDaYmKap78rx+Xz6KCeZTI7aT9LS0kJdXR39/f3YbDZ9E7CaoimXy2SzWUZGRkgmk9zR3s4zc+bwoeee48jVq1nw5B9ZxyF8ma+znCspY6NcNnjllTRNTU7sdvuk2V0ihBBiYkggmUJUMFHbX9VxTu0eEp/PRyKRIJFIkEqldH9JMpnEZrNRV1dHZ2envm3Y7/eTyWSwWq3kcjmy2SylUom0282Wo4/mmPnz+dtVT9M21MsPuJYruIXr+B/+bDkFl6uTvj4foVAIj8ejQ4lUS4QQYuqRQLIflcuj308UNUFjmiaFQkEHE5vNplfSBwIBHUwSiQQ2mw2Xy0U6ndbvOzo6sNlsepmaurlY3ZOTy+VY5XLx1/PO4ui/OLhw7d0cwaus4jRemHEWyb6L6AnO08EnFApht9uxWq1yjCOEEFOM9JDsJytWwGWX7fz4ttvg0ksn7vnUMk2TYrGod5ioY53aHhN1M7BpmmQyGRKJBKVSiWQyyfbt20mn0xQKBbLZLMVikUKhQCqVwjAMvSH28d9H+TfWchV/xopJ0W5n3Yc+RO9FF+GvrycSiRCJRHC73TgcDh1K5BhHCCEOLLIYbZLq7ITp02FHLykAVits3VptdJ0sdhdM1DbYXC5HJpNheHiYRCIBoCdtCoUC8Xic3t5eHUxqt7/mcjlM02TlSifg5ghK3DntRWZ3dwOQqKtj9WWXkTnrLMI7QkkgEMDr9eojHKmWCCHEgUOaWiepDRtGhxGoHtts3Di5AomallFr6Q3DwGq16t4TNS6cSqUYGhrCNE28Xi+JRAKLxYLP52N4eJj+/n59jJPJZIDqRA9kgBKvYONLJ5/MaX19fPQvfyE0OMjx3/oW3fffz/prriG7aBHJZJJQKEQoFMLhcGC1WnW1ZLzW/gshhJg4UiEZJ7Uvmh/5yIFRIRmrtkqijnDUGnl1lDM4OEgmk8E0TeLxOMPDw1QqFXp6ehgZGaFUKumL9+66Kw8UgAJnnmmvbo+12fj41q2c/eqr2MplyhYL6887j65PfpJAa6u+Q0fdJGy1WmlrM2QFvRBCTGJSIZlEbrpp586RZcvglltG95AsXz65wwjsuv21VCrp/7ZarbjdbrxeL+l0mqGhIb2qPpFIYBgGzc3NdHZ2Eo/HsdlsQB5IAVbK5TzxeJy8y8XNbW080NjIFWvWsGjbNg594AGmP/kkr33843R+8IOk02nq6uoIhUK4XC5KJStgoVyWYxwhhDhYSIVknOxuCVpzM/T2QlMT9PRM7PPbG6piUvtWLBb1XhIVTNLpNPl8Xm+Bzefz9PX18d3vJoEskOCCC0oUCgXy+TymaeJwOPD5fBw/MsIlr75KYywGQP+sWay5+mosS5YQCoV46KFWPve5ENU7cUxuvRUuu0yaXoUQYjKRCskksrsRX6t19PsDTW3FpFKp6IqJGvd1OBx4PB4SiQTxeBy73Y7f7ycWi2G324Ec0APYCQSqAcZqtZLP5ykUCsRiMVa6XLxw0kl8sKODD69eTcPmzTR87nNsOPlk/vqRz/D5zx9ONYwAGFx1lcl73lOhvV2qJUIIcSCTQDIOVqyoVkKg+n7Fiskz4rsvqGZXtb+kNpiokV2fz0cqlWJkZAS73b4jIQ8DbiBFJNKjbxK22+3k83ny+bye0rmjuZk/NTZy6YYNnLxlC3OffJLmp17k05UOfsA1lLADUC4brF1bpLl553MSQghx4JFAso91dsIVV4x+7Mor4ZxzJub5jCcVTFRfieotsVqteDwevfk1mUwyNDQEOKhWSfqZNcvN4OAgTqeTbDard5YUi0VdMcna7XzzkEOIbZnG/7KWxZUhvsf1etvro5yFxWJSVxejUPDq6o1arLY3ZIJHCCEmhgSSfeytRnwPZioIqDHhUqmEzWbD7XbjdDrxer1cc02a/v4hrFYnra3Vu3AikQgDAwO4XC4cDodeQ6/2oQwPD/M8LpawhEvo4Tu2jSworeFPnM3v+QCvfeIKcrkg27eHiUaj+P1+vXV2b6olY5uRhRBC7B8SSPaxuXPBYtl1xHfOnIl7TvvT2FCijnKcTidf+IKbbNarx4U9Ho/uNQmFQgwODjIyMoLb7SaVSpHP53fcTGxQIcYKIiTPOIETHu7mWlbzIe7m/b+4n9dHLqDrk58klUoRDAZpbGzE6XRisViw2+2y6VUIIQ4AEkj2sdbWA3PEd1+zWCw4HA7sdjvFYlEvVnM6nXqVfCqV0vfmjIyM4PF4CIfD+lbhXC6Hw+GgOplTAjJ0Z6x8yVvHLytL+W9zHSfkBjjynntIrFrFK5/4BMn3v59MJkNDQwPBYJBKpYLdbt/jFfST5b4hIYSYamTsd5zsbsR3d6PAU0XtWnq1LC2bzZLL5YjH4/p24cHBQWKxGMlkkoGBATKZDD/9aYJqKMlw4ollfRzkcjo5fXiYK9avp37HRtjOefNYf801uI89llAopNfQ1x4pvZnJfN+QEEIcSCbd2O+NN97I73//e9auXYvb7Wbp0qV8+9vf5pBDDhnPbzsp7G7Ed9mynQ2TU03tWnpVMXG73boK4vf7SSQS+P1+RkZGGB4exuPxEIvFqE7mxAEnDkcCq9VavT8nkeCPPh/PLFnCxzs7+fDmzbSuX8+0669nzWmn0XHFFSRmzCASidDQ0IDT6aRcLu/2GOetmpGnWnVLCCEmwrgGklWrVnHNNddw7LHHUiqV+Jd/+Rfe8573sHr1arxe73h+60lJmiRHB5NyuYzNZsPpdJLP53E6nQSDQXw+H8FgUB/fgA/wAiOEw1ZyuRzZbJZMJkOxWKQ3m+VHjY08UF/PNVu2sLSnh8Mee4yZzz3HXz/8YTovuoh4PE5TUxPhcFg3vVa3x1YdKPcNCSHEwWq/HtkMDAzQ0NDAqlWrOOWUU9728w/kI5upfDzzTpimSaVSoVAo6M2tqVRKjwLH43HOOWcEGACGWLYsweDgIKlUSm+EzWazVCoVTNPE4/FwXCLBdZs20ZZMAtDX2srrV1yB8/TTCYer0zjBYBCLxaJHhQ+UG5mFEOJAMOmObMaKx+MARCKR3f66Wo6lqGvuD0RT+XjmnVC7TNTYr2p6zefzuFwuvF4vhlGHac4Aumlr26ZvFR4aGiKbzWK328lmsxSLRdLpNE84HLx4xBH8XX8/n9i8mcbOThq/8hXWH3ccW666isT8+dTV1eljnFKpxLRpdm65xTLlm5GFEGKi7LcKSaVS4f3vfz+xWIw///nPu/2cr33ta9xwww27PH4gVkjE3lEVE7Ug7cc/hmXLAqi7az796VdZvPgV+vr6iMfjDA0N0dfXR6FQIJ1Ok8vl9PZYu91Ok8XCldu3c05XFxYg73Dw6vvfT/ySSwg1NFBfX09dXZ0eVW5ttdLXZxyw9w0JIcRksDcVkv0WSK6++moefPBB/vznP9P6Jv/s3F2FpK2tTQLJFGSaJtu3V5g1y0KlsrMB1WIx+e1vX8Bu72NkZISenh49mTM8PEw6nSabzZLP5ymVSlQqFTweD/OTSf5x2zYO3VGlG6qr4/VLL4XzziMUCtHY2EggEGD2bCu9vTZaWqxy1CaEEHtp0h7ZXHvttdx///088cQTbxpGAF2uF8IwDDZvtu7SaFqpGORyrcyZ4yIYDOL1emloaKC3txe/36/DSSqVolwu64DyAnDVwoWc3dfHNdu3Ex0c5NRvf5vN993Hhk99iuQRR9DU1EQuFwE8VCoVymXLW44JCyGE2HfGNZCYpsmnP/1p7rrrLh5//HFmzpw5nt9OHGR2v/XW5IgjvAQCZTwej16qFggECIfDhMNh+vqq1ZORkREMwyCXy2EYBiPxOL/zeHjyqKO4pLOTD3d1MWv1ato/8xleOfNMNl1xBR/5SBsORxNNTRGKRZueyJFtr0IIMb7G9cjmU5/6FL/85S+55557Ru0eCQaDuN3ut/39B/KUjdg3dres7OKLq8vRMpmMXjGfTCYZHh4mFovR3d3N0NAQ/f39DAwMMDw8TKFQIJPJUKlUyOVyeDweDjFNrt+6lWNHRgBI+P389cILKXzoQ9Q3NOhjnNqlahJMhBDi7U26HpI3+3/eP/nJT7j44ovf9vdLIBGw+623gN76mslkSCaT1WVp8bhudu3s7GRwcJD+/n6GhoYYGRkhm81SKBT0zcJOh4PTUyk+u30707JZADpmzOD1K67As3Qp9fX1/N//NVEqeQgGrfzTP1VDyX/9lyG3AgshxJuYdIHk3ZJAIuDtd7qoqRwVTHK5HIlEdV/J8PAwAwMDdHZ20t/fz/DwMMlkknQ6TbFYBKBQKFDn83FhXx//0NWFq1ymYhi8evzxdFxxBR+49BAqlWai0QidnQ6sViszZljp7rbInhkhhNiNSdvUKsR4slgsOJ1OHA4HbrebTCaDy+XC7/dTX19PIBAgGo3S399PR0cH/f39DA4O6mBit9sZzmT4b6+X+w8/nM92dXHm4CBHPvMM815+mSsrH+AWPkY83sbISBOBQIBKxQZYMU0LYJnoPwIhhDjgSSARBw3DMPSNwh6Ph3Q6jdvtxuv1EovF8Pv91NXV0dXVRXd3N4ODg/T29uqNrxaLhc3FIp9tauLEujr+qaODOek0P+TXXMljfLp0MW+8cTbNzc0UCi2AC9O0Ui6be3ybsBBCiN2TQLIf3HQT0m+wH+0umHg8HkKhEIODg/j9fpqamujs7NRTOf39/fr24VKpxOOmyUvz5vGRWIxPbungCPp5gv/gjWUPsv7yyxkZOQJopVCIUiw6sdlsOpRIMBFCiHdOekj2A7nX5t15t39+pmnqSRx1KV9fXx8DAwPEYjG2bdtGf3+/XrKmGl8rlQqVSoWh9S6+QR9X0Ffd9mqzcUPpbG7i7ylZZ7NtWwvBYBCHw4HFYsFisfC971kkhAohpizpIRFiN2orJvl8nkQigcfjGbVQbWhoiLq6Ojo6OnQzbDqdplQqMUSGqwmwnCC3B3o5IpHgmzzIpTzN9eWP8teX38f0GTNobm7G7XZjt9v57ndNursNWlosEkiEEGIPSCARU8bYYBKLxXQw6erqIhQK0dDQQE9PDx0dHfT09DA0NASYQIW/UuZD0Sgfr6vjqs2dzCbOvdzC+s8+yquXXELf8cczc+ZMwuEwlYobsGGaJqYp/SVCCPF2JJCIKUcFk8bGRvL5PG63G5/PR0NDA/39/YTDYerq6qivr6ezs5NXXwUIAOvZvKWXO2ZW+C9m8C+k+Ed6mLdpE7O/8hWeP+EEnr3oItoPP5x0egYQolJx6E2z0vgqhBBvTgLJflAuj34v3plly3Y2Be9LtRWTbDaL2+0mGAxSV1fHwMAA0WiUjo6zgfOojvaWga9imneQpsK/YufHzOX28AAnjYxwwlNPcdjLL/PU+95HKvle4HByuRbyeS92u11/T2l8FUKIXUlT6zjb3erzSy+duOcj3pxpmqTTaX0h3xtvxHnf+xZhmrXhoczChe/jtdfSQDOwmZaWbt5vs/HF/n7admx7fYZmPs3HeZFTWbfuEOrq6nR/iQokFovsLxFCHJz25vVb/j/iOOrshCuuGP3YlVfKpM1kZRgGPp+PxsZG6urqyGZbx4QRACul0qeAx4BfA8+QzX6c+8plTg2H+e9p08hYrZxAD8/zXW7lyzx77728/PLL9Pf3k8lkKJfLmKZJuVymMvY6YyGEmKKkQjKOVq6EM87Y/eOnnbbfn454hzo7Yfp0k0qlNpRUMAx2bGhVyjQ1HY/TOUC5XKbFMLimI8XfU720L+NwsOr00+n/8IeZu2ABs2bNwufz4XK59NGN9JcIIQ4mUiGZZObOhbFVeasV5syZmOcj3pnWVrjlFoPqlA2Aic0WGxNGAKxEIsdhsVioVCr0GAafwMmJTOMlPHgKBc576CHO/vzn2bpiBStXrmTz5s2MjIyQz+cxTZNKpaIrJ0IIMRVJIBlH1Re00Y8tX159XBwYLr0UmppU5cLE43FisYwODYZR4dhjwyxatIi2trYdocLgaeBYgnypvp6Yzca04WE+/uMfs+ArX+H53/yG5557jq6uLlKplL7oTy1jk2AihJhq5MhmP2huht5eaGqCnp6JfjbinQqHIRbb+fEnPlHhZz8zgGr15J//eQNHHPEXNm3aRGdnJ9u3b+ePf+wBBoEiDQ0QtVj4l0KBjw0PYwUKViurjj+ezR/+MLMPP5x58+YRDoe5+WY3yaSxY8OrNL4KIQ5Me/P6LYFkP5DV8Qeuzk5oaxv9mNUKkQgMDJQJhdK89lqCRCJBd3c3HR0dbN68mW98I001sLxENPoalUoFu93OIsPgm6kUx6bTAAz6fDxyzjlkzj2XQxcs4LzzZpJI+Jk2zc327dXvJxM5QogDjayOF2If27Bh18fKZajGeCteb4CmJg9+v59AIEBTUxOvvXYccCjVE9EK0eh3KJWWE4/HebFS4XyXiw+7XHwlkaA5leJjd97J2mef5fEPfpBE4mRgAdlsI6VSAJvNpidypPFVCHEwk392CfEW5s7d9TGrFWw1Ud5msxEMBmlqasIw2vjv/17Azv9pWdiw4Z845JAzOeSQQ3A6nRgWC3cUCpwQDPI/oRB5w2B+VxeX/+AH/Bc3EuT3jIw8w/bt24nFYpR3bNST/hIhxMFMAokQb6G1FUKh0Y8tX14NJWPZbDb6+4NjxoSrI8KzZ5/DEUccwdFHH017eztOp5N4qcRXTJNT6up4yOPBapp8lr+ynm/ySX7Egw88wMsvv0xXVxeZTEaHERVM9qWbboKvfa36XgghJoL0kOwHN92EXEV/AFM9QLCzMfnN+oKqu0ugNi9YrSZ33/0K+fwmbr65gy1bVjM8vJX29n66u7vJZDJYrVbeY7FwQyzNAqoTN5ujUR664AJsJ53EUUcdRVNTE6FQaNT+kn3VXyJ9TkKIfUl6SCYpCSEHtmXLqtWDZHL3lZFaatS79rqA73+/xJIlLSSTAR59tAXTbAK24vWuJZuN0tbWTU9PDw/k89yNi2tx8TXSzBoa4uqf/YynnnmGx9//fhoWLWLRokU0NzcTDAax2+3SXyKEOGhIhUSIPTC2gvB2FYWxo96maZLNZmltTTMykgC6gO3ARj760bX09PSwZcsWOjp8QBsNbOe/Pdv5f5kMABmbjYeOO47N730vcxYsYN68edTV1REIVBtflb0NJgdjhUQqk0JMHKmQCDFJqEqKem8YBh6PB6fTCXgBH9XL+dp4z3vaWb9+PcnkR+jouAqw0k+Zi/KfYkXg1/xHNstRxSIffPppul59lT+edx6bTziBRYsWMWPGDCKRCB6PB5vNRqVSkRuFd7jppp0hSwKJEJOfBBIh9iOr1Qp4ACfgIxz2sXRpIy7XHP7jP05iZ5+5lXL5BzyZf5SlRgeXuFz8W6FASyrFpb/9LS8+8wyr/uZv2LRoEYcffjjTp08nEAjgdDqxWq2Ypin7S4QQBxQJJEJMAIvFSqXixel00dzsweGo380dOTamTTuFwcHfcXupxP8ZBjc4nVyZz3NMZycLf/QjHl64kKc+8AE2zZ7NggULaGlpwefz8YMfOEinrQQCZdn4KoQ4IEggEWIvLFu2sz/h3bBarQSDQRYvLmGxjL5Z2DAqHHNMkMHBY9i2bRt9fX0sKxb5kWHwfauV00sl3vvKKxy/fj33nnQSj555JrPnzGH+/PnceGM98biXxkY7119vlcZXIcSkJ4FEiD0wNoDsbU/Cjh1neixYfTxjhm3HdE71Yj4w+dd/3c5hhy1h06Y61qxZw/bt29m8eTObBgc5p1zm/VYr3zVNpmezfPKRR3jj5Zf5wznn0L1kCfH4XGA2hUKUbNaxo3elSoKJEGIykkAixB7YF02RK1ZUJ29q9fZWH7/00urbl75k0NsLdXUFPvtZP6nUCcycOZOWlhY2bNhAfX093d3dbNy4kbtHRviTzcb1psnnikUOGxxk/h138KdnnyXCxximyMhIHcPDLQQCAex2O06nc7eNryoYqfdCCLG/ycGyEPtBZydcccXuf+3KK3eO2qqpHKfTSTQapbGxkVmzZnHKKadw3nnnce6553L88cdz0kknccQRR2B4PPxbucwiu53fWixYgXM2bWI9P+QqOrGwmG98o5s1a9YwMjJCKpUil8vpba+VSmVUUFIBSQgh9jcJJELsBxs2jN7eWqtcho0bd/9rLpeLSCRCQ0MDc+fO5dRTT+WCCy7g9NNP59hjj+XEE09k3rx59NjtfNxi4UxLI6+ykCjD/IhP8SLHsvbWHPfe+xLPPfccW7duJZ1Ok8lkKBQKfPnLFS6/fPQqotqAJIQQ+4sc2QixH8ydCxbL7kOJ1Qpz5rz577Varfh8PtxuNx6Ph0AgwLRp05g5cyavv/46TU1NtLW1sWXLFlZtmcHRPMhV3MzX+TJH8gpPcDqPrDiMVb3H0nHEEcybN4/Zs2cTiUT4wQ88mKZ31PdTAam1dR//IQghxFuQQCLEfrC7lfLK8uV79uJvtVrx+/2jgsmMGTNYu3Ytq1evpq6ujrq6Is8+a/ADruXX/D++wZe4gls4e+ANTvrZGu4+7DCePuccurq6mDt3LoXCLKp7UYya72MyezajHhNCiPEmgUSI/aTatDq6sbWpqfr4O2Gz2fD7/Xg8HrxeL6FQiOnTpzNz5kzWrVtHsXgLL754BUPUcTXf5xZ6+F/u5cRKhY+99hpdGzfy6yVLePyUU8hmtwCnALNQ0z3f/36J5maDSsVyQO8vkUZdIQ4sEkiEGAdvtqdENa2q45uxl/Xt6X4TwzCw2WyEQiHcbjder5e6ujpmzpzJ3LmbuOSSrwMl4AW2Rf7CScNwIfAfQEs2yz8+/jgvvPEGv+Q0NtAPHAIcit8f4KMfdZHL2bHb7VitViyWAy+Y7K5R950GPyHE/iWX6wmxH6lL7FQg2VeX2ZmmST6fJ5VKMTQ0xPz5HcBaYB3vfe9Wtm3bRmdnJ8WREf4VWAY4gAIG32MWX+cMUhwKzOS11+YQiURwu93Y7TuDidVqPSD2l3R2wvTpo/t1rFbYulX6YoTYX+RyPSGmKMMwcLlc2O12vF4vX/pSiO7uJlKpNo49dgM//ekGcrltZNnMDa4OfpLL8V/A+Zj8M5v4e7bxeY7gF5zJk0/2MGvWLKZPn04oFNJf12azvaNgMlG37e5uokkadYWY/KRCIsR+NF4VklqmaVKpVMjlcgwPDzM4OMjRR28A1gFrOOOMPrZu3UpPTw+nZz18jwxzyQLwND7uO/sEnEuXMn36dGbNmkVTUxORSASHw6GrJTabbZeNr2MDiPpZx+NnfCtSIRFi4u3N6/d+ORj+wQ9+wIwZM3C5XCxZsoTnn39+f3xbISYtnw+++tXxqRwYhoHVasXj8dDc3MycOXPweo8D3gOcxfHHH88xxxxDS8tX+AN9HM4IX+DfSWFjKSn+/ZFHOOaWW3j54Yd5/vnneeGFF1i/fj0jIyOk02ny+Tz5fJ5CoUC5pmP0ppvghhuq7yeSmmiqtaeTTEKIiTPuFZL/+7//4xOf+AQ333wzS5Ys4Xvf+x6//e1vWbduHQ0NDW/5e6VCIg42E1E1qFQqTJtWoq8vg9c7xD33bOXFF/v4whf+36gbhpvZzreZz9/vqJbELRZ+MXcuG846ixlz5tDW1kZraytNTU14vV6cTqc+wrHZbEyfbh31s01UhUT/PM3VhtamJujp2f/fX4ipbFL2kNx0001cfvnlXHLJJQDcfPPNPPDAA/z4xz/mC1/4wnh/eyEmlX11S/A7YbFYsNkcgA2v182RR4bo6EiNCiMAPbTzCd7DzdzD/wJHVypcs24dG7Zu5R/tp/Ba3QeYMSPD9df3MXPmTD3ho+7HKZctgJ3JsgBaTTCNnWQSQkxO4xpICoUCL774Il/84hf1YxaLhbPOOotnnnlml89XpWAlkUiM59MTYr/bn82du6oGk1AoxIknerBYTCqV2ubUMuBmcN48zh8e5v2Dg3wTmJvPc2/+EX6TCvFPW/+DW7wv88EPPk9rayvt7e16i2yx6AKgUIBKZddgMlFNrkKIA8O4/lNmcHCQcrlMY2PjqMcbGxvpHXvtKXDjjTcSDAb1W1tb23g+PSGmHNVfMmeOi5tvNgF1YmuyYMHznHTSYZxyyinMOeQQHp01i8X+Q/g+n6KMhY/wW9aygKMfeIUHf/8cL7zwAi+88AKbN29m+fISQ0NewMnAgINbbilTqRSBnZ2lk6XHRAgxOU2O2uoOX/ziF4nH4/qto6Njop+SEAclwzC4/HILjY0mUCIcTnPvvQ3827+dyPHHH8/ZZ5/Nqaeeiqf1TD7NDziKl3mcU/GQ5d+4gZse+iWZO+5g5WOP8ac/reXLX25k56p5g2uvtVEoFIAClUqRypvdLCiEEDuM65FNXV0dVquVvr6+UY/39fXR1NS0y+c7nU6cTud4PiUhpqQ3W6Nus1kAA7fbQ2trK6FQiLa2NjZs2EBjYyM+X4I1ayq8xiJOZyUf4Td8h3+ivdzJN9eu5ent27lpuoFpXjnm+xnkcjnASrlso1CwUanYqP4b6N39O0iOfoQ4OI1rhcThcHDMMcfw6KOP6scqlQqPPvooJ5xwwnh+ayHEDrtboz6agWFYcDiq/SWtra0cddRRLFmyhNNOm8PHPraS6tGLwW/4MEsCH+TfDYMcsDST4ddrbucmPkOAuP6KFkuFbLYHiFMopMjlcpTLOaoVk9K7qpjI0Y8QB6dxP7JZtmwZt956Kz/96U9Zs2YNV199Nel0Wk/dCCHGT2cnXHHF6MeuvHL3Y7iqv8ThcFBXV8e8efNYvHgxn/mMD7gf+B3wJQ47bg2/PuwwTm9o4B7DwAZcz/+wnnl8khUYFDnnnLuoVF4H+kilRojHq8EEclQqBUqlEqXSuwsmQoiDy7iP/X70ox9lYGCAr3zlK/T29nLkkUfyxz/+cZdGVyHEvrc3a9TVZXoWi4Xm5maCwSDLltXR2dlNLjefE04IsnHjRrZt28Y/b9/Oz7q6+Pd0mvn0s4LLuJLPcuNfPw78CLBQKlX4n/9ZSzabAXwUCk4yGQcOh0OvozcMY48v8JNbfIU4OMnqeCEOYm+3Rv3tlpeZpolpmhQKBZLJJAMDA/T09LB161a6u7tZu3YtmzZtIjU8zDkbtvBVSqj/pf6Ei/kC36KfRgyjgmn+AQji8TSxZo0Tl8uF0+kcdU/O2wWTFSvgsst2fnzbbW9+i+9EL2YTYiqblIvRhBATR61Rr30Rr12j/naL2gzDwDAMnE4nNpsNn89HKBSivr6ejo4O6uvrmTlzJmvWrOGmDUHuoI8bKXMJ3VzC7XyI33MDX+V/zU9TYg1gJ5Nppbu7lbq6OtxuNzabTV/gZ7fbMU1zt8HkzY6fzjlH1sILcTCQCokQU8C+WqNe3chaJp/PMzIyQmdnJ729vXR1dfHpT28BNgIZlvA1/pfPcix/AWAN87mORv7E8YCd//3fRtrb22lubiYSiehAoiomdrtdX96ngsnKlXDGGbs+p5Ur4bTTdn1cpnGEmDhSIRFC7Na+WqOuQoLVasVut+P1eqmrq9txL1Ud0AxsJX348yx5/Wku5ud8iy9wKGt5hLXcRZh/5D9YseIhzjhjFQsWLKClpYWmpibC4TDFYhGHwzHqKEdVTObOtehbkmt/rjlzdv9cJYQIcWCRQCKEeEfUMY7D4dC3CgeDQa67LkxPTxOFQiPHHrudL33pC/wEk99zIl+lnU/zAz7I3ZzHg/znX/+RlY4tdHR0MHPmTA499FBaWlpoaGggGAxSKBRwOBy4XC5sNht2u53mZpObbza44oqdRzlyi68QBw85shFiChjPBk/TNCmVSuRyOZLJJH19fQwMDHDOOZ3AVqrbBb7Goazmf7iOs6juJeow3Hy3KcSaww+nqbmZGTNmMHfuXJqbm0fdKGy323G5XLoq09pq0Ndn0NRkkVt8hZik5MhGCLHfGYaB3W7XgcHtdhMOh7HboxSLDUAMw6iwxlzA2TzCB7ibm1jGTHMr3+vJ8tTgIN9pa+P5/n46Ozs55JBDaG1tpa2tjbq6Orxe76ijnOqNwlZ9OeCejgsLISY3CSRCiH3CYrHoaRyn04nP52NkxIfFMsSnPvUq3//+IsDC3byf1W0vc1nse1yTTHJiscjxmzfz874+fj53Lv39/bS0tDB37lxmzJhBS0sLoVAIt9tNoVCgWHQADsplB6Zpo1wuv6M9JkKIyUkCiRBinzEMQ+8UcTrtgBO/38/VV8f4/vefB/LAK5xxwQCPblnKyo4Ortq8mffnclycTvP+V17hps5OVs2dS09PD1u2bGHu3Lm0tbXR0tJCOBymVHID1WBSu2BNgokQBzYJJEKIfa46iVM9WnG57DQ3u/H7/SSTg8AiTjopSmNjI+sjEf67qYnfb9zI57u7ObRU4huDg7wWi/HvjY2sTafp7e1lxowZ+u2ii6ZRKPioq/OQThd1A6zT6cRqtUowEeIAJYFEiCng7RagjR8LNpsLv9+G220nmfTg9cY49NAAzc3NtLe3s379ejaEQnyqv58z1q3j04ODLCyV+HVXF78fGeF/W1rIZrP09fXR1dXFYYe1MWPGDKZNm0Y67cflclEulymVSjgcDt3PIsFEiAOLBBIhpoCJ3slhs9mw2byAHa/XSWurH4/Hg8/no6mpidbWVrZs2cIL4TAX9vby8dWr+Vg6zYcyGc7ZuJEfDA3x+/Z2PcXT09Oj+0taWlrw+XzY7XaKxSJ2u12CiRAHIAkkQoj9wjAMwInVaicQqDa+er1evF4v0WiUadOm0dDQwPbt2/lFNMpD27dz3YYNLC4W+efhYf4uHufG/n5Wz5xJLBbTRzk9PT20tbXR2NiI1+vF5XLpqRy19VWCiRCTnwQSIcR+ZbFY9MIzq9WK1+slmUzi8Xhobm5m8+bNNDc3s7GxkX+dNo3jNmzg2o4OZpbL3NLdzWPDw3y3tZXN7e0MDw/T09NDf38/TU1NzJgxg2g0itfrpVQqYbPZcDhG3ywswUSIyUkCiRBiQthsNrxer65iuN1u/dba2kpTUxNbt25lXTjMJ9vb+ds1a7hocJAzcjlO2riRFf39/HzHMU5/fz9tbW0MDg4ybdo0XW3xeDyUSiXd+KqCicViedNL/IQQE0MCiRBiXOxJI626SVgdqzidTtxut95j0traSnNzMxs2bODuUIhHOju5et06TslkuDqR4ENr1vCdwUGebG8nlUoxMDBAf38/g4ODNDQ00NbWRjQaxe12Uy6XKRQKujojwUSIyUUCiRBiXIxtpH2rgGKxWPB4PBSLRaxWK263m1Qqhcvlor6+nra2NlpbW9m0aRP/0dzMfZs28enNm2kvFvnP3l5ejMW4sbmZ7e3txONx+vr6aG9vZ2hoiMbGRlpbWwmHw7hcLkql0qibha1WqwQTISYBuctGCDGpmKZJLpfTRy2xWIx8Ps/IyAgdHR1s3bqV9evX0799O+evW8fFXV14TJMK8Gu/n1unT8fe3EwgECASidDe3q5vJG5vbycYDOowMrbxVd1mLMFEiHdH7rIRQhzwDMPA7XbraondbieVSuFwOAgEqvtL6uvr6Zoxgyfq6ljV0cEla9Zw7sgIH08muWD1av67r48/7DjGSaVSBINBpk+fzvDwMA0NDUybNo1IJKIbX2srJhaLZVTFRL0JIcaXBBIhxKSkKheFQgGLxYLb7SaTyeB0OgkGg7S0tNDQ0MDmzZu5pbGR+zZu5LqNGzkkm+UrAwN8NB7nW9OmsX7aNILBIMlkkvr6emKxmJ7KaWpqIhqNUiqVdDhRwaS6bdY6KpRIMBFi/EggEUJMamoyJp/PY7VacblcOBwOPB4P0WhUL1Zb19zMP7e3c/KaNVy2bRuHFAr8ZOtW/jA0xP+2tdGdy5FIJBgeHqa+vp5kMsng4CCNjY00NjbqYFIul3UYUqPCtUc5EkyEGB8SSIQQk56qkKiKid1uJ51O43A48Hq9NDQ0VJeqTZ/Oq5EIV82axYdffZUP9vdzfjLJ6WvWsLy3l9/NnEk2myWVSjE8PExLSwvJZFKHlIaGhh0X+JX01lcJJkLsHxJIhBAHDBUM1DGOy+XC6XTicDjw+Xw0NjbS0NBAR0cH9zY389DatVy9di1HJ5N8dniYD6dS/EdjIy9Mm0Y6nSaRSDAwMEBDQwOxWIyhoSEaGhqor68nGAxSLpd3G0xU06sEEyH2HQkkQogDitpdosKB2sbqdDr1MU5jYyP19fVsbGjgxvZ2Fq1ZwxUbNtBaKPA/HR38eXiY/2huZrClhUwmQywWI5FIEI1GSSQS9PX10dLSQigUIhQK6cv7aidyJJgIsW9JIBFCHJBUP0mpVNLTOPl8Xk/MRCIRGhoamD17Nq81NHDdzJlc8Oqr/L/OTk5Kp1mycSN3jIzw45YWyuUyyWSSoaEhhoeHaWpqIp1O4/f7mTZt2i7BRIUgq9U6an+JBBMh9p4EEiHEAcswDF2xKBQKWK1WHA4HmUxGH+M0NDQQCoXo7u7miaYmntq6lYtefpmTh4e5eGiI98bj/PfwMH+aNg2AWCxGMpkkHA7T0tJCOp0mGAzS1NREOBzG5/PpILS7YDI2nAgh9owEEiHEAU/1k5RKJb1HRI3vut1uAoEA9fX1hMNhOtvbuaW5mUfWrePS115jei7H1zs7+X+xGN+aNo2tDQ2Ypsnw8DDpdJpAIKCbX0OhEA0NDXodvdPppFwu6wqNzWbDMIzdVk2EEG9NAokQ4qCh7qdRbzabjWKxiMPhwOVyEQqF9P6RTdOm8cX2dk579VUu3LSJw1Ipfr5+PfcOD/ODlhby9fXk83ncbjfJZJJIJKKPcgYHB6mrq6Ourg6Px4PdbqdSqehwIsFEiHdOAokQ4qCiqiNWq3VUQFC9JX6/n2AwSF1dHdOnT+e15mY+s3kzH/7LXzi3v5/3Dw5yxsgIt7W08NvGRirRKFu3btVHOdFolGg0qkeH6+rq9FGOOsI5UILJTTftvF9o7N1DQuxvcpeNEOKgValUqFQqFItFPcKby+XI5XKkUilisRidnZ10dnayfv16IuvWccnLLzM/lQJgi9vNd9vbWdPSgtPpxGKxEI1GdXWkrq4Or9dLOBwmGo0SCATw+/2jRoTHVm0mUzBpbYWuLmhpgc7OCX0q4iAjd9kIIUSN2iBQLBb1MY7aX+L1evH5fESj0er+kunTuXH6dBa/9hoXrV7NzGyW769bx6qBAf67vZ1kXR3Dw8MkEgn9FgwGyeVyxGIxotEokUgEr9eL3+8fVS1RxzoWi0W/nyzBRIjJQAKJEOKgp45x1Gp4i8Wiqxc2mw23200wGNTbWje3tPD5efM4//nnee+2bZw6PMzxsRi/am3lZ83NOMNhBgYG9GV96XSaSCRCoVAgmUwSCAR09UQd5ag9JrXHOBMdTMrl0e+FmEgSSIQQU4Y6PlHHJmOncfx+P4FAoFotaWlhVUsLq954g0/85S8cNTLCxdu3c15fH9+fOZMn6uvx+f10d3czNDREU1MT8XicaDRKOp0mHo8TDAZpaGjA7Xbj8/moVCo6mNTeKjwRwWTFCujtrf53b2/140svHfdvu99If8yBR3pIhBBTkqqWqDfVX5LP5/UlfN3d3XR1dbF1yxZmvPQS//DqqzTmcgC8HArxP7Nns9Xvx+fzYbVa8Xg8ehonHA4TiURwOBy6EdbpdOLz+fTuFBVMxt4qXPvxeOjshOnToVLZ+ZjVClu3VvtKDgbSHzOxpIdECCH20NhqiQoI6nZhj8eD1+ulrq6OpqYmNtbX843DD+fEp57igxs2cFQsxq0vvsi9LS38ePp0iqEQ6XSabDZLIpGgrq6OeDxOXV0dpVKJ4eFhHUxcLhder3dUf4l6LrVL1sYrmGzYMDqMQPXYZuPGgyeQiAOPBBIhxJRlsVh046nqLVF35WQyGVwul56ciUQidHZ28npzM8+98QYffvZZTuzt5UNdXZzR18ePZ8/mwWnT8AYCJJNJkskkiURCr6CPRqOUSiXi8TiRSIRQKITL5dJHORaLBbvdrp/beAaTuXPBYtm1QjJnzj758kLsFQkkQogpz2q1YrFYKJVKGIZBuVzG5/NRLBb1nTler5dAIEAkEqG7ro7fzZjBqldf5cLnnmN6Os2ydet4b3c3P5w/nzXhMG63m6GhIWKxGPX19aTTaXw+H3V1deTzeb35NZ/P6zX3pmnqSaDa57avg0lrK9xyC1x22c7Hli+X6oiYWNJDIoQQNVS1RG1eBcjlcmQyGYrFIiMjI8TjcXp6eti+fTu9HR0c+cwz/N3rr+MrlQD4U3Mzt82ZQyoQwG63YxiG7iWpq6vTi9m8Xi9er1ePCqvgU7vDxGq1Auyyx0T997vR3FxtaG1qgp6ed/fnNtlID8nEmlQ9JFu3buXrX/86jz32GL29vUybNo2LLrqIf/3Xf8XhcIzXtxVCiHdlbLXENE29tySTyWC323WQaGhooKOxkS11dXzjqKM4+/HHOX3LFs7q6WFpfz+/nD2b+2bOhB0jx729vSSTSerq6vQFfpFIRB/rRCIRva7e7XaP6jExDEPf1bO7yZy9+1lHvxdiIo1bIFm7di2VSoXly5czZ84cXn/9dS6//HLS6TTf+c53xuvbCiHEu6ZuEVbVEsMwqFQq+qZftVzN4/HgdDppbGxkW1MTjzY18ezq1fztqlXMj8W4bP16zu3o4OZDD+WlxkY8Hg/pdFof3zQ0NOijm2KxSCqVwu/3U19fTzabxe1260sDa3eYqLBktVr3STARYjLYr0c2//mf/8mPfvQjNm/evEefL0c2QoiJZpqmPsJRb4ZhkMlkyOVylEol+vv7yWQy9Pb20tnZyUBfH7Oefpq/+8tfCOfzADxbV8ePFy6kz+/XEz5Wq1X3lQSDQX2Uo45u6uvrsdvtuFwuHYTsdrueylFhRPWWvNNgcjDv6jiYj6MOBJPqyGZ3VHf5m8nn8+R3/I8Xqj+QEEJMJMMwsNlsuqdEHeN4vV6cTie5XI6mpiay2Swul4toNEpfXx+d0Sg3Hn44Jz3+OOevX8/xg4Mc/fjj3DVjBr+dN4+K14tpmsTjcTKZjA4kqVSKcDhMOBymUCjor5nP5/XRUalU0uEE0Gvxay8U3JNgcrCFEOVgX/p2sNpvFZKNGzdyzDHH8J3vfIfLL798t5/zta99jRtuuGGXx6VCIoSYLNQxjmmaupejVCqRTqcpFoskk0mGh4dJJpN0dXXR09ODfdMmznv4YY7c8So56HRy+4IFPNnait3h0MHB7XYTCoUIh8N4vd5RF/b5fD6CwSAOhwOn04nT6cThcGC1WnHs+BqqeqOmdPY0mBxMpsLStwPB3lRI3nEg+cIXvsC3v/3tt/ycNWvWMH/+fP1xV1cXp556Kqeddhq33Xbbm/6+3VVI2traJJAIISYV0zQplUo6kKggkM1myWazFItFhoaGSKfTxGIxtm/fzkB/P00vvMAHn3iCpkwGgNdCIW5btIjuhgZdeQH05I3f7ycUCuk3NXrs8/n0ynsVUGw2mw4mqpIzFYPJypVwxhm7f/y00/b705my9ksgGRgYYGho6C0/Z9asWXqSpru7m9NOO43jjz+e22+/HYvFssffS3pIhBCT2dhqiXpMBZNcLsfw8DCZTIb+/n46OzuJ9/Vx5KOPcv4rr+AqlykDf2xr4zeLFlHw+wGoVCqYpqkXqgUCAQKBAMFgkHA4jMfjIRgM6qZXq9Wqqyaqx6Q2mKgek6kQTCZrheRg7tfZnf0SSN6Jrq4uTj/9dI455hh+8Ytf6Hn6PSWBRAgx2dVWS9SbYRjk83kymQyFQoFUKsXIyAjJZJL+/n66u7spb93KGQ89xAlbtwKQtNn4xfz5rJw7F7vbrftESqWSrpDUhhKfz6ePc9xuN06nUx/fuFwuPZVjsVh0MKltelUTOwejFStGL3277baJ7yGZantRJlUg6erq4rTTTmP69On89Kc/HRVGmpqa9uhrSCARQhwo1CSOOsZRRzCqWlIoFIjH4yQSCeLxON3d3fT39+N/+WU+8NhjTI/FANjs93Pr4Yezua1NN9Oq7a1ut1sf5QSDQaLRqD7G8fv9ukqidpfUfqxGhNU22IM9mEy2KRsJJG9v3KZsHnnkETZu3MjGjRtpHVMnm8TLYYUQYq+o4xC13VX9/zm1q0QtVVMf+3w+otEoveEwPz3sMOatWsUFzzzDrGSSG595hlXbtvGbY44hGQrp24jL5TKFQoFkMkk6nSaZTBIMBolEInqHSSgU0kc4pVJp1HSOmsRRjbhqydrBGExk6duBR1bHCyHEPqZGhGt7SwAKhQLpdHrUMU4mk2FwcJDe3l5yXV0sffBBTl69GguQs1r5zezZrDz6aEynE9M0KRaLGIahL/5T1RF1pBMKhfD5fPj9fj2Fo45vdhdMKpXKqN4S9d8HuslWkZhsz2e8TaoKiRBCTFXqxb32PhzTNHXTaTabxWaz4fV6icVi+gimLxTi+cZGXlm9mvMefJC5fX18Yv16zu7s5MeHH866efNwOp26wjE4OEgymSQQCJDNZvnNb1KYZopQKMCVV4bw+/14d+w7KRaLlEolstmsrtKoAKJ+fexFfgdDMBEHDgkkQggxDmpf1Es7Lt1TL/ZqqVo2m8Vut5NOp/VxTiQSocfv585582h58kkuePxxmjMZ/vX553lpyxZuP/JIMu3t5PN5rFYrxWKRWCxGIpHgkUciQApIcsEFKYLBoG6E9Xq9GIahj34ymQwejweHw6ErJiqY1B7lSDAR+4sEEiGEGEdj78VRbDabbkS1WCw4nU5dufD7/QwMDDDg93Pb4sUc+Yc/cPrLL3P0wACL/vQn7ps1iweOPhoCAT1BUw09Q1QDSZienozejp1IJAiFQgSDQXw+H8ViUQcTtb6+9obhSqUiwUTsdxJIhBBiP6hteq3sWJJRe4yjml7dbjeJRELvGhkIBll90UWsXbqU0++9l4XbtvHBTZs4rbOTnx92GC8ffjgen49UKrXjO+WBAXp6qg2v2WwWn89HJpMhkUhw331hisUAdXV+PvWpEqVSSY8Yq2Ci3mqDSe29ORJMxHiQQCKEEPvJ2HtxAD0i7PV6cblc5HI5HA4HmUwGh8OB1+slFAoxEAjwyIwZvPjss5z30EM0JhJc99JLrN2yhR8feST5OXMAO9VAYoxaZR8Oh0mlUgQCAVasSAMhDMPPP/xDtWJSKpWoVCrEYrG3DCaqEVb9HBJMxL4kgUQIIfYz1fQ6tlpitVrxer16OsbpdOJ2u7Hb7foYJ+b3c8fRR3PIgw9yxtNPM39khG+tXMmjmzZxN0czQAtQwWqt3lKcSqXI5/O4dyxbqx7pxDHNIF1d1T6TUCiEy+XSzycWi2G1WvWkjsViwW6377b5dbIGk2XLdm5GFQcGCSRCCDEBdlctURwOB6FQiHQ6jcPh0Mc4DoeDYDDIoNdL58c/zi3HH8/S++7j2DVrOHv7dtbTzVdZwA85Eo+neluwOpJJJpMUi0XABxSADF1dGZLJpJ7UUWvpi8XiqGDi8/nweDyYpnnABJPJtp5d/RWP+asWNSSQCCHEOHure0zerFpisVjw+/2USiUcDgcOhwOPx4Pb7cbj8ZBIJBhwuXiurY03Xn2VM+++m7aBAf6bV7mcLfzuxSPoX7gQj8dDLpfDNE1yuRzVMJIDfPT350mlUiQSCcLhMOl0Wu80UcHENE0SiQSpVOpNg8nY5td3ek3IwW7FiurWWKi+X7Fi4lfZT0ayGE0IIcbZni7Fql2opqjtqWqZWqlUIh6P66OYoaEhhoeHSYyM8MY/reSbPEo9OQCenjaN3x53HJX2dmw2G+l0muXLS4ABOLn+eocOGR6PR98kHA6H9VSOw+HQY8sqbLjdbnw+nw4hpmnu9iI/CSaT97K/8SaL0YQQ4gBWu1BN3TujqiXqGCeXy2Gz2fB4PCSTSZxOJ16vl2Gvl+v5IL9jCV/jHq41XmJpdzfH3Hsv9xxyCH86+mg8dXWAlWqFxNQBR923k8/nicfjpNNp/YISiUQIBAJYrVY9uqxuNFbBBKpjzOqiQdgZrqZ6MNmwYXQYgeqxzcaNB3cg2RsSSIQQYhKp3fmhjnHUZIvFYtG7StQxjlqu5vF4gBgxXHyWy/F9Zi2n3Hknczs6+MiaNZy+dSt3HH00sAjwAiVcLqsOF4VCQW9xNU1TH+Wk02mCwaB+U8GkUChQqVT07/F4PPq5Azq41AYTFbimkrlzwWLZtUIyZ87EPafJSgKJEEJMQmObXtXxCDBqGsfhcOB0OkkkElitHsrl6UAPjqM9/GnuXN54+mlOufde6pNJPvvUUyxkPZ9hMW9wKE6nTS9IU82vlUqFQqGA2+2mWCySyWQYGRkhHA4TCASIRqN6+kb93lQqpYOJ2+3WwUMd5ahgUtv8OlWCSWsr3HILXHbZzseWL5fqyO5ID4kQQoyzd3uxmnphV02vhmHoF3RVrbjttgrLlgWo9oeYXH/9apYuXUMikSAzOMjhDzzAiU89hb1cpoTBD1jA+o8twtPSolfKFwoFffRS2yvicrnw+/34fD59S7GayFHr62Fnj4nH48HlcukpHPX81edMxWDS3FxtaG1qgp6eiX42429vXr8lkAghxDjbVze97q5aYhgGHR0mc+bYqFR2vrhbLCa/+91fcLuHdBPsK3c7OPX+u/hb7gJgxObjN0fO57XFi/EGAhiGoSdyKpWK3kHidrvx+/06bITDYbxeL9FolGg0itvtxjAMCoXCqIZWdWdP7ThwbYPsVAomctvv25MjGyGEOEDUjgirygPApk2WUWEEoFIxiMfraW+3EAgE2LAhy/cfOJ3/5e85i0f4bz7DgtIarvzLX9i0aRM/P/ZYUgsX6luA8/k8pVJJVz+KxaIe9c3lcrhcLtLpNMlkklAoRCQS0b+3UCjooxqbzYbb7dYVE1WBqb0FeSoFE/HmJJAIIcQBpLa3RL3NmlXecd/Mzhdzq9XkiCO8hEImyWSSdDqMaVYrFX/ibI7gFa7hB/y77YvMHhnhaw8/zKq1a7ln6VIc06fjdrupVCrY7XYKhQL5fB6Hw0G5XNZbXYvFIolEQt82HIlECIfD2O12LBYL+XyeSqWiJ3ncbvdue0yAURM5qnoiphYJJEIIMc7GY0unelE3DIO2tgo//GGZq66yonpIfvjDMvPn+ygUHLhcLhYuzGGxmDq0lLDzv5braLve5PRHfsbRf/0rp27fznHd3dy5YAEvLF2KKxDAZrNht9t102smkyGfz5PL5fD5fHo6J51OE4vFCIfD1NfXEwwGcTqdehRYbY1VwURVTNTFfSq4SDCZuqSHRAghxtGKFaMnLG67bd9v6VQv6C0tFfr7DRoaDLq6dv6aChK3327hc58Lo0LLZz7zOiecsJpUKkVo/XqO+/nPadvRcdnt9/OLxYvpWrgQv99PuVytwqhgoYKKaZr6Lhy73Y7X6yUYDBIIBGhoaMDn8+F0OvUkj2qYtdvt+q4eNSpcu3/FMAz+538spNM2QiEr//iPB3YwkR6StyeBRAghxsn+3NJpmiatrRW6uys0N5ts27ZzEkf1m+Tzedra8sTjJVyuEVatSpLJZEilUsRiMXKZDG0rV7L03nvxZzIA/GXaNH57/PGYs2fjdrspFAp6WVs6ndY9Iqrh1e12Y7PZ8Hq9RCIR3V+igomqtKhgosaWVcUEqDmKMunrM2hqstDRUe0xmUz35bwTEkjenhzZCCHEONmfWzqrxzfqyKYCVCdlal/EXS4XLpedeLyA01khErHjcrlwu904nU7i8Th9553Hb487jkX33MNRTz7J4u5ujrj7bh487DD+tHgxwZYWvVPE5/ORz+dJJpO43W69ZM3j8VAqlUin03rBWigUIhqN4vV6cblc+nhGLWXL5/O4XC6cTqc+ygETKGOaZQqFnT/LZLvIT+wbEkiEEGKcTMyWTsuO0Vtzly2v1TcDsOBw2AiHq0cmyWRSX96XSCRIezys/uQn2XTGGSz+2c+YvWkT73/tNU7atIlfH300GxcvJhgKUSwW9WV/qrfE7XbrKojX66Wvr0+PHcfjcUKhEPX19bjdbt0kWy6XyeVyFAoFHA6HDiaVihWwUS5Xg0ltI68Ek4OPBBIhhBgnE7WlsxpADN30qvaXVF+8q4HEZrPj99v0cUkymcRmq37s8XhIpVIkHQ5WffGLbPjLXzju178mEovxqT//mbXr1vHz446jcOih+lbg2l0klUqFdDpNJpPB4/FgsVjo6ekhFouRTCb17cJqh8nugsmddwYZGKguehscNPnZz0pcckllVCipDSa1y+LEgUl6SIQQYpztry2db9anUPsCPmOGQU+PQXOzwfbtO7eoFgoFvVckl8vpyZlEIkEikYBcjrn33MMxDz+Mo1SiYhisnDePPxx/PJ62NqxWK6VSSQeDXC6HYRg4nU6AUdtbnU4nkUgEv99PXV0ddXV1utpRqVTo6DA58cSWXcaY160r0NZm6MVt6uWr9ihnsgYT6SF5e1IhEUKIcaYuu52oS29rR4Sr/SUVwMAwdj6uXtBdLheZTIZEIoHdbt/Rd1J9bMNHP0rHGWew6Oc/Z/4rr3DmunUs2bqV3x91FM8feSQNzc16aZvH46FcLpPP57FYLLpXRI0C9/b2Mjw8TCqVYnh4mPr6er3DpLPTtcuit3LZYM2aIs3NFj0SrILJ2Ev8JmMwWbYMEgmQf1u/OQkkQggxBaiV7rWhRB3j1P6azWbTky/JZJJUKoXD4SCdTuPz+Rh2OHh+2TI2v/EGx/z0pzT29fGJZ5/l9PXr+dUJJzBw6KEEAgG9Ij4QCJDP50mlUrrxNZfL6SOevr4+HUxGRkaIRCK0tdWN2pkC1QpJY2OSVMqqbztWwcRisehKj3o/2YLJsmUT/QwmPwkkQggxhRhGtY+k+kK9a9OraZr6xV7tCUmlUjidTjKZDA6Ho9qgeuSR/HHePGb/6U8cfffdtA0P888PPMAzq1dzz9KlWNrb8fl8ZLNZbDYb0WiUXC6nN75ms1mKxaL+Hj09PSQSCeLxOJFInK9+Fb761WmonSnf+laMxsYi2Wx1Ikf1vqitsGO3v6r3FosFu90+aYKJeHMSSIQQYsqpjghbrcaoY4/aUFJ7jON0OnWwcDqd2O12HA4HeZ+PLeefT88pp3DoHXew4KmnOGHLFo7u6OC+RYt45vjjCTY26tuE1e9XjauVSkXfe6OOchKJBKlUiiOPjAGdQDNer52LLjKoVHauzB87laOCiary1AaTsVM5EkwmJwkkQggxhdT2MqjwAYxqFB17jOP1ekcd46iFZrlcDofDQdLt5q9XXcXGM89k8c9+RuvWrXz4pZc4ecMGfrd0KRvnz6exqYlisairIlarlWQyicVi0SPDDocDt9ut78eBNDBEJhMikajD7/fvco+PCibqGEfdUKyCCaAXsalgImvpJycJJEIIcZDYk8bJsb0MKnioo5vaaomqkpimid1u1yvfXS4XqVSKbDaLy+XS4STldPLoV7/KzGee4ahf/YrGZJJrHnqI11ev5vcnn0y2vZ1QKKT7SDweD4ZhkEql9H05lUoFm82Gx+MBhoA4phlj8+YE0WiUYDCog4mqgABks1m9XM3hcOiKCaArJrtrgJVgMnnI2K8QQoyzA2XkU62YH7tQDdBhRb2Y53I5PY2jbv3NZDLkcrnqTpNslnl33smihx/GWqlQslh49PDDefSEE3DW1xMIBMjlcgB6c2s2mwXQ9+T86U82ikUPbrfJ3/2dS6+jr6+vx+/34/f7AfRzUj0khmHsNpion7G2EqQqJgfyWvrJSO6yEUKISehACSRKbSipPcJRL/jq8VKpRC6X05tY1S3Aap18NpvF293NottvZ8brrwMQd7u564QTeHXhQkKRCHa7nWKxCIDX6yWdTmOaJsViEa/Xi2maevS4XC7j8Xjw+XxEo1Hq6uoIh8O4XC4qO9bh1lZNDMPA7XZjt9ux2WyjqiFjfz4JJvuWBBIhhJiEbrpp51HKgTT+WfuiDYw6wqkNLYVCQVdLcrkcpVJJ/3c8HqdYLDLt5Zc56mc/Izw4CMCmxkZ+e/LJpOfPJxgM6v4SVR3J5/MUi0UsFsuONfIVvF6vXrTmcDgIBoNEo1FCoRDhcBi3262fb7lcHvWzeDwebDabbmxVoUP9DOrnU70nEkzeHQkkQggh9qnaisjujnFqJ1lyuZze9prP58lkMmSzWTKZDOl0mko2y7wHH2Th3XfjKBSoAE8vWMAfli7F2tREOBymUChQKBRwuVwYhqGDiephUWO8brcbqAaTcDisj3EikYgOMMAuRznqNuKxoaM2xEgwefckkAghhBgXtaFkT45xEokEyWSSYrFINpvV6+gTiQSeWIzDf/5z5jz7LAAZh4MHjjuOF5cswRMIEAgEyGQyeuNrsVgkn89TKpVwOBz6GMftduvA4HQ6CYfDNDQ06MZXu92uqzu1wcRiseB2u/XytLcLJrXNr9IAu2ckkAghhBg3b1YtGduXoY5x1JGN6i1JpVKUSiVGRkYolUpE1qzh6Ntvp76jA4CucJi7Tz+drkMOIRAIYLPZyOfzOjSowFMsFnE4HAB61FeFBo/HQygUorGxkUAggN/v12vmoToCrL6W2otSu9W19nPH3pcjwWTPSSARQggx7t6qWgKM2pRaKBT0CvraYKImc8qFAjMfe4wjfvMb3Ok0AC/OmsUfTj+dQnMz4XCYUqlEqVTS22NLpRKFQkE/5nK5sFgsOBwOvafE7/cTCoVobm7G5/Ph8/mw7rhMSI3+1o40q9+rqiW1xzS7Cya122HFriZtIMnn8yxZsoRXXnmFl19+mSOPPHKPfp8EEiGEmJxqA0nti7UKJiqU7O4Yp1Kp6HFhVUVx53LMu+MO5j/2GBbTpGCz8adjjuGJJUtwhcOEw2F9/GO1WvF6vRQKBYrFIpVKRS9EU+FCVW+8Xi8NDQ1Eo1ECgQA+n2/UinkVTAB9j8+bBRP1M6ufVYLJm5u0geQzn/kMGzZs4MEHH5RAIoQQB5HaUKJe3GuncWqPcVQAicVi5HI5isUiqVRKV1EKhQK+LVs46vbbmbZuHQBDfj/3nnoq6xYswL8jUOTzeSqVij5uUY2v6hhGjfh6PB5dwfH5fDQ3NxMKhfD7/fh8PoC3DCbqDhxVWVGhY3fBZPTlhWJSBpIHH3yQZcuWceedd3LYYYdJIBFCiIOMCiRjX6iBXZpe1TFOKpXS0ziFQoF0Oq1vBS4WCrQ99xyLfvYz/CMjAKxtbeXeM88k0dpKIBDAbreTy+V0gyqgF62p9fSGYejQAmC32/H7/TQ2NhIKhXTFRP0M6oZi9bzVivyxwWTsz6V+XgkmO026QNLX18cxxxzD3XffTV1dHTNnznzLQJLP58nn8/rjRCJBW1ubBBIhhDgAjG16rT3C2d0xTj6fJ5FIkEgk9MV66lgmlUrhLJWY+dvfsuD++7GVSpQNgyeOOILHTzkFSySix4TV91L9JarHRFVLAD1GrB4LBoM0NDQQCAQIhUL619VSNhUoaqd4ahtfFfV71FvtUc9UDiaTKpCYpsn555/PiSeeyJe+9CW2bt36toHka1/7GjfccMMuj0sgEUKIA0dtKIGd47O7O8ZR0ziJRIJsNquXrJXLZb1czdvfz8Kf/IT2l14CIOl2c//Spby2eDFev59AIKBXzzudTr25NZ/Pj+pvsdlsuFwu/bHdbicUChGNRolEIvj9fl1ZUffqqEChwoUKJmP7S2onjSSY7KdA8oUvfIFvf/vbb/k5a9as4eGHH+Y3v/kNq1atwmq17lEgkQqJEEIcHN5qRLj2Xhz166qPRPWSqCVrqs+kUqnQ8Ne/sujHPybU0wPA9oYG7nvPe+ibOVOHCfW11CgwoIOJeg5qlbz62OVyEQ6HiUajhMNh/H4/t9ziJJk0cblKXHutqSshqpFVHQXtaTBRlZWpsmRtvwSSgYEBhoaG3vJzZs2axUc+8hHuu+++UalQ3a544YUX8tOf/vRtv5f0kAghxIHtrZpegVGbXsvlsj7GSaVSukpSLBYplUrE43HsQNvdd3P4nXfi2NEz8tz8+Tx8xhkYzc14PB59+3C5XMbr9WKxWCiXy7p/pTaUqNDicDhwuVwEAgEaGxs59dQQ2ayHSMTBmjU7G19rg4nqMVFBo3b0ufYoR32sfu6pEEwm1ZHN9u3bSSQS+uPu7m7OOeccfve737FkyRJaW1vf9mtIIBFCiANf7fFNbRPo2E2vtcc4+XxeT+OUSiXS6TSlUolkMkkul8OXSjH39tuZ88QTAGTtdh454QReOvFErG43wWCw+viOMWG3241hGHoaJ5/P89BDVioVG16vg/e9b+eEjc/n42Mf8wFNuN0hNmxw6w2xKpgAowJGbTBRP5/6nDcLJur3Hoz25vXbNl5Ppr29fdTHqpN59uzZexRGhBBCHBzUcUXtMrJyuTwqlNRuQHW5XNjtdlwuF8lkkng8js1m0+GiWCyScjpZ/Y//yPZzz2XhrbdSv2UL73/iCZa89hr3nHEGPQsX4vP58Pv9ulFWTeSoo5SVK0tAATA5+2wDh8NBpVIhFosBGSBNNhuiv7+6jl49r9rwpAJKuVwetTFWqQ0otc2vtSFMdplUjVsgEUIIIWrVNrWqgKLCQe3G19oqirrFN5lM6k2tqVQKqB73xA45hKe+8x3aHnuMBT//OY0jI1xx55289tJL/PE976GvsZG6ujrdX5JOp7Hb7TtuDbYDRaCEaaKPhqq/VgLiQIYNG+L6nhy/34/H48Fut+swogKWGkNWy9XUz6h+lto/g7HBpLYJdqoGk/0WSGbMmME4nQ4JIYQ4QLxVtUT1aKj17+pjdRGe2+0mkUjoz02lUjqgbDvjDHqXLmX2L37BvIceYuGWLcy/7TZWLV7MU6ecgisa1f0klUqFeDwO+KmGEjuGkdd9jtV9JhXADZSIxWJkMhlGRkb01lev17tLMKntg1H37aiKye4mjmD3PTZTNZhIhUQIIcR+V1spUFURVSVRAWV3xzgqgKjeBLUMzev1kkgkWH/VVXSffz6HLl9O8+uvc9Zzz3HMG2/wh9NOY9Pixbg9Hnw+H3a7HVDBw4vP59MVkuqCNAvV4xwAF8VikXg8Ti6XY3h4mEgkQl1dHX6/Xz+32uOb2uOY2mCift7aPSew+6mk2mbZqUACiRBCiAlR29QKjHoxHjsqXHv0YbPZcLvdpFIpXSVJp9P4fD5M0yTe0sKL3/wm9U89xYIVKwgPDnLh/fez6eWXue/ssxmcNQuv1wu4qAaSNKmUTU/oFAoFqkc2ZaBaMVGhKJfL6U2z8XicaDRKNBrVY8cqRNSONY89ylFhrPbnVD8boAOZ+pypEkwkkAghhJhQtcc4Y48vxr4ol8tlHVTUorN4PI5hGHg8HtLpNFarlWw2S9dxxzG4eDHTf/tb5t91F7O7urjupz/lmUWLWHXWWUAYCAJeLJbq7cM2WzWYqMdhkEolqb+mul249i6ekZGRUcvVVEWktlKigonVah01clxbJaodKYZdg4k6zjpYg4kEEiGEEJNCbdPr2OqBOs5R/SW1oURVSOLxOBaLhXw+r3tPUqkUmz7+cfrPPZfZN9/M9Oef58RXXuHIdevYzkncyglUCGG3u3VAeOyxmcCZVI9tKvzlL6s44YTVlMtlAJLJJB6PR/ex5PN5MpkMw8PDumLi9Xr1DcS1Uznq5yuVSthsNux2+6hemtqwoYJJbWhRa+0PxmCyX2773Vuyh0QIIaam2mpJbYVABZGxL/JqyiWVSpFOpymXy/om4Uqlopthw3/9K4fdcguhjg4AXqaBT3M25//7AtxuN4VCA1/84scwzZ2LyyyWCt/61v/h9Y7oxldV/VA3ClcqFX15n9/v1z0mbrdbX85XLpf1BX61O0xqg4lSWzGp7TOp/bXJvP11Uu0hEUIIIfbW7qolu2t6rT3G8Xq92O12PY0DUCqVyGQyBINBisUigwsX8vT3v0/LfffRftuvOIp+/swdvPSLQ3nkrLPYkGkYFUYAKhULPT1eDjssoy8GVKPL6XRaH/OYpkk8Hiefz5NOpxkZGaG+vp5QKITH49FHTKp5tnZD7e4qJiqI7e5Yp/bXasPNgUwCiRBCiElpdyPCb9b0qlbQq8vv1DGO6gtRl/bZ7XYymQy3ua7h1/w73+DLXM6tHL1mDYdt3MgfjlrLL/gQedz6eVgsFbzeHtLpPF6vd0clpaCDEVSPcRwOBw6Hg3w+Tzab1Uc5g4ODNDU1EQwG9Qiz3W6nWCzqlfa1wUT1mNSOQtfekfNmwUT9OR2owUSObIQQQkx6tevn1Qtx7Xr2tzrGSafT+m6cdDpNZyd85CPHUalUX+SP4iX+l09zIk8D0OVp4orMLfyB9wEVLrxwFSeeuBaAXC6HzWbD6/Vis9koFovk8zt3mKjn6PV69XPx+Xz6npz6+nq99VXtGymVSro/pbY3Rr2NPboZWxkZu+ME2GVj7P4mRzZCCCEOSrXVEvVxbdPrWx3j/OAHNoaHXdhsSS6+2GBkxKnDCMDLHM1J/Jm7/vYrvOfR79MS6+UB3s8DLOR6zmbhwgbKZS9OpxO3260v/fN4PFitVv74Rw/pdAW7vcD73lcNCmrax+l0kslkyGazZDIZUqkUoVBI3y6spm1sNpsOJqpi8mbHOLWTN7VTRyqIqcdVSDpQRoalQiKEEOKAsifVElUhMU2T6dNNenpK1NWVePXVNBs2ZDn99JmjQonFYnL77Y/T6Blm5h13MP2ue3FQpoCFp5Ycy1Onnoq7oQGXy4XT6dQbWU3T5LOfdVEdES6zfHl+1OZZNcZrt9sxTVP3kbjdbiKRCKFQiFAopKshtRf4qd9rGMaoY5zavSUqgKifvXYqaWzFZH8Gk715/Z58rblCCCHEWxh7GV/ti796QQd09aH6UmfDZnMSCARYuDDMt741Aqh/j5t87nMbaW2FitfL+ksv5XBu5g8ciYMKpz/3HNf98Ie0PP44/X19JJNJ7HY7Pp8Ph8MB5IEYkMPlcumV8rBzdFfdVgwQj8eJxWL09vayZcsWOjo6GBkZIZ/P62kdVRVRlZJCoUA2m9W9K7AzjCm1215re07Un0ltM+1kJIFECCHEAan2zpfau2HUe9XkWalYASuVigW73Y7H4+HKK20EAsNANy7Xei68MIfb7cbr9eL1etlAExfwLd7Ll0g1NhJIpfh/99/PJ3/yE+yvvUZfX59ukq1WR6qr6NV0j/o+qupRvbAP/eumaTIyMkIsFqOnp4dt27bR0dFBLBYjl8thmiYOh2O3wSSXy5HP53XAqa0Y1X68u8mcSqUyaYOJBBIhhBAHLBVGaoNJ7f6SW2+t0NcHYKW/38btt1ePLlwuFy6XG/DidAZwOqvVk53VjQBg8AAn8dQtt7DmE5+g5HQyvbOTa26/nbN+9zviGzcSi8WoXsLXCtRhtVqJxWJks1kAXC4XXq9XhwI19ptKpXQfzNDQEP39/XR1delgEo/Hd6ywB6fTOSqYFItFHUxUuIBdKya1Tb7qz2p3waQ2zEwk6SERQghx0FCVAYCODpPZs62jekWsVti8ucK0aRXa2yv09FSory+zdm11d0g6naZYLHLUUUXK5SxQ4uGHq8ckzoEBZt96K+1PPglA1uXip7Mu5NrVP6SMA6hwySXPcMIJq/VCNq/Xq3tISqWS7jsxDINCoaAbb1WoqAYlF8FgUDe/qkqLWsimemNU74y6J6e2qbf22Eb9eajQVnt/kPpYHTHtK9JDIoQQYkpTL9AAGzcao8IIQLkMmzerm4SrRzk2mx2v10swGNT30VSPWIJYrdWeEJfLRa6ujrVf+hJPf+tbxGfMwJ3LcdXqFbzMMZzGSsDC7befwMiIV4/6ZjIZEokE2WxW952oUV61tySTyZDP5/UOk2QyOapi0tPTQyqV0scstZf0qf0luVyOXC5HqVSiWCzuchyjqjGqYXbsn9lkIGO/QgghDiqq6XXevAoWizmmQmIyc2YFsOwIJBagjGFUcLlceqna9de7GBhI4HZb8XhyZDIZLBYLxWKRzDHH8OwPfkD55pUsue/HLOR1VnIGv+Hv+CfzO2zaZBAIZPXXKxaLelGamrAZuxDNMAwSiQR2ux2n00k+nyeXy+mR4Xg8rgOT2+3GYqn2w6jfr6om6mZip9Opw9nYlfS1C+ZUNWUykCMbIYQQB63bbjO5/HIAAzBZvrzMpZdWA0p7u0F3t4WWFti+vTKq50I1kKbTaTKZjF6AppagZbNZBgacXHfR4fwbX+EqbsZKhQxunjjhFJ475Uh89fWEw2H9wq82uKpQogKFChJQPV4pFovY7XYcDgflclmPCnu91cqLGhV2u92jpoxUMKntqXE6nXoiaXeVEDXVU50W2nf25vVbAokQQoiDWnMz9PZWaGw06erauX59+nSD7m6YNs1CV9fOysHYUVl1aV8ul6NSqegpl3w+z/33N/Jf/7WARbzK/3Adp/IEALFwmAfPOos1hxxCU3OzPmYplUr6WEXdvaNuMFaPq+OVQqGgqyzlchmHw6HDTDAYJBAIEA6HdegARlVd9jSYWCwWPQW0r0ggEUIIIcZobYWuLpg2zWT79p0L1drboafHYNo06OjYeYPu2OmUcrmsp1oSiQSlUolcLkehUKBQKHDKKTbAASR54R/v57Cf/AT38DAAW2bP5r6zzybV1qbDg8vl0kc4AA6HA7/fr49Ostms3rKqqieq36RYLOJ0OvH7/TgcDkKhEH6/n1AopI9p1HNW4aQ2iDgcjl2CidoGuy/J6nghhBDiTey6fh7AxDTZ8bbzfpjaYxC1Al5Ny6h+ElXdsFrzlMtpoEji/PN56uSTab/jDmbfdRczN23imi1beGHJEh496STsdXWEQiFcLpeevMlmszpoeL1ePB7PqEVmDodDr6N3uVyYpsnQ0BAOh4NCoUAqlSKZTBIMBgmHw3oip/YCv9qjIbUVVk3kTBYSSIQQQhzUli2DRALUP9RVI+f115v68dpbc8ced9Q2gKpL61QwsdlsOBwOstn8joBSpOD10nHllfScey7zli+n+fnnOf6ZZ1j42ms8etZZvHj44UTr6/H5fHora+0xkN/v12GnWCzqqRkVQFR4KZfLDA8Pk0qlyGazpNNpHUxCoZC+I6f2nhwVTNQ9OWriZ19XSPaGHNkIIYSYssbeiwOMuhumdgPs2GMcFSJuuinN8HAep7PEJz6R1f0fKgD4/vxnDr/tNnxdXQD0tLVx39ln0zt9OtFoFI/Ho7+PWnam9pHUBoVcLqe/pgpJtb0fqsfE7/fj9/t1n4kKJipslUolfTxlGAYejwe/379P/1ylh0QIIYTYC7UL1cYGE1Upqb0rZ+y203Q6rY9e1J0zahGazWajksvR9NvfMvdXv8K+Y4vra4sX88dTT6VcV0c0GtWr4lUoKZfLuN1uXC6XXopWGypU8FFVFvUcvV6v3jzr8/kIBoN6/0ntxYNqGZvH4yEUCu3TP08JJEIIIcReertqSe2W09ptqbVNr5lMRje7qkBSu6zM0tfHrNtuo/2xxwDIu1w8ecYZPHPMMbgDASKRiF4TryowqofF7XbraRr19VWoUFUPl8ulqyc+n083wKqKidvt1j0p6rm73W6pkLwdCSRCCCH2t7eqlrzZMY56cVe7RlQwUaFE7S5RvSrOl19mwc03E9qwAYDhxkb+eN55rJ8+XW+L9Xq9OtCohWcejwePx6P7QAA9rVP7XFwuV3Xd/Y5mXFUp8Xq9o5pqa8POviSBRAghhNgHdneDrgol8PbHOMViUa+EVyFFPa6+biGXo/7++zn05z/HGY8DsHHhQv5wxhmkGhoIh8P4fD59zKLGgS0Wi26IHbvbRFVKVJXEbrfrhlir1ToqlKgKitfrlQrJ25FAIoQQYiLtabVkd8c4pVJJr37P5/M6kKiKiRrBNUdGaP/xj5nxwANYKhVKNhsvnHYaTyxdiuH1UldXp6d5VNApl8u6V0RN/gD6+6jgks/n9X4S0zSx2+268dXr9RIIBKirq6OxsXGf/rlJIBFCCCH2sT2tlsDbH+Ooj9VxTqFQ2Bl0Vq/m0OXLqX/lFQCS4TCPnXceL8+ZQyQa1cvQgFFHQV6vVzfEws6laPl8Xi9GK5VK+tctFgs2mw23243X62XGjBnMmTNnn/6ZSSARQgghxsnYakltKBlbLRl7jKP2h9RO4mSz2VENr6ZpUiwUCK1cyaG33Yanvx+ArrlzefC88+ipq9PHOB6PB8MwSCaT+hbg2mOc2jX4uVxu1O4R9TzV5tZDDz2UhQsX7tM/KwkkQgghxDhSweHNXjprqyW7O8apDSMqKKhpGhUe7HY7pWSSljvuYPbvfoe1UKBiGLx28sk8ctJJFH0+IpGIroyoUJPNZrFYLHi9Xn0jcO1CNPX9TNPUVRLDMGhvb+eUU07Zp39OEkiEEEKI/WDsMU6t2hFh2PUYRx3VqN4SNSasjmBU42ulUsHYvp25t9zCtKeeAiDn9fLn88/nL0ccgd3lIhKJ6OOX2vt11CV8aqtsuVzGMAxSqdQulwguWrSIY489dp/++UggEUIIIfaj2mOcscYe49SGADWNk8/ndZBQ72uDiWEYlMtlPM8+y4Lly/Fv2wbAYHs7D7/vfWxpbiYUCuH1evUor9qHonaMeDwe3fiqFqqpikypVGLBggUcf/zx+/TPRQKJEEIIsZ+9VbUEdn+Moz5fjeyqEKFCiqqiqCMXgEI6TdNddzHvjjuwp9MAbFiyhEfOOosRt1sf43i93lE3EgO4XC59Y7CqmKhqyowZMzjxxBP36Z+JBBIhhBBigoytltQ2vtZWS9Tn1r7VTuOoUKICidovonaMlHt7mbViBW0PP4xhmhSdTv5y3nk8efTR4HQSCoX0/TT5fF4HHdM0CQQCWCwWfWswwJw5czjssMP26Z+FBBIhhBBiAr2TEeHdHeOoykZtP4harqaOeVSzqu2vf+Wwm28mtHYtAPHGRp780Id4vb0dh8Oh19DX9peovSQOhwO3243NZqOtrY0jjzxyn/45SCARQgghJoG36y2pbXp9q2OcdDpNpVLRW1pV1URXV0olQvffz/yf/ATnyAgA2484gj+dfz6DO7ax+nw+3G43druddDqtj4Tcbjf33OPA45nHkUcexbJl++7nl0AihBBCTBJv11uyu2Oc2t0l6rhGHbmoXSbqv9XIsM1mozA4yPSf/YwZ996LpVSibLPx+tln8/iJJ5KxWIhEIrjdbgKBAJVKhXQ6TbFY5NJLy8AhtLScQmfnvvvZ9+b12/L2n7L3HnjgAZYsWYLb7SYcDvOBD3xgPL+dEEIIMWkYhoHVah11ZFOrdk8J7NygqiZi1LFKIBDQVQ71ptbBq14QZ309HdddxzPLl9N/zDFYSyWOePBBLv/Od1iyaRPxWIyhoSEGBgbI5XL6BmBwArt/fvubbby+8J133snll1/ON7/5Tc444wxKpRKvv/76eH07IYQQYlJS98i8WbVEXYSn+ktUiFGfr+6rcTgcehrHbrfrYxybzUahUOAXv7CSTs/Dcdh3uPaClSy49VY8PT2csWIFh82dy+N/+7ds2dE4GwgEdtzwGwaa9t8fxlsYlyObUqnEjBkzuOGGG7j00kv3+uvIkY0QQogD3U03QSIBgQB89rNv3lsCo5teYddjHHVxnjpyUT0l+XyepUvL5HIlLJYif/6zjVwsRstvfsOsX/0KWz5PxTBYf9pprDrrLOI2G4FAgKuv9gKzaWlZenAe2bz00kt0dXVhsVg46qijaG5u5rzzznvbCkk+nyeRSIx6E0IIIQ5kN90EN9xQfW+xWHYJHcAuW13HHuNYLBasVitOpxOn00kwGNQr4tVbpWIHnFgsDgzDwBEI0PfJT/Ls7bfTfdppWEyT+StXcvE3v8kpr71GPp0GBoD0/v0DeRPjEkg2b94MwNe+9jW+9KUvcf/99xMOhznttNMYHh5+09934403EgwG9VtbW9t4PD0hhBBiwqjjmdqG1trx4NpxYPX5qrdEBRO73Y7X6yUQCOhgYrf7qPaEVDe2OhzVYELr/2/v3mOjKvc1jj9rpp1pwbanQC+U0tpKt8itgRY4XOJOhEAMEIkGQzZyqpBsTUqk1BCLBIkRKJdI3KBCaxoSs8XbH4iaLQkCQciRiyBEolCIIAUpBQ92SpECM+v8UWbolIItMH2nM99PMmlndWbWr2+arifvei+ZOrlkifasWKGGnBy5Gxv13//+t/7nX//S4zovydn5jdCGDgWSsrKyoOlKbT2OHj0aaMSFCxfqmWeeUUFBgTZs2CDLsvTZZ5/d8fMXLFig+vr6wKOmpub+fjsAAMJU60GvrdcsaWvQq9PpDPSYxMTEyO12Kz4+XklJSXK54iR1k8vVPbDGiH8/G9u2pccf14HKSv1UXKzrDz2k5Joa7dRKbdQKOWyviSYI0qFBra+88oqef/75u74mNzdX586dkyQNGDAgcNztdis3N1enT5++43v9XVEAAESLloNe2xpf0nrQq//h3zDP4XDI6/UqNtYp6apcrj/VrVtzj8r169fldDrV1NTU3Cvjcun/pk/X/z7xhHKqqpT5n691TQ/pus98L0mHAklKSopSUlL+8nUFBQVyu906duyYxo4dK0m6fv26Tp06pezs7HurFACACOXvLblTKPH3lrQMJTExMUG3dppvATkUG+tSfPzVwGuuXbsmy7J048YNJSQk6MqVK4pJS9N7g9/Wlv8s0Xmlq7ZWqqqS7mMeyn0LybTfxMREvfTSS1q8eLH69u2r7OxsrVq1SpI0bdq0UJwSAICwdHNvvMDXu7nTFGHLsgLHWy6o5g8oDodDPp9Xkku2HaP4eEtut1uNjY2B9Ur+/PNPXbt2Td26ddPp0z6tWtVPvhZrkLz4ojRxopSZ+aB+844J2cJoq1at0vTp0zVz5kwNHz5cv/76q7Zv367k5ORQnRIAgLBSVSXV1jZ/7++F+CttLajWetBry7EllmVpwwaH6upiJMXq4kWXPvqom2JjYwOLqjkcjhaDX2N14cJ/yecLnunj9UonTjyQX/uesHQ8AAAhcOaMlJ0ttezscDqlU6fa3wvRurekZSjx++03hx5+2Gp1HlvV1dfVp48dWIK+qalJV69e1Y0bN1RTY2vcuEeCQklHa7ubsFmHBACAaHf8eHAYkTreC9HWTJzWs3GOHfO1cR5Lp041z8aJjY1VXFxcYBn6uLg4ZWc7tXTpRUm3gk1FhbnbNRKBBACAkMjLkxytrrJOp9SvX8c/q/WCav5QYlnWzfME3+xwOqW//e3WomoOh0Nut1sulyuwj80//vGnunc/K6le6elmB7RKBBIAAEIiM1OqrAw+dj+9EK0XVPP3lvTta2n9elu3ejvswHn8M238C6vFxsbK7XYrLi5OiYmJcrliJdlymp/1yxgSAABCqXfv5gGt6enSzWW6HoiWU4Qty1Lv3lJdna20NOns2dv3xWm5Aqz/+6ysa7pwIU59+riM72UTst1+AQCAAr0PD7oXovWCajExkmTdPM+tKcItH/7l57035yA7nW6Fy82S8KgCAAB02O1ThJtv3dxpXxz/e/y3cSzLIcm67XNNIJAAANDF+Vdp9Ws56NX/vOXaJf73WFaMuuTmegAAIDw1hw+n/D0ebU0Rbqu3JFwQSAAAiCCWdWsmjtS+3pJwwKBWAAAiTOvN+lrOxpFujS0pKbHU0GApKcl8TwmBBACAECotlTweKdSrV7R1Hv9MnJaPW5vx+TRvXvMgWGcYLETCOiQAAESB1vvi+MNKy9s5Dwp72QAAgDa1niLsDyfhMrCVQAIAQBRpvfy8f5E00wgkAABEmZa9JY7WOwAawqBWAACiVLiEEYkeEgAAEAYIJAAAwDgCCQAAMI5AAgAAjCOQAAAA4wgkAADAOKb9AgAQhlavvrU3TWmp6WpCj0ACAEAYWr1aOntW6tMnOgIJt2wAAIBxBBIAAGAcgQQAABhHIAEAIAz5N+ENk814Q45AAgBAmKmqkmprm7+vrW1+HukIJAAAhJEzZ6R//jP42IsvNh+PZAQSAADCyPHjks8XfMzrlU6cMFNPZyGQAAAQRvLyJEerq7PTKfXrZ6aezkIgAQAgjGRmSpWVwccqKpqPRzICCQAAYWb2bCk9vfn79PTm55GOQAIAQBhyOoO/RjoCCQAAMC5kgaS6ulpPPfWUevXqpcTERI0dO1Y7duwI1ekAAEAXFrJAMnnyZN24cUPbt2/XgQMHlJ+fr8mTJ6vWv9ILAADATTGh+NCLFy/q+PHjqqqq0pAhQyRJy5cv13vvvacjR44o3T9SBwAAtKm0VPJ4pMRE05V0jpAEkp49e+rRRx/VBx98oGHDhsntdquiokKpqakqKCi44/uamprU1NQUeO7xeEJRHgAAYa+0tOPvWb36Voi5l/ebFJJAYlmWvvnmG02dOlUJCQlyOBxKTU3Vli1blJycfMf3lZeX64033ghFSQAARLzVq6WzZ6U+fbpeIOnQGJKysjJZlnXXx9GjR2XbtoqLi5Wamqpdu3Zp3759mjp1qqZMmaJz587d8fMXLFig+vr6wKOmpua+f0EAABD+LNu27fa++MKFC/r999/v+prc3Fzt2rVLEyZM0KVLl5TY4uZXXl6eZs+erbKysnadz+PxKCkpSfX19UGfAwAAbpeZeauHxORmfPdy/e7QLZuUlBSlpKT85euuXLkiSXK0Wozf4XDI13rHIAAAEPVCMu131KhRSk5OVlFRkQ4fPqzq6mrNnz9fJ0+e1KRJk0JxSgAAop7XG/y1KwlJIOnVq5e2bNmiy5cv64knnlBhYaF2796tzZs3Kz8/PxSnBAAgqlVVSf6lvmprm593JR0aQ9LZGEMCAMBfO3NGys6WWo6KcDqlU6fM7BJ8L9dv9rIBAKCLO348OIxIzbdtTpwwU8+9IJAAANDF5eVJreaRyOmU+vUzU8+9IJAAANDFZWZKlZXBxyoqzNyuuVcEEgAAIsDs2ZJ/q7j09ObnXQmBBACACOF0Bn/tSggkAADAOAIJAAAwjkACAACM69BeNgAAIHyVlkoej9QV1xIlkAAAECFKS01XcO+4ZQMAAIwjkAAAAOMIJAAAwDgCCQAAMI5AAgAAjCOQAAAA4wgkAADAOAIJAAAwjkACAACMI5AAAADjCCQAAMA4AgkAADCOQAIAAIwjkAAAAONiTBdwN7ZtS5I8Ho/hSgAAQHv5r9v+63h7hHUgaWhokCT17dvXcCUAAKCjGhoalJSU1K7XWnZH4ksn8/l8+u2335SQkCDLsh7oZ3s8HvXt21c1NTVKTEx8oJ+NttHmZtDunY8273y0uRl3anfbttXQ0KCMjAw5HO0bHRLWPSQOh0OZmZkhPUdiYiJ/vJ2MNjeDdu98tHnno83NaKvd29sz4segVgAAYByBBAAAGBe1gcTtdmvx4sVyu92mS4katLkZtHvno807H21uxoNs97Ae1AoAAKJD1PaQAACA8EEgAQAAxhFIAACAcQQSAABgHIEEAAAYF5WB5N1339XDDz+suLg4jRw5Uvv27TNdUkQrLy/X8OHDlZCQoNTUVE2dOlXHjh0zXVZUWb58uSzLUklJielSIt7Zs2f13HPPqWfPnoqPj9fgwYP1/fffmy4rYnm9Xi1atEg5OTmKj4/XI488ojfffLNDm7rhr3377beaMmWKMjIyZFmWPv/886Cf27at119/Xb1791Z8fLzGjx+v48ePd+gcURdIPvnkE5WWlmrx4sU6ePCg8vPzNXHiRNXV1ZkuLWLt3LlTxcXF2rNnj7Zu3arr169rwoQJamxsNF1aVNi/f78qKio0ZMgQ06VEvEuXLmnMmDGKjY3V119/rZ9++klvvfWWkpOTTZcWsVasWKF169bpnXfe0c8//6wVK1Zo5cqVWrt2renSIkpjY6Py8/P17rvvtvnzlStXas2aNVq/fr327t2r7t27a+LEibp69Wr7T2JHmREjRtjFxcWB516v187IyLDLy8sNVhVd6urqbEn2zp07TZcS8RoaGuy8vDx769at9t///nd77ty5pkuKaK+++qo9duxY02VElUmTJtmzZs0KOvb000/bM2bMMFRR5JNkb9q0KfDc5/PZ6enp9qpVqwLH/vjjD9vtdtsfffRRuz83qnpIrl27pgMHDmj8+PGBYw6HQ+PHj9d3331nsLLoUl9fL0nq0aOH4UoiX3FxsSZNmhT0N4/Q+eKLL1RYWKhp06YpNTVVQ4cO1fvvv2+6rIg2evRobdu2TdXV1ZKkw4cPa/fu3XryyScNVxY9Tp48qdra2qD/M0lJSRo5cmSHrq1hvdvvg3bx4kV5vV6lpaUFHU9LS9PRo0cNVRVdfD6fSkpKNGbMGA0aNMh0ORHt448/1sGDB7V//37TpUSNX375RevWrVNpaalee+017d+/Xy+//LJcLpeKiopMlxeRysrK5PF41L9/fzmdTnm9Xi1dulQzZswwXVrUqK2tlaQ2r63+n7VHVAUSmFdcXKwjR45o9+7dpkuJaDU1NZo7d662bt2quLg40+VEDZ/Pp8LCQi1btkySNHToUB05ckTr168nkITIp59+qg8//FAbN27UwIEDdejQIZWUlCgjI4M272Ki6pZNr1695HQ6df78+aDj58+fV3p6uqGqosecOXP01VdfaceOHcrMzDRdTkQ7cOCA6urqNGzYMMXExCgmJkY7d+7UmjVrFBMTI6/Xa7rEiNS7d28NGDAg6Nhjjz2m06dPG6oo8s2fP19lZWWaPn26Bg8erJkzZ2revHkqLy83XVrU8F8/7/faGlWBxOVyqaCgQNu2bQsc8/l82rZtm0aNGmWwsshm27bmzJmjTZs2afv27crJyTFdUsQbN26cfvzxRx06dCjwKCws1IwZM3To0CE5nU7TJUakMWPG3Dalvbq6WtnZ2YYqinxXrlyRwxF8KXM6nfL5fIYqij45OTlKT08PurZ6PB7t3bu3Q9fWqLtlU1paqqKiIhUWFmrEiBF6++231djYqBdeeMF0aRGruLhYGzdu1ObNm5WQkBC4p5iUlKT4+HjD1UWmhISE28bodO/eXT179mTsTgjNmzdPo0eP1rJly/Tss89q3759qqysVGVlpenSItaUKVO0dOlSZWVlaeDAgfrhhx+0evVqzZo1y3RpEeXy5cs6ceJE4PnJkyd16NAh9ejRQ1lZWSopKdGSJUuUl5ennJwcLVq0SBkZGZo6dWr7T/IAZwJ1GWvXrrWzsrJsl8tljxgxwt6zZ4/pkiKapDYfGzZsMF1aVGHab+f48ssv7UGDBtlut9vu37+/XVlZabqkiObxeOy5c+faWVlZdlxcnJ2bm2svXLjQbmpqMl1aRNmxY0eb/8eLiops226e+rto0SI7LS3Ndrvd9rhx4+xjx4516ByWbbOcHQAAMCuqxpAAAIDwRCABAADGEUgAAIBxBBIAAGAcgQQ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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": [ "from importlib import resources\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: 0.1.53.dev0+19c4b26\n", "scipy: 1.15.2\n", "numpy: 2.1.3\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 = resources.files(refnx.analysis)\n", "DATASET_NAME = \"c_PLP0011859_q.txt\"\n", "file_path = pth / f\"tests/{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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", 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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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sFSIiIgIYhAKKtU6IW20QEREBYBAKKNlcWJGIiKgHBqEAcm3mGIMQERERwCAUUCxBqKJeA53B6OHWEBEReZ7fB6Hq6mrMnj0bWVlZyMnJwZYtWzzdJI9JiQpGZHAQuowiKuraPN0cIiIij/P7ICSTybB27VqUl5dj+/bt+OUvfwmtVuvpZnmEIAhcWJGIiOg6fh+EkpKSkJeXBwBITExEXFwcmpubPdsoD+JO9ERERNd4PAjt2rULCxYsQHJyMgRBwNatW3sdU1xcjIyMDCiVShQUFKC0tNShax06dAhGoxGpqalOttp3sWCaiIjoGpmnG6DVapGbm4ulS5di4cKFvV7fvHkzioqKsG7dOhQUFGDt2rWYN28ezpw5g/j4eABAXl4eDIbeqyVv374dycnJAIDm5mY8/PDDWL9+/YDt0el00Ol01q/Vav8KDJYgVF6jhtEkQioRPNwiIiIizxFEURQ93QgLQRDw4Ycf4u6777Y+V1BQgKlTp+Lll18GAJhMJqSmpuLnP/85nnzySZvOq9PpcMstt2DZsmV46KGHBjz2D3/4A5566qlez6tUKkRERNj+YbyU0SRiwqr/oKPLiM+LbsKo+DBPN4mIiMjl1Go1IiMjB/397fGhsYHo9XocOnQIhYWF1uckEgkKCwuxd+9em84hiiIWL16Mm2++edAQBAArVqyASqWyPqqrqx1uvzeSSgSMTwoHwIJpIiIirw5CjY2NMBqNSEhI6PF8QkICamtrbTrH7t27sXnzZmzduhV5eXnIy8vD8ePH+z1eoVAgIiKix8PfZHMneiIiIgBeUCPkbjfccANMJpPd7ysuLkZxcTGMRv9beJAF00RERGZe3SMUFxcHqVSKurq6Hs/X1dUhMTHRrddevnw5ysvLceDAAbdexxMsPUInalTwohIxIiKiIefVQUgulyM/Px8lJSXW50wmE0pKSjBjxgwPtsy3jUkMg0wioLW9CzWqTk83h4iIyGM8PjTW1taGyspK69dVVVUoKytDTEwM0tLSUFRUhEWLFmHKlCmYNm0a1q5dC61WiyVLlri1Xf48NKaQSTE6IRynrqpx8ooKKVHBnm4SERGRR3h8+vzOnTsxZ86cXs8vWrQIGzduBAC8/PLLeP7551FbW4u8vDy89NJLKCgoGJL22Tr9ztc8vuUo3jt0GY/NHY1f3TLG080hIiJyKVt/f3u8R2j27NmD1qk8+uijePTRR4eoRYEhOzkC7x3iFHoiIgpsXl0jRO5jKZjmzDEiIgpkDEL9KC4uRlZWFqZOnerpprhFVvcU+quqTjRr9R5uDRERkWc4FITOnz/v6nZ4HX+ePg8AYQoZMuNCAXB4jIiIApdDQWjUqFGYM2cO3nrrLXR2cvq1r7L0Cp24wuExIiIKTA4FocOHDyMnJwdFRUVITEzET37yE5SWlrq6beRm11aYZo8QEREFJoeCUF5eHl588UXU1NRgw4YNuHr1Km644QZMmDABa9asQUNDg6vbOeT8vUYIACZwzzEiIgpwLllHSKfT4ZVXXsGKFSug1+shl8tx33334U9/+hOSkpJc0U6P8dd1hACgqU2H/Gc+hyAAJ/4wD6EKj6+mQERE5BK2/v52atbYwYMH8bOf/QxJSUlYs2YNHn/8cZw7dw6fffYZampqcNdddzlzenKz2DAFEiOUEEXg1FX2ChERUeBxqAtgzZo1eP3113HmzBncfvvtePPNN3H77bdDIjHnqszMTGzcuBEZGRmubCu5QXZyBGrVnThxRYUpGTGebg4REdGQcigIvfrqq1i6dCkWL17c79BXfHw8/vGPfzjVOHK/7JRIlJyu58KKREQUkBwKQp999hnS0tKsPUAWoiiiuroaaWlpkMvlWLRokUsa6Qn+vOnq9a7NHGMQIiKiwONQjdDIkSPR2NjY6/nm5mZkZmY63Shv4O8LKlpYglBFvQY6g3+HPiIiom9yKAj1N9Gsra0NSqXSqQbR0EqJCkZkcBC6jCIq6to83RwiIqIhZdfQWFFREQBAEASsXLkSISEh1teMRiP279+PvLw8lzaQ3EsQBGQnR2DPuSacrFFhQkqkp5tEREQ0ZOwKQkeOHAFg7hE6fvw45HK59TW5XI7c3Fw8/vjjrm0hud3ElEjsOdeEsmoV7vff9SOJiIh6sSsI7dixAwCwZMkSvPjii363wGCgyk+PBgAcvNDs4ZYQERENLYdqhF5//XW/D0GBsMWGhWX9oIr6NrRo9R5uDRER0dCxeYuNhQsXYuPGjYiIiMDChQsHPPaDDz5wSeO8gT9vsXG9wjVforK+Df/zUD5uzU70dHOIiIicYuvvb5uHxiIjIyEIAgAgIiLC+nfyD1MzYlBZ34YDF5oZhIiIKGDYHIRef/116983btzojraQB03LjMY7pZdQWsU6ISIiChwO1Qg988wzqKqqcnVbyIOmj4gFABy/okJrO+uEiIgoMDgUhLZs2YJRo0Zh5syZeOWVV/pcZZp8S1JkMMYkhMEkArsq+N+TiIgCg0NB6OjRozh27Bhmz56NF154AcnJybjjjjvwv//7v2hvb3d1G2mIzB4bDwDYeabewy0hIiIaGg4FIQDIzs7Gs88+i/Pnz2PHjh3IyMjAL3/5SyQm+kehbSBNn7eY0x2ESk7Vc98xIiIKCA4HoeuFhoYiODgYcrkcXV1drjilxwXKpqvXm5YZg/hwBVQdXfjyTIOnm0NEROR2Dgehqqoq/PGPf0R2djamTJmCI0eO4KmnnkJtba0r20dDSCoRcGduMgBgy6HLHm4NERGR+9m1xYbF9OnTceDAAeTk5GDJkiV44IEHkJKS4uq2kQfcPzUVr31dhc9P1aGyvg2j4sP6PE5nMGL/+WY0tukQG6ZAfno0whQOfTsRERF5jEO/uebOnYsNGzYgKyvL1e0hDxudEI5bshLwWXkdnvu/U1j/8JQei2fWtHbgf/dfwqYDl9DYdm2avUImwUPT01F06xiEyBmIiIjIN9i8xUagCpQtNq53ulaNO/+2G3qjCT+5cQSW3pCJU1fV2FRajc9O1cFoMn/LDAtXYGxCOC42a1Hd3AEAGDksFG8snYbh0SGe/AhERBTgbP39bXMQKioqwtNPP43Q0FAUFRUNeOyaNWvsa60XC8QgBACv767CU/8u7/O16SNisGhGBgqzEhAklUAURew804AVHxxHrboTKVHB+OjRWYgLUwxxq4mIiMxcvtfYkSNHrDPCjhw54nwLyastmZWJ6BA51n5+Fhea2jEsXIH5ExLxg+npGJMQ3uNYQRAwZ1w8Plw+Ew/8zz5caGrHz946jLd+VAC5zCUTE4mIiNyCQ2ODCNQeoesZjCbIpLYFmsr6NtxTvBsanQG/KhyDxwpHu7l1REREvdn6+9uhf64vXboUGo2m1/NarRZLly515JTkxWwNQQAwKj4Mf1w4EQBQvKMS5xra3NUsIiIipzkUhN544w10dHT0er6jowNvvvmm040i37YgJwk3jRkGvdGE/+6nzoiIiMgb2BWE1Go1VCoVRFGERqOBWq22PlpaWvDJJ58gPj7eXW0dUoG4xYarCIKAp+7MhlQi4MuzDTh0sdnTTSIiIuqTXTVCEomkx5oyvU4mCHjqqafw29/+1iWN8wasEXLck+8fw6YD1Zg1KhZv/2i6p5tDREQBxOWzxgBgx44dEEURN998M95//33ExMRYX5PL5UhPT0dycrLjrSa/8ujNo/D+4cvYXdmEE1dUmJAS6ekmERER9WBXELrpppsAmPcZS0tLG7B3iGh4dAhun5iEj8pq8MaeC3j+u7mebhIREVEPDhVLf/HFF3jvvfd6Pb9lyxa88cYbTjeK/MfDMzIAAB8drUGzVj/wwUREREPMoSC0evVqxMXF9Xo+Pj4ezz77rNONIv8xOS0KE1IioDeY8D53tCciIi/jUBC6dOkSMjMzez2fnp6OS5cuOd0o8h+CIOB7U9MAAB8eueLh1hAREfXkUBCKj4/HsWPHej1/9OhRxMbGOt0o8i93TExCkFRA+VU1ztT2XoiTiIjIUxwKQg888AB+8YtfYMeOHTAajTAajfjiiy/w2GOP4Xvf+56r20g+LjpUjtljzetLsVeIiIi8iUNB6Omnn0ZBQQHmzp2L4OBgBAcH49Zbb8XNN9/MGiHq0z2TUgAAHx+rAbe3IyIib2HX9HkLuVyOzZs34+mnn8bRo0cRHByMiRMnIj093dXtIz8xe+wwKGQSXG7pwOlaDcYncXFKIiLyPIeCkEVGRgZEUcTIkSMhkzl1KvJzIXIZvjU6Dp+fqsdn5XUMQkRE5BUcGhprb2/HD3/4Q4SEhCA7O9s6U+znP/85nnvuOZc2kPzHrVmJAIDt5bUebgkREZGZQ0FoxYoVOHr0KHbu3AmlUml9vrCwEJs3b3ZZ41yhtbUVU6ZMQV5eHiZMmID169d7ukkBa+74eEgE4MQVNa6qOjzdHCIiIseGxrZu3YrNmzdj+vTpPbbZyM7Oxrlz51zWOFcIDw/Hrl27EBISAq1WiwkTJmDhwoWc5u8BsWEK5AyPQll1K76qaMR9U1I93SQiIgpwDvUINTQ0ID4+vtfzWq3W6/Yfk0qlCAkJAQDodDqIoshZSx5042jziuRfVTR6uCVEREQOBqEpU6Zg27Zt1q8t4ee1117DjBkz7DrXrl27sGDBAiQnJ0MQBGzdurXXMcXFxcjIyIBSqURBQQFKS0vtukZraytyc3MxfPhwPPHEE31uD0JD41tjhgEAdlc2wmRiICUiIs9yaGjs2Wefxfz581FeXg6DwYAXX3wR5eXl2LNnD7788ku7zqXVapGbm4ulS5di4cKFvV7fvHkzioqKsG7dOhQUFGDt2rWYN28ezpw5Y+2VysvLg8Fg6PXe7du3Izk5GVFRUTh69Cjq6uqwcOFC3HvvvUhISOizPTqdDjqdzvq1Wq226/PQwPJSoxCmkKFZq0f5VTUmpER6uklERBTAHOoRuuGGG1BWVgaDwYCJEydi+/btiI+Px969e5Gfn2/XuebPn49nnnkG99xzT5+vr1mzBsuWLcOSJUuQlZWFdevWISQkBBs2bLAeU1ZWhhMnTvR6JCcn9zhXQkICcnNz8dVXX/XbntWrVyMyMtL6SE1lHYsrBUklmD7CXJ/F4TEiIvI0h4IQAIwcORLr169HaWkpysvL8dZbb2HixImubBv0ej0OHTqEwsJC63MSiQSFhYXYu3evTeeoq6uDRmPe30qlUmHXrl0YO3Zsv8evWLECKpXK+qiurnbuQ1AvM0aag1BpVZOHW0JERIHO5qExe4aIIiJcs1heY2MjjEZjr2GshIQEnD592qZzXLx4ET/+8Y+tRdI///nPBwxsCoUCCoXCqXbTwKZlxAAADl5sgdEkQirxrgJ7IiIKHDYHoaioqEFnhImiCEEQYDQanW6Yq0ybNg1lZWV2v6+4uBjFxcVe9Vn8xfikcITKpdB0GnC6Vo3sZNYJERGRZ9gchHbs2OHOdvQpLi4OUqkUdXV1PZ6vq6tDYmKiW6+9fPlyLF++HGq1GpGR/EXtSjKpBJPTo/FVRSMOVDUzCBERkcfYHIRefPFFbNy4EREREXjzzTdx//33u30ISS6XIz8/HyUlJbj77rsBACaTCSUlJXj00Ufdem1yr4LMGHMQutCCxbMyPd0cIiIKUDYXS3/88cfQarUAgCVLlkClUrmkAW1tbSgrK7MOX1VVVaGsrMy6f1lRURHWr1+PN954A6dOncIjjzwCrVaLJUuWuOT6/SkuLkZWVhamTp3q1usEqqnWOqFmD7eEiIgCmSDauMxyTk4OJk+ejDlz5mDJkiV46aWX+i2Kfvjhh21uwM6dOzFnzpxezy9atAgbN24EALz88st4/vnnUVtbi7y8PLz00ksoKCiw+RrOsAyNqVQqlxWBE9CuN2DCqv/AJAL7VsxFYqRy8DcRERHZyNbf3zYHoT179qCoqAjnzp1Dc3MzwsPD+yyeFgQBzc3+8698BiH3uW3tLpyu1eDvD+VjXrZ7a76IiCiw2Pr72+YaoZkzZ2Lfvn0AzGv5nD17ts/9xohslTs8CqdrNTh2uZVBiIiIPMKhBRWrqqowbNgwV7fFq7BGyP1yUs2zxY5Wu6bejIiIyF4OBaH09HR8/fXX+MEPfoAZM2bgypUrAIB//vOf+Prrr13aQE9Zvnw5ysvLceDAAU83xW/lDo8CABy73MoNWImIyCMcCkLvv/8+5s2bh+DgYBw5csS6SalKpcKzzz7r0gaS/xqbGA6FTAJ1pwEXmrSebg4REQUgh4LQM888g3Xr1mH9+vUICgqyPj9r1iwcPnzYZY0j/xYklSA72VzAduwyh8eIiGjoORSEzpw5gxtvvLHX85GRkWhtbXW2TV6BNUJDIzc1CgBQVt3q0XYQEVFgcigIJSYmorKystfzX3/9NUaMGOF0o7wBa4SGxsQUc8F0eY3tm/oSERG5ikNBaNmyZXjsscewf/9+CIKAmpoavP322/j1r3+NRx55xNVtJD82Psk8NHaqVg0bl7QiIiJyGZvXEbrek08+CZPJhLlz56K9vR033ngjFAoFnnjiCfzoRz9ydRvJj40cFoYgqQBNpwGXWzqQGhPi6SYREVEAcahHSBAE/Pa3v0VzczNOnDiBffv2oaGhAZGRkcjM5AaaZDu5TIJR8eEAgFNXOTxGRERDy64gpNPpsGLFCkyZMgWzZs3CJ598gqysLJw8eRJjx47Fiy++iF/96lfuauuQYrH00BmfZAlCGg+3hIiIAo1dQWjlypV49dVXkZGRgaqqKnz3u9/Fj3/8Y/z1r3/FX/7yF1RVVeE3v/mNu9o6pFgsPXSyLHVC7BEiIqIhZleN0JYtW/Dmm2/izjvvxIkTJ5CTkwODwYCjR4/2uQErkS2uL5gmIiIaSnb1CF2+fBn5+fkAgAkTJkChUOBXv/oVQxA5ZVyieWjsYlM72nQGl56bW3cQEdFA7OoRMhqNkMvl194skyEsLMzljaLAEhumQHy4AvUaHc7UqpGfHuPU+Tr0RhTvqMSWQ9WoU+uQHhuCB6alYemsTMhlDs0PICIiP2VXEBJFEYsXL4ZCoQAAdHZ24qc//SlCQ0N7HPfBBx+4roUUEMYnRaBe04DyqxqnglCDRoeH/rEfp2uvFV5fbGrHc/93Gp+X1+G1RVMQFSIf4AxERBRI7ApCixYt6vH1D37wA5c2xpsUFxejuLgYRqPR000JCOOSwvHl2QaccaJOqLPLiMWvl+J0rQZxYQo8dWc28tOjsauiAU9/XI6DF1vwozcO4q0fFUAZJHVh64mIyFcJIpfzHZBarUZkZCRUKhUiIiI83Ry/9eGRy/jV5qOYmhGNLT+d6dA5nvr3Sby++wJiQ+V475GZyIy71lN5ulaN767bC02nAT+6IRO/+3aWq5pOREReyNbf3yyYIK8wNsH8TXqmVuPQVhuna9XYuOcCAOCF+3J7hCAAGJcYgbX35wEAXvu6Cke5ySsREYFBiLzEyPhQSCUC1J0G1Ko77X7/nz89A1EEbp+YiDlj4/s8Zu74BNwzKQUA8Ownp7i3GRERMQiRd1DIpBjR3YtzfaGzLQ5dbMEXp+shlQh4/NaxAx77+LyxUMgk2F/VjJJT9Q63l4iI/AODEHmNsd3rCZ2xMwhZhsQWTkrBiGEDL+eQEhWMxbMyAAD/s+u83W0kIiL/wiBEXmNsgv1BqF7TiU9PXAUALJqZYdN7ls7KhEwioPRCM45fVtndTiIi8h8MQv3gpqtDz9IjZM/Q2ObSanQZRUxOi8KElEib3pMQocS3c5IAAK/vrrK/oURE5DcYhPrBTVeH3rhE88yxc/Vt6DKaBj1eFEV8eOQKAODBgnS7rrV4ViYAYNvxq9B0dtnZUiIi8hcMQuQ1hkcHI0Quhd5owsUm7aDHl19V43yjFgqZBPMmJNp1rdzhkRgVHwadwYRPT9Q62mQiIvJxDELkNSQSAWMSbB8e+/dRc23QnLHxCFPYtUg6BEHA3XnJAICtZVfsbCkREfkLBiHyKuNsnDkmiiK2Ha8BACzITXboWnflmdcU2nOuCbUq+9cuIiIi38cgRF7F1oLps3VtqG7ugEImwc3j+l5AcTCpMSGYlBYFUQQ+P1Xn0DmIiMi3MQiRV7F1Cv3OM+bFEGeMjEWw3PENVAvHJwAAShiEiIgCEoMQeRVLj9Cl5nZodYZ+j9vRHYRmjxnm1PUsQWj3uSa06/u/HhER+ScGIfIqsWEKxIUpAABn6/ruFdJ0duHghRYAwOx+9hWz1ZiEMAyPDobeYMLXFY1OnYuIiHwPgxB5ncEKpndXNsFgEpEZF4qMb+wyby9BEKy9QjvONDh1LiIi8j0MQuR1rHuO9dMj9OVZ87DYTU4Oi1ncMCoOALDvfJNLzkdERL6DQagf3GLDcwbafFUURew4be65mePgbLFvmjYiBhIBqGrU4qqqwyXnJCIi38Ag1A9useE5Aw2NnanToFbdCWWQBAWZMS65XoQyCBO79ynbe469QkREgYRBiLzO6PhwCALQpNWjQaPr8drO7jqeGSNioQxyfNr8N00fGQuAQYiIKNAwCJHXCZZLkR4TAqB3r9AXp7unzTs5W+ybZo401wntZZ0QEVFAYRAir3RthWm19bnWdj0OXTRPm3d0Nen+5KdHQxCAyy0dqFdzuw0iokDBIEReKWd4FABYgw9gHhYzmkSMTQhHanePkauEKWTWVa0PX2p16bmJiMh7MQiRV5o+wlwIvb+qGSaTCODafmBzx7u2N8hiUlo0AOBIdcsgRxIRkb9gECKvNDElCsFBUjRr9Thbr4HOYMSX3YXShVkJbrnmpLQoAMCRi61uOT8REXkfBiHySnKZBFMyzD00X55pwKcnaqHRGZAYoURe97CZq03uDkLHrrSiy2hyyzWIiMi7MAiR15qXnQgA2HLoMl7ffQEA8P2CNEgkgluuNyIuDBFKGTq7TDh9te9VrYmIyL8wCJHXWpCbjHCFDJX1bSirboVcJsH3pqa67XoSiWAt0j5+ReW26xARkfdgECKvFRkchN9/OwtCdwfQ77+dhfgIpVuvmZ0cAQA4WcMgREQUCGSebgDRQO6bmooZ3as+u3rKfF+yu7faOFmjHuRI+xiMJmzccwHvlF7CpeZ2pEQF47tTUvGjb2VCIXPdCtlERGSfgOkRam9vR3p6Oh5//HFPN4XslBoTMiQhCLjWI3S6Vg1j97R9Z7XrDVj8+gE8s+0UzjVo0WUUcaGpHc//5wzuW7cXLVq9S65DRET2C5gg9Mc//hHTp0/3dDPIy2XGhiJELkVnlwnnG9qcPp8oinhsUxm+rmxEqFyKP94zAV/91xw8f28OokKCcPSyCotfL0Vnl9EFrSciInsFRBCqqKjA6dOnMX/+fE83hbycRCJgfJKlTsj54bF/7ruIz8rrIJdK8MbSaXiwIB2pMSH47pRUvPfTGdYw9Mdtp5y+FhER2c/jQWjXrl1YsGABkpOTIQgCtm7d2uuY4uJiZGRkQKlUoqCgAKWlpXZd4/HHH8fq1atd1GLyd64qmG5s0+H5/5wBAKy4fRymZMT0eH1UfDhe+t4kAObAVFrV7NT1iIjIfh4PQlqtFrm5uSguLu7z9c2bN6OoqAirVq3C4cOHkZubi3nz5qG+vt56TF5eHiZMmNDrUVNTg48++ghjxozBmDFjbGqPTqeDWq3u8aDAYukROl3r3FpCr+48B02nARNSIvDwjIw+j7lxzDDrkgB//OQURNE1dUlERGQbj88amz9//oBDVmvWrMGyZcuwZMkSAMC6deuwbds2bNiwAU8++SQAoKysrN/379u3D5s2bcKWLVvQ1taGrq4uREREYOXKlX0ev3r1ajz11FOOfyDyeWMSwgAAFXWO1wg1tenw9v6LAIAn5o2DdIBFIH9961h8VFaDo9Wt2HGmHjePc88WIkRE1JvHe4QGotfrcejQIRQWFlqfk0gkKCwsxN69e206x+rVq1FdXY0LFy7ghRdewLJly/oNQQCwYsUKqFQq66O6utrpz0G+ZVS8eRf6WnUnVB1dDp3j3YOX0dllwsSUSNw4Om7AY4eFK/DwzHQAwF8/q2CvEBHREPLqINTY2Aij0YiEhJ7/Qk5ISEBtba1brqlQKBAREdHjQYElMjgIid0LN1bW2z88Jooithw0B+iHpqdDEAbfEuQnN46EQibB8SsqHL7Uavc1iYjIMV4dhFxt8eLFeOGFF2w6tri4GFlZWZg6daqbW0XeaHT38NhZB4bHDlxowflGLULkUtyRk2TTe2JC5fh2TjIAWIfUiIjI/bw6CMXFxUEqlaKurq7H83V1dUhMTHTrtZcvX47y8nIcOHDArdch7zQmwTw8drbO/h6h9w6Ze4O+nZOEUIXtZXg/mJ4GAPj42FUuskhENES8OgjJ5XLk5+ejpKTE+pzJZEJJSQlmzJjhwZaRv3O0YNpoEvFZuTm43z0pxa735qVGISspAnqDCR8fv2rXe4mIyDEeD0JtbW0oKyuzzvyqqqpCWVkZLl26BAAoKirC+vXr8cYbb+DUqVN45JFHoNVqrbPI3IVDY4HNUjBtb4/QoYstaGnvQlRIEKZ9Y92gwQiCgLvyzMNj247V2PVeIiJyjMeD0MGDBzFp0iRMmmReWK6oqAiTJk2yzuy6//778cILL2DlypXIy8tDWVkZPv30014F1K7GobHAZqkRqtfooGq3febYZ+XmIv6bx8ZDJrX/fy9LTdH+qmbUqzvtfj8REdnH40Fo9uzZEEWx12Pjxo3WYx599FFcvHgROp0O+/fvR0FBgecaTAEhQhmEpEjzzLEKG2eOieK1YbFbshwL6sOjQzApLQqiCHzC4TEiIrfzeBAi8lajrQXTttUJXWpux4WmdgRJBdw4ZpjD171jorlXaHt53SBHEhGRsxiE+sEaIRodbx4eO2fjLvR7zzUBMBc92zNb7Jvmjjf3Jh240Iw2ncHh8xAR0eAYhPrBGiEaOczOIHTeHIRmjIh16rqZcaFIjw1Bl1HE7spGp85FREQDYxAi6sfIYaEAbAtCoihae4Smj3QuCAHAnLHxAICdZxqcPhcREfWPQYioHyO7h8Yut3Sgs8s44LHnG7Wo1+ggl0kwOS3a6WvfNNZcY7TzTD33HiMiciMGoX6wRohiQ+WIDA6CKAJVjdoBj91/vhkAMDktCsogqdPXnjEiFnKpBFdVnbjQ1O70+YiIqG8MQv1gjRAJgmDz8NiRSy0AgCnp9i2i2B9lkBS5qZEAgP3dtUdEROR6DEJEA7AWTNcP3CNUVt0KwDxjzFUKMs21Rvurml12TiIi6olBiGgAljqhygF6hNSdXdbX89KiXHbt6d2zz/afb2KdEBGRmzAIEQ3gWo9Q/0HoWLUKogikxgQjLkzhsmtPTo+CTCKgRtWJ6uYOl52XiIiuYRDqB4ulCbg2hf58YxtMpr57ZSz1QZNSnZ8tdr0QuQw5w811QqUX3Dc8pjeY0KEfeFYcEZG/YhDqB4ulCQBSY0IQJBXQ2WVCjarvXhl31AdZ5KdHd1+jxeXnPnSxGQ/8zz6M+/3/YfzKT3Hb2l34qOwKh+GIKKAwCBENIEgqQXqsZeZY74JpURStQWiSC+uDLPK6e5mOXGp16Xk3lV7CfX/fh73nm2Dp6Dpdq8Fjm8rwm/ePwdhP7xcRkb9hECIahHUKfR91QtXNHWjS6iGXSpCVHOHya1vC1elajcuGrz49UYsVHx6H0STiztxk7HpiDg79rhC/LBwNqUTAuwcv43dbT7jkWkRE3o5BiGgQowbYfLXscisAYHxSOBQy5xdS/KakSCXiwxUwmkQcv6Jy+nw1rR34r/eOQhSBh6an48Xv5SEtNgSxYQr8snAMXn5gEiQC8E7pJWw5WO2CT0BE5N0YhIgGMdDmq8fcWB8EmBd1tPQKuaJO6Jlt5VB3GpCbGoWVC7IgCEKP1+dPTELRLWMAAE9/XI7GNp3T1yQi8mYMQv3grDGyuBaEetcIHe3uEcoZHuW267uqTujghWZ8crwWEgH403cmIkja9//+P71pJLKTI6DuNODZT045dU0iIm/HINQPzhojixHdNUINGh1UHV3W5w1Gk3W4KtdNPUIArFPoT9aonTrPqzvPAQC+m5+KcYn91zPJpBI8c/cECALwweErOFunceq6RETejEGIaBDhyiAkRJgXSjx/3fDY2bo2dHaZEK6QYURcqNuun91dhH2puR3qzq5Bju5bRZ0GJafrIQjAT24aMejxk9KiMX9CIgDg5S8qHbomEZEvYBAiskFfw2PHLMNiqZGQSIS+3uYSUSFypEQFAwDKHewV2rC7CgBwy/gEjOj+LINZPmcUAODjYzU9AiARkT9hECKygSUIVV43hX4o6oMsLFPzHRke69Ab8e+jVwEAS2/ItPl92cmRmDN2GEwi8Na+S3Zfl4jIFzAIEdlgXFI4AOBkzbUp7GXV3fVBQxCEsq1ByP4p9J+dqkObzoDh0cGYlhFj13sfnpEBAHj/8GV0dnEbDiLyPwxCRDawhJ2j1a0wmURoOrusRcS5qZFuv352svkajgyNfXj4MgDgnkkpdg/h3ThmGFKigqHq6MInx6/afW0iIm/HINQPTp+n641NDIdCJoG604ALTVrsP98Mo0lERmwIkiKD3X59S49QRX2bXT0zLVo9dlU0AgDunpRi93WlEgHfm5oKAHiXCywSkR9iEOoHp8/T9YKkEkxIMffKlFW34utKc7iYNSpuSK6fFKlEdEgQjCbRrunsO87Uw2gSMS4x3FrnZK97JpsD1P6qZtSpOx06BxGRt2IQIrKRZSf4rysbsauiAQBwwxAFIUEQrMNj9hRMl5yqBwAUjk9w+NrDo0OQnx4NUQS2HePwGBH5FwYhIhvdPC4egHmRwfMNWihkEswcoiAEXBses7VOSG8w4cuz5sBWmOV4EAKABTlJAIB/H6tx6jxERN6GQYjIRlMzYpARG2L9ekFuMiKDg4bs+pYp9OVXbQtCpVXNaNMZMCxcgZwU5wq6b89JgiCYt/m4qupw6lxERN6EQYjIRlKJgD99JwexoXLkDo/Eb24bN6TXz0oyB6HTV9UwmcRBj/+q0twbNHvMMKcXfIwPV2JS9zYiX5yud+pcRETehEGIyA4FI2Jx8HeF+OjRGzAsXDGk186MC4VcJoFWb8Sl5vZBj993vhkAMHNUrEuuP7e7zmgHgxAR+REGISI7CYL7ttMYiEwqwbhE88KOgw2PaTq7cKJ7Q9iCTNcEIUuN1NeVjVxckYj8BoMQkQ+xDI+dGiQIHbzYAqNJRHpsCJKjXLPO0bjEcCRHKtHZZcLec00uOScRkacxCBH5kPFJts0c23feHFSmu6g3CDD3hN083twrVHK6zmXnJSLyJJmnG0BEtrN15pilPmj6SPv2FhvMzePi8da+S9hxugGiKLp8mPDY5VZ8eqIWdWodkqOUuG1ConX9JCIid2AQ6kdxcTGKi4thNLIWgryHpUboqqoTLVo9okPlvY5xR32QxfQRsZBJBFxp7UB1cwfSrltOwBltOgP+3wfH8a+jPdcp+tsXlbg7LxlP3z0B4cqhW6qAiAIHh8b6wS02yBuFK4OQFmMOH/3VCR284Pr6IIsQuQyT0qIAALvPNbrknJrOLnzvf/biX0drIBHM6zM9MW8sbp+YCIkAbC2rwXfX7UWzVu+S6xERXY9BiMjHWAqm+xsec0d90PVmjDSvpr3HBQXTRpOIX7xzBCeuqBEbKsd7j8zE3x6YhOVzRuGVB/Ox5aczMSxcgdO1Gix78yBnqxGRyzEIEfmY8bYGIRfXB1nMGmkOWHvPNUIUB1/YcSB/33UOO840QBkkwYbFUzE5LbrH6/np0XhnWQEilDIcutiCP/zrpFPXIyL6JgYhIh+TNcCeY5rOLhzvrg+aPsI9PUJ5aVFQBknQ2KZHRX2bw+e50KjFi59XAACevmsCcrtXrv6mUfHhePUH+RAEYNOBauw4wwUdich1GISIfIwlCJ1raIPeYOrx2sELLTCJQEZsCJIiXVsfZKGQSTE1w9zbtKfS8Tqh//64HDqDCTeMisO9+cMHPHbWqDgsnZUJAFjx/nG06w0OX5eI6HoMQkQ+JjlSiQilDF1GERX1mh6v7bUMi7mpN8hiRvfw2G4H64QOX2rBF6frIZUI+O+7sm2ahv/EvLEYHh2MWnUn1u+qcui6RETfxCBE5GMEQeh3eGx3dw+NJai4y6zugul955tgtGED2G/662dnAQDfmZyCEcPCbHqPMkhq3ej277vOoV7dafd1iYi+iUGIyAdlJZkXGby+YLqpTYeT3cFoZndQcZcJKZEIV8ig6TTgZI3KrveeuKLCVxWNkEkE/Pzm0Xa999s5SchLjUK73oj1X523671ERH1hECLyQROHm3uEDl9ssT5nmc4+LjEcw8IVbr2+VCJgWqa5Tsjefcc27rkAALh9YhJSY+xbkFEQBDw21xye3t5/Ca3tXFuIiJzDIETkgywrRh+/ooKmswvAtWGxG0a5tzfIwjL8Zpmub4umNp119ejFszIcuu7sscMwPikC7Xoj3tx70aFzEBFZMAgR+aDkqGCkx4bAJAIHLjTDZBLxVYU5CM0aPTRByFKQfeBCCwxG0yBHm205dBl6gwk5wyMxqZ/p8oMRBAGPzB4JAHh9dxU69FxkkYgcxyBE5KNmdAeRXWcbceBCM660diBMIXPbitLflJUUgcjgILTpDNa1iwYiiiLeO3QZAPD9aWlObdh6+4REpMYEo6W9C//+xv5kRET2CIgglJGRgZycHOTl5WHOnDmebg6RSxSOTwAAbDt+FZsOVAMAbp+YiGC5dEiuL5EIKLDUCdkwPHbssgqV9W1QBklwe06SU9eWSSV4sCAdAPDWfg6PEZHjAiIIAcCePXtQVlaGHTt2eLopRC5x45hhiA9XoEGjw4dHrgAAvjsldUjbMMO63cbgQcjSGzQvOxERLthJ/r4pqZDLJDh2WYWj1a1On4+IAlPABCEifyOXSazr6gDAHTlJ1hWfh4olCB280NJrlevr6QxGa5H0dyYPvIq0rWJC5fj2RHPP0j/3sVeIiBzj8SC0a9cuLFiwAMnJyRAEAVu3bu11THFxMTIyMqBUKlFQUIDS0lK7riEIAm666SZMnToVb7/9totaTuR538kfjnd/MgOvPDgZa+/PG/Lrj4kPR3RIEDq6jDh+pbXf40pO1UPV0YXECCVmuXBW24PTzcNj/z5aA1V7l8vOS0SBw+NBSKvVIjc3F8XFxX2+vnnzZhQVFWHVqlU4fPgwcnNzMW/ePNTXX9t4MS8vDxMmTOj1qKkx/wv066+/xqFDh/Cvf/0Lzz77LI4dOzYkn41oKEzLjMHtE5MQJB36/50lEsE6e2yg4THLsNg9k1MglTheJP1Nk9OiMC4xHDqDCR8cueyy8xJR4JB5ugHz58/H/Pnz+319zZo1WLZsGZYsWQIAWLduHbZt24YNGzbgySefBACUlZUNeI2UlBQAQFJSEm6//XYcPnwYOTk5fR6r0+mg0+msX6vVvXf4JqJrZoyMxf+dqMWec014tI+VouvVnfjybAMADLq5qr0EQcD3C9Kw8qOTeKf0EhbPzHBqNtr1RFHEnnNN2HW2ATWqToTKpZicHo3C8QmICZW75BpE5HkeD0ID0ev1OHToEFasWGF9TiKRoLCwEHv37rXpHFqtFiaTCeHh4Whra8MXX3yB++67r9/jV69ejaeeesrpthMFCssCjgcuNEPT2YXwbxRCby27AqNJxOS0KIy0cV8xe9w9KQXPfnIKZ+vacOhiC6a4oE7q0MUWrPzohHXLEotNB6oRHCTFD2/IxKM3j4IyaGhm6BGR+3h8aGwgjY2NMBqNSEhI6PF8QkICamtrbTpHXV0dbrjhBuTm5mL69Ol4+OGHMXXq1H6PX7FiBVQqlfVRXV3t1Gcg8ncjhoUhMy4UXcZrizpaXL920L357pnRFqEMwoKcZADA/5Zecvp8//i6Cvf9fS9O1qgRIpfi/imp+N0d4/Gz2SMxLjEcHV1GvLyjEve8sgcXGrVOX4+IPMure4RcYcSIETh69KjNxysUCigUChQXF6O4uBhGI1etJRrMzePi8Y+vq/B5eR1un3htjaDjV1Q4W9cGhUyCO5xcO2gg3y9Iw5ZDl7Ht2FWs+nY2IkMcm57/4ucV+OvnZwEAd+Ul4w8LshF93TDYE/PG4j8na/HbD0/g1FU17l23B//8YQHGJ0W45HMQ0dDz6h6huLg4SKVS1NXV9Xi+rq4OiYmJbr328uXLUV5ejgMHDrj1OkT+4LYJ5v8f/3OyFu16g/X5t7qntc/LTkRksPNrB/UnL9X5oum39l20hqAn5o3F2vvzeoQgwFyTdNuEJHzy2LeQlRSBxjY9vr9+H6rYM0Tks7w6CMnlcuTn56OkpMT6nMlkQklJCWbMmOHBlhHR9aakRyM9NgRavRH/d9w8bF2v6cTWI+aZm4tmZrj1+paiaQB4p/QSRFG06/17zzVh1b9OAgCKbhmD5XNGDVh0nRChxDs/no6c4ZFoae/C4tdL0dSm6/d4IvJeHg9CbW1tKCsrs878qqqqQllZGS5dMo/1FxUVYf369XjjjTdw6tQpPPLII9BqtdZZZETkeYIg4LvdM8Je/fIcuowmrNl+FnqjCZPTopCfHu32Ntw9KQXKIIm1aNpWLVo9frn5CIwmEXflJePnN4+y6X2RwUH4x6KpSI0JxsWmdvz0rUPosnHzWSLyHh4PQgcPHsSkSZMwadIkAObgM2nSJKxcuRIAcP/99+OFF17AypUrkZeXh7KyMnz66ae9Cqhdrbi4GFlZWQMWVhPRNQ/NyEBMqByV9W1YuvGAdf+zFbePH5LrO1I0LYoinvzgGOrUOowYFornFubYNf1+WLgCry+ehnCFDAcutGDNZ2cdajsReY4g2tuHHGDUajUiIyOhUqkQEcGCSKKBvHuwGv/13rUFSxfPzMAf7swesusfudSCe17ZA4VMgtL/Vzho0fSm0kt48oPjCJIK+PBnszAhJdKh635y/Cp+9vZhAMDGJVMxe2y8Q+chItex9fe3x3uEiMh/3DclFX97YBIW5CbjDwuy8PtvZw3p9e0pmr7YpMV/f1wOAPj1rWMdDkEAcPvEJDw8w7zdx682l6FW1enwuYhoaDEI9YNDY0SOWZCbjL89MAmLZ2W6dDsNW1xfNP3PfRdh6Kdmx2gSUfTuUbTrjSjIjMGyb41w+tr/7/bxyE6OQEt7l7XmiIi8H4NQPzh9nsg33TMpBVEhQTjfoMX7h/vuFfr7rnM4dLEFYQoZ/nJfrksCmzJIir89MAkhcin2nW/GKzsqnT4nEbkfgxAR+ZVwZRAenWOe+bXms7M91jUCgP3nm7Bmu7moedWCLAyPDnHZtUcMC8N/3zUBALC2pAIHLzS77NxE5B4MQkTkdx6akY7h0cGoU+uw8qOT1nWFKuvb8NO3DsFgErEgN9nlm8ACwHcmp+DuvGQYTSIe21QGVXuXy69BRK7j91tsOIpbbBD5LoVMij/fm4MfvLYf7x26DK3OgHGJEdiwuwqqji7kDI/E8/faN1XeVoIg4Jl7JqKsuhUXmtrxm/eP4dUfTHbqWqIo4lJzO8qqW1HT2glNZxdCFTIMC1dgQnIkxiaGD3k9FpG/4PT5QXD6PJHveqf0En774XFcX7c8KS0Krz08BbFhCrde+/hlFRa+uhtdRhGrFmRhyaxMu89R09qBTQeqsfXIFVxqbu/3uMjgINw+MRH35g/H5LRotwQ8Il9j6+9vBqFBMAgR+bbDl1rwzv5LaNMZcMPoOHw3PxVy2dBUBbz21Xk8s+0UBAF49cF8655sg7nS2oFXdlTi3YPV6DKaf0TLpRJkp0RgRFwYwpUytOsNuNzSgbLqVrTrr/VcT0qLwk9vGolbxidAwl4iCmAMQi7CIEREjhJFEf/vw+N4p7QaQVIBa+7Lw4Lc5H6Pv9zSjld2nsOW6wJQQWYMvl+QhluyEhAi713NYDCaUFrVjA+OXMG/jtZAbzAvGTAuMRy/LByNW7MSGYgoIDEIuQiDEBE5w2A04Zeby/DxsasAgIemp+PXt45BVMi1ne3La9R4c+8FvHfoMgzd43gzR8bisbmjUTAi1uZrNWh0eH13Fd7cexFtOvNsufFJEXhs7mjMy07gkBkFFAYhJ11fLH327FkGISJymMkk4o+fnMI/vq4CAChkEuQOj4JSLsW5+jZcae2wHjtrVCwemzsG0zJjHL5ea7se//i6Cq/vvmANRFlJEfhl4WjcksVARIGBQchF2CNERK6yp7IRT287hVNX1T2el0slmDs+Hj+8IRNTMhwPQN/UotXjta/PY+PuC9B21xFlJ0fgl4VjUDg+noGI/BqDkIswCBGRK4miiLN1bThdq4beYEJKdDAmpkQiXDnwBrHOaNHqsf6r89i454K1sHp0fBjuyEnCrVmJnH5PfolByEUYhIjIXzR3B6I3rgtEABCmkCE7OQIZsaFIjgpGZLAMwXIplEFSKGQSyCQSyKQCgqQSBEm7/259ToBCJkVEcBAilDL2MpHXYBByEQYhIvI3qvYufHaqDp+euIrdlU3o6HLNwrFSiYDokCBEhch7/BkdKkdMiBzRoXJEh8gRExrU/accEcogzmojt2AQchEGISLyZwajCRX1bThZo8aVlg5cVXVAozOgU29Eu96ILqMJXSYRBqMJXUYTDEYRXabuP40iuowm6AxGdHaZHLq+RACiu0OSOSwFISZUjqgQ89dx4XKMHBaGUfFhfS4fQNQfW39/87uqH9xig4gCgUwqwfikCIxPcu4fep1dRrS2d6GlXY+Wdr31763tXWjR6tHcru/+0/x1i1YPjc4Akwg0afVo0uoHvUZqTDDGxIdjTGI4xiWGY2xiOEbEhbllgUxRFCGKgCCAw31+jj1Cg2CPEBGRe+gNJrS2m0NSs1aPFm2XNTC1dP9Zq+5EZX0bGtv6DkpBUgEjh4VhbHcwGjksDPHhCsRHKBEbKkeQVAKpRIDRJEKrN6Ct04CWdj3q1J2oU+tQq+rs/nsnmrTm4Nbaroe609DjOuEKGWLC5IgNlSMjNhSZcaEYMSwMoxPCkBkXiiAp9zD3NhwacxEGISIiz2vW6nG2ToOKOg3O1Glw+qoGZ2o10OgMg75XIqDHfnOudn0YG5Ng7q0akxCO4dHBDvUmiaIIVUcXatWduKrqRJ2qE83teui6TNAZTDAYTQiWSxEslyJMIUN8uAKJkcFIjlQiLkzBmqtuDEIuwiBEROSdRFHEldYOnKnV4HT341JzOxrUnWho01m3KblekFRAZHAQEiKU1z0USIxQIjZMYS3yjgiWQSaRQBRFmERA3Wke0qvX6FDVqMX5Bi3ONbShok5jXaPpm8IUMoxOCMO47p6qiOAghMilkEkE6Awm6LpMaG7Xo0GjQ71Gh/runqmrqk7oDI7VXMmlEgyPCUZaTIj1kXrd30MVzlXEmEwi2ruM0HR2oa3TAHWnAW06Azq7jFAGSREcJEWIXIoIZRDiwuUeretiEHIRBiEiIt8jiiLadIbuom4TZFIJQhVSKGRSl17HZLoWxs7UmXupztZpcK6hrc8gZo/oEHNgS4o0hzRlkAQKmTlIdXYZodUb0dZpQJ2mE1dbO1Gv6Ry05ysuTG4NRrGhCiiCJFB011h1dpnQ2WWEzmCEpjvgaDrNw4mazi5odObn7EkNIXIp4sIUiAuTY1i4AvHhyu4/FYiPUGBYmBLxEQrEhsohc/HwIoOQizAIERGRvfQGEy40aXG6VoOztRpUNWnRrjNAqzfCaBKhDJJALpUgOsQcEIZ11zUldj/iIxRQBtkX2gxGE66qOlHd3I5LfTxa27tc9vmkEgHhShnCFDKEK4OgDJJA1x2k2vVGtHbo7ZpJ+PeH8jEvO9Fl7QM4a4yIiMhj5DIJxiSYa4WQOzTXlEklSO0eCpvZx+uqji5UN7ejurkdF5vboerogq7LBL3RCJMIBAdJoQySQCmTIlQhQ5hShgilDGGKIHPoUcoQrpQhXGEOPgPVP4miCK3eiEaNDo1tOjRodGjo/rNerUO9xjx8Wa82vz4sXOG+GzMIBiEiIqIAEBkchMiUSExIiXT7tQRBQJjC3GOUERc64LFGd1ay24Dz/fpRXFyMrKwsTJ061dNNISIi8ltSieDRve5YIzQI1ggRERH5Hlt/f7NHiIiIiAIWgxAREREFLAYhIiIiClgMQkRERBSwGISIiIgoYDEIERERUcBiECIiIqKAxSBEREREAYtBqB9cWZqIiMj/cWXpQXBlaSIiIt/DlaWJiIiIBsEgRERERAFL5ukGeDvLyKFarfZwS4iIiMhWlt/bg1UAMQgNQqPRAABSU1M93BIiIiKyl0ajQWRkZL+vs1h6ECaTCTU1NQgPD4cgCHa9V61WIzU1FdXV1Sy0tgHvl/14z+zD+2Uf3i/78Z7Zx533SxRFaDQaJCcnQyLpvxKIPUKDkEgkGD58uFPniIiI4P8QduD9sh/vmX14v+zD+2U/3jP7uOt+DdQTZMFiaSIiIgpYDEJEREQUsBiE3EihUGDVqlVQKBSebopP4P2yH++ZfXi/7MP7ZT/eM/t4w/1isTQREREFLPYIERERUcBiECIiIqKAxSBEREREAYtBiIiIiAIWg5AdiouLkZGRAaVSiYKCApSWlg54/JYtWzBu3DgolUpMnDgRn3zySY/XRVHEypUrkZSUhODgYBQWFqKiosKdH2HIufqeLV68GIIg9Hjcdttt7vwIQ8qe+3Xy5El85zvfQUZGBgRBwNq1a50+p69x9f36wx/+0Ov7a9y4cW78BEPPnnu2fv16fOtb30J0dDSio6NRWFjY63h//znm6vvl7z/DAPvu2QcffIApU6YgKioKoaGhyMvLwz//+c8ex7j9e0wkm2zatEmUy+Xihg0bxJMnT4rLli0To6KixLq6uj6P3717tyiVSsU///nPYnl5ufi73/1ODAoKEo8fP2495rnnnhMjIyPFrVu3ikePHhXvvPNOMTMzU+zo6Biqj+VW7rhnixYtEm+77Tbx6tWr1kdzc/NQfSS3svd+lZaWio8//rj4zjvviImJieJf//pXp8/pS9xxv1atWiVmZ2f3+P5qaGhw8ycZOvbes+9///ticXGxeOTIEfHUqVPi4sWLxcjISPHy5cvWY/z555g77pc//wwTRfvv2Y4dO8QPPvhALC8vFysrK8W1a9eKUqlU/PTTT63HuPt7jEHIRtOmTROXL19u/dpoNIrJycni6tWr+zz+vvvuE++4444ezxUUFIg/+clPRFEURZPJJCYmJorPP/+89fXW1lZRoVCI77zzjhs+wdBz9T0TRfMPkbvuusst7fU0e+/X9dLT0/v8xe7MOb2dO+7XqlWrxNzcXBe20rs4+/1gMBjE8PBw8Y033hBF0f9/jrn6fomif/8ME0XX/MyZNGmS+Lvf/U4UxaH5HuPQmA30ej0OHTqEwsJC63MSiQSFhYXYu3dvn+/Zu3dvj+MBYN68edbjq6qqUFtb2+OYyMhIFBQU9HtOX+KOe2axc+dOxMfHY+zYsXjkkUfQ1NTk+g8wxBy5X544p7dw52erqKhAcnIyRowYgQcffBCXLl1ytrlewRX3rL29HV1dXYiJiQHg3z/H3HG/LPzxZxjg/D0TRRElJSU4c+YMbrzxRgBD8z3GIGSDxsZGGI1GJCQk9Hg+ISEBtbW1fb6ntrZ2wOMtf9pzTl/ijnsGALfddhvefPNNlJSU4E9/+hO+/PJLzJ8/H0aj0fUfYgg5cr88cU5v4a7PVlBQgI0bN+LTTz/Fq6++iqqqKnzrW9+CRqNxtske54p79pvf/AbJycnWX0r+/HPMHfcL8N+fYYDj90ylUiEsLAxyuRx33HEH/va3v+GWW24BMDTfY9x9nnzK9773PevfJ06ciJycHIwcORI7d+7E3LlzPdgy8gfz58+3/j0nJwcFBQVIT0/Hu+++ix/+8IcebJnnPffcc9i0aRN27twJpVLp6eZ4vf7uF3+G9RYeHo6ysjK0tbWhpKQERUVFGDFiBGbPnj0k12ePkA3i4uIglUpRV1fX4/m6ujokJib2+Z7ExMQBj7f8ac85fYk77llfRowYgbi4OFRWVjrfaA9y5H554pzeYqg+W1RUFMaMGePz31+Ac/fshRdewHPPPYft27cjJyfH+rw//xxzx/3qi7/8DAMcv2cSiQSjRo1CXl4efv3rX+Pee+/F6tWrAQzN9xiDkA3kcjny8/NRUlJifc5kMqGkpAQzZszo8z0zZszocTwAfPbZZ9bjMzMzkZiY2OMYtVqN/fv393tOX+KOe9aXy5cvo6mpCUlJSa5puIc4cr88cU5vMVSfra2tDefOnfP57y/A8Xv25z//GU8//TQ+/fRTTJkypcdr/vxzzB33qy/+8jMMcN3/lyaTCTqdDsAQfY+5pOQ6AGzatElUKBTixo0bxfLycvHHP/6xGBUVJdbW1oqiKIoPPfSQ+OSTT1qP3717tyiTycQXXnhBPHXqlLhq1ao+p89HRUWJH330kXjs2DHxrrvu8ptpp6Lo+num0WjExx9/XNy7d69YVVUlfv755+LkyZPF0aNHi52dnR75jK5k7/3S6XTikSNHxCNHjohJSUni448/Lh45ckSsqKiw+Zy+zB3369e//rW4c+dOsaqqSty9e7dYWFgoxsXFifX19UP++dzB3nv23HPPiXK5XHzvvfd6TPfWaDQ9jvHXn2Ouvl/+/jNMFO2/Z88++6y4fft28dy5c2J5ebn4wgsviDKZTFy/fr31GHd/jzEI2eFvf/ubmJaWJsrlcnHatGnivn37rK/ddNNN4qJFi3oc/+6774pjxowR5XK5mJ2dLW7btq3H6yaTSfz9738vJiQkiAqFQpw7d6545syZofgoQ8aV96y9vV289dZbxWHDholBQUFienq6uGzZMr/4pW5hz/2qqqoSAfR63HTTTTaf09e5+n7df//9YlJSkiiXy8WUlBTx/vvvFysrK4fwE7mfPfcsPT29z3u2atUq6zH+/nPMlfcrEH6GiaJ99+y3v/2tOGrUKFGpVIrR0dHijBkzxE2bNvU4n7u/xwRRFEXX9C0RERER+RbWCBEREVHAYhAiIiKigMUgRERERAGLQYiIiIgCFoMQERERBSwGISIiIgpYDEJEREQUsBiEiIiIKGAxCBEREVHAYhAiooBTXV2NpUuXIjk5GXK5HOnp6XjsscfQ1NTk6aYR0RBjECKigHL+/HlMmTIFFRUVeOedd1BZWYl169ZZd8hubm72dBOJaAhxrzEiCijz58/HiRMncPbsWQQHB1ufr62txciRI/Hwww/j1Vdf9WALiWgosUeIiAJGc3Mz/vOf/+BnP/tZjxAEAImJiXjwwQexefNm8N+HRIGDQYiIAkZFRQVEUcT48eP7fH38+PFoaWlBQ0PDELeMiDyFQYiIAs5gPT5yuXyIWkJEnsYgREQBY9SoURAEAadOnerz9VOnTmHYsGGIiooa2oYRkccwCBFRwIiNjcUtt9yCV155BR0dHT1eq62txdtvv43Fixd7pnFE5BGcNUZEAaWiogIzZ87E+PHj8cwzzyAzMxMnT57EE088AZlMhq+++gphYWGebiYRDRH2CBFRQBk9ejQOHDiAESNG4L777kN6ejrmz5+PMWPGYPfu3QxBRAGGPUJEFPBWrVqFNWvW4LPPPsP06dM93RwiGkIMQkREAF5//XWoVCr84he/gETCznKiQMEgRERERAGL/+whIiKigMUgRERERAGLQYiIiIgCFoMQERERBSwGISIiIgpYDEJEREQUsBiEiIiIKGAxCBEREVHAYhAiIiKigPX/AdoL2YJ1a/YzAAAAAElFTkSuQmCC", "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": [ "-568.738983169657: : 52it [00:02, 19.65it/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 - 4510182416\n", "Dataset = c_PLP0011859_q\n", "datapoints = 408\n", "chi2 = 922.9880511274863\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 [00:19<00:00, 20.36it/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 [01:17<00:00, 19.37it/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 - 4510182416\n", "Dataset = c_PLP0011859_q\n", "datapoints = 408\n", "chi2 = 919.5964109463828\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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", "text/plain": [ "
" ] }, "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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", 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" ] }, "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": [ "1.0115394037801482e-07: : 25it [00:00, 96.44it/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": [ "2.023074484566843e-07\n", "________________________________________________________________________________\n", "Parameters: '' \n", "\n", "________________________________________________________________________________\n", "Parameters: '' \n", "\n", "\n", "\n", "\n" ] } ], "source": [ "print(objective.chisqr())\n", "print(ti_layer)" ] } ], "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": "3.13.0" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 4 }