{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Angular Correlations of Amorphous Materials" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook demonstrates caclulating the angular correlation of diffraction patterns recorded from an amorphous (or crystalline) material.\n", "\n", "The dataset used for this demonstration is a 4-D STEM dataset of a PdNiP deposited thin film glass aquired using a DE-16 Camera and a 200keV FEI-Titan electron microscopt at 100 fps. The probe size was ~2-nm and step size was .365 nm so there there is singificant probe overlap in the probe positions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This functionality has been checked to run with pyxem-0.15.0 (April 2023). Bugs are always possible, do not trust the code blindly, and if you experience any issues please report them here: https://github.com/pyxem/pyxem-demos/issues" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Angular Correlations are a very natural extension to variance type studies. They offer more insight into the symmetry of the strucutures being studied as well as offering the ability to be studied spatially. \n", "\n", "Mathmatically, the Angular correlation is the angular-autocorrelation of some polar unwrapped diffraction pattern I(k). \n", "\n", "

\n", "$ C(k,\\phi) = \\frac{_\\theta - ^2_\\theta }{^2_\\theta} $\n", "

\n", "\n", "This is simlar to the radial (\"r\") variance often calculated in Fluctuation Electron Microscopy.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Contents" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Importing & Visualization\n", "2. Polar Reprojection\n", "3. Angular Correlation\n", "4. Power Spectrum and Correlation Maps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1 - Importing and Visualization\n", "\n", "This section goes over loading the data from the data folder and visualizing the data for further use. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "data_path = \"data/09/PdNiP_test.hspy\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:silx.opencl.common:Unable to import pyOpenCl. Please install it from: https://pypi.org/project/pyopencl\n" ] } ], "source": [ "%matplotlib inline\n", "import pyxem as pxm\n", "import hyperspy.api as hs" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.15.1'" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pxm.__version__" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n", " warnings.warn(\n", "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/io.py:572: VisibleDeprecationWarning: Loading old file version. The binned attribute has been moved from metadata.Signal to axis.is_binned. Setting this attribute for all signal axes instead.\n", " warnings.warn('Loading old file version. The binned attribute '\n" ] } ], "source": [ "data = hs.load(\"./data/09/PdNiP_test.hspy\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2 - Polar Reprojection\n", " \n", "This section deals with converting the signal to a polar signal. This is probably the most important and difficult part of the analysis. Even small distortions in the pattern or misinterpertation of the center of the diffraction pattern will negitively affect the ability to determine correlations.\n", "\n", "There is still some ongoing development on methods for identifying and correcting for these distortions but a good check is always to perform the correct and make sure that the first amorphous ring is a line after the polar reprojection. In general your eye should be very good at identifying that. Another thing to notice is that after the correlation if you have small splititing in all of your peaks(especially the self correlation) then most likely your center isn't completely correct." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "data.set_signal_type(\"electron_diffraction\")\n", "data.beam_energy=200\n", "data.unit = \"k_nm^-1\"\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "mask =data.get_direct_beam_mask(20)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Affine correction from fitting an ellipse\n", "import numpy as np\n", "center=(31.2,31.7)\n", "affine=np.array([[ 1.03725511, -0.02662789, 0. ],\n", " [-0.02662789, 1.01903215, 0. ],\n", " [ 0. , 0. , 1. ]])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: k\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[ ] | 0% Completed | 105.78 ms" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 3.36 ss\n" ] } ], "source": [ "data.set_ai(center=center)\n", "rad = data.get_azimuthal_integral2d(npt=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** This isn't perfect, as you can see there is still some distortion that an affine transformation could fix, but for the purposes of this demo this it will suffice" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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l8gbtbazi4mJMnjwZ/fv3l77/9ttv8ec//9lsYxkYGBgYGNQhlJeX47DDDlNe29CyZUts3LgxowmPtmWnT58+AA4d55ShYcOGnr5bw/H444/jvvvuw/bt23HUUUfhoYcewm9/+1tfaRkYGBgYGBgkD5WVlfjpp5/www8/oEGDBnHv9u3bhw4dOqCysjKjyY722csLL7zQsSAtW7bEtGnTPAswd+5cTJgwAZMnT8aKFSvw29/+FsOHD8fmzZs9p2VgYGBgYGCQGhQWFkr/1QYk7TSWX/Tv3x99+vSJu5G0W7duOOuss3D33XenUTIDAwMDAwODffv2obi4GL/88ovUstOsWTOUlJRUe5dJ0N7GkuHHH39E69atfV3OBRwyjS1fvrzadfHDhg2Tfli0oqICFRUV9u9YLIbdu3ejSZMmxjnawMDAwKBewLIs7N+/PyH96wexWAyxWKzas9qAhMhO9+7dsXLlSnTq1MlX/J07dyIajVb7MF+LFi2kjlB333130r4VZPArDFFMHIFAAKFQKOG65PF1jK7RaBSxWMy3v5xB5sFPHzLtX/uQ6FxhWRa2bNlS7WbzVKLekp1kDTCx0VXH2G+66SZMmjTJ/l1SUoL27dsnJc+6DKd2qql6yM7ORosWLap9VyhR5OTkoGHDhtVWN//73/9QUVERV/ZUroACgYD9L5lpuiEYDPrKU0aQsrOz7Xfm0wfeUNPtzmGu/XBGXSaCRUVFNZpfvSU7iaJp06YIhULVrDg7duyoZu0BgHA4nHRlWduRnZ2N3Nxc7ckuEAggJycH+fn5yMqquebPzc1F586dk+LMRmUoLCxEOBxG69atEQqF7PeWZSE3NxcHDx6MG4gUxo8yqaiowKZNm1BVVeVb7kgkkrSJoaCgIKH4skmLDiBUVVWhrKwMZWVl9rvapDDSpfjrW74G6UdNt329JTs333wzGjdu7Dt+Tk4O+vbti/nz5+Pss8+2n8+fPx9nnnlmIqLZyNSJQJTLr5zNmjXDYYcd5kgCedqBQADt27dH7969UVxcXC1fshRkYr2RZSYUCqFt27bKO58AYPz48UnL17IsfP/995gwYQJ+/PFH3+ns3r0b5eXlccTBsiz7ny4CgQB69+6dsjaqqqrC3r178dVXX9myZWJ/cEJtk9cgdTDbgslDbSY7aT+NNXfuXFxyySWYOXMmBgwYgKeeegpPP/001qxZgw4dOjjGJQ9xFTJlwiNLBMkTCATQsGFD5OTkIBwOo6CgwDdp9EtMVFs6jRo1QocOHdCrVy9f8viBbACJyM7OxqBBg9CkSZO0ETKnrZ1oNIry8nL88MMPntL8/vvv8fnnn2PZsmWe4tVE2WOxGLZs2YIff/wxzsqTKciU8W1Qt5GpxMeyrBo7AUW6duPGjdLTWIcddljdO421Y8cONG/ePGkCXHDBBdi1axduu+02bN++HT169MA777zjSnTckK6JMBQKIRwOSy0mHGVlZaioqMCBAwewZ88eqUN2KBSyrTbJLk9RUREaNGhQ7e6krKwsRKNRrF+/Pk4O2i7Ly8urllaik4Fu/Pnz59t+JboIBALIzc3FkUceqR3nwIEDsCwLwWAQ+fn5aNGiBfbu3esYhywgXrcGO3TogKZNmyov6wSA0tJSLFu2DLt27bL9kLxagwAgPz8fTZs29VSHlZWV2Lt3L1avXo01a9Z4yg/wZ7misKWlpbXSqmQQD69Wy0xCphKddMGyrGoL09pSR55m5o0bN+KUU05J+teCx40bh3HjxiUlrZocLGRhCAaDNpkJBoNap3JEawY/Us/T37ZtG3JycgAc2vZr0KCBbc3iTrGk1LOzs7XqID8/H7m5uXbaIsrLy+PkqKysREVFBcrKyuy8uGKviQ6/Z88ez3ECgQCys7Md5SsrK4uz2lBbkEWuuLgYpaWlyvh5eXkoLi72tQgIh8OorKxENBpVfmolFouhSZMmdli/CIfDKCwsjPNv0kGjRo1sYr5t2zbP+eqSHcuyEIlE4vyiMk35GaQWuvNIsvpFMuctmUy1hQjoojZvY2mTndWrV+PUU09NGimpCyCyEwqF4hSIrPH5FhaBSBERJiIRPExVVVW1yZ+sMUSy6F9BQYHUWTkrK8vzqZ1YLKZUrIFAAA0aNLCJku4pJxr4OhNAIBDQDudG8CoqKrBhw4ZqSpfabP/+/aiqqvI9aIuLi9GiRQs7vWg0qlTwRIa5deWXX37Bli1bHJ2fs7Oz0ahRI+k7vqVHKy+yiOi0uWy1xpGVlYUWLVqgc+fOOHjwoGt6gN7WJIUrKyuLk9ucBKtb4H3TaxwRybb06cwzieQnO2lcm1Hnyc7HH3+MESNG4IorrsDNN9+caplqDWhS1jmhEwqFkJWVFUeK8vPzkZOTY28RZWdno0uXLnGKUHegWZaFAwcO4MCBA3HPgENbVnl5eUorjohYLIby8nItZ1xS3DrWgmg0qq3IdMsdCoXQsmVL1/wty7KtJ7FYDMFgMGnXnJeUlKCkpMS2eJaWllazFhHy8/PRqFEjNGnSRJoWTb5Ok73Ts0gkgvLycruMbkTQsixUVVW5WoyysrLQqVMnrVNglKYTMaL2OHjwINatW2fnHwqF7HbZv3+/tkXIIPORDJKSCktfTVoPvd6jlWmQLeJqSzm0yM6wYcMwduxY3HnnnamWJyFkssk7Go2iWbNmaN68ufTkFMlO3wTLyspCfn6+b/+oqqoq/Pzzz3FpcxDxSladZWdn+77zJRFUVVVh06ZNyvekVGUD0knWvLw821JGIMtDMBhEbm4uDhw4oNx6UuHgwYM4ePAgtm7dGvc8KysLhYWFKC4uRlVVFYLBILKysuJkJHLwyy+/KNOXlZOueHAjPTpo3rx5Uia3AwcO4IcffsC3336LUCiE/Pz8amFk/mEiYrEYotEoSktLUVlZWWtWmQYGfixe6Uadt+wUFBRg+/btxllQA6QIs7OzEQ6HUVxcbFtUsrKyqikwEdTxI5EIDhw4EOc7Q6t1smI4nUoSjzeLqKqqirM86JAfy7Jsq4Gq7LQlp0KiA4NIgNvWGdUVyeRmERFRXl6OyspKWJYltXoEg8E4okPbiw0bNtQuy+7du+36CAQC+OWXXxAKhWzZ6XlhYaHdb3S3h8R8qN7C4bBj3VVUVLjeB+RkRdO5XHHPnj345Zdf7NMb9BkYsT2c0ohGo6isrLSdmBO5Rbq2r7YNajdqE+mp82Rn6dKlOOWUUzBmzBjMnj07xSLVPtB2AR0vp22drKysuNtoRXJB4amzcyVEEzjF4R1KPPHD4+kQgUgkgkgkEje4yPeI/palQfKoBiUvh9s2jBNhcgLJ6UbKONlRpSMST26ipXi6PiTBYDCuTNyaRGRL3MYkMuUGsvRwJ3gV0RXv8eFlCwaDyMnJiSPMIojoOE1gTqe53K4FiEQi9vZWbm4ucnNzpf2Ry039rry8HLt377a3Ip3iOcGp79QHJ1OvVk6DmoGun2I6UefJzhFHHGETniuvvBKPPfZYquXKePAVLFlxRFO8ZVlSvwWKQydjaKKhv7mSlEGlfGOxmK3MxIsEOaqqqlBRUeFIOLhlwQ2yFXmyJ09OWhK5xZhAbcBJCpUjGo1KSaOsXNRepHjJEheJRGzLD+UhnmBzsoLxI9u8vfnpPyJrXKYDBw64Tj46vjxOSOQqBCJTRHTcEIvFcPDgQZSUlAA4tA2oS3C44z+B2sSr/OIpS+4DxvNzg/j5Eien/WRsO+rG85OeIUjJR6YTnjpPdgCgdevWWLJkCU4//fRUyuMLNT3oaBLNyclBVlYWsrOzte4uEU9ZiZO2eOqKiIsuyB+Eg5/W0gV1aF0rirjN4+a74zSYVfHIEqNKz08fIOuLrt8NtTe3+oRCIVvpqcpF6YsX8wUCAeTl5dlkSLT6yLZ2RGRnZ2tZ8zhisRgqKiocHcvJyVg2kfFtNhGq/kL17GZxE/MBgF27duHrr79WTqqqtqctZdpGtiwLpaWlWveE8DTppGOjRo3s59FoFAcOHEBJSYnWKUPZacxwOGyTWXEbzm3BQOF1SV8qkIhSNkRJjUwmPPWC7ACH7ttYsGBBqmTJeBDJ4UeMyXdAFTYnJ8f24SFlqXNyybKsuLt3vDrCEsTO6XTpXVVVlTQfv47HNTWhuSkZkQxwS47XC/YOHjyoVDKBQAAFBQWu5eYWP356DoDdZ0KhkNaER/fSxGIx5RUD0WjUsW29fiDVTxwdXyM+NizLwoYNG+xrAXQn/2AwaDuXyyA7HEBtQdYyy7Kq+V6J5Q2FQmjcuLEdjgjk7t27q1lnw+EwmjVrppSZtvZ27dqlVUaSR9dXid/e7kTuVduIuqTKC2r6Pp3ahkwlPLJrKjJRThk836Csc0KiLkLXGZhAx8nz8/Nt4sO3OwiyVTlNYLoER6V8+GqaOijfnhK3UVTKSPYxTRX4YEjGV8ZlK2IxPzd5qL5lk7ZsS1C0TnDLkVN+4rYl5Sf6ZYnbZhx07J/755BMvDw6W5D0vxPJoL6hezKPt69sS88pD7e2ikQitkVry5YttjO8Wzyy4NBY0u135PzNLTZ8S5nGj9O2Kfe9y8/Pj/t8TWVlJSKRiGvd0km83NxclJeXS/2usrOzUVBQUI2c02m0SCSiXJTwZ9S/ZH1CVs+RSMTRwiiOqUQcxVXpq1DXiZDOoqmmUW8sOyJk/gGZ/G0Mv+AsW6YwSZmFQqG4rS36m0NH2XrtxJFIROlLIjJxsb3cnIllHVt3EKqUopfyqciOm5N0IhAnb6A6cVMpVCKoqpNFTk7cpFxFny2RaDvVH5FbJzllComUMpdFBtqG8uKXJZsgZeWvqKhAeXk5SktLHW+sJgQCh07AkQ8ST1PMj4g9ESL6X9yaFOWmcjpZSIlgiQuB7Oxsuz/IxrlYBzk5ObYlmIeh/0WfL5KRCJmO0qE+puN0T1uZbg7dbocOUgU338a6iHRbUeoV2dm4cSOuuuoqLFq0KO5YNK1g/W63ZCJUClbscHSDck5ODvLy8uJ8IbiTqgz0XnR0JPLkBtX2AFeubsqRK1W3tLkCSPfAE+FUDnquMzES4XCzntDqn+rCy6CXrfbdrHkyqw3B7ToADtkNz4FAIGU3F8sWCKIFhnxg9u/f70p0qEyhUCjO0ixa48S8uH+duGXm5A9E4SgMjXc3nxruZyazrsqsUFlZWfYt6Dp91eupwVgsVs053Wkcy8iOrI9S/nws1NT84NW5u7Yhk+bZekV2LrroIgDA3//+d7Ro0aJOdSq/yMvLQ1FRkf1btZIVj5a7mYZ5GrqTkxhGtWJ1I0huaXtZ2dcUqMyidUV8ziGzZriVi+pP5qvl5iws2xohq4PO3UFEVPjxc9GaI0J3W8erxUYHqn4u9sG9e/di//79Wt/+CofDcSfpZOSbykDbTOLJL7ftZKdvlfF3ZFUS6191BQCXywm83mTtJ7s6QtaHZO0p1oWTg7VoqScnb45YLBbnV0W+bao+WRPKu64ToHShXpGdVatWYfny5Z6+Il1b4bRVEgwe+twAWXG4X4cMpKic0hPz1jlCLMtT1iF1iIxMWTjJIwvjdyJzm4ictnBUW0JerDhO+Yok1Qmq1bVbvZMC5eFImTtZHWR9RwTfehRJs9gnZVcOqBybZfLIyiWGEf3ESktLsXfvXi0HZvKBo/T5/xwFBQUIhUJaJNKy5Jdlup1kpHhk4ab2cCMynCjzvmtZ8gssAXdyxOX1CqetYpl1mRMgIjrip2gaN24c91u87kKsu5qA0/xmoId6RXZ+85vfYMuWLRlHdmrKmYsuC6Qjw1xRcVn4JKYjm7g611lhy/w7VNtLXDGoCJIINz+RmjSvOuXl5Gyp40SrQ0RUK0Xd7SQeR2xbFbF16wOiBZBvafj1aRIJlwq6/iGy7TKu8KqqqlBSUuK47UHfX6OTUqpy8O+08a0ncYLmfdqpf/ODAtFoVEoEZeUVt37cSKsOQYlEIlLCI6arIv4yIucGme+XSFSdFnEEctQW4+fl5dlWJsuyqt395eUUnlfUJn+fTHIZSAbZ+dvf/oY77rgDO3fuRCwWw4033oi7777bMc7DDz+Mm266CWVlZcjKysJ5552HF1980VO+nsnOM888g8svvxxbt25Fjx49qp0O6Nmzp9ckMwqq7SLau6dPPjg5c7p1TtXKlMfRsUyI4XnaYjncVjVeBlMqBp6O2VlWz17TdWsrr3Xj1UdNzIvyV5FJVXvKwrkpbzFNJ7l04IWMU3j+mz4W6uRrQuNNvN+Ig/ynnCw5shNwYl041QsRBjG86iSlmBY/hSeTTUWkeP+SpSv2Hb6tJ5ZBla4OKDwvg8xyJ4JkprbhW8xUZlro8fq0LCuO3HLClsz5p7aQnkTn7GRBNld5lWPPnj044ogjMHr0aNx3332u4ZcsWYIJEyagd+/euP322/Gvf/0L//jHP9CmTRut+ISA5VHSTz/9FBdeeGHcxxf5RFuTDsr79u1DcXGxlhVEp5hOaYgnN2QrKJ1tBdkkJBtwbltKbuVwIjsqeWR5yOpWlp5XGd2gM/mkYoLyY/mRERgnqE5L6ZI7VXvKrEZieipro9sWpSiP7hahTD56V1FRgf379ztaPMLhsO0MLMuTHI85GVJt78osTaJsPJ6OlU4c6zIroGjp5fLI0uSQtUumK2YObrGzLCvO14hbwlQXc/KwMsd6HkaEG+FzQm2o41gsZn9fLtUgXbtw4UIUFhbGvTtw4AAGDx7sS5ZAIOBq2enfvz9WrlwZd+9c9+7dsWXLFuzfv187L8+WncsuuwzHHHMMXnrppYxwUPZypwbg33EtLy/PDiczi9Okq6PoVBOYanXvRWa+AnLaRnMa/DpkJtXQmZx0JzAvBMaJGMr8qrzEl0FFfPwSVNnKXrZFpDNu3EieE2RbJxzkr+EUho6Vq+QIBAJxHzYlmVSnhdyIoFhPTuSRK1/A/QoH/pkKPo+oiJEKKkuEm/XWy2LPiQzK0lOVWzYPcd8ekpkuepRdICm2i6w9xPdeyyaDU3pe5sJUWKHSCadtrK1bt2Lfvn328wYNGiSFiK1fvx7dunWLezZy5Ejce++9OHjwYLXPNKngmez88MMPeOONN9C5c2evUTMCXpU2WXRUnZ9MtPwYq2wiEK04HDyO0+qbQ9dnwu25l8HvZuZPZCUlwqnsXtvQC3FwSlu28pQpOTeHYpVsuiRVtrKVKU0dsuJFKXppUy6TmAddVKe6rC8Q+PX+HJ4vJxa0pUzK0GnrSiW/jjXYadzK8tK1qjo5PZPflBthdYJb2RK1hHtZgMmcnGX1Ip5o5Z9ZkRFjmaXOzUquCy/zgihTXYZsEUNl7t69e9zzgQMHYtGiRQnnWVZWhubNm8c969SpEwDgm2++Qe/evbXS8Ux2TjrpJHz55Ze1lux4AVlrxJUZga71T5SUAHIC4nXgqhQpf+6HKOjkrfM+kRWRUx24TbwqokbvnOKrLG4EpyP8srxU1wmI4fj/4t864G0vW9V6Wel7hSi/mFd5eblyu5tfECgD982htFUKj8qgInSyhYnogCuT3420Uhj+vwiR2OrGd7NgqMJ5GTNupNDLIioQqH5/k2ilkZFDy/rVpycvL8+2/tC1DXR1gMrfKxkERyVzovn4RTrzJjhZdtauXRtHWJO5vaZaUHo5feiZ7IwcORITJ07EV199haOPPrqag/IZZ5zhNcmMBHd0FAdxIBCoNiH76Xg6cbyupmW/ExkUyVhNUp0lMgF5sTjI8vJDFlTxElk1JrvNRZmSuSJPRb+ho8oyksgdjWUy8aPgbmSDE1wv1ksdC4qMmHjpbzJS4xTGLf9kwKkMbkpWNh50SJaKjItpUHuTBY/6B52+i8VicZ9Q8Vo36dqW8pJ/pliMnMhOmzZtUuI/lJeXh59//jnuGfkMezG6eCY7l19+OQDgtttuq/YuEKgbNyjTCk+1X0smdC+TaSKsXKXM/SjdZJl5ndJWvfNjKfCzykykPH4UpN+2lSk9py0wtzRU793qXsdamKw+IrsugSBabUQ5ZAsQrqRlitWN3IlKnsfRsZ64kXgd5e/WNk7bYn7bJxXbl6qxqiKh9JuXiRMgMR4pWtnt2/Q/paXjXJ4u+Mnb72Ix2UjHPTtdu3bFypUr45699dZbKCws1PbXAXyQndpygVAi4CtL3sH4yQ8VdEy8fhUPD5OopcKPT0wmDDYdxZxoOm5w27qSKV/ZtoSsHXXrXqU0VX4+PG2dPuomj1M6TnHoG1ykrPh2jmr7ihYY3C9OlMFpfDnVs872qG4duJESv23rJIPffqw7H3lJS9YusnDiQlJmlXNLiyMWi1XrH7IbrFNNcDJhmynVSAbZ+emnn7B48WL797p16zB37ly0b98eAwYMwIABA7Bjxw589913AID77rsPAwcORN++fXHrrbfilVdewdq1a3Httdd6ytfz0fNMwr59+9CoUaOkpqlaWQLup0N0zb4EnXB+/HV0lZnXciQD6VxRZQK81G0iW38ycut3RamCH3Kk+u6V+CFPDv4Zi2RbJMQwbifudEir7kLCa/3x904WqGQSGTdwefxuyRF0TjsSSOny7SsR9M6rc7dXeBkjibSHmFY6jp6/8cYbKCgoiHtXWlqKM844Q1uWhx56CBMnTqz2/PDDD8eGDRvQuXNn7Ny5E3v37rXfJeNSQV9kZ8GCBViwYAF27NhRraP9/e9/95qcbySb7AQCAeXxcbqZVeZQlyj8bvHIZEhku0Jn8pUN3kTrIBkTsm4ablsATpYRP/nx+LK686v8nLZQnMqViu1LLyCHUvG4sJOfji4x5EjGtkyi/dKprhPpr35lSAZ0xr+q3H76nmo8imOKExvqWzJrUSp3JlJNLDOB7Lz22mtSsnPWWWfVmCx+4Xkb69Zbb8Vtt92Gfv36oVWrVgk18N13343//Oc/WL9+PfLy8nD88cfjnnvuScunKMgnQFYebiIF/O9hu4XVUbQqBScqPz++J16e677XzTtZpnSCX9+eROrLbYvKT14qUuNVmXPl4EUZ+W0XVXwaR/SpFYKfbzqlus/yuvJCXJyIqFcZvMTx47/jtZ2d+o/TM/G5XxKkqnuyyFvWoZOzsm+MpZrcJ2Mey3TUq29jzZw5E7Nnz8Yll1yScOaLFy/GlVdeid/85jeIRCKYPHkyhg0bhrVr11Zjj6kG+eMQ+P6yH6LjB17N7ioFmCnObF7gZeWrsy3oZ8LXzV+MJ1MyulsbulYlJ6Xito2RCIHzM4E7KTUZedBNw6ksqvCqMDr56sJN4esQpUS2O5JB+hIdU7oWUR25VGGdiBkny6FQKM5Zmf9LNeo64alXZKeyshLHH398UjKfN29e3O9Zs2ahefPmWL58OX73u98lJQ8dkOVGJDU0OXtddfrt8DpK1+uE7UWp6MbRlcMLUuncl+q0dKwuXomPznN6p2NJEOMkQ5l6zcOLFYHKI1N2uhYXMa4fnxId2XUJq0pGL0RBR8Zkpp8Mi6iuJYjXsW67iunT7/z8fPtOHtVVBwb+UNsW0gTPZOePf/wjXnzxRUyZMiXpwpSUlAAAGjduLH1fUVER930MfjV1IqCj5BzcKVKEzspRl3DorL4SWS2kwlyeqfAqtxPR0zHX+81bZRFSTfY6eSRjFe0Gr34mOjL5tRo55aFqt2TUBSdgqjbyamF0s1z5sTLK3uk+l6Xjtc0SsRqprDBu7crHEz3Lzs62L4YtKyur1VejZILFvl5ZdsrLy/HUU0/h/fffR8+ePatdKvjAAw/4EsSyLEyaNAknnngievToIQ1z991349Zbb4175mevn0N2+oqUjdseeCKrI13IFKHXuMly3hXTkqXvZZXLw3mZ5HXJX00QPV0S5GXFn+iE5rbyTVa6NQm/Wx+J5KXjd5Nsq0ki4byG9ZuOE3lJpax+FxzURrm5uQDkN3j73QJXyVFXt7LqFdlZtWqV/S2K1atXx71LpIGvuuoqrFq1CkuXLlWGuemmmzBp0iT79759+9ChQwffeQKQnrDyi2R3cq/bIU6kzOt2lheCl2zlDOgpGhn8OGnq5iGbEHWsfDppq96nYjXnpw+lavL2surXJe9O/cmPrxCPLwuv64fkJJ+Ylk78TFOoOn1a12KU7LmUuyPk5OQgGo3GfX9LDGsIjxz1iuwsXLhQK9yPP/6I1q1ba1lexo8fjzfeeANLlixB27ZtleHC4bD9jZRkIBD49ciruIXg16chERO9TD4dEpIqM3eiSIclwA/J8KOkVO3ipBT9IBWkjZ4l6ueTSF3y+Dp90s3ypWuF9WuN8UK8E1GWiVpGUu1v53fbkf/WHSM6c6mqDzlZi+kaESI6KmWd7i0jGdK9lVWvyI4uunfvjpUrV9pfJ5XBsiyMHz8er776KhYtWoTDDjssVeJIIfsaL+DdgVQFXeLjZVCLz3Q6v6goZNt2TsokHSuURFevum3lZ/JOBXFM1WrdTdZkOyr7WdGmitClIz+ZYzU9100rkT6QbCurV4ulKp6Yhtf+LgvP06F+50R6eVz65ER2djbKysri7n0if01+ossP6qJ1x5AdCXQ6yJVXXokXX3wRr7/+OoqKivDTTz8BAIqLi5GXl5cq0QDEW3XE5yK8TqQ6aXi1ALiF9zKoYrGYp+2eZK4kvPjxeM3bTxwvWweqVaofuFkgkk0Y/Fo0CMkmRV7glJ4fEuFVoev2K+ojTsTSK2FM5cIj2cTI7Z2sTF6tU27WVT/jJzc3F9Fo1N7aIoRCoYRvYK5rhMeQHZ944oknAACDBg2Kez5r1ixceumlKcuXVgB0CRXvjMlYVekMuESsRE7vE/UbSDVSma/b5KtrNZMpv0S3bNzkU4VNlpVRFcdLf6npSdsvEfe6kEhkC8spvB+riC5p1UkrGfNPMser3zz9OA97WcQAvx5UicViqKqqst+LVh4/qEuEx5Adn0jn3iPfyuEm0ES3IWTPEu3oiVgqEqnjVG2t1DREEgp4UwROSjLV5NKLckskfb9x/SDVfiWJEkEVSfFLbhPxCePWEF2/pJr0y0sGUkHs3dJVkWS6RJY7LtPzVH9jSwfpzt+QnVoGrw7Ibki21SVRJENBihNvIrIng3zpbmXwuvZr6dHJ0y2OyrdAfOclzVRBR5H67U+yVXoideE1Xz/ESscCpEOWk7H150SA3OInw2LllpcOQUmmhdsPZMRRhUAgYN/Lw8ct/7xJTRKOdJMbEYbsSFCTit1PnEAgYPuukKx+ZE7Xtkwq4+qmlylbZn4melkYGWlym7S9KCnZb10imIzxpGO9SDWSaXl0ykOVvh+/LlUeiZJllSw6fS4VBCKRudRLujrl5uGSBbfFD0d2djaqqqri5gGy7rilpUo/WWMunQTIsqp/TDXTCJkKaXVQThf46pI6Ie/IXnx4krF/LiKT684rnCwFfuKlEk5KUnzmpT2dFKxuOWXWumSb/UWkYrspUYLsp8yp3AJ0ksktnE5/0LG6pRt+FD//368vXTLgJHt2djai0SgikYj9zO92Vqa2nVfUZsuO5+uHFyxYoHz36KOP2n+vXbs24Qv/UgHZ9oK4rcVNmNwb36+yqo1ERyYz1ZNTfdUV6Ciwmi5zMvPi8qeyDKo+4yab07tEZHeL49e6oSNTIiv5RK28MhLlVWYvde5FZi/hVHOwk/xOZXcDfSBa9J1yuj9OVbfJGGfpnmNlZUu3TLrwTHbOPfdcLFu2rNrzhx56CDfffLP9u127dsp7bNIJ0RHZj/9EKhs5UX+iRMqTSLpe5c7UgSJaTpJl3UhFOf2mWZM+H17b2C/ZcIITQU80b5UsusrX73zilr4szWQSRJXSU+Xplp5TOdzyVMVJRtm507IY18+CL9PmO6+gxb/4rzbAM9l58MEHcdppp2Ht2rX2sxkzZmDatGl4++23kypcquF1cqlJBe2H9PjxPXJadeuuyFXKU0YcMvlkF58kvba1l5VlsqCqS9EPzY91heCkWPyk4xYm1XDaok60f+oQAvFdMpHJitTLeHIjRzW5uKB0+J1siZLk2mgVIdRmsuPZZ2fMmDHYtWsXhg0bhqVLl2Lu3Lm466678O677+L4449PhYxJhTiZ0T0KXuHE8p3CyiZYVRhVPKf0+HPLSp5TXCLIZIJD8GPZkk16qXa+VeWvIqtOcRLNM1nxa7p/JCs/sb11/PfovV8ZVPNObVOaIjJRflGmnJwcVFZWxvnsJMsaqNsfdH1EU4Xa7LPjy0H52muvxa5du9CvXz9Eo1G899576N+/f7JlSwmoY1GH8fPV9EQmGD7ZuTlCi1tuTmFl71VxuQxOZUiknE4yZhr5qWmLgkzh+TGvi6vdVJCbmoCT4si0vgJU3x7xM068KDgZknWiSWfhpEpbN54sjWRv1TuNKb958THGLTyWZdn38CSLfHC9lIl9nlDnyc4jjzxS7VmrVq2Qn5+P3/3ud/jss8/w2WefAQD+8pe/JFfCJEIkGER0/E4Ifjol307QsdzI3nmx8oiOdV7fUxiniS4VCtXPdotuWm4mcae20c3DKZ4qrK7idCKzutCRV5zoUzEJu5XBq4KtiZWvjGj6gR/FlomKUJekJnNrycuWkl8CIdtm4v47si+mJwInS3ymtHudJzsPPvig9HkoFMJHH32Ejz76CMChBqlpsuNlANEkRZ1K16qTrI6m2sLSyU/V6WXkS1TUbuZ2NyuM26pDpWBU6frZMnKDlzgiwZPVhZ/0EkWqy+0UR/UslRNZMkhbKtNLVI5MsKp5Je2yuH7qU5yvkl0XfuTRKb8TieVlStaNyn7nyHShzpOdjRs3plqOGoGMpSdqTvXiayNTpLqTgRfzrIoQOcVzIkB+LRvJCKuKqzMZuIVN1Gzspx29pp3s9JL5TiesF8uMrD10y1/TK18na6sYxs1ylUzZnayYbuFVYRPpg6lW2l4sH251reOHwxfK6SbV6YBlmUsF0wZdK4iso3PLjheGTdtQTjLJCIaOVUZHBl3lJNaDzLojqytZvTmtEFVtoKvovKw+dduJl9lp28GLFU3HeqVSHk5WNyd4scKpZE0WmfET3+tqWqc+3fqfztak0zNVGiqI40snH5Xs6UQyCXZNlNmPnCrC4zRfyRAMBpGdnY2KigrPMuggU4lUbbbsaO3jTJ8+HaWlpVoJfvbZZ2k/gq4iFtzs6GTVofjE4EOhkH30UJYuhREVLH8nbpnJ8ndKn6cdDAarPaM8xLy5/FxGMS0xTVEmno6Yj1s7uP0T09OZDGVp8DKI6cjydUpbrAtRTgCu9eAmh1MdcYj56kCnb6ea6HhJR0cu3b4iq29ZPqpnYjydZ2Jc3bKmGn7y0m0Lp7h+8/YqW6LjwgvJoby4dSOVd8nVZD/RRZ0/ek63IZ933nk444wz0K9fPzRr1gwAEIlEsHbtWixduhTPP/88tm/fjn/84x8pFToRWJZlK26geodSOb/JlF00GlUqbSJW9JznzyF7p3pGA00Wjg9E/lvMkz5ox9+prE88PVEep8ndKZ4KbvnyME776rJyuMnAw1Ld8Ambx+VEx8kqIJtUVWXgfUYmE/12syzptI0TVMRBd4XulpeXPuGl/XTj8+eJbI/p1KlYbzL/QF0Loyxvp7iptgiIY8NLnGTkK/vt16dIJz3Z3ETvQ6FQRnwNvaZQmy07WmTnH//4B1atWoXHHnsMF110EUpKShAKhRAOh3Hw4EEAwDHHHIP/+7//w+jRoxEOh1MqdDIgIwri35xU8I+G0nuyclDn58SGPPZFpUjv+Xe4VBMYV5riqkK0PJB8lL4Yl6fLB6dYdnHfmsvhpPg4dCZk3TREWXTyckuPwqvqxy2u6hl/57b16Ja3U7ncfET8yi0Lq+tTolKAifQBVR6Urg5BUBFQL4pSbE+nciRz+9BvfKe+Lj7XgV9So0vWvObhJ99E0xSf88VJIs7KuuMrU1DnyQ4A9OzZE08++SRmzpyJVatWYdOmTSgrK0PTpk3Ru3dvNG3aNJVyJhWBQEC67cTfA/FH07nCp9+0bUIEhL+jv4PBoP0hOXHrSSaX+Fv2TLQwycgUJ2BiGpyAiTJTPCoPpUX5qpzTdC0RMrj5OMiInyx/r9YjXkZZGP5MRWBUBFEFVTnEMoht4pau7oTphbSKMrnl6YdcqZSfzMIq9kcdUqkjh1fi4UbEvRJEDi/9WRdudZJoPk7pp8Pi4YXY6fZPDr5g9boQ9AqdsV+TkG371RarlmcH5UAggF69eqFXr16pkCflIKXNt7H4FpE4AVDHzsrKQlbWoeqKxWKIRCJxZIjeR6NRRKPRuDxycnLsNCndrKwshEIhRCIRezuM5IhGozaZys7OhmVZ9rNQKITs7GxEIhF7sFE4/nVeKg+XmZteeTgAcXlycsMJENWHuN1C5FFU5KpB4LYSkCkTko3icjInTgiyiUG2RUSEV7V9JOsLYn3oKl2xP4mklD8TrX7iBCOGl+UjknLZe6eVt5tCl8Gp7vjfsvRUbSezlIiLDll/krWTCBVRAeTtk5WVFdf/KFwi1hwVgVa918nHLa4sLS8Ky62dVWFVebqVWUV6eXinfiOL49TPAfk2NZeVz9Oi/F5Rm6w79cKyUxdACly2hUX/ZO+IvHDFnpOTg2AwiMrKSluhEOnh5CYajcY5KNMz6txEkviknZ2dXW07KhwOxyl7IjF8QNJkLLv4ijsWE3jHFbceY7FYtUuzqHxUJq5sZBYOpwnQqwmdZFcpeP5lenESFYkblZu3J/0tvuPp8HQ5MeXPqO54PG7uFsOI9UjPZOWjNMlPQAwjc2QWiZJIFLy2hwoy5aFSAjLFxMsjaz9OysX8+FgQiSvVibgKJ6gssqpyOflq8b9V+Yll5ONcVk/i4sGr9dINTgTCC1R5uRFqmaJ3Ikgy4iP2X9kzUR5ZGLEtnEhdIBBATk4OysrKlAvBZEA1ftJlTTFkpxYhFArZVhVAbnUBflVMNGFmZ2fb4YhQAIeICYXhTJ+v4PkgIMsMWYf4AFYpxaysrDjlGolEkJOTE/fbsizk5ORUU4xUVj5YiayQkqD3lA4nK1Q++k3ycciIokwhU1xxf1umPLgMXGmo9sZFgsAJGI8vtk1lZWW1d5SWk18V/aawogWA/5b5dslOxpFMnPxYllWNLPM6Esm7WJ9OliRZncuUvcpy4aRMxXi87GJ8se+Ibc/D0lgAEEdwqYyidVQktGKaRN7FuuSHD2Rb1ZS/qm651VdWfifLgRMJFQmCDqHhcCJqYjuLcriRFFX6qjxk73kYJ6KsIjiy+LLx4JS/mJdT/KysLHve9AuvbZhOGLJTi0DKjE+CImji43FESwqRA/FIuthxKZ6YHgB7i4o/FyfBcDgclybfTgPilS1X2jJFyBWGqGDouVg+mbVC9PkRlYBYTl6voqKQ1ZnqGSeNnDRxYiDWiypfUopE5pwUFQevb056ZfHpmbj9xdtJrFdeflGp8DojwizKKf4tpsGVtiwcB8VLBtlxiiNOllweXl9kYeXtIxJDTkJFYs1JqIq4E/gY4+OGyyojkvzwgIysudWXGE5W3yqi4ZSuLD0V8dGRWTXfiWnoll8VRkW8RdKpkkdFsGW/eZ+Q1Zk4TmgxSGRZlFEXXtoz3TBkJ4MgY+McnOzwVTyPKyoxroj4ak+VNt/+cSJTNIHTMz5BkwxkUeJKOhQKoaqqyh7kOTk5cZ2QntMqmHdGXnYKy5WBWB6RXIgDXrW644qcIG7F8DbidS6DSsnRRBONRqv5U3D5KC53FrcsK66ORIUpyk5yc4Ing9sEK3tGbcL7jmgN4mmLK0pOcHVWy7KrF0R/qGSRHR7OadtGloZYFnHRQHXEFQ7VA1ltxJOKPP9YLOa4lcjrgca2SJhlliUVCaM0RaIr/pbVnUigdOtPRmLFtEXZxLA8Tae8eBoq8uZECHTIjRhOZq2RlcVJZg4+7nh6MhJO1uGaPn7uh1QlA3yM8Ge1AQmTnX379uGDDz7AkUceiW7duiVDJt9QrYI4srOz7a2r7Oxs6XYLt+QA8f4xNOkBv/q58AkQQNwWBR8wIsEgpcXTpvzEgSg+o1UmX/kSYRBXnCSPTC4qC9+64WSLttFEcsKVi2xlLk5ATvvZqgmck0HR6kT/03OqR94WfCuD3nNyU1FRYSsnfvFiVVVVnNM4yc+VG1nYysvLq+VRWVlpk1JOTKkNgV9Jl7j1yEkIgbY7yQrFla2KqKoIn0rBUTjen4g08HRUK2gxLbFNVYqDl5nHIwLDCQ+NS3H7igg/xa+qqorr19nZ2XZbUV1R3hUVFXH5q7b9uKxU7+KWF29vei9aCTihoUWKWP+iPCoFww8FUDjZvCe2hWpu5O9EqIiDWD88DZEAiTKI5IG/ExeDPLwYh/cJngafH8WtSEpfthXJy8DHDCe1PB9xDHuFEyHLNNQry87555+P3/3ud7jqqqtQVlaGfv36YdOmTbAsC3PmzMG5556bCjmVcOsonAGLt//SJMjTEJ1yZRYFIH6ioHRF50n6W1Qy4tYQj0MTOg8jEh8+6GRmdZn8shWWKo5IDvhzceuEyicqLLF8PI74XrXCIr8iLg8vN/3jvka8vDQJEbijOZEVUoKiEiL5iDBxB3E+uefm5saVCQAKCwvjFDL5V/EJmvKgfEhxcfJN+eTm5konFHrOrYPcusP7Ls9bnOBJUcsmMTdyI4NsVUygPsT7gjgOxGshqIy8z9I/an8ePz8/315xA7+S/by8PLtclGdBQYF9spHSJsJCccmKxretgV9JqNgHxO1py7LsLWGZ8znJTeSH9xVOPmW3uLtZFEQLNf+bE1MnkuRkoaG/OakjmcT+Q387LY7EfkOWbSB+/Iqy8oWIuHDgZZS5DojzeiwWi/PR5PMtz5/mhry8vLh5qC6jXpGdJUuWYPLkyQCAV199FZZlYe/evXjuuedwxx131DjZ8QJurgbkK10xDE22Yliu+IH4BueTg0rhqMCtKjTwRPO7+EzWAUVQPJnlQLZSlsXn72SWGl5vYjynlY+T1UcWliZ++s23DsW64BMpESeyGtBzfhKNrgIQV/g8DfpdWVkpdZjlViZSkPSbkxCaHMWtNHECprD0jpSimC8nUCJ4eqKVULTmUJoi0ZEpBrG9RSIjykDp8PHElaBI9Hh4WsHzOgoGgwiHw3H9i7crJyacqPC8ZCcbxbok6yZfDNGpSdnKn/oYJ+AETgQ4Iefp8HTFbRWSn5dV7C8iZGRX1T70Nx+7Mtll1iIZcRGtV6KFmcsmtpEsXXFbki9UqK75GKYwnBBR/6JFhrhNLbaJ7JoK8tcJBA6dlo1Go7b1UAeqBYRsYZspqFdkp6SkBI0bNwYAzJs3D+eeey7y8/Nx+umn47rrrvMtyN13342bb74ZV199NR566CHf6ThBXDE6fddE7IiiFUJU3iofDq6UdE2dtBJ0isMnLJFocfnFlR+dxKI4PB9xspQNNJkVhk9Yoiz8mYxMiWRC3KIRZeL1TwSBT1oURjYR8y0IcWIXTdNkZZHJy4kP71OikhG3lkTrlLg1J6sXmTWDK0LaOolGo3HpEcRVvMxSI1t9i2WRkRNS6GI4eqdjcZD9zcmvmIZIHLjcIqEQT7zJysQVn5tVgPJSWSSp/iktCsstARRP7G8E2ZxE7eu00ODPxYWZaGXhzzlk1huVVUfcnhPHnFhn9L9sgSQ+p/DcukLlk8kjIyiiPJzQin2ZykN/BwKBuOs1eD3Ixo1lHXJUDofDqKiokM5zTgtJsT4yGfWK7LRr1w6ffPIJGjdujHnz5mHOnDkAgD179tjmXK9YtmwZnnrqKfTs2dNXfF2oJhgn8MmLr8x5A3MzOoA4xSsSAXFC4KDBROmREhdXsxRXRnL4vTrilguvA5miosHNJ2VZfJHAUL3IFC0vM7cucTImW4ny57J2k02uFFa0LsjIDb9sUXzO24DqRcwfQNx2FycifFskJyfH/i0ef+YWH0qbT7qyyVqUg/IUj8vL6kuEWK8yUsTDimmJK3wZuZFNhColy61mFI9PrlyZy9IXtxi4chKtN/y6BV5+sf+IdSHrq5S+aCUQ5wouPycLvD6c0ufWCLJciPUriy9boBB0lLBqnhLjiXMe/a0iylxmGUkWL0QVCRaFpfT5XEN1xOuMpyNaiWSnWvmVD9RPxHEIwF5okA8obW+K8ENkZPNqOlGvyM6ECRNw0UUXobCwEB06dMCgQYMAHNreOvrooz0LcODAAVx00UV4+umncccddziGraioQEVFhf173759WnmIA1K2OhDfA782Iu/gfG+WTntQPOBXxcUHE8nMzah8C4Q6UCAQsE2jtMdPypJkJlnICZMmAJFwkRxkvqfJnfwYCHwlLSoWyosrN9W+NMkrWz2KxIybmPmqTlwp8m03GVTWLTFv+ltUgFROGWniWyYEURZuXeETJm9n/lu20qX4/Fg1txzIEAwG7X7CZeEEip6ptjhlW2WA88QlWon8TnKihdUJoiLk/YZb90TIThbKZBa3piiuuJ0oLjioz3GyKbYxxSOHdZkMolKl9zwv8Z4mikdhxHlKbFuepludi2OYk3MxHdlWGgefbzjpFC13IuGg5xSHfN5oi1m8/oGPO7645H2A+opsDPMTr1Sn4mKIZOALX56HZR3aRs7NzUVpaWm1evVDdDKJ5BDqFdkZN24cjj32WGzZsgUnn3yy3dE7derkSlZkuPLKK3H66adj6NChrvHvvvtu3HrrrXHPVCshGWgwEBMXSQixfxqMNGjoxI1oVq2oqIhbxdE7Oo1BA0mlcMSjw5Qm3x/ev3+/7RsQjUZtkkODX7ay4+SJLDWclBFpItLFn3OFyy8sJIiTErcEUTqiMpStHsVtKTEuD0eTj7iVIypfngaXiytLOhkF/DqB8bhE2qgO6ZmoPPkkyydY0dHXi5LhEOuc1wWf3EXLhhtUiolkFfOmsDIroggZ0RV/cxIrEi1RDln6IjGRxZM5AcssiDLrppgfl1EklyIRk5WHL1AonMxiyUGLHP6bl4+XUUZs3OpTh9hycCsVJ3N8IcE/X0Pvg8Ggbe3n8ynJT3MJtQ8fJ+K8SXUSDP561DsUCtm+MnzbCYC9mOR5y67xIOdzoDoRo7YTF4SBwK+HGCg/WlQWFBRIyU5dQb0iOwDQr18/9OvXL+7Z6aef7jmdOXPm4H//+x+WLVumFf6mm27CpEmT7N/79u1Dhw4dtPPjg01mCudmT9H6Q8SArxq4kqN0RAXICRUf1DSYRSJAEwdfUVVVVcVNqpQPTTA0OXCTPIXl5eMmcJ43ycc7smh+pjC0uhKtKTS5udU/hZVN3DxN2YTNFRafeLhpmuSlMvLy8JMd1J7UFuIqWKxL2Xdw+DMCtRUpR+6gTGmqtpyoTfhWJD3n7U9WIJWiFq18Yh4yyPx9CE6WUC/gVj5uCaR+yfuQaD0AqvsDcXLD5aPxI45F7qTMraGi5YbAT/8QSRblE/ujzNlZJKUiOeFwGkO65FYsB8094vUR3KrpJo9qe4z+Fy2NnAjxdhUtqVQXdLJQJDh0eoq3NTl1U9p0vQCPm5+fby86xS1GcbyLFjFedtFaJxJXik+LQ5IlGSeznMZcuqw+sgVpJlqgZNAiO5MmTcLtt9+OgoKCOLIhwwMPPKCV8ZYtW3D11Vfjvffe0/b1CYfD1b7hpAuuYGWTD4GvPnk80UTKT8fILBncjE3KmMeno608X8qPh+NWFhp8fFKgvGhg8/LIFBvvrKKClxEv0Xwu1oVspSeWSWYpkMkpWmWoDvkkwxUYhZFN7mK6oiM2TcCxWCyuLWSrXnrGfWvE7Q8xDG8frri5dUIkEbKtSJJR7LN864vSlvVdXv9i/xcJP7Wh2G+4nLLJjiCbnHlYkbSJ1iIxvtj3xPrhz7lVhdcXV1aycgHx102IpEUk9uL1EpzM8jEg284W+70TeH1QeXiflZWDp83jcNnEvJ0sQjwet2LxfKluRKIqlpXnI7MScWstpUkETeyrnLhQfG7p4mE4IeL9QbS+cYjWT3GRo6obek+uB3URqvmhNkCL7KxYscJWCCtWrFCG87L6W758OXbs2IG+ffvaz6LRKJYsWYJHH3202mVfiYJP5GT25JO/TPFzJSF+70hmHQF+3Zriq3ueJg0afpMvvaffPH9OmDj54BMKrZTF+hKVHj0TJyBOrkQiwMsqS4PLKConXjfiRCv7W1SkfFIUFRjJJbNIccXH655W5+TDRGmJDsW8XUkm7uAo1q9Y1+L2oox0cnJEZeDWDrFf8XLziZT3Df55D1n5xXaRyShaTXh42UQn5kWQzQW0fUxyUnri1gHFFQmlbMzISCC9o3xkVlwO0eImkkjROidajbhMopLjY0jl8yULT2ny+pDVv4yUi4SH4sqUkkiqOHh6nCDw8UfhnPq4LF3eLiKRoThiu9DYEsc3XxDxMoq/RfkJssUu/y0LJ4tP45Z/gqaugc+1/FltgBbZWbhwofTvRDBkyBB89dVXcc/GjBmDrl274oYbbkgq0eHgg1ZcRXBlT/+4JUZcwQDxNwnz1QT3k6HtH3GVAVQnJPzDlEC8Dw93XBblpzQ4ceHyiJMALzPJxSctbk3i8tE7Th75YNedSGSrTBGyFbWqLTlhpXgyaw6lRYREvPCvvLwc0WgU4XA4jgCI+dOkKzoy5+Tk2Nud5FjKfQJ4WhSX37grI1RZWVm2bxWVk9Lk/YrqhNcbpcXrWnaaJ9GVqNOEx/spdzIlWfldRXxxQHGJnFJZuBWTtzulT2OM6praWryEUVTyvB5FR34ZgeXzAMWtqqqyfeyoX6gWHbStyuXgix4g3opB/1QkQiYT1YG4eCM4bWXJLHEimXYj9bwsBJmVRwbZKUhOgJ3mGz7mnYieGIfiyYgl/zaayhokzt9eIZsXdQhXTSFZZOf3v/89XnnlFUQiEeTl5eHee+/FVVddJQ370EMPYeLEidWev/322zjttNO08/Tss/Pzzz+jRYsW0nerVq3SPj5eVFSEHj16xD0rKChAkyZNqj1PBsg6QKSB+8HILBxiXHFCIgsBB1dalB5Q3UzOt6T4AKP3IkHgd2zILAucGPHJnxMxPvBVW16iAyZfnVCZxfR4GlwmUVYOVf3ytHk9ylaV4kTO0+KnyLjcNFnzOiInc65QifQAhyaxUChUjcBQnqI1prS0NO7EXDQatZ0ZKU3qN+T4zkHKmtIk0kx1RPVbWVlZzVclFovFKWleF1R+cetNJPe8jURrj2psyP5WPeNjgi8keN1SHVG78a0k8QZckQRSPVRUVMRdnhiLxXDw4MG4vkQWS+7vYVkWcnNz49INhUK27x23PAQChxxVxW1QKo9IyMrLy6sRdE5++XOSh25u5nc6cSuqSA6JHHN5+HsRnFzJxisnw3y8c9Ih+gKJizDRgsPjyRa1omWV0uGnX2X9ii/YyIrI0xDzV1njgsFg3Dii8nHHaKoDWgSLcxctbGqL1UMXySA7V199NebOnYtRo0bhvPPOw5QpUzB+/Hj07dsXAwYMUMabN28eWrVqZf/u2rWrp3w9k52jjz4azzzzDM4444y45zNmzMCUKVNQVlbmNckagTgpy1brpGA5u+eDTlQIMqdVoPrRUrEzcGuSaI3gqyW+2qe0SAGK6Yn/OLmTySBagVQrChVhofe8HsR6FvNzgmyy5CSP/y2mKRIgfhpOLK9ocePpUzn4F8W5tQCI30qhtuBkgcLzeqXVHu9L4gTMyyvWO03i/NQJxeFETqwXbr3jdctllVk3xLDic1kbcIhpyN7JSBInY1SH4nYRb1tep0Q4+FgUr2zgY04kjhxlZWVxirCqqqpa+1PeFRUV1UgiJ6wURyTwwCGyy0m8TJGI/YPqSVfBcMKogmihEUmNrI35AQAiZDwd0UpMz2RWcb4IEctKoAUIheNWLu4uwNPnll3+j+Th25acSPJ2IflpbBLhonmGW7+pzsT+lCjSbc3hcCI7W7dujbsOpkGDBmjQoEG1NJ599ll0794dzz33HABgxIgRCIfDmDRpEj755BNl3l27dvV0IEmEZ7Jzww034IILLsDo0aPx4IMPYvfu3bjkkkuwZs0azJ0717cgALBo0aKE4rvBaRKmZ3xClIUXiYH4W7RQiKsU/lzMW1RaspWBSL7EssjMrKLiVK3SZYpOlY/43okUiWV3ei97rrIOyCxL/L2qfLI65JA5worKVdWXaOLlz0jZyepRPMEirrDF7RBedm5RUPVZWb3KFJuqHVV1KcYX4+jUlVMaMhlkaXJiL0tP1WdlY5GTIB5WJKViHuJWD5FIbkkWFTlvZ54mKVUeXiSmsrHHw4nWYYqjIpoqawnPi8opLux4GTi5pnKKF4hy4iMSPPGkkzj/ye7yikaj9jFzIppk3eJklyxu3CLPrfs0Zrl/Iq8zSocvZPjik8vK39U1OJGd7t27xz0fOHBgNZ1+4MABlJaWYsSIEXHPu3XrhnXr1jnm3blzZ8RiMRQXF+Ovf/2r62EpEZ7JzjXXXIOhQ4fi4osvRs+ePbF7924cd9xxWLVqlXJ7K9OgUgJAvCMxQWXlEdMEqh9pV030KiUi28YS/xaJFpeTxxd/65RfBjeF56bMVGG53F6gkkc1wagIoqzNAFRbmcsUhbiVKRJOcTKk9LjyFBUtEE9+uDKQKURuVRLz5mUX/ThUxEDV72S/OWSkV0WAVQSIW8c4+HaXeOkcVzocsj7PrwRQWXjEcSOmqVMOGfmi5zxv8QSXKJOs3riiF4mfSLCcFgJO78V6EG8DlhEeXkYZUZD504lOylyJ8nbh9chJPydRnPTzOHzRQltT4ljhliEus3gAhW+P8Trk/pgyvaGzEBQh69OZAieys3btWhQVFdnPZVadb775BsChe/k4mjdvjrVr10rzPPLII3HJJZfglFNOQWlpKR555BFcc801yM7Oxvjx47Vl93XPTqdOnXDUUUfhlVdeAXDoS+i1hegQZApftRrlg5C/l01O4naLTNHK0hPl0l3t8nRoonNKQ8f8rSJT/J1YNvGZSok6pSP+7SQb/S2mIyMmvE7EegPiCQInL7LTP2J+otWGbsvlkzWRHD75imZ6XueipYCHoXR0FT9/x9/z/HjZvPQPFWR9WhVHVIL8uWxsydKSWSbE8WlZv25hispUPMosHlsWt0nEtGX3W4mKmx8s4P1R9IWh8vCyyC6vpPLI6lLHF1FFdvhzTvjFupaNNd5enMCJ1iogfjsyFArZ20NEMsjfivLkfo7k5M7bVrypuaysLM6/ilvTZD5wIuGly1sJ/E4zvmgRLVWUhmjdrStwIjtt2rSREhwZVCRchuHDh2P48OH27//7v/9DixYtcOedd6aW7Hz00Ue4+OKL0aRJE6xatQofffQRxo8fj7fffhtPPvkkGjVq5DXJGoFIUlTvRMsIh0wRyJSr+EyljNxIj+ydTCHJyAJfCYrh3VYbsklRVl5dyMLLSJFuWjIC5kZ8gOpOmOIqWCQvsgldttrjMoiWFcpHpnx5+Xm/4wqF5yMj4LJ6lCk2Wb8TyapK8XH4ncBVxFh3rIltwuM7LUBk7aMiSwTeB7i/Bn8nys/z58+5vHwxIvp6iGmL/mQyIijWr4wEOS0+nMaebFEhk43ykFkg+WEA/p63WSwWs32iuKWHPqjJHX2J9PATkJZlIRwOx5EdsraI22q838t8fThBo3rn7cetO5QO1Qu3BImEMRmkJ1OIkxPZ0UGXLl0AAN99913c819++QV5eXna6fTs2RNLlizRDg8AActjLYbDYUycOBG33367fXTyu+++wyWXXILNmzfjxx9/9CRAIti3b582uSKzJz/mKoOTohffq8KownqBjOzIJlmnPGSTom6efmXWies3fZ30EimDW1vq1rmsvVTvdGSQKX5RaVPaTnnI+raqLImQURVkMjpB7O+q/qUi07ITRmK5nZxzeVqizDxtVV2K9S2G51YiLrNT31ARcbFuZGnokFlVHYhlFPMTfZB4WcXvhqmsHpw8yMgqkREZwZR9L0sk/bLFjbhV7TbOZW0qa/fy8vK4bTc/cJuPYrEYSkpKtK0piWDfvn0oLi7G+eefH3cTPXDICvbyyy9ry1JYWIiOHTti9erV9rNwOIw+ffo4OihztG3bFqWlpdizZ492GTxbdt577z0MHDgw7tnhhx+OpUuX4s477/SaXI1AtZJxGnDie9UErTNpi2mqBpMsD3El7DVfFcTJVydtHWInW+2q8tVJV0ceWZ3pEi9VurI8ZVtKOhMjV5ZeCbBqMlX1Tbd2FBW3kzyJriZVebkREFmdOil2layy9hLDi9YISluMKyos1Xa1SiaVfOJzGYkV05A5N8v6iE4dUR4ycutE/MS8RSLCw/G64nUpG6dcDrHeeZtxGUVLlqreZWRHFk93LlONZ3Fs+rHuJHtBmCwkatkBgLFjx+KRRx7BmDFjcO6552Lq1KmorKzEjBkzAAADBgzAjh07bOvP2Wefja5du+Kkk07CwYMHMX36dGzduhXXXXedp3w9W3YyCSrLjti5uIlUdpRSVgVeFbDbxOcmo1M+KlnciJPsby9QrRaT3WUSHdg6da+yKqhWwDqTmA5kbeSWp5eVpSwfWXinPuSERPqOzjM/6YtlkhEZnXZWQRZXtjAQLUde+o2K9PN2VM1TumXxo2TF9J2sPKJcIlHjzsy8zrh/mEhuONGQWYtklji3elQtflTzhqyeZe2vamvL+vVUmLi9pwu3sU3ksqYtO+eee67UsvPKK694kuX3v/89/v3vfyMajSIvLw/33HOP7X/TuXNn7Ny5E3v37gUAnHbaaZg/f769zVtUVIRJkyZh2rRpnsrgy0G5tLQUixcvxubNm6vdKfCXv/zFT5Iph85Klt47TZSq+E7PVYNMNUmL6TmtMHTydVvl6ZIYP++dyFoicKoPNwsZh8yHQ/ZMlY8ok1O+XDb6m37LzPOqNJ3kdOufbu2hW28ivJJ9t7BexpzY5qoVuIycyCDziRMVpxhObEeZJc+pLWUKWVYe8b1O/XmFqrxOeajqh/vtAPFbWDxdma8k+fLwtEWfKd6uJDcnVLxMMqjaS+xPlJZI0FR1JPrz+SGdmYhkWHaAQx8BV2HDhg1xv9955x3P6cvgmeysWLECp512Gg4ePIjS0lI0btwYO3fuRH5+Ppo3b54RZMdpcOoqBzGMijDorJhlk5jOKtCrnKo4KqsGQaXc3SwSKuWSCguQTIE5rYBVbeNW5zLZRYLiJpMb4RHldJJd5RQvI7Je+pOTDByJElWnulC1H5fLqWxOil+nn6v6vU45eHyyUqhkEdOQKVZZXFW/VsErUVKVi4d1s+i4zbWW9avDNE9T5bQvpsfrVfRxIog3zPNvr/G6VLU/kVQuu3g6S0ZyVGNTVheJIlPIUrLITjrgmexMnDgRI0eOxBNPPIGGDRvi008/RXZ2Ni6++GJcffXVqZAxqeAKyY2o6FhDnOI7pem386oUrps8MiuSn7x1n8msJTo3iwaDQe0v23slWzptpiK1Yl46JNfpmSy+6PPglI6K8Kjiiunotr9OOK/EXXwvyq9bFi/vVPUqG5cyy66KeHkZ624y8DBO+ThZpLzOA05heRyZ3FweFfHnC0zZaSwKK+Yjy4vfMC7mJcZ3OrEqKyOHbBy6LUBk6XASV1esO/WK7KxcuRJPPvmk/V2TiooKdOrUCffeey9Gjx6Nc845JxVyKqGj7HUtErK03SZynclAFs9NZqe4KoWsM9H5yU/nHV2s5QSdQWFZlisp4t9Q0pFNfO7WXom2o9f4XuPysDrEwC+x9WL1SJYFyEkp6JBGp7i6CxQVGfFav07EStZ/kkFAneYjcWvGLc1kLMxUeTmVX+e9DDKSwsusa3X10s5OdcPJTrKRLuJUr8gOfb4eAFq0aIHNmzejW7duKC4uxubNm5MuoBvcVkXiAE+WwvdKcpzSdpMpWR3br1KSySlOSPwW00RgWZbntMQbgjl0t7K8QGUN8JK2jKg4WYvc3rlN0LptL07+yTDBy9L2EsarFdVvWJWlzAtUfcGJlPopg1PfUcnvROh085K9F/OTzRMqUqpLQMT0nOImamnUDS+Gc7K4eyU9boTWkB3v8Ex2jjnmGHzxxRfo0qULBg8ejKlTp2Lnzp345z//iaOPPjoVMmpB1QH4s2g0iuzs7LhvsCSap1/y4GXbQZVGMuTxokhEcuP0ccFUoqqqKo4QOV1G5YdQOq0OxTg6JEfV3jptqJr4nSZWJ8uEqix+iJYTkjkZJ7KY8GLtdFKyXpSV0zzkRkp0rApuRMaPNcFJPq9KWlUuJ1LA5XYjHTK5ZCRdJouTVY2HVTkX624zy+LqIpPJQ70iO3fddRf2798PALj99tsxevRoXHHFFejcuTNmzZqVdAGTDVFR5ubmak0e9IwzdaewqrT4M68rbR3oDDi+j66bH31wLxNRVlZm/x0IBJCbm1stjIr06ExaXoiMKp6XlbQXmZysbV6sWrwc9KXvZCEnJyehBYYuyZPFcSMBqRqHXtLxqiR1LBTJsMglYlHTlV8kG8lIX3zvtChxy1ckQSrS5he1hSgQ6hXZ6devn/13s2bNknYsLF2oqKiw/w4EAlLnWNXAkcHLRJOsScktD7/h6Mr22gTLOnR7KXBIyYq+Pakoj5sFSCcuIZV+VTJEo1H7iK+XeF5QVVUl9ekKhULV7uxwk0HXauK2PSI+d1qxU1qyVb6KqHiZA3SeeUUyCatqQegVsnHiVvc6xMKN4PN8xPR0FhFusonhnfqEnzt3MgmWpef8nYlIzn5OLYZIZGiCkF0+6CVN2cSbSoWSCGQDni7Fqo2g8ohfbFYpVqc0AH0Ckso2TSYxFr8SLds6SCZU6YvboG6O5zr5EFJBGnXIkyqsH3l0F1X8e02ERD5TIEL8WjhBbC+nMrtZT0Q4kRAZ8eThVNY/N8tRIsTTiUjzb2xl0rzvB/XKslPXwb9MzQey10lYRng4/O7nJgonKwQNxlgsFlcPtRUyZQrIt/GclEsiSjQR6Gy5qLYE+DPxDphMaVsnWXS3lrxux2YK3NrSDfzkUSQSSWmb6qYts6KqSIaXLVYZ3Mipl3xl6SXaf2jMyYhobYYhO3UQ4gAPh8O+V4uqeDWpOEXUlW0rL6Aty1AohJycHPt5TWxtqRwdneKq3jmtamXP+FZtJoMrbZnfVV2AF6XqtMWTCW0qOyjgl8B52bYU33v1TQP073Jyg2qOr6ysrJNzqSE79QA0uWRlZcVthySzQ9fUVpdoAs+EibMmEY1GUV5ejtzc3Gqrv2T7JojP3PLSaXOdMLqXOGYqyO8KUPv21ORiIVFLrC45FckN9ZPasBARDwqIpyT9EjunOGJcXSSjLlVtyvtuXYNsKy7T+yUhKWRn7969aNiwYTKSyniQoyW3DMigO3Cd9qbdJlivk4OYTzQazZgtjZoGn5RycnI8tZeOVaYmT/hw1MUVZTQatVePurdr1zbItrnJeRyoPQqFwMdXdna2vYXM38viOKVXE64ATgsVpzGdzqs4ahK12bLj2Rvwnnvuwdy5c+3f559/Ppo0aYI2bdrgyy+/TKpwmQqahKqqqqptTYj+IImuPlXHxMU8vORJ2wU6tx7XZdAqxaszdqoIqF9QGagcdcERUgRvq3T6utUE6CQVd2ytjSDFGIlEUFlZmdDCKpnjym+dyuLRuKvtbaUL/iV3/q82wDPZefLJJ9GuXTsAwPz58zF//ny8++67GD58OK677rqkC5ipEJVLqk3qKtIjC8f/F0GTT30nOhzRaNS2HugOXN3tplTXMXcorw9WOlIstWWS1e0D1I6xWMw+ql9XLAVkQab5Ujx+XVPzkNgWbpYkVdvxd/VtLq3NZMfzNtb27dttsvPWW2/h/PPPx7Bhw9CxY0f0798/6QJmOqqqqpCVleVKMlTw4rjq9t4tbm3340gliPAAaudYXbN5TZ60q0tKURdE6lT3YmUKvPSB+jA2ubN8Tk5Ota0tL+nozrde3QgIbncq1Yf2kqFebWM1atQIW7ZsAQDMmzcPQ4cOBfCrD0h9RCQSQXl5uW/HNNn2V7JBpmQDd5SXl0sHME2y6TxFR6D+Vl/HHPCrX0g6VtVerKyAs9Ktqqqqd2OzsrKymhuAruNrIkf2/YITrPo8l9Zmy45nsnPOOefgwgsvxMknn4xdu3Zh+PDhAA59Db1z586eBdi6dSsuvvhiNGnSBPn5+ejduzeWL1/uOZ1MgUpRJgN+FG1FRQUqKirqxRZHMuHmcJguwlObjpLXFCorK1FRUVFjxM+LFdcpLI3N+kpYOWnwS1jctqISgdhm5eXl9X4u5dutsi3JTIbnbawHH3wQHTt2xJYtW3DvvfeisLAQwKHtrXHjxnlKa8+ePTjhhBMwePBgvPvuu2jevDm+++67Wn2yi/Zxs7KypBcRet3ikN2+zNOQrR7p//q0l5xscEulV3N7quqcLigzbRoPqg+/7eUFfkiuzBJh2vEQyN/Msizt76fp+EgmUremvdTgl1nyZ7UBASuNLXjjjTfio48+wocffugr/r59+1BcXJxkqZIDuhtEtbJTDVixObxMrpzs8GOrBv4RCASQnZ1tE9dkHCl3u/JeBE0m3K/IQI5AIBB3lYBTOMC7UtTZQlGlzR1bzdisDhpnunOeatEHJI/sZPpcWlJSggYNGqQ8H9K1PXv2rLaYiEajWLVqVY3J4heeLTv/+Mc/HN+PGjVKO6033ngDp5xyCs477zwsXrwYbdq0wbhx4/CnP/1JGp7MvoR9+/Zp51XToJWA6uZlp1uVvdzVIotbX07m1AQsy0JlZaXUaVmm1HSIjux/p3j11T/AD2ibT/cG5kQv8fRCmuriHUjJRFVVFUKhUNyBDxV0F4+Jwsyl8ahXlp1GjRrF/a6qqsLBgweRk5OD/Px87N69WzstmpAmTZqE8847D59//jkmTJiAJ598UkqabrnlFtx6661exM0I5OfnJz1N1SSbSp+h+o5wOBy3Nem0gufvZFuRIpyGYV2+kTXVyMrKsrdH3BYSOidz/N7Ua9pQHzqn7Nwu/UuGZaeioiLj59Katux0795datlZu3Ztxlt2krKN9e233+KKK67Addddh1NOOUU7Xk5ODvr164ePP/7YfvaXv/wFy5YtwyeffFItvMyyQ8fgMxnBYND121peVogqk60hOqkFbWkl2yeET9ailchYAxKHuKWsA9l1EH6sB4bs+APVs2pLMtknssSxV1lZWSvm0pomO127dpWSnfXr12c82fF8GkuGI444AtOnT8fVV1/tKV6rVq3QvXv3uGfdunXD5s2bpeHD4TAaNGgQ9682gC4Ko8HjZVWpeic+4+kbpAa0RZio34zO5M0dNw0SA9VlovB63Lw+XfaYbPBL+8R5zYtbgA7ELWWvN6rXJ3C/M6eLFzMRSfsQaCgUwrZt2zzFOeGEE/D111/HPfvmm2/QoUOHZImVMaAJj68wxZWilzsnYrGYvaWSyQ50dQ2kwAKBgPS0nS5UWyOBQMA+dWWckZMDUpqyj4mqkKjypDY0RCcx0BjQuYvMz2WeMmdk02Zq1GafHc9k54033oj7bVkWtm/fjkcffRQnnHCCp7QmTpyI448/HnfddRfOP/98fP7553jqqafw1FNPeRWrVoBWDPS1bfon8+8Afv0YYDAYjLvQjiYAmlAN0alZ0Jfixa8660DnyKyx0qUWyfLtoLRE0krbj6YNkwM67OH28WVAPb502tlY4dxRm8mOZ58dcTUbCATQrFkznHTSSbj//vvRqlUrTwK89dZbuOmmm/Dtt9/isMMOw6RJk5SnsURk8tFzNxDhoUuZQqEQIpEIQqFQ3HYXWXComYLBoH2PjzG3ph+5ubmOZFUF1Sq0rKwsNYIaADjUXuIclsgpLBkOHjzoOT0DZ5DfYyJwutajNjgjy1DTPjudOnWqNn5isRi+//77jPfZSes9O4miNpOdRLZBSKnWptsr6yr4PTxuDqwiEeJbkXRk2rRnakHtxS+wkylBp3YQ25jC0/eSaqPSrA1IlPCoTkbWVqID1DzZ6dixo5TsbNq0KePJTtJ8dgy8gSZH2c3IbjckAzBEJ0PA25H+5pY4eh4MBqtZ7Ci+uaG15kB1DcDxSLqM8Dg5xtL/tVVp1gbQQQ+de3hkUF3watpMH7K6qi31p0V2Jk2ahNtvvx0FBQWYNGmSY9gHHnggKYLVB8j2+vn/srCq3wbpA5Ec4Nc9bfodDAbjfKzI74qTIuOMXLMgYhkMBh1vxvZyv05tOpVSmxGJROx2U5EX3XYwbeYddZ7srFixwnaCXbFihTJcKm6wNKiO2tK56gui0WgceaHTWvSOW25E/x5zvDw9iMViKC8vd73wU3dOq89fwq5pVFZW2luRbiTVCbR1bKCPOk92Fi5cKP3bIHHQ6iIZHw01SB+I0HAfHPG9+Nycoks/Dh48iLy8vIQWauXl5cYyV8OgE4syHx6d03aRSMSMPx+ozWQnKZcKGiQOnQ7Dt0sMDAySA05WnC5K4/e80P9lZWWG6KQJ0Wg07mZq2T08/H4et3t6DNwRi8Wk/2oDtCw755xzjnaC//nPf3wLU9/Btzlk+9DGypP50P2kgGnLzIFIcGhL0unGc0JtmejrKshpWbww0skqbnzk/KM2W3a0yA4/3m1ZFl599VUUFxejX79+AIDly5dj7969nkiRQXXwiwPpN39nkPnQcWg1xDXzwK8B4CflANi+WOL1ArVlkq/rkJEdFegGdNN2/lDnyc6sWbPsv2+44Qacf/75mDlzpv1BsGg0inHjxmX0GfvaBqMMay9Un4Gobd+SqU+gb55lZWXFHU8Hfj1Fx8kPYD7umalQLRIDgYBpswQhc6WoLfOZ50sFmzVrhqVLl+LII4+Me/7111/j+OOPx65du5IqoBNq86WCThD3lmsLczb4FWIbcmtAbZkc6itCoZD05ByAuBN3BpmFnJycOLIq3ndVF4lOTV8q2LBhQ6mLxd69ezP+UkHPDsqRSATr1q2r9nzdunVGKScJov+AQe2DaMHhnwYxyGzwk3Pi38Yyl7moqqpCRUWFfRUE+eaY9koe6ryDMseYMWNw2WWXYcOGDTjuuOMAAJ9++immT5+OMWPGJF3A+gpdR1eDzIVoHTCTbu2A09gzhDVzId5mzheMtUUhZzpkHwKtLePBM9mZMWMGWrZsiQcffBDbt28HALRq1QrXX389rrnmmqQLWJ9RWzqRgRri5z8MMh8qJ3NDWGsHuDWObis3ZCc5qM1kJ6EPge7btw8A0rZPV1JSgoYNG6YlbwMDXfBjzAa1B8Z3rvaCX9Jal0nq3r17a8RvlXx2cnNzpWSnvLw84312EvoQaLoLtn///rTmb2CgA6MkayfqspKs66gvY27//v01ekinNlt2fJGdf//733j55ZexefPmat+D+d///pcUwXTQunVrbNmyBUVFRa7+Lfv27UO7du2wZcuWtJO0TIOpGzVM3ahh6kYNUzfOMPWjhk7dWJaF/fv3o3Xr1jUqW7LIzu9//3u88soriEQiyMvLw7333ourrrpKGf7hhx/GTTfdhLKyMmRlZeG8887Diy++6C1TyyMefvhhq7Cw0LryyiutnJwc689//rM1dOhQq7i42Lr55pu9JldjKCkpsQBYJSUl6RYl42DqRg1TN2qYulHD1I0zTP2okYl1QzIFg0ErFArF/QsGg57k/ctf/mIBsEaNGmW9+eabVu/evS0A1scffywNv3jxYguA1bt3b+vNN9+0Ro0aZQGwrr32Wk9l8Oyz07VrV0ybNg1/+MMfUFRUhC+//BKdOnXC1KlTsXv3bjz66KPe2FYNgfYcM31fMR0wdaOGqRs1TN2oYerGGaZ+1MjEutG5027t2rUoKiqyfzdo0EAqf2FhITp06IA1a9bYz8LhMPr06YNPPvmkWvj+/ftj5cqVcV+o7969O7Zs2eLJlcXzPTubN2/G8ccfDwDIy8uzM7vkkkvw0ksveU3OwMDAwMDAIIORk5ODli1bKt9nZ2eje/fuaNeunf3vjDPOqBbuwIEDKC0txYgRI+Ked+vWTXp/HwCsX78e3bp1i3s2cuRIHDhwAAcPHtQug2efnZYtW2LXrl3o0KEDOnTogE8//RS9evXCxo0bM9pRKRwOY9q0aQiHw+kWJeNg6kYNUzdqmLpRw9SNM0z9qJGJdZObm4uNGzdW89EllJeXV3sns+p88803AIBOnTrFPW/evDnWrl0rTbusrAzNmzePe0bxv/nmG/Tu3VurDJ7JzkknnYQ333wTffr0wdixYzFx4kT8+9//xhdffJHRHwINh8O45ZZb0i1GRsLUjRqmbtQwdaOGqRtnmPpRI1PrJjc3F7m5udJ3XrfbZE7OToeMxHd02o5fMeAGz2TnqaeesjO6/PLL0bhxYyxduhQjR47E5Zdf7jU5AwMDAwMDg3qALl26AAC+++67uOe//PIL8vLypHHy8vLw888/xz3btGkTAKBz587aeSd0qaCIrVu3ok2bNslKzsDAwMDAwKAOobCwEB07dsTq1avtZ14dlI866ihs3rw5tQ7KMvz0008YP368J5ZlYGBgYGBgUL8wduxYrFmzBmPGjMFbb72FPn36oLKyEjNmzAAADBgwAIcffrgd/r777kNlZSX69u2Lt956C2PGjMHatWu97yTpnlHfs2ePdeGFF1pNmza1WrVqZT388MNWNBq1pkyZYuXl5Vn9+vWzXnzxRU/n3g0MDAwMDAzqFy644AIrFApZAKy8vDzrkUcesd8dfvjhVnFxcVz4hx56yMrLy7MAWFlZWdYf/vAHz3lqk50rrrjCatu2rXXNNddYRx11lBUMBq3hw4dbgwcPthYtWuQ543Ri5MiRVrt27axwOGy1bNnSuvjii62tW7emW6y0Y+PGjdZll11mdezY0crNzbU6depkTZ061aqoqEi3aBmBO+64wxowYICVl5dXbTDWRzz22GNWx44drXA4bPXp08dasmRJukXKCCxevNgaMWKE1apVKwuA9eqrr6ZbpIzAXXfdZfXr188qLCy0mjVrZp155pnW+vXr0y1WRuDxxx+3jj76aKuoqMgqKiqyjjvuOOudd95Jt1h1CtrbWG+//TZmzZqFGTNm4I033oBlWejSpQs++OADDBw40Js5Kc0YPHgwXn75ZXz99dd45ZVX8N133+H//b//l26x0o7169cjFovhySefxJo1a/Dggw9i5syZuPnmm9MtWkagsrIS5513Hq644op0i5J2zJ07FxMmTMDkyZOxYsUK/Pa3v8Xw4cOxefPmdIuWdpSWlqJXr14Ze8FqurB48WJceeWV+PTTTzF//nxEIhEMGzYMpaWl6RYt7Wjbti2mT5+OL774Al988QVOOukknHnmmXEX7xkkCF1WlJWVFWf9yMvLs7766qtUELAax+uvv24FAgGrsrIy3aJkHO69917rsMMOS7cYGYVZs2bVe8vOsccea11++eVxz7p27WrdeOONaZIoMwFj2VFix44dFgBr8eLF6RYlI9GoUSPrmWeeSbcYdQbalp1YLIbs7Gz7dygUQkFBQQroV81i9+7deOGFF3D88cfHlc/gEEpKStC4ceN0i2GQQaisrMTy5csxbNiwuOfDhg3Dxx9/nCapDGobSkpKAMDMLwKi0SjmzJmD0tJSDBgwIN3i1Blo37NjWRYuvfRS+1bH8vJyXH755dUIz3/+85/kSpgi3HDDDXj00Udx8OBBHHfccXjrrbfSLVLG4bvvvsPf/vY33H///ekWxSCDsHPnTkSjUbRo0SLueYsWLfDTTz+lSSqD2gTLsjBp0iSceOKJ6NGjR7rFyQh89dVXGDBgAMrLy1FYWIhXX30V3bt3T7dYdQbalp3Ro0ejefPmKC4uRnFxMS6++GK0bt3a/k3/0oVbbrkFgUDA8d8XX3xhh7/uuuuwYsUKvPfeewiFQhg1alRGf+4iEXitGwDYtm0bTj31VJx33nn44x//mCbJUw8/dWNwCF5vQTUwIFx11VVYtWqV+Z4iw5FHHomVK1fi008/xRVXXIHRo0crP6Fg4B1JvVQwndi5cyd27tzpGKZjx47S665//PFHtGvXDh9//HGdNBt6rZtt27Zh8ODB6N+/P2bPnu3pSu7aBj/9Zvbs2ZgwYQL27t2bYukyE5WVlcjPz8e//vUvnH322fbzq6++GitXrsTixYvTKF1mIRAI4NVXX8VZZ52VblEyBuPHj8drr72GJUuW4LDDDku3OBmLoUOH4vDDD8eTTz6ZblHqBDx/LiJT0bRpUzRt2tRXXOJ7/IbGugQvdbN161YMHjwYffv2xaxZs+o00QES6zf1FTk5Oejbty/mz58fR3bmz5+PM888M42SGWQyLMvC+PHj8eqrr2LRokWG6LjAsqw6q5PSgTpDdnTx+eef4/PPP8eJJ56IRo0a4fvvv8fUqVNx+OGH10mrjhds27YNgwYNQvv27TFjxgz88ssv9ruWLVumUbLMwObNm7F7925s3rwZ0WgUK1euBHDo+yyFhYXpFa6GMWnSJFxyySXo168fBgwYgKeeegqbN28238cDcODAAWzYsMH+vXHjRqxcuRKNGzdG+/bt0yhZenHllVfixRdfxOuvv46ioiLbv6u4uFj5XaT6gptvvhnDhw9Hu3btsH//fsyZMweLFi3CvHnz0i1a3UHazoGlCatWrbIGDx5sNW7c2AqHw1bHjh2tyy+/3Prxxx/TLVraMWvWLAuA9J+BZY0ePVpaNwsXLky3aGnBY489ZnXo0MHKycmx+vTpY44Q//9YuHChtJ+MHj063aKlFaq5ZdasWekWLe247LLL7LHUrFkza8iQIdZ7772XbrHqFOqMz46BgYGBgYGBgQx12yHDwMDAwMDAoN7DkB0DAwMDAwODOg1DdgwMDAwMDAzqNAzZMTAwMDAwMKjTMGTHwMDAwMDAoE7DkB0DAwMDAwODOg1DdgwMDAwMDAzqNAzZMTAwMDAwMKjTMGTHwCBDcemll8Z9QHLQoEGYMGFC2uRJBjZt2oRAIGB/asMPdu3ahebNm2PTpk1Jk0sFUd6vvvoKbdu2RWlpacrzNjAwSB4M2TEwSACXXnopAoEAAoEAsrKy0L59e1xxxRXYs2dP0vP6z3/+g9tvvz3p6dYk2rVrh+3bt6NHjx6+07j77rsxcuRIdOzYEcCvhIT+FRcX47jjjsObb76ZJKl/xdFHH41jjz0WDz74YNLTNjAwSB0M2TEwSBCnnnoqtm/fjk2bNuGZZ57Bm2++iXHjxiU9n8aNG6OoqCjp6dYkQqEQWrZsiawsf98gLisrw7PPPos//vGP1d69//772L59Oz777DMce+yxOPfcc7F69epERa6GMWPG4IknnkA0Gk162gYGBqmBITsGBgkiHA6jZcuWaNu2LYYNG4YLLrgA7733nv0+Go1i7NixOOyww5CXl4cjjzwSDz/8cFwa0WgUkyZNQsOGDdGkSRNcf/31ED9bJ25jPf/88+jXrx+KiorQsmVLXHjhhdixY4f9ftGiRQgEAliwYAH69euH/Px8HH/88fj666/tMF9++SUGDx6MoqIiNGjQAH379sUXX3yhLOsDDzyAo48+GgUFBWjXrh3GjRuHAwcO2O8vu+wy9OzZExUVFQCAqqoq9O3bFxdddBGA6ttCe/bswUUXXYRmzZohLy8PRxxxBGbNmqXM/91330VWVhYGDBhQ7V2TJk3QsmVLdO3aFXfeeSeqqqqwcOFC+/28efNw4okn2nU8YsQIfPfdd3FpfP755zjmmGOQm5uLfv36YcWKFdXyOeWUU7Br1y4sXrxYKaeBgUFmwZAdA4Mk4vvvv8e8efOQnZ1tP4vFYmjbti1efvllrF27FlOnTsXNN9+Ml19+2Q5z//334+9//zueffZZLF26FLt378arr77qmFdlZSVuv/12fPnll3jttdewceNGXHrppdXCTZ48Gffffz+++OILZGVl4bLLLrPfXXTRRWjbti2WLVuG5cuX48Ybb4yTXUQwGMQjjzyC1atX47nnnsMHH3yA66+/3n7/yCOPoLS0FDfeeCMAYMqUKdi5cycef/xxaXpTpkzB2rVr8e6772LdunV44okn0LRpU2X+S5YsQb9+/RzrpaqqCk8//TQAxJWltLQUkyZNwrJly7BgwQIEg0GcffbZiMVi9vsRI0bgyCOPxPLly3HLLbfg2muvrZZ+Tk4OevXqhQ8//NBRDgMDgwxCmr+6bmBQqzF69GgrFApZBQUFVm5urgXAAmA98MADjvHGjRtnnXvuufbvVq1aWdOnT7d/V1VVWW3btrXOPPNM+9nAgQOtq6++Wpnm559/bgGw9u/fb1mWZS1cuNACYL3//vt2mLffftsCYJWVlVmWZVlFRUXW7NmzvRQ5Di+//LLVpEmTuGcff/yxlZ2dbU2ZMsXKysqyFi9ebL/buHGjBcBasWKFZVmWNXLkSGvMmDHa+Z155pnWZZddFveM0szLy7MKCgqsYDBoAbA6duxo7dq1S5nWjh07LADWV199ZVmWZT355JNW48aNrdLSUjvME088EScv4eyzz7YuvfRSbbkNDAzSC2PZMTBIEIMHD8bKlSvx2WefYfz48TjllFMwfvz4uDAzZ85Ev3790KxZMxQWFuLpp5/G5s2bAQAlJSXYvn173NZMVlaWqwVjxYoVOPPMM9GhQwcUFRVh0KBBAGCnS+jZs6f9d6tWrQDA3u6aNGkS/vjHP2Lo0KGYPn16tW0dEQsXLsTJJ5+MNm3aoKioCKNGjcKuXbviTicNGDAA1157LW6//XZcc801+N3vfqdM74orrsCcOXPQu3dvXH/99fj4448d8y8rK0Nubq703dy5c7FixQq88cYb6Ny5M5555hk0btzYfv/dd9/hwgsvRKdOndCgQQMcdthhAH6tr3Xr1qFXr17Iz8+PK4sMeXl5OHjwoKOsBgYGmQNDdgwMEkRBQQE6d+6Mnj174pFHHkFFRQVuvfVW+/3LL7+MiRMn4rLLLsN7772HlStXYsyYMaisrPSdZ2lpKYYNG4bCwkI8//zzWLZsmb3tJabLt3ICgQAA2Fs3t9xyC9asWYPTTz8dH3zwAbp3767cPvvhhx9w2mmnoUePHnjllVewfPlyPPbYYwAObR0RYrEYPvroI4RCIXz77beO5Rg+fDh++OEHTJgwAdu2bcOQIUOkW0eEpk2bKk+6tWvXDkcccQROP/10PPPMM7jgggvifJhGjhyJXbt24emnn8Znn32Gzz77DMCv9WUJPlJO2L17N5o1a6Yd3sDAIL0wZMfAIMmYNm0aZsyYgW3btgEAPvzwQxx//PEYN24cjjnmGHTu3DnOglJcXIxWrVrh008/tZ9FIhEsX75cmcf69euxc+dOTJ8+Hb/97W/RtWvXOMXuBV26dMHEiRPx3nvv4ZxzzlE6CH/xxReIRCK4//77cdxxx6FLly52GTnuu+8+rFu3DosXL8Z///tfR4djAGjWrBkuvfRSPP/883jooYfw1FNPKcMec8wxWLt2rWuZBg4ciB49euDOO+8EcOhunnXr1uGvf/0rhgwZgm7dulUjTd27d8eXX36JsrIy+xlvE47Vq1fjmGOOcZXDwMAgM2DIjoFBkjFo0CAcddRRuOuuuwAAnTt3xhdffIH//ve/+OabbzBlyhQsW7YsLs7VV1+N6dOn49VXX8X69esxbtw47N27V5lH+/btkZOTg7/97W/4/vvv8cYbb3i+g6esrAxXXXUVFi1ahB9++AEfffQRli1bhm7duknDH3744YhEInae//znPzFz5sy4MCtXrsTUqVPx7LPP4oQTTsDDDz+Mq6++Gt9//700zalTp+L111/Hhg0bsGbNGrz11lvK/IFDJ6HWrFmjdY/RNddcgyeffBJbt25Fo0aN0KRJEzz11FPYsGEDPvjgA0yaNCku/IUXXohgMIixY8di7dq1eOeddzBjxoxq6W7atAlbt27F0KFDXWUwMDDIDBiyY2CQAkyaNAlPP/00tmzZgssvvxznnHMOLrjgAvTv3x+7du2qdg/PNddcg1GjRuHSSy/FgAEDUFRUhLPPPluZfrNmzTB79mz861//Qvfu3TF9+nSpYnZCKBTCrl27MGrUKHTp0gXnn38+hg8fHrcFx9G7d2888MADuOeee9CjRw+88MILuPvuu+335eXluOiii3DppZdi5MiRAICxY8di6NChuOSSS6T30uTk5OCmm25Cz5498bvf/Q6hUAhz5sxRynz00UejX79+cSfZVBgxYgQ6duyIO++8E8FgEHPmzMHy5cvRo0cPTJw4Effdd19c+MLCQrz55ptYu3YtjjnmGEyePBn33HNPtXRfeuklDBs2DB06dHCVwcDAIDMQsLxsVBsYGBikGe+88w6uvfZarF69GsFgza7XKioqcMQRR+Cll17CCSecUKN5GxgY+Ie/a0wNDAwM0oTTTjsN3377LbZu3Yp27drVaN4//PADJk+ebIiOgUEtg7HsGBgYGBgYGNRpGJ8dAwMDAwMDgzoNQ3YMDAwMDAwM6jQM2TEwMDAwMDCo0zBkx8DAwMDAwKBOw5AdAwMDAwMDgzoNQ3YMDAwMDAwM6jQM2TEwMDAwMDCo0zBkx8DAwMDAwKBOw5AdAwMDAwMDgzqN/w+b4PcbIzKwIwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rad.sum().plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3 - Angular Correlations\n", " \n", "This section deals with converting the signal to a correlation signal. The most important part here is to properly mask the data. This is important for example if you have a beam stop" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n", " warnings.warn(\n" ] } ], "source": [ "summed = rad.sum()\n", "mask = ((summed>4e6)+(summed<3e5))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask.plot()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rad.plot(vmax=4000)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:hyperspy.signal:The function you applied does not take into account the difference of units and of scales in-between axes.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[ ] | 0% Completed | 105.46 us" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n", " warnings.warn(\n", "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 1.05 ss\n" ] } ], "source": [ "cor = rad.get_angular_correlation(mask=mask)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n", " warnings.warn(\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cor.plot()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:hyperspy.signal:The function you applied does not take into account the difference of units and of scales in-between axes.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[ ] | 0% Completed | 110.00 us" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n", " warnings.warn(\n", "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 526.11 ms\n" ] } ], "source": [ "cor = rad.map(pxm.utils.correlation_utils._correlation, inplace=False, axis=1, normalize=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n", " warnings.warn(\n" ] }, { "data": { "image/png": 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FadiwYZ7rjx07Vm+//bb69eunsWPHKioqSk8//bS/Rcv+z1CeffbZat68uUaNGqXx48erQYMGeumll2oUytLPV0Sln9vWDBw4UGFhYTr99NPVv39/DRgwQA888ICKi4t1zjnn6PPPP9f48ePVvXt3jRgxolbHDgBQHVf8UMPIkSPVp08f9evXT7feeqs+/fRTPfDAA/rqq6+UlJRULfbaa6/VW2+9pe3bt2vYsGEaOXKkmjRposzMzBpf0rjgggsUGhqqRo0aqU+fPv7b91/lS0pKqvZFjCNl3dtTTz2l4cOH67HHHtMll1yif/7zn3rjjTf0m9/8plq+1q1b67333lNCQoJuvfVWDR8+XJGRkZo1a1a1uFNOOUXNmjXT1KlTdemll2rIkCFat26d0tLSdPPNN/+q+zJ69Gh17Nixxu0jR47U5MmTtWTJEiUnJ2vKlCl68MEHa3zhZL9TTz1VZ599tn788UddeeWVatq0qefaZ5xxhpYvX66oqCj94Q9/0B//+EclJiZq9OjRkuTP0aJFC2VkZCg6OlrDhw/XDTfcoJiYGM2fP79GzmuvvVY33XST5syZoz59+qhnz57avHmzQkJC9NZbb+nuu+/W3LlzlZyc7G/tsnLlyhpXEwEAtRPi++X7YABgdNFFF+m7777TN998U9dbgaOKi4vVtGlTZWdnKyYmJujrlZSUqHfv3ioqKlKTJk2Cvh4QDLzVC8DT3Xffre7du+vEE0/UTz/9pJdeeknLly/Xc889V9dbAwDUAoUfAE+VlZV65JFHtHXrVoWEhCghIUEvvviihg8fXtdbAwDUAm/1AgCOSbzVC9QeX+4AAABwBIUfAACAI+rkM35VVVXavHmzGjduTOd9ADhO+Xw+7dq1S/Hx8QFt1QTg16uTwm/z5s1qd+KJptjixo01/SCjqn5p/fr1nnnuu+8+03q5ubmeMQfOET2URo0aecbMnj3blOvAUVUHY72Pc+bM8YzZ35zXS4cOHTxjvvvuO1Ou2NhYz5hfTgI5nKP9OFrOQcn2OJaWlppyZWdne8Yc2HfxUDIzMz1jLM2eJSkrK8szxnrsLRITE01xlsfIuq9t27YFJMa6puV5ZnXgxJVD2T+aMRD69etXoyE6gLpRJ4Vf48aNJUlVISEq+8Us1F+K2rlToXzvBACOeftf8wHUvTop/Pa/vVvWrJkWTJ9+0JirxoxRox07jua2AABBwEd6gPqDD10AAAA4gsIPAADAERR+AAAAjqDwAwAAcASFHwAAgCMo/AAAABxRJ+1c9ovauVOD77rr4D8rKpIkhYaFeTY4tTRwtTYRtjSftTThlWyNfwcNGmTKVVBQ4BljbcxqbSxrYWk2bG0+a9mXpWmxJMXFxXnG5OTkmHKtXbvWM2bkyJGmXJZGydamy127dvWMsTaDtgy4t5yDkq3JtrVBuGX/1n0Faj3J9joxZMgQUy5Ls3HLa4kU2H2lpaV5xlhfvwDUH3Va+IX6fIrZubMutwAAAOCMOiv8Sg4xseNApU2aBHcjAAAAjqizwu+Fv/ylrpYGAABwEl/uAAAAcASFHwAAgCMo/AAAABxB4QcAAOAICj8AAABHUPgBAAA4os7auVgnaQSKpTu+ZOtqb5nkIMlz4ohk78gfyMkdLVu29IwpKysz5crPz/eMsUyYkGyTOywTJiTbZIiOHTuacqWkpHjGrF+/3pTLciysk1UsUxqskxWs02gsYmNjPWOsz3/LcyiQryXWY295DgVyQo71PkZFRXnGWM/Vvn37esYc7ddxAEeOK34AAACOoPADAABwBIUfAACAIyj8AAAAHEHhBwAA4AgKPwAAAEdQ+AEAADiCwg8AAMARddbA2aJDhw4By2VtpmppqGxtgGppPpuZmWnKZWlcbGkqK9kaF5eWlppyWVibVFuawZaUlJhy9e7d2xRnYWmUbD1Xc3JyPGOse7ceVwvLsbc0ZrayNoy2HPvExERTLktTb+t9DGRjaUuuvLw8U65ANgi3nNOWYwqgfuGKHwAAgCMo/AAAABxB4QcAAOAICj8AAABH1OsvdwAA4KWwsFBlZWVBX4cvs+B4wBU/AAAAR1D4AQAAOILCDwAAwBEUfgAAAI6osy93rF271jPGOpnA0vneOikgIyPDM6Zv376mXJbO/SkpKaZclm771kkBluNqPfaWSRTWSSeWSQFffvmlKdewYcM8Y6z7shxX6/llmaxglZyc7BmTm5trypWfn+8ZY50eMXLkSM8Yy/Nfsj0fAznhx/ocsqxpfQ5Zj2ugWI+X5TUnkNNjABwdXPEDAABwBIUfAACAIyj8AAAAHEHhBwAA4AgKPwAAAEdQ+AEAADiCwg8AAMARFH4AAACOqLMGzhMmTAhYrjVr1gQsl6UhqaVpsSTFxMR4xlibCCcmJgYsl6VZb2FhoSmXtXGxheU+WtezHItFixaZcsXFxXnGWBv/WlgakltZj5elWW9BQYEp17Rp00xxFqmpqQHLtXv3bs+YhIQEUy7L64T1eFlYzkHJ1pzZ2jw7UOsBqF+44gcAAOAICj8AAABHUPgBAAA4gsIPAADAERR+AAAAjqDwAwAAcASFHwAAgCMo/AAAABxB4QcAAOCIOpvckZWV5Rlj7aIfGxvrGRPIKQ1JSUmmXOnp6Z4x1ikNlskQ1i76ls79LVu2NOWyTDDo2LGjKZeFZcKEZDte1sfRwnIOSrbHaP78+aZclv1bJ4pYjmt0dLQpl2VaiPV4WSaw9OrVK2C5LOezZHv9CuTUFOtroWVf1vto2b/1dfWKK64wxQEIPq74AQAAOILCDwAAwBEUfgAAAI6g8AMAAHAEhR8AAIAjKPwAAAAcQeEHAADgiDrr4wcAQCBs27ZNu3fvDvo6paWlQV8DCLY6K/wsjWWtTUv79u17ZJv5BUuT18WLF5tyWZr1WpupWuKsxyGQzaAtcZaG0ZJML9yWBrWSlJiY6BljbQZtaWSbmZlpypWamuoZM3v2bFOu3Nxczxjr/wwtj2NOTo4pl6UJunVflvPe8pyVbOe99fwaNGiQZ8zcuXNNuSyNuC2PtWQ7XoFsGp+SkmLKBaD+4K1eAAAAR1D4AQAAOILCDwAAwBEUfgAAAI6g8AMAAHAEhR8AAIAjKPwAAAAcQeEHAADgCAo/AAAAR9TZ5A7LNITY2FhTrrS0tICsZ42zTrWwTPiwTo+wdNvPyMgw5bJ097dOFLFMOrBOCrDEWaeTWPZvmUwg2aZyWKZVSNJ9991nirOw7N967C3nYVlZmSmXdU0Ly4QP64Qfy7lqPe8t99EykUOyTeUYMmSIKVcgn4+WY5+enm7Kde6555riAAQfV/wAAAAcQeEHAADgCAo/AAAAR1D4AQAAOILCDwAAwBEUfgAAAI6g8AMAAHAEhR8AAIAj6qyBcyBZGiqvXbvWlMvStNQqPz/fM8ba5NWyf2tj6dTUVM8YazNoy5qJiYmmXLNnzw5YLktzY2uzXsuxHzlypCmXpXluTk6OKZf18Q4Ua6PkQDbPHjRokGfM+vXrTbks5471PloaXlubs1vWtN7HkpISzxjra6G16T2AYwtX/AAAABxB4QcAAOAICj8AAABHUPgBAAA4gsIPAADAERR+AAAAjqDwAwAAcASFHwAAgCMo/AAAABxRryd3WKdHWDrMR0dHH+l2/DIzMwOWa/Hixaa4vn37esZYp4689tprpjiL3NxczxjrpADLZAXrNAHL1ISCggJTrokTJ3rGWI+95dzp2rWrKZflPlonUVhYHmvJ9lyzTLWRpClTpnjGWKffWPZlvY+W52N2drYpl2XSifVx7NWrl2fMmjVrTLks55flOACoX7jiBwAA4Ih6fcUPAAAvhYWFioqKCvo6ZWVlQV8DCDau+AEAADiCwg8AAMARFH4AAACOoPADAABwBIUfAACAIyj8AAAAHFGv27lYGptKUocOHTxjLM1IJSk2NjYg60m2BsGlpaWmXJbGxWlpaaZcluNqbZRsabpsfRytDZUtLI+RdT1LA2rrOdGxY0dTnEVycrJnjLV5dk5OjmeMtbG05ZweNmyYKZel2XBeXp4pV0xMjCnO4rvvvvOMiYuLC1gua4NwS0Nl6/Hq3bu3Z4z1vAdQf3DFDwAAwBEUfgAAAI6g8AMAAHAEhR8AAIAjKPwAAAAcQeEHAADgCAo/AAAAR1D4AQAAOILCDwAAwBF1NrnDMkkjPz/flCs3N/dIt+OXnZ3tGZOSkmLKlZWV5Rlj7XyfkZHhGTNo0CBTLssUAOukE8vUAcsxlaSRI0d6xlgnGFiOfatWrUy51q9fH7BclqkJ1gkTlvs4ZMgQUy7LlIm6OCcsrNNQLBNkrOeXJS46OtqUyzJtI5DnvfV4WXJZJ/x0797dFAcg+LjiBwAA4AgKPwAAAEdQ+AEAADiCwg8AAMARFH4AAACOoPADAABwBIUfAACAIyj8AAAAHFFnDZwtDUm7du1qymVplFpQUGDKVVhY6BljaQQrSQkJCZ4xpaWlplzW5rkWlobE1n1Z7qO1SbUlbu3ataZclsaymZmZplyWxtjWBruWc9rSAFmS7rvvPs+YQJ5fOTk5plyWBtS9e/c25bI+by0s+7c0spZsjbgD+fplZX1tskhNTfWMWbNmTcDWA3B0cMUPAADAERR+AAAAjqDwAwAAcASFHwAAgCMo/AAAABxB4QcAAOAICj8AAABHUPgBAAA4gsIPAADAEXU2ucM6zcHCMs3BOnVg5MiRnjGWyReBZunIn5WVZcplmRQQyGkC1lyWiRXWyQSWc6KsrMyUKyMjwzPGMt1Dsp331nPVch+tx8uyL+t0Euu0EAvLvqyTTizTQqy5LOeO9XhZpqbk5+ebclkmD1lfvyz7KikpMeUCUH9wxQ8AAMARFH4AAACOoPADAABwBIUfAACAIyj8AAAAHEHhBwAA4AgKPwAAAEdQ+AEAADiizho4W5qDWhv/WprUdu3a1ZTL0hQ3MTHRlMvSiDcmJsaUq1WrVqY4C0tT3L59+5pyzZkzxzPG2nzW8hhZGxJbWI+p5VhkZ2ebchUUFHjGWM8Jy3lobUhseT7GxsaacllYG7inpaUFLJflMbK+TvTs2dMzJj093ZQrOTnZM8Z6Hy3nl/W5bTknhgwZYsoFoP7gih8AAIAjKPwAAAAcQeEHAADgCAo/AAAAR1D4AQAAOILCDwAAwBEUfgAAAI6g8AMAAHAEhR8AAIAj6mxyh0VpaWnAclknGFgmQ+zevTtga/bu3duUy3IsEhISTLksHfktExMk20QB69QBy3G1TCaQbPcxNTXVlGvNmjWeMR07djTlspxf1ukkU6ZMMcVZpKSkBCyXZWKN9fkYyIk1X375pWdMXFycKZdlX9bno4V1ipHldcJ6flnWzMrKMuXq3LmzKc5VM2bM0JgxYw76s7S0NF1//fWSpG7duumbb75RWVmZIiMjVVZWViN+zJgxevrpp7Vnzx6FhYVpwIABysjIOOz6L730ku644w799NNPCgkJUefOnZWZmanWrVv7Y6ZNm6ZHH31UJSUlCg0NVY8ePfTee+8pMjKyVmsPHTpUCxcuVHl5uRo0aKDU1FT9z//8j//npaWlSklJ0fvvv6+KigpFRkZq7Nixevjhh/0xmzdv1qBBg/TFF1+osrJSMTExmjVrlv84ST+/Dl1++eXKy8tTVVWVWrRooVdeeUX9+/f3x6xcuVLDhw/X1q1b5fP51K5dOy1ZsqTaBJ9j7dhYcMUPAIA6dNNNN+mzzz6r9qdz584KDw/XiBEj/HE+n08pKSnq1KnTQfM8+uijmjFjhq644gplZmbq4Ycf1tKlSw87Wm/dunUaMWKEWrdurcWLF2vu3LnatGmTevTo4Y9ZsGCB7r//fvXs2VMrVqzQk08+qf/93//VueeeW6u1r7nmGqWnp2vUqFHKzMzUqFGj9Oyzz2rcuHH+mKSkJL333nt6+OGHlZmZqcsvv1zjxo3TK6+84o8566yz9OWXX2r69OlasWKFzjzzTKWmpuqTTz6RJFVVValPnz7atm2bnn/+eS1evFitWrXSwIED/RcPCgoKNGDAAEk/j1dcsGCBKioqdNZZZ6miouKYPTYWIT6fz2cNLioq0ptvvqn3339f3333nUpLS9WqVSt1795dAwYM0Nlnn23KU1xcrOnTp9dqo0dq/fr1pjjLv4YtczoladGiRZ4x1it+FoG84me9qhnI+a2WNa37ys3N9YwJ5BU/q0DOGracX1ZH+4qf9cqa5fG2HlPL1SnrHFvLc816VdN6RdzCct5br6Jan2sWt9xyi5o0aRKwfPsVFxeradOmevzxxxUVFRXw/AcqKyvTvffeq6KioqDcn/1KS0sVExOjpKQkvfvuuzV+3rdvX2VnZ9e44tehQwdVVFToxx9/9N92xRVX6O2331Z5eblCQ2te6xk+fLhefvlllZeXKzz85zcB58+fr6uvvlorVqxQv379dPbZZ+uzzz6rdk489NBDmjx5sjZt2qT4+HjT2o0bN9Zvf/tbrV271h/TvXt3/ec//1FxcbEkKSwsTIMHD9Zrr73mj2nTpo0iIyOVl5enn376SS1atND48eM1YcIEf0xUVJTOPPNMrV69Wu+8844uvvhivfXWW7rsssskSeXl5YqMjNSIESM0b948PfbYY/rTn/6kH374Qe3atZMk5eXlqVOnTpoyZYruv//+Y+7YWJmu+G3ZskU333yz2rRpo0cffVS7d+9Wt27d1K9fP7Vr106ZmZnq37+/EhISNH/+fPPiAACguvHjx8vn82nSpEm1+r19+/YpIiKi2m3R0dGqrKzUhx9+eNDf2bNnj0JDQ/2FjSR/Ubv/StIvC5/9YmJiJMlfhFjWrqysrPb2pyRFRkZq165d/o8p+Hy+Gh8ziIiI0A8//ODfr1TzH3zh4eH+f3SWlJRIkho3blwtR0hIiD744ANJ//exiF8W8E2bNpUkLV68+Jg8Nlamwu+MM85Q06ZNtWbNGm3YsEGvvvqqnnjiCf35z3/WnDlztGrVKhUWFmrcuHF68skn9fjjj9dqEwAA4Gfz5s1Tq1atav2OUFJSkvLy8jRt2jRVVFTonXfe0YIFCyQd+mrwiBEjVFlZqUGDBqmkpER5eXm66aabJMlfUAwePFjFxcX6r//6L5WXl+uTTz7R1KlTJUn/+c9/zGt369ZNH374of7xj3+oqqpKL7zwgrKzsyVJ33zzjSSpffv2evXVV7V8+XJVVFRo8uTJ2rhxoyorKyVJ8fHxiomJ0V/+8hetW7dO5eXluvXWW1VSUuIvkAYOHKiwsDBdf/31ysvLU0lJiS6++GJVVVVp586dkqRrr71WknT++eersLBQBQUF/iv++fn5x+SxsTIVfuvXr9fjjz9e7QOPB4qKitI111yj7Ozsah+wBADARX379lVISMhh/7zwwgvVfmft2rXatm3br/r/6AsvvKBevXrp/vvvV4MGDTRw4ED/R7AaNGhw0N+57LLLNHr0aC1dulSNGzdWp06dFB8fr9DQUIWFhUn6+a3LSy+9VLNmzVLDhg3Vs2dP9enTR5L8V7ssay9atEi/+c1vNGLECIWFhWnkyJH+j07tj1myZImaN2+uiy66SA0aNNAjjzxSo/ZYuHChJOnMM89Uw4YN9eKLL6pDhw4KCQmR9PPVtLS0NBUWFqpTp05q3LixPvnkE7Vq1cr/dneXLl00adIk5eTkqFWrVoqLi1NJSYmioqL89/tYPDYWpsKvtt+sC+Q38QAAOBY988wzysjIOOyfSy+9tNrvPPjggwoJCdHEiRNrvV5oaKiys7O1d+9erV27VsXFxUpKSpIk9erV65C/N3v2bFVWVuqLL77Qli1blJGRoaqqKv32t7/1xyxcuFCVlZX617/+pe3bt+v222+X9POVKuvaJ5xwgr755hvt3r1ba9asUVlZmf+LKvu/+d2lSxdt2bJFO3bs0Nq1a7Vnzx5FR0erYcOG/r1ccMEF2rlzp/Lz8/Xpp5+qpKRElZWV/rdqpZ8/u1hWVqbvv/9eubm5KiwsVGlpabXPFz/00EPat2+fvvrqK3333XfasGGD9u7dq5NOOumYPTYWv6qdy6ZNm/TBBx+ooKBAVVVV1X52xx13/JqUAAAcVzp37lyrVjZVVVVatWqVfve735lb+BxMRESE/5un8+bNU0xMjBITEz1/b//Vo5EjR0qS7rzzzmo/Dw0N1e9+9ztJ0tSpUxUWFqZrrrmm1mtHR0f7r2YtWbJEJ510Uo3PyTVr1kw9evRQaWmp1q1bd9AvVcbGxio2NlZ5eXn64YcfdN1119WIad++vSRp+fLl2r17t/8t3l/a/xg98cQTqqqq8hdux/KxOZxaF35z587VqFGjFBERoRYtWvgvrUpSSEgIhR8A4Li2adMm/zctpZ8/8B+Ib/k+8cQTqqioqPZt1V969913/Z9Hq6ys9H+ZctCgQYqJidHXX3+tiRMnavjw4dq1a5cee+wxbdiwQc8//7w/x/7/h3/wwQf+ImTIkCG6/PLL1bJlSz333HNKT0/XlVdeWe3K16BBg3TDDTcoPDxcM2fO1Pvvv68HH3zQ/6UFy9rvvPOO3nrrLV155ZX68ccfNX78eBUXF1frUPDcc8/p66+/VnJysnJycvTII49IUrWWJX/5y1/k8/n0+9//Xh9++KEmTpyoRo0aVet5d/fdd6t9+/bq1q2bli1bpqlTpyo+Pl4PPfSQP+aGG27Q2WefrU6dOik9PV3PPPOMzjzzTA0cONAfc6wdG4taF36PPPKIHnnkET300EMH/Wq41f4PTx7O/sraS3p6umeMtU2DpdWJtX1EIJsbW9pHWJupWta0tnKwNFS2HFPJ9hEBa1Pv0aNHe8b88mvzh2NpWWNtF2TZ//4P9HrZ/1ZBIFjOnZYtW5pyWVu1WFjOHeu/di3ntPVjKpbH0XreW1qwJCcnm3JZjsWsWbNMuSxfLAhkk+ojUVhYWOMbkcGw/xulB97v888/3/z6ezizZ89W48aND9leafDgwSoqKvL//eqrr5Ykvf/++/6+cW+//ba/EGjevLn+/ve/V/t/aVFRkcrLy/33Rfq5X93rr78un8+nyMhI3XLLLXr66aerrf3hhx/6v+3aqFEjTZw40V947Oe19r59+zRv3jx/7tatWysjI6Naz7uSkhI99dRTmjZtmkJCQtSxY0etWLGiWqFVWFioWbNmqaKiQqGhoUpMTNSiRYuqXSX9/vvvNXPmTFVWViosLEx9+vTRkiVLqu03NzdX8+bNU1VVlRo0aKBLLrlEb775ZrWYY+3YWNS68CstLdXVV199REUfAADHqtzc3GqtQgLV08+r9+P+b6QeSufOnbVr167Dxtx111266667qt22/9unh7Njx44jXjslJcXzH0133nlnjbdRDzR9+nTPXsCvv/76YX8uSR9//LFnzLF2bCxqXb3deOONpitsAAAcj9q2bat27dr5/wSzmTMQaLW+4vfYY48pJSVFS5cu1WmnnVbjK+JPPvlkwDYHAACAwKl14Tdp0iS98847/m/BHPjlDgAAANRPtS78nnzyST3//PPmOacAAACoH2r9Gb+GDRvqnHPOCcZeAAAAEES1LvzuvPNO/fWvfw3GXgAAABBEtX6rd82aNVq5cqUWLVqkxMTEGl/ueOONNwK2OQAAAAROrQu/Zs2a6corrwzGXgAAABBEv2pk29Fi7YRu6bZv7aIfyKkWMTExnjHWKQ2WY2GdOhDI6SSWzv3W6SSZmZmeMdapEJapHDk5OaZc+2c0Ho71eFlYj5dlTevEGsvxsh57y/OjpKTElCuQ01ws571lnqkkZWRkBCyX5fH2auxbG8OGDTPFWR5Hy9QRSRowYIApDkDwMX4DAADAEbUu/PLz8zVixAjFx8crPDxcYWFh1f4AAACgfqr1W72pqanauHGjxo0bpzZt2tC0GQAA4BhR68Jv9erVev/999WtW7cgbAcAAADBUuu3ek888UT5fL5g7AUAAABBVOvCb8aMGXrwwQcD+i0zAAAABF+t3+odNmyYSktL9Zvf/EbR0dE1Gjj/9NNPAdscAAAAAqfWhd+MGTOCsA0AAAAEW60Lv+uvvz4gC/fu3dszxtrAOTk52TPG0qDWKpCNf60szXrXr19vymVpZNuzZ09TLksDV2vD67KyMs+Y/Px8U67o6GjPGOvjY9m/9dgPGTIkIOtJtqa+1ueQZV/WZr2BbIJuyWXdl+XcsR6vQYMGecZYm7NbjoW1QbhlzZEjR5pyWR8jAMcW02f8avsCwAsGAABA/WMq/E4++WRNmjRJmzdvPmSMz+fT8uXLNXDgQM2cOTNgGwQAAEBgmN7qzcrK0sMPP6yJEyeqW7du6tGjh+Lj4xUZGakdO3YoNzdXH330kRo0aKCHHnpIf/zjH4O9bwAAANSSqfDr3Lmz0tPT9eOPPyo9PV2rVq3Shx9+qLKyMrVs2VLdu3fXs88+q+TkZIWGMv4XAACgPqrVlzvatWunMWPGaMyYMcHaDwAAAIKEy3MAAACOoPADAABwBIUfAACAIyj8AAAAHFHryR2BYukwb5nIIR39SRTWiQ+WbvuW6QuS1KpVq4DESFJJSYlnjHXSSSDvo2V6hNXixYs9Y6zHyxJnPb8s56p1X7169fKMsU6iSExMNMVZWCdpWGRmZgYsV0pKimdMIJvPFxYWmuKSkpI8Y6zPx7i4OM+YOXPmmHL17dvXM8b63AZQf9T6it/SpUu1evVq/99nz56tbt266dprr9WOHTsCujkAAAAETq0Lv/vuu0/FxcWSpC+++EL33HOPkpOTtWHDBt19990B3yAAAAACo9Zv9ebl5SkhIUGS9PrrryslJUWTJk3SunXrzG/NAgAQKIWFhYqIiAj6OuXl5UFfAwi2Wl/xi4iIUGlpqSRpxYoVuuiiiyRJJ5xwgv9KIAAAAOqfWl/xO/fcc3X33XfrnHPO0Zo1azR//nxJ0jfffKN27doFfIMAAAAIjFpf8Zs1a5bCw8O1YMEC/e1vf1Pbtm0lSUuWLNHFF18c8A0CAAAgMGp9xa99+/ZatGhRjdunT58ekA0BAAAgOEyFX3FxsZo0aeL/78PZHwcAAID6xVT4NW/eXFu2bFFsbKyaNWumkJCQGjE+n08hISGqrKw0LWxpNGptBBsdHe0ZY2mca82Vk5NjytWxY0fPGGuzXkujVOvxmj17tmfMtGnTTLkC2dw4PT3dM6ZDhw6mXJbms1aWc8LaaNjSrNd67C3Ns/d/A9/LmjVrPGOszyFLM2jr42jZ1/4vm3mxnIfW55Cl0fOgQYNMuSysuSz7SktLM+WynPejR4825QJQf5gKv5UrV+qEE07w//fBCj8AAADUb6bC7/zzz/f/dyCvpAAAAODoqfW3eseNG3fQt3OLiop0zTXXBGRTAAAACLxaF34vvPCCzjnnHP3nP//x35aVlaXTTjuNgd0AAAD1WK0Lv88//1wdOnRQt27d9Oyzz+q+++7TRRddpNTUVK1evToYewQAAEAA1LqPX9OmTfXqq69q7NixuuWWWxQeHq4lS5aoX79+wdgfAAAAAqTWV/wk6a9//aumT5+ua665Rp06ddIdd9yhzz77LNB7AwAAQADVuvAbOHCgJk6cqBdeeEEvvfSSPv30U/3+97/XWWedpalTpwZjjwAAAAiAWhd+FRUV+vzzz3XVVVdJkqKiovS3v/1NCxYsYGwbAABAPRbi8/l8gUpWWFioli1besYVFxfrnXfe8YyzTCaQbFMtrCyd761TByxTAPLz8025vvzyS88Yaxd9y76ys7NNuVJSUjxjrMdr/fr1njHWyQrJycmeMdZJFFlZWZ4x1skKlnPVek707t3bMyYjI8OUyzpdxSI2NjZguSznhGVSiGQ/py1iYmI8Y4YMGWLKtXbtWs8Y67Qgy0QkK8t5aHldkqSFCxcGZZxncXGxmjZtqptuukkREREBz3+g8vJy/f3vf1dRURHjSXHM+lWf8TsUS9EHAACAulHrb/VWVlZq+vTpeu2117Rx40aVl5dX+/lPP/0UsM0BAAAgcGp9xW/ixIl68sknNXToUBUVFenuu+/WlVdeqdDQUE2YMCEIWwQAAEAg1Lrwe+mll/Tss8/q3nvvVXh4uK655hr9/e9/1yOPPKKPP/44GHsEAABAANS68Nu6datOO+00ST9/wLmoqEjSzx/yt36QHAAAAEdfrQu/du3aacuWLZKkk08+WcuWLZP08zfTGjZsGNjdAQAAIGBqXfhdccUVevfddyVJd955p8aNG6dTTjlFf/jDH3TDDTcEfIMAAAAIjFp/q3fy5Mn+/77qqqt04okn6oMPPtDJJ5+sSy+9NKCbAwAAQODUuvA7UO/evU2NZA9kaZ5raWxqzWVp6CvZmvWWlpaacvXt29czxvq5SEszWOvxatWqlWfM7bffbsplaXht3Vd0dLRnjPVxtDZnDhTLMZUC2yC8oKDAM8ba3NjSLN3aKH3x4sWeMZbnhmQ/FhaFhYWeMdbjlZCQ4BljOQ6S7by37F2yNXAOZGPppKQkUy4A9UdAGzgDAACg/qLwAwAAcASFHwAAgCMo/AAAABxR68IvNTVVq1atCsZeAAAAEES1Lvx27dqliy66SKeccoomTZqkTZs2BWNfAAAACLBaF36vv/66Nm3apNtvv13p6enq0KGDBg4cqAULFmjfvn3B2CMAAAAC4Fd9xq9Fixa688479emnn2rNmjU6+eSTNWLECMXHx2vMmDH69ttvA71PAAAAHKEj+nLHli1btGzZMi1btkxhYWFKTk7W+vXrlZCQoOnTpwdqjwAAAAiAWk/u2Ldvn/75z39q7ty5WrZsmU4//XSNGTNG1113nRo3bixJevXVV3XrrbdqzJgxh8xjmXRgmaIh2aYAxMbGmnJNmDDBM+a2224z5bJ05LcK5CQK67GwyM3N9YyxTDmQbBNRLOtZWaZoSLbza/369aZclsexZ8+eplyWY2HNZZlYYT1eUVFRActlOa6pqammXJaJFZYJJpJtqoX1vLesaZ1gkpmZ6Rkza9YsUy7LRCbrVJ4BAwaY4gAEX60LvzZt2qiqqkrXXHON1qxZo27dutWIGTBggJo1axaA7QEAACBQal34TZ8+XUOGDFFkZOQhY5o3b668vLwj2hgAAAACq9aF34gRI4KxDwAAAAQZkzsAAAAcQeEHAADgCAo/AAAAR1D4AQAAOILCDwAAwBG1/lZvoKSnp3vGWBuzpqWlHdlmasnSCFayNV397rvvTLlycnI8Y7p27WrKZWFtSGxpUhvI5tOWxt/WNa3NegP5OFoa3paUlJhyWZozW/dlOa7WFk1JSUkBy2Vpnm29jxbWBuGW54e1gbulcbm1GXRMTIxnjLUZtOW4WnMBqD+44gcAAOAICj8AAABHUPgBAAA4gsIPAADAERR+AAAAjqDwAwAAcASFHwAAgCMo/AAAABxB4QcAAOCIOpvckZiY6BljmXJgzWWZfCFJw4YN84yxTrWwTBQZNGiQKVdKSopnTCAnGARy2oY1l2USRWZm5pFuxy8uLs4UZ5lqYT0nLI/37t27Tbksx9Xy3JBsU0x69+5tymWZWGGdmmJhfW5bHm/rsbc8jtapFmvWrPGMsU4UsUw6WbRokSmX5XhZjz2A+oMrfgAAAI6g8AMAAHAEhR8AAIAjKPwAAAAcQeEHAADgCAo/AAAAR1D4AQAAOILCDwAAwBF11sA5ISHBM8baANXSuDiQzVRjY2NNuSzNVK0NY60Ngi0sxyKQDXatx97SsNvaRNhyvCwNoyUpPT09YLksLA2QJdu5Yz2/srOzPWMsTcQlKSsryzPG0hRbsp07ZWVlplwWqampAcs1a9YsU5ylUXJycrIpl6XRc9euXU25LM2ZrU3QAdQfdVb4AQAQCIWFhWrQoEHQ19m3b1/Q1wCCjbd6AQAAHEHhBwAA4AgKPwAAAEdQ+AEAADiCwg8AAMARFH4AAACOoPADAABwBIUfAACAI+qsgfO2bds8YzIzM025Onbs6BljmQohSYmJiZ4xBQUFplyW6RfWqRaW42WdHmE5FtZ9WSZkLF682JTLMunEOvGhpKTEFBeoXHPnzjXlsky/sEyikWzHwjq5wzIRxXIOSrbz3prLEmc9Vy3TgixTR6yGDRtmirM83tbnkOXxtkzkkGznaiAn1gA4OrjiBwAA4AgKPwAAAEdQ+AEAADiCwg8AAMARFH4AAACOoPADAABwBIUfAACAIyj8AAAAHFFnDZwtTYSjoqJMufLy8jxjAtlotFevXqa4jIwMzxhLs1vJ3rg4ULmio6NNuSz7D+TerY1/LQ2JrU29k5KSPGNKS0tNuebPn+8ZY9m7JL322mueMZa9S7bG5ZZm3ZLtuWZtLG1p4m59DlkaJVvPL8t9tB6vRYsWecZYH0fLcb399ttNudLS0gKyniR17tzZFAcg+LjiBwAA4AgKPwAAAEdQ+AEAADiCwg8AAMARFH4AAACOoPADAABwBIUfAACAIyj8AAAAHEHhBwAA4Ig6m9xhmcph6bQvSSNHjvSMsXb3t0xzsO5ryJAhActlYc2Vk5PjGVNYWGjK1bJlS8+Yvn37mnJlZWV5xlgnBXTo0MEzJj8/35QrNTXVM8Y6pcFyrlpZjoV1EoXlMbJOOrGsaT1XY2JiApbL8ngPGzbMlMuypvU1Jy4uzjMmNjbWlMvC+jgOGjTIM6agoOBItwPgKOOKHwAAgCMo/AAAABxB4QcAAOCIOvuMHwAAgVBYWKjw8OD/76yioiLoawDBxhU/AAAAR1D4AQAAOILCDwAAwBEUfgAAAI6o11/usDa7tTRTtTayTUxMNMVZWBoS5+XlmXJZGsuuWbPGlMtyvFJSUgKWy3pMA9kU18LSHFiSXnvtNc+YQJ5f8+fPN+WyNP5t1aqVKde0adM8Y3r27GnKZTkW2dnZplxdu3b1jLHuy3IsMjMzTbmSkpI8YxYvXmzKlZCQ4BljbVJtORbp6emmXBbW8wtA/cEVPwAAAEdQ+AEAADiCwg8AAMARFH4AAACOoPADAABwBIUfAACAIyj8AAAAHEHhBwAA4AgKPwAAAEfU2eQOS+f73NxcUy5L5/vS0lJTrg4dOnjGFBQUmHJZ9h8VFWXKZZkCMnr0aFMuy7QQy3GQpJycHM8Y6yQKyyQN66QAS5w119q1a01xFmlpaZ4x1kkUQ4YM8YyxnDeSFBsb6xmze/duUy7Lmpbnv2Q7DwP53O7YsaMpl2XCh+V1yZrLMqVFsk34sO7LMiXHOlEEQP3BFT8AAABHUPgBAAA4gsIPAADAERR+AAAAjqDwAwAAcASFHwAAgCMo/AAAABxB4QcAAOCIEJ/P5zvaixYXF+uZZ57xjLM2Zg2k/Px8z5iuXbuaclka3lobJW/bts0UFyjWZr2BbFKdkpLiGWNtpmxpgmxtPmtpZBsdHW3KZXkc+/bta8plaQZt2buVtfGvRSCf29bH0fIYJSYmmnJZHsdAnhPWx9HSXN76WmJpcG5tsv/UU0+pSZMmptjaKC4uVtOmTXXuuecqPDz48wgqKiq0evVqFRUVBeX+AEcDV/wAAAAcQeEHAADgCAo/AAAAR1D4AQAAOILCDwAAwBEUfgAAAI6g8AMAAHAEhR8AAIAjKPwAAAAcEfxW54cQGxvrGWPpHC/ZpkxYJwVYJncEcl+ZmZmmXElJSZ4x1u7+ixYt8oyJi4sz5UpOTjbFWViPq0VWVlbA1rNMhrBOYMnJyfGMse6rpKQkYLny8vIClss6XcXCcn5Zj70lbv369aZc1mkhFpYpM4sXLzblstxH6/GyPIcGDRpkygWg/uCKHwAAgCMo/AAAABxB4QcAAOAICj8AAABHUPgBAAA4gsIPAADAERR+AAAAjqDwAwAAcESdNXAOZFNcSy5LM1JJSkxMDMh6kq1pdNeuXU25cnNzPWMSEhJMuSzNmS1Nnq2io6NNcZbjam2wa2mKaz2/LM2N09PTTbksDYmt55fl3Nm2bZspl7Vht4X1uFpYjqt1vezsbM8Y63GwrGltqG5pZm99blvWtJ5fQ4YM8YyxNuu+4oorTHEAgo8rfgAAAI6g8AMAAHAEhR8AAIAjKPwAAAAcQeEHAADgCAo/AAAAR1D4AQAAOILCDwAAwBEUfgAAAI6os8kdu3fvDkiMVd++fU1xlkkHlkkOUmAnK1j2n5GRYcplmWrRqlUrUy7LYxTICSy33XZbwHJZJxhYpjlYJz5YHm/rsbewPocs54R1OonlPlqfj4GcwGKZMmGdDGOZamGZ3CPZpwoFivV4WR5v6/MRQP3BFT8AAABHUPgBAAA4gsIPAADAERR+AAAAjqDwAwAAcESdfav3WHXuuefq5JNPVlxcnPbt26cNGzbozTffVEFBQV1vDQAA4LC44ldLJ510kt577z1NmzZNM2fOVGhoqP7rv/5LERERdb01AACAw+KKXy299NJLys/P9//9xRdf1NSpU9W+fXv9+9//rhZ72WWXafv27aqsrFSXLl1UVVWl9evX+/uJXXbZZdq0aZOqqqp0xhlnqLKyUpmZmfriiy80cOBAJSQkaPfu3VqyZMlRvY8AAOD4VK8LP0vDVUmKjo72jLE2U/1lUWcRFRUl6dCNcjt37qzPPvtMr7/+ulq3bq0LLrhAW7Zs0Y8//ijp5ybP//znP/Xyyy/r7LPP1tChQ9W2bVutWbNGc+fO1aBBg3TJJZdo3Lhx2rdv32H30rFjR9OeLY2LrY2lLXJzc01xCQkJnjHWJtWB1KhRI88Y63kzbNgwz5hAfmzA2gza8nhbjoMkJSYmesZYGyVbGjhnZmaaclkaqlv2Ltlem3Jycky5kpKSPGOsz6Hk5GTPGGsjbkuT6rS0NFOu7t27m+IABB9v9R6hwYMH69///re2bNly0J9v375dn3zyiYqKivT111+roKBA7dq18//8+++/1xtvvKGtW7fqzTffVHl5uXbt2qV3331XW7du1YIFC9SkSRO1bdv2aN0lAABwnKrXV/zqu2HDhqlt27Z64oknDhmzffv2an8vLS31XyWUpI0bN/r/2+fzadeuXdVuKyoqkiQ1btw4UNsGgOPKtm3bFBYWFvR1Kisrg74GEGxc8fuVhg4dqtNPP10zZszQzp07DxlXVVVV7e8+n08hISH+v1dUVNT4+cFeXEJDeagAAMCRoZr4FYYOHapu3bppxowZNa7oAQAA1Fe81VtLV199tXr06KFnnnlGe/fuVZMmTSRJZWVlnl++AAAAqEsUfrX0+9//XpI0ZsyYare/8MIL+vjjj+tiSwAAACYUfrU0evRoc+zChQtr3LZ06dJqP8/Kyqr289tvv73G7wwdOlQtW7a0bxIAAOAg+IwfAACAI475K34333yzqdWJz+cz5Qvk1/UbNGjgGWNp6CvZvtUbHh64h7OoqEgzZ84MWD4AAFD36nXhZ5k60KRJE8XExByF3QRHfd27tQC2THOwTnzo27evZ4x16oBlEkWHDh1MuQ41leXXWLNmjWdMXl6eKZdlAkvv3r1NuSzPNctkFSmwU18sj5H1/LLEWY6pZJvwYc0VGxvrGWOd3GFhmcgh2fZlPScA1B/1uvCzsI5i27t3rymuYcOGnjHWnnoH9ug7mMjIyIDlst5HS6PTkpISUy4AAHDsOOYLvwULFpjiDvwSxaFYrjpZ559a/pVuma0p2a4eWGeWxsXFecYE8ioXAACoH/hyBwAAgCMo/AAAABxB4QcAAOAICj8AAABHUPgBAAA4gsIPAADAEXXWziWQzVStjXgtLG1MrA1qLc1NrW1mFi9e7BkzYcIEU6758+d7xlgnimRkZHjGWBvszpkzxzPG2nzW8hhZzy9LrtTUVFMuy/GyNl1OSkryjLGeqzk5OZ4xXbt2NeWyNP619olcu3atZ4ylmbIkpaWlecZYH0fLuWPNZWlKbm2UbGnpZGnnJNnuo6X9FYD6hSt+AAAAjqDwAwAAcASFHwAAgCMo/AAAABxB4QcAAOAICj8AAABHUPgBAAA4gsIPAADAEXVS+Pl8vrpYFgBQB3jNB+qPEF8dPCN//PFHnXjiiUd7WQBAHfjhhx/Url27gOctLi5W06ZN1blzZ4WFhQU8/4EqKyv19ddfq6ioSE2aNAn6ekAw1MnItvj4eP3www9q3LixQkJC6mILAIAg8/l82rVrl+Lj4+t6KwD+vzop/EJDQ4Pyrz8AQP3StGnTut4CgF/gyx0AAACOoPADAABwRJ281QsAQKAUFhYqNDT41zGqqqqCvgYQbFzxAwAAcASFHxAAWVlZCgkJ0c6dO391jq+//lqtW7fWrl27ArexgygoKFCrVq20adOmoK4DAKh/KPyAADj77LO1ZcuWI/oG49ixY3XbbbepcePGAdxZTbGxsRoxYoTGjx8f1HUAAPVPnTRwBlDdjz/+qE6dOmnDhg1HpdXRF198oV69emnz5s1q3rx50NcDgmF/A+cWLVoctc/4bd++nQbOOKZxxQ/HlW3btql169aaNGmS/7bs7GxFRERo2bJlh/y9Bx54QKeeeqqio6PVqVMnjRs3Tvv27ZP0cxPaCy+8UBdffLF/9NTOnTvVvn17jR07VlLNt3q///57XXLJJWrevLkaNWqkxMRELV68+JDrv/baazrjjDOqFX1paWlq1qyZ3nnnHXXp0kUxMTG6+OKLtWXLFn9MamqqLr/8ck2aNElxcXFq1qyZJk6cqIqKCt1333064YQT1K5dOz3//PPV1jvttNPUunVrvfnmm8YjCwA4HlD44bjSqlUrPf/885owYYI++eQTlZSUaPjw4Ro9erQuuuiiQ/5e48aNlZaWptzcXD311FN69tlnNX36dElSSEiI5s2bpzVr1mjmzJmSpFGjRikuLk4TJkw4aL7bbrtNe/fu1apVq/TFF19oypQpiomJOeT6q1atUo8ePWrcXlpaqscff1wvvviiVq1apY0bN+ree++tFrNy5Upt3rxZq1at0pNPPqkJEyYoJSVFzZs3V3Z2tkaNGqVRo0bphx9+qPZ7vXr10vvvv3/IPQEAjj+0c8FxJzk5WTfffLOuu+469ezZU5GRkZo8efJhf+fhhx/2/3eHDh10zz33aP78+br//vslSW3bttUzzzyjESNGKD8/X2+//bY+/fRTNWjQ4KD5Nm7cqMGDB+u0006TJHXq1Omw63/33Xc688wza9y+b98+Pf300/rNb34jSbr99tv16KOPVos54YQTNHPmTIWGhqpz586aOnWqSktL9ac//UmS9NBDD2ny5Mn64IMPdPXVV/t/r23btvr0008Puy8AwPGFwg/Hpccff1xdu3bVa6+9pk8++USRkZGHjV+wYIFmzJihf//73yopKVFFRUWNz/AMGTJEb775ph577DH97W9/06mnnnrIfHfccYduvfVWLVu2TBdeeKEGDx6s008//ZDxZWVlB91jdHS0v+iTpDZt2qigoKBaTGJiYrXPN8XFxalr167+v4eFhalFixY1fi8qKkqlpaWH3BMA4PjDW704Lm3YsEGbN29WVVWVvv/++8PGfvzxx7r66qs1cOBALVq0SJ9++qnGjh2r8vLyanGlpaX617/+pbCwMH377beHzXnTTTdpw4YNGjFihL744gv16NFDf/3rXw8Z37JlS+3YsaPG7QdeUQwJCdGB38c6WMzBbjuw+exPP/2kVq1aHfZ+AACOLxR+OO6Ul5fruuuu07Bhw/TnP/9ZN954o/Lz8w8Z/8EHH+ikk07S2LFj1aNHD51yyikHLRbvuecehYaGasmSJZo5c6ZWrlx52H2ceOKJGjVqlN544w3dc889evbZZw8Z2717d+Xm5trvZADk5OSoe/fuR3VNAEDdovDDcWfs2LEqKirSzJkzdf/996tLly668cYbDxl/8skna+PGjXr11Vf1n//8RzNnzqzxbdeMjAw9//zzeumll9S/f389+OCDuv766w96lU6S7rrrLr3zzjvKy8vTunXrtHLlSnXp0uWQexgwYIA++ugjVVZW/ro7XUv7r14e7gsvAIDjD4UfjitZWVmaMWOGXnzxRTVp0kShoaF68cUXtXr1av3tb3876O9cdtllGjNmjG6//XZ169ZNH374ocaNG+f/+bZt23TjjTdqwoQJ+t3vfidJGj9+vOLj4zVq1KiD5qysrNRtt92mLl266OKLL1bnzp01Z86cQ+47OTlZDRo00IoVK47g3tstXLhQ7du313nnnXdU1gMA1A80cAbqiTlz5mjhwoV65513gr5Wr169dNddd+naa68N+lpAsNDAGag9vtUL1BN//OMftWPHDu3atSuoY9sKCgp01VVX6ZprrgnaGgCA+okrfgCAYxJX/IDa4zN+AAAAjqDwAwAAcASFHwAAgCMo/AAAABxB4QcAAOAICj8AAABHUPgBAAA4gsIPAADAERR+AAAAjqDwAwAAcASFHwAAgCMo/AAAABxB4QcAAOAICj8AAABHUPgBAAA4gsIPAADAEeF1vQEAAI7E9u3b63oLwDGDK34AAACOoPADAABwBIUfAACAIyj8AAAAHEHhBwAA4AgKPwAAAEdQ+AEAADiCwg8AAMARFH4AAACOoPADAABwBIUfAACAIyj8AAAAHEHhBwAA4AgKPwAAAEdQ+AEAADiCwg8AAMARFH4AAACOoPADAABwBIUfAACAIyj8AAAAHEHhBwAA4AgKPwAAAEdQ+AEAADiCwg8AAMARFH4AAACOoPADAABwBIUfAACAIyj8AAAAHEHhBwAA4AgKPwAAAEdQ+AEAADiCwg8AcEwrKiqSz+cL+p+ioqK6vqvAEaPwAwAAcASFHwAAgCMo/AAAABxB4QcAAOAICj8AAABHUPgBAAA4gsIPAADAERR+AAAAjqDwAwAAcASFHwAAgCMo/AAAABxB4QcAAOAICj8AAABHUPgBAAA4gsIPAADAEeF1vQEAAI5EcXHxcbUOEEwUfgCAY1JERIRat26tE0888ait2bp1a0VERBy19YBAC/H5fL663gQAAL/Gnj17VF5eftTWi4iIUGRk5FFbDwg0Cj8AAABH8OUOAAAAR1D4AQAAOILCDwAAwBEUfgAAAI6g8AMAAHAEhR8AAIAjKPwAAAAc8f8Ar4n5bKsXrpwAAAAASUVORK5CYII=", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cor.isig[:].plot(vmax=1, vmin=-1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4 - Power Spectrum and Correlation Maps\n", " \n", "This section deals with visualization of the correlations as correlation maps. These are spatial maps of the strucutre in some material. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:hyperspy.signal:The function you applied does not take into account the difference of units and of scales in-between axes.\n", "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[ ] | 0% Completed | 106.54 ms" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/misc/utils.py:471: VisibleDeprecationWarning: Use of the `binned` attribute in metadata is going to be deprecated in v2.0. Set the `axis.is_binned` attribute instead. \n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 215.90 ms\n" ] } ], "source": [ "power = cor.get_angular_power()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": 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a7SSev78/HB0dLTb2jIwMq0XK1dW11p3P0dHR6oFdaxhZK5R1zRv6+tr8Wq4dcLVcK4i2fn/a39eWXzsYaw1f7fW1joOWa++/LtNof0N7jw3tHGifkZZrtM9Qe33toNzQ99/Q9a8tn7YPaesHqH079vb2VhvMtWnGYVJtor615nbqTEPriJY3dB9s7mNAQ49x2us39DivbfMVFRUNml/7fBtax7XXr8trNLQtoq2j5t5HGlonG0r7+w3NtZMH2oneunRuWGesa8w+TZs2bW67T6PtB9p+pG1nDT2W2Xo/t/XyNcaxuCGvb+v129C/3xh/o6HbQEPbO83d77d1n66h7a2G9nu1tgLAWlNXzfZ0WhcXFwwePBjbt283+/327dsxYsSIZloqIiJqTVhriIjIllhniIioKTXr7bQLFy5EZGQkhgwZgoiICHzwwQdITk7Gb3/72+ZcLCIiu1dVVXVb30C1xm+tWGuIiBof68y/sc4QEdkGa42lZj2J96tf/Qo3btzAn/70J6SlpSE8PBz/+te/1LFLiIhIxoL3b6w1RESNj3Xm31hniIhsg7XGUrM/2GLu3LmYO3ducy8GEVGrwoJnjrWGiKhxsc6YY50hImp8rDWWmm1MPCIisp3qgnc7P0RERJqmqjNRUVFwcHAw+7n1qdtVVVWIiopCcHAw3N3dMXr0aJw6dcrsNUpKSjBv3jz4+/vD09MTU6dORWpqqtk02dnZiIyMhMFggMFgQGRkZJ2eyElERLbDPo2lZr8SrzG4u7tbfRqK9pSUsLAwMdceFT1s2DAx14p/bm6umGuPun7ooYfEXHsU97lz58T8zjvvFPN+/fqJufa4ee1x9jUbWDX5+fmJufZEtpSUFDHv3bu3mGvbxz333CPmdXHixAkx79q1q5hrj3PXnqSkPY78jjvuEHOj0Sjm+fn5Yq6t48zMTDHX3l94eLiYZ2Vlifnw4cPFfN++fWLu4eEh5hkZGVazsrIycV5qPNevX7e6LWm3S2nHmfLycjEfM2aMmJeWloq59uTJ+Ph4MX/kkUfE/NbOdG20fUB74ljfvn3FXKuTWp2/cOGCmGuf76FDh8Rce38jR44U87Nnz4p5XU4y+Pv7i/nx48fFXGsIFxUVibn2lG3tOKhtA4WFhWKu1QkfHx8xP3PmjJhr29igQYPE/Nq1a2Ku1UGtrbRixQoxl9qiLaXO9OvXDzt27DD9/9anKC5fvhzvvvsu1q1bh549e+KNN97AuHHjcObMGdP+t2DBAmzduhWbN2+Gn58fFi1ahMmTJyM+Pt70WtOnT0dqaipiY2MBALNnz0ZkZCS2bt3aZO+z+iRlbbTt5MaNG2KutZm1Y7W2n2ntxdDQUDHXnlyp9Znq8vRUSUBAgJhrtVpqrwH6kz99fX3FXKv12uff0KeUt2/fXswBfRnbtWsn5to2cv36dTHXPgNtfu3pq1q/WqtlBQUFYp6Xlyfm2vr5+eefxVzrk40bN07MtWOI1h6z9rRuoOXUGnvRKk7iERGROV56TkREttSUdcbJyanWLwyqqqqwcuVKvPLKK6YvHNavX4/AwEBs2rQJc+bMgdFoxNq1a7Fhwwbcf//9AICYmBiEhIRgx44dmDBhAhITExEbG4u4uDjTF/Rr1qxBREQEzpw5g169etV7mYmIqOHYp7HE22mJiFohXnpORES21NA6k5uba/ZTUlJi9W+dO3cOwcHBCAsLw+OPP2664iMpKQnp6ekYP368aVpXV1eMGjUK+/fvB3DzauOysjKzaYKDgxEeHm6a5sCBAzAYDGZ32AwfPhwGg8E0DRERNT32aSzxJB4RUSvEgkdERLbU0DoTEhJiGn/OYDBg2bJltf6dYcOG4aOPPsJ3332HNWvWID09HSNGjMCNGzdMtxrXvE0rMDDQlKWnp8PFxcXiVr6a09R2O2VAQIB6OzMREdkO+zSWeDstEVErxEvPiYjIlhpaZ1JSUszGI7Q2duKkSZNM/+7fvz8iIiLQrVs3rF+/3jQubc3xvqqqqtQxwGpOU9v0dXkdIiKyHfZpLPFKPCIiIiIialI+Pj5mP9oDUKp5enqif//+OHfunGmcvJpXy2VkZJiuzgsKCkJpaanFg75qTlPbgyMyMzPFwdiJiIiaGk/iERG1Qrz0nIiIbKm56kxJSQkSExPRoUMHhIWFISgoCNu3bzflpaWl2LNnD0aMGAEAGDx4MJydnc2mSUtLw8mTJ03TREREwGg0mj1t+uDBgzAajaZpiIio6bFPY4m30xIRtUK89JyIiGypqerM4sWLMWXKFISGhiIjIwNvvPEGcnNzMWPGDDg4OGDBggVYunQpevTogR49emDp0qXw8PDA9OnTAQAGgwHPPPMMFi1aBD8/P/j6+mLx4sXo37+/6Wm1ffr0wcSJEzFr1iy8//77AIDZs2dj8uTJfDItEVEzYp/GUqs4iTdq1Cirl+DfuHFDnNfNzU3Mr169Kua1XXp/q8LCQjGvqKgQc2dnZzH/6aefGjS/v7+/mCckJIh527ZtxVwbR+T69etinpeXJ+bx8fFinpKSIubFxcVi7ujoKOZeXl5iXlZWJuYAcOrUKTHXtkHtM6i+1cSamreX1HTXXXeJ+eXLl8U8IiJCzDt06CDmP/74o5hryz9y5EgxT01NFXNfX18xz8zMFPOnnnpKzLWn3knbWGlpqdWMBa9x9erVC05OtZfMEydOiPP26NFDzENDQ8X8559/FnOtztx3331irl1lcvLkSTE/evSomGt1OCcnR8y1Otm+fXsxz8/PF3NPT08xz8rKEvOag+XXpNWBCxcuiLk2qP69994r5gDw/fffi7l2G2OXLl3EXPsMtTpUfSLFmmPHjom5Vkeee+45MX/ppZfEfNCgQWLeu3dvMdf2Ya2tUT3umzXa+09OThZz6XbRllBnUlNT8cQTT+D69eto3749hg8fjri4OHTu3BkA8OKLL6KoqAhz585FdnY2hg0bhm3btsHb29v0GitWrICTkxOmTZuGoqIijB07FuvWrTNb9xs3bsT8+fNNT7GdOnUqVq1aVe/31xCurq5Wtwej0SjOq7W5tf28b9++Yn7p0iUxr0ubV6Idy8vLy8W8qKhIzLX9VPv7Wq0PCwsTc+npy4DenrXWBqmmvX/tOOHi4iLm2nEe0NexVs+0PpFW77Q2tVbP3d3dxVxbx1q/UqP1SbT2RmVlpZhr61/rcwUHB4t5RkaGmHft2tVq1hJqjT1pFSfxiIjIHAseERHZUlPVmc2bN4u5g4MDoqKiEBUVZXUaNzc3REdHIzo62uo0vr6+iImJqdeyERGRbbFPY4lj4hEREREREREREbVwvBKPiKgV4rdWRERkS6wzRERka6w1lngSj4ioFWLBIyIiW2KdISIiW2OtscSTeERErRALHhER2RLrDBER2RprjSWexCMiaoVY8IiIyJZYZ4iIyNZYayzxwRZEREREREREREQtXKu4Ei8jIwMuLi61ZpcuXRLn9fb2FvOuXbuKeVlZmZgfP35czCsrK8V8xIgRYr5//34x79+/v5gbjUYxv3r1qpi7ubmJuYODg5gfOnRIzENDQ8VcYzAYxHzZsmVinpOTI+Z5eXlivmfPHjEHACcneTfU1kFmZqaYBwQEiHlJSYmYZ2RkiPmdd94p5tnZ2WJeUFAg5ikpKWLepUsXMU9PTxfzYcOGifm1a9fEPCwsTMx3794t5vn5+WKelZVlNdOOP635G6imdvXqVbRpU/v3Xq6uruK82nHew8NDzMvLy8W8e/fuYq5tw9o+dPLkSTEPCQkRcx8fHzE/d+6cmFtb79W0Y0xubq6YX7x4Ucw7dOjQoNf39/cX89GjR4t5bGysmO/du1fMAaCiokLMHR0dxfzs2bNirr3H5ORkMf/Xv/4l5iNHjhTzdu3aifm6devEvG/fvmKelpYm5hcuXBDzoKAgMdeO5YmJiWL+1VdfibmXl5eY9+jRw2pWXFwszss607gcHBystp21z/H69etirvWJLl++rC6bZPjw4WLeqVMnMT927JiYa+9fq5XafpqUlCTmnp6eYq71mTTavqYdJ9q2bSvmWnt66NChYq5tH4BeK7TjhdZe0mqFNr/W59Jq4enTp8Vc+4ykYy0A+Pn5ibm18x3VtH6/9v608xZav//uu+8Wc+m8A/s09cMr8YiIWqHqS89v56c+9u7diylTpiA4OBgODg744osvTFlZWRl+//vfo3///vD09ERwcDCefvppi4ZuSUkJ5s2bB39/f3h6emLq1KlITU01myY7OxuRkZEwGAwwGAyIjIy0OMmenJyMKVOmwNPTE/7+/pg/fz5KS0vr9X6IiKhumqrOEBHRfy7WGks8iUdE1Ao1VcErKCjAwIEDsWrVKoussLAQR48exauvvoqjR4/i888/x9mzZzF16lSz6RYsWIAtW7Zg8+bN2LdvH/Lz8zF58mSzq4emT5+OhIQExMbGIjY2FgkJCYiMjDTlFRUVePDBB1FQUIB9+/Zh8+bN+Oyzz7Bo0aJ6rjkiIqoLdqyIiMjWWGsstYrbaYmIyFxTDQI7adIkTJo0qdbMYDBg+/btZr+Ljo7G0KFDkZycjNDQUBiNRqxduxYbNmzA/fffDwCIiYlBSEgIduzYgQkTJiAxMRGxsbGIi4sz3f68Zs0aRERE4MyZM+jVqxe2bduG06dPIyUlBcHBwQCAd955BzNnzsSbb76p3tJJRET1w8HGiYjI1lhrLPFKPCIispCbm2v2o42dWFdGoxEODg6msVvi4+NRVlaG8ePHm6YJDg5GeHi4aczPAwcOwGAwmI1fOHz4cBgMBrNpwsPDTSfwAGDChAkoKSlBfHx8oyw7ERERERFRc+JJPCKiVqihl56HhISYxp8zGAzqQ2Dqori4GH/4wx8wffp005Vx6enpcHFxsRiYPjAw0PRQkvT09Fof0BIQEGA2TWBgoFnerl07uLi4qA83ISKi+uMtTkREZGusNZZ4Oy0RUSvU0EvPU1JSzG5B1Z7AqikrK8Pjjz+OyspK/O1vf6vTctz6JLzanop3O9MQEVHj4C1ORERka6w1lnglHhFRK9TQb618fHzMfhpyEq+srAzTpk1DUlIStm/fbnZyMCgoCKWlpcjOzjabJyMjw3RlXVBQEK5du2bxupmZmWbT1LziLjs7G2VlZRZX6BERUcPx6ggiIrI11hpLzXol3t69e/E///M/iI+PR1paGrZs2YKHH3643q/TqVMnuLm51Zq1aSOfp+zUqZOY9+7dW8xPnz4t5u3btxdzzY8//ijmRqNRzOPi4sRcu80sPDxczHNycsRcG0fLYDCIuTYYfXFxsZgPGjRIzM+cOSPmt46vVZtz586Jua+vr5gDQFFRkZhXVlaqryE5evSomGvvUTt5c/nyZTHPy8sTcy8vLzHv0KGDmPv5+Yn5hQsXxNzd3V3Mtau4EhMTxfzgwYNirp1gys3NtZqVl5dbzVrKt1bVJ/DOnTuHXbt2WXxegwcPhrOzM7Zv345p06YBANLS0nDy5EksX74cABAREQGj0YhDhw5h6NChAG6uV6PRiBEjRpimefPNN5GWlmbaZrZt2wZnZ2csX74cTz75ZIPqTFBQEJycai+Z169fF+e9++67xVzbxkaPHi3m27ZtE/OsrCwxP378uJhr+8ihQ4fEPD8/X8y1Y1xDH0qibdPaMUSrY3369BFz7f198803Yp6SkiLmdeHt7d2g+a21sappx7HMzEwxHzt2rJhr27C2jaWlpYm5tn6096+1xUpLS8W8sLBQzFNTU8Vc24adnZ3FXKpTZWVlVrOWUmdagsbq07i6ulqtNVqbNygoSMxrfllW061PhL8dWntL24+Tk5PF3NHRUcy1WqX1Oayt92racaR79+5irh0nQkNDxfzKlStiri2/9v5/+OEHMff09BRzQN+GtD5PQ19f20a09paLi0uD5te2QW0f1PaBnj17inltX3jfSqvVWr//559/FvOuXbuKeUZGhtXMHvo0LUmzXolXUFCAgQMHYtWqVc25GEREdJvy8/ORkJCAhIQEAEBSUhISEhKQnJyM8vJyPPbYYzhy5Ag2btyIiooKpKenIz093dSpNRgMeOaZZ7Bo0SLs3LkTx44dw1NPPYX+/fubnlbbp08fTJw4EbNmzUJcXBzi4uIwa9YsTJ48Gb169QIAjB8/Hn379kVkZCSOHTuGnTt3YvHixZg4cSIGDx7MOkNERDbDPg0RETWVZr0Sb9KkSZg0aVJzLgIRUavUVN9aHTlyBGPGjDH9f+HChQCAGTNmICoqCl999RUA4I477jCbb9euXaYrzFasWAEnJydMmzYNRUVFGDt2LNatW2f2jerGjRsxf/5801Nsp06datZZcnR0xDfffIO5c+di5MiRcHd3x/Tp0/H22283eDw/IiKyxKsj/o19GiIi22CtsWRXD7YoKSkxu61Fus2MiOg/WVMVvNGjR4vz1OX13NzcEB0djejoaKvT+Pr6IiYmRnyd0NBQfP311+rfk7DOEBHVDTtWt4+1hoioblhrLNnVgy2WLVsGg8Fg+gkJCWnuRSIiapE4COztYZ0hIqob1pnbx1pDRFQ3rDWW7Ook3ksvvQSj0Wj6aYzBnomIWiMWvNvDOkNEVDesM7ePtYaIqG6aotYsW7YMd911F7y9vREQEICHH37Y4gGYVVVViIqKQnBwMNzd3TF69GicOnXKbJqSkhLMmzcP/v7+8PT0xNSpUy0eTpWdnY3IyEjTlziRkZHqw0JrsquTeK6urvDx8TH7ISIiaiysM0REZGusNURELceePXvw7LPPIi4uDtu3b0d5eTnGjx+PgoIC0zTLly/Hu+++i1WrVuHw4cMICgrCuHHjkJeXZ5pmwYIF2LJlCzZv3ox9+/YhPz8fkydPNnuy8vTp05GQkIDY2FjExsYiISEBkZGR9VpeuxoTj4iI6objRxARkS2xzhARka01Ra2JjY01+/+HH36IgIAAxMfH495770VVVRVWrlyJV155BY888ggAYP369QgMDMSmTZswZ84cGI1GrF27Fhs2bMD9998PAIiJiUFISAh27NiBCRMmIDExEbGxsYiLi8OwYcMAAGvWrEFERATOnDmDXr161Wl5m/UkXn5+Ps6fP2/6f1JSEhISEuDr64vQ0NA6v05qaipcXFxqzXr06CHOW15eLuZxcXENml/7ILT5b9y4IeZubm5irn2z5+HhIebnzp0Tc09PTzEvLCwUc39/fzHv1KmTmLdpI19MGhgYKObbt28X8+7du4u5g4ODmGvrDwCOHTsm5l27dhXzWwdGrs2dd94p5nv27BHz8PBwMb/124faZGZminn79u3FXDsA9+nTR8wTExPFfNeuXWKelZUl5tr7z8/PF/Pr16+LubVjGwCzb3VqYufqpsaqM9evXzd7Wu6t+vbtK86blpYm5teuXRNzbcBzaTsAoI61VFxcLObaPqDR9gGtDllb79W0fUjbprX3rx2DfX19xfznn38Wc239aHXOaDSKOQD1No2aT4+u6erVq2J+6z5WG2dnZzHfunWrmF+5ckXMO3bsKOZaW6WsrEzML1++LOba+9P2oZq32tRUWVkp5lKdAPTll9piUjuVdebfGqvWXLhwweo+r7WptWOpth1pbe6goCAxv3jxophrfRJvb28x1/o82vxOTnK3V9uPtVqhtXc12i3V2vJpbQWtliUnJ4u5dhwF9GOd9h60fpWWN/Qz1PpUWq1wdXVt0N/X5tc+48GDB4v54cOHxXzAgAFirrXHtFrTu3dvq1lpaSn27dtXa9bQWlNzvbm6uqrrurptVd3GS0pKQnp6OsaPH2/2OqNGjcL+/fsxZ84cxMfHo6yszGya4OBghIeHY//+/ZgwYQIOHDgAg8FgOoEHAMOHD4fBYMD+/fvrfBKvWW+nPXLkCAYNGoRBgwYBABYuXIhBgwbhtddea87FIiKyexyr6CbWGSIi22Cd+TfWGiIi22horQkJCTF7kNCyZcvUv7dw4ULcfffdpotZ0tPTAVheIBQYGGjK0tPT4eLignbt2onTBAQEWPzNgIAA0zR10axX4o0ePbpVFnIioubGKyRuYp0hIrIN1pl/Y60hIrKNhtaalJQUsyuBtavwnnvuORw/frzWKwNrXg1aVVWlXiFac5rapq/L69zKrh5sQUREREREREREpKn5ECHpJN68efPw1VdfYdeuXWZDDFQPJ1DzarmMjAzT1XlBQUEoLS1Fdna2OE1tw+hkZmaqw4DdiifxiIhaId7mREREtsQ6Q0REttYUtaaqqgrPPfccPv/8c3z//fcICwszy8PCwhAUFGQ2nn5paSn27NmDESNGALg5JqGzs7PZNGlpaTh58qRpmoiICBiNRhw6dMg0zcGDB2E0Gk3T1AWfTktE1ArxNiciIrIl1hkiIrK1pqg1zz77LDZt2oQvv/wS3t7epivuDAYD3N3d4eDggAULFmDp0qXo0aMHevTogaVLl8LDwwPTp083TfvMM89g0aJF8PPzg6+vLxYvXoz+/fubnlbbp08fTJw4EbNmzcL7778PAJg9ezYmT55c54daADyJR0TUarGjREREtsQ6Q0REtmbrWrN69WoAN8c3vdWHH36ImTNnAgBefPFFFBUVYe7cucjOzsawYcOwbds2sydjr1ixAk5OTpg2bRqKioowduxYrFu3zuzJvhs3bsT8+fNNT7GdOnUqVq1aVa/l5Uk8IqJWiFdIEBGRLbHOEBGRrTVFranLtA4ODoiKikJUVJTVadzc3BAdHY3o6Gir0/j6+iImJqbOy1abVnESLyMjA87OzrVmJ0+eFOft0qWLmBcWFor5rWdea5OUlCTmly5dEnMPDw8xLygoEPPqxyJbo70/bf4LFy6I+cCBA8V84sSJYt6mjTxs4/79+8U8OTlZzJ2c5F1g165dYl7bwJS30rYPABg3bpyY7969W8y1g86tT+OpzYABA8Rce4KPto67d+8u5u7u7mJubd+utmfPHjEfPny4mNf25KFbaes3JCREzHv06CHm2uPEpdcvLS3FqVOnxPmpcfTu3dvqtqhtI9rTpsaMGSPmbdu2FfMvvvhCzM+dOyfmeXl5Yp6TkyPm2jEiNzdXzP39/cU8IyNDzLXjrHYM1Gh1QmtnaO2AW7+drY12DAwNDRVzQK/lhw8fFvP27duLeWVlpZi7uLiIeWlpqZh37NixQbm2jv38/MT8ypUrYh4RESHmcXFxYq7VSe04r7VFAgICxLz6KoPaFBUVqctPjaeiosLq/qTtR2VlZWKuHau1Y712LNa2szNnzoi5tvzacUhrT2p9ihs3boi5Nl6V1hbQ9uOKigoxLy8vF3Nt/Wh9Pu04lJKSIuYA0K5dOzG/fv26mGvHajc3NzHX+sXaNpCfny/m2j5YVFTUoPm19l5JSYmYa9uY1t5KTEwUc6296OXlJeZSe1TbvslcqziJR0RE5niFBBER2RLrDBER2RprjSWexCMiaoVY8IiIyJZYZ4iIyNZYayzxJB4RUSvEgkdERLbEOkNERLbGWmOJJ/GIiFohFjwiIrIl1hkiIrI11hpL8uiORERERERERERE1Ox4JR4RUSvEb62IiMiWWGeIiMjWWGss8SQeEVErxIJHRES2xDpDRES2xlpjqVWcxLtx4wacnGp/Ky4uLuK85eXlYm4wGMT88uXLYp6bmyvmAQEBYl5ZWSnmnTt3FvP27duLeXp6upi7urqK+Z133inmjo6OYl5WVibmFRUVYv6LX/xCzNevXy/m2uffvXt3Me/Xr5+Y5+fnizkA7N27t0HLoK3Drl27ivldd90l5nl5eWJubd+r5ufnJ+bZ2dlinpmZKebaPhIXFyfmHh4eYl5cXCzmP//8s5h36dJFzLX1k5qaajWTPnsWvMZVWlpqdd1oxxEHBwcx17ahlJQUMdeOM9px2Gg0inm7du3EPC0tTcwHDRok5tevXxfzgQMHinlWVpaYl5aWirn2/jw9PcVcW36tDhcUFIi5l5eXmNdln92/f7+Yu7m5ibnWltLqgJZrtPeoHce1toTWFgoNDRVz7TO85557xPzo0aNirm2jRUVFYt6hQwcxl9pK0vGNdabxlZeXW60ZnTp1EueV2gsA4O7uLuZan0Vrj2rH2uDgYDE/f/68mCcnJ4u51qfS9hOtPa39fX9/fzG/evWqmDf0OJaTkyPmWnteO85oywfoyzhixAgxP336tJhr61irx1p7zcfHR8y1dahtY1qt0Np7Wp9Baw8WFhaKeY8ePcRc28e19s7FixetZqw19cMx8YiIiIiIiIiIiFq4VnElHhERmeO3VkREZEusM0REZGusNZZ4Eo+IqBViwSMiIltinSEiIltjrbHEk3hERK0QCx4REdkS6wwREdkaa40lnsQjImqFWPCIiMiWWGeIiMjWWGss8cEWRERERERERERELRxP4hERtULV31rdzk997N27F1OmTEFwcDAcHBzwxRdfmOWff/45JkyYAH9/fzg4OCAhIcHiNUpKSjBv3jz4+/vD09MTU6dORWpqqtk02dnZiIyMhMFggMFgQGRkJHJycsymSU5OxpQpU+Dp6Ql/f3/Mnz8fpaWl9Xo/RERUN01VZ4iI6D8Xa42lVnE7bUlJCcrLy2vNOnToIM77008/ibmrq6uYG41GMW/btq2Ynzp1SszvuusuMddkZ2eLeUlJiZgHBASIeV5enpg7OzuL+eHDhxv097///nsxLyoqEvPr16+Lubb+tPfv6ekp5gDg5eUl5r169RLzwsJCMU9LSxPzb775RsyLi4vFvE+fPmKem5sr5h07dhTz+Ph4Mff29hbz9u3bi/nevXvFvKKiokF/383NTczd3d3FXDqGODo6Ws2a6tLzgoICDBw4EL/+9a/x6KOP1pqPHDkSv/zlLzFr1qxaX2PBggXYunUrNm/eDD8/PyxatAiTJ09GfHy86T1Onz4dqampiI2NBQDMnj0bkZGR2Lp1K4Cbn9ODDz6I9u3bY9++fbhx4wZmzJiBqqoqREdH1+s91cbFxcXq8Sw9PV2c19fXV8xTUlJue7kAfR93cXER85EjR4q5Vue0fVjbh7p27Srm2jFS2we1Y5i2jyYmJoq5dgzU5u/fv7+Yayeitc8HAPz8/MS8W7duYt69e3cx17bhmiflawoMDBTze+65R8y1toRWh65duybm2vJp71+rY9o+aq2NW61du3Ziru2j0uuXlpbixx9/rDXjLU6Nr6KiAg4ODrVmFy5cEOdt00a+NkNrE2t9Fm0/KSgoEHPtWKtt59rra8dKqc0EAGFhYWKelZUl5hcvXhRzbT8vKysTc62WNrRPorVl6rLfGgwGMdeOhVq9v3r1qphrbeqaX/7WpG1D2j6mtTe0WqLVc20f0vq1wcHBYr5r1y4xHzZsmJgfOHBAzJ2crJ96krZv1hpLreIkHhERmWuqgjdp0iRMmjTJah4ZGQkAuHTpUq250WjE2rVrsWHDBtx///0AgJiYGISEhGDHjh2YMGECEhMTERsbi7i4OFMDYs2aNYiIiMCZM2fQq1cvbNu2DadPn0ZKSoqpkfLOO+9g5syZePPNN+Hj41Ov90VERDJ2rIiIyNZYayzxdloiolaooZee5+bmmv1oV+3ervj4eJSVlWH8+PGm3wUHByM8PBz79+8HcPObPYPBYPYN4PDhw2EwGMymCQ8PN/uWccKECSgpKVG/+SUiovrjLU5ERGRrrDWWeBKPiIgshISEmMafMxgMWLZsmU3+Tnp6OlxcXCxuBwsMDDTd2pGenl7rrfUBAQFm09S8TaFdu3ZwcXFRbxEhIiIiIiKyB7ydloioFWropecpKSlmt6Bq44M2tqqqKrNxgWobI+h2piEiosbBW5yIiMjWWGssNeuVeMuWLcNdd90Fb29vBAQE4OGHH8aZM2eac5GIiFqNhlx27uPjY/Zjq5N4QUFBKC0ttXiITEZGhunKuqCgoFoH1M7MzDSbpuYVd9nZ2SgrK0NUVBTrDBGRDfD2JvZniIhsjbXGXLOexNuzZw+effZZxMXFYfv27SgvL8f48ePVpw8REZHMXsaPGDx4MJydnbF9+3bT79LS0nDy5EmMGDECABAREQGj0YhDhw6Zpjl48CCMRqPZNCdPnjR7Uuu2bdvg4OCA559/nnWGiKiR2UudsTX2Z4iIbIe1xlKznsSLjY3FzJkz0a9fPwwcOBAffvghkpOTOQg5EVEDNVXBy8/PR0JCAhISEgAASUlJSEhIQHJyMgAgKysLCQkJOH36NADgzJkzSEhIMF01ZzAY8Mwzz2DRokXYuXMnjh07hqeeegr9+/c3Pa22T58+mDhxImbNmoW4uDjExcVh1qxZmDx5Mnr16gUAGD9+PPr27YvIyEgcO3YMO3fuxOLFi/Hss8/id7/7HesMEVEja66O1bJly+Dg4IAFCxaYLUtUVBSCg4Ph7u6O0aNH49SpU2bzlZSUYN68efD394enpyemTp2K1NRUs2mys7MRGRlpGg82MjISOTk54vKwP0NEZDs8iWepRY2JZzQaAQC+vr615iUlJWZPSMzNzQUAdOnSBc7OzrXOc+vVHbXp2bOnmF+/fl3Maw6kXpN2C9qAAQPEPCsrS8zPnTsn5tVXqVhTUVEh5i4uLmKurR9vb28xv/POO8X86NGjYj5x4kQxj4uLE/OgoCAx175FbdNGPg+urT8A6qD7NRuYNXXt2lXMO3fuLObaZ7Bz504xf+qpp8T81qunauPv7y/m9913n5jn5+eL+V//+lcxb9u2rZjX9kCF+qg+Tt0uaR+vrKxs0Gs3hiNHjmDMmDGm/y9cuBAAMGPGDKxbtw5fffUVfv3rX5vyxx9/HADw+uuvIyoqCgCwYsUKODk5Ydq0aSgqKsLYsWOxbt06ODo6mubbuHEj5s+fb3qK7dSpU7Fq1SpT7ujoiG+++QZz587FyJEj4e7ujunTp+Ptt982W97brTNhYWFWj+facVj7nEpLSxs0v1aHtPm142BSUpKY9+/fX8wzMzPFvLCwUMxvvbqyNh07dhTz7t27i3nNW7lrevLJJ8X8xx9/FPPHHntMzI8cOSLmWp3x9PQUc0A/jml1qLi4WMzz8vLE/Be/+IWY7969W8y1bUirI926dRPzQYMGiflLL70k5nPmzBFza23Uam5ubmJ+67GwNu7u7mJeVlYm5pcvX7aalZeXi/M2tcOHD+ODDz6waD8vX74c7777LtatW4eePXvijTfewLhx43DmzBlTW3TBggXYunUrNm/eDD8/PyxatAiTJ09GfHy8aR1Pnz4dqampiI2NBQDMnj0bkZGR2Lp1a52XUaszgPVa4+3tbXWf1/YzrcOqfZZan+jgwYNirm3H2t+/dRze2mRkZIj5reuzNtp+8vPPP4u5tn6LiorEXKMdJ7S85gPCatL6ZNr2pfUZAb1Nri2j9hlr7RntWKe9B+31vby8xFyrldr705bv7NmzYq6NAa31a7W2wg8//CDm7du3F3Opz1pWVobExERxfvq3FnMSr6qqCgsXLsTdd9+N8PDwWqdZtmwZlixZ0sRLRkRkf273G6j6zjN69GhxnpkzZ2LmzJnia7i5uSE6OhrR0dFWp/H19UVMTIz4OqGhofj666+t5qwzRESNp6nqTLX8/Hw8+eSTWLNmDd544w2z11u5ciVeeeUVPPLIIwCA9evXIzAwEJs2bcKcOXNgNBqxdu1abNiwwXSVd0xMDEJCQrBjxw5MmDABiYmJiI2NRVxcHIYNGwYAWLNmDSIiInDmzBnTld/ae9PqDMBaQ0RUV01da+xBs95Oe6vnnnsOx48fx8cff2x1mpdeeglGo9H0k5KS0oRLSERkP3jpuSXWGSKixtPQOpObm2v2o11J9eyzz+LBBx80nYSrlpSUhPT0dNOV2sDNO2FGjRqF/fv3AwDi4+NRVlZmNk1wcDDCw8NN0xw4cAAGg8F0Ag8Ahg8fDoPBYJpGU5c6A7DWEBHVFfs0llrElXjz5s3DV199hb1796JTp05Wp3N1dbXZExKJiFoTfmtljnWGiKhxNbTOhISEmP3+1mEWatq8eTOOHj2Kw4cPW2TVt4PXHFogMDDQdKtweno6XFxcLG7nCwwMNM2fnp5e6+1kAQEB6i3nQN3rDMBaQ0RUV+zTWGrWk3hVVVWYN28etmzZgt27dyMsLKw5F4eIqNVgwbuJdYaIyDYaWmdSUlLMxkGzdlIrJSUFzz//PLZt2yaOu1ZzPKiqqip1jKia09Q2vfY6rDNERLbDPo2lZj2J9+yzz2LTpk348ssv4e3tbfa0Qm3wUSIiIg3rDBFRy+Tj46M+zAC4eStsRkYGBg8ebPpdRUUF9u7di1WrVuHMmTMAbl5J16FDB9M0GRkZpqvzgoKCUFpaiuzsbLOr8TIyMkwPgQsKCsK1a9cs/n5mZqb4ACHWGSIiakrNOibe6tWrYTQaMXr0aHTo0MH088knnzTnYhER2T2OH3ET6wwRkW00VZ0ZO3YsTpw4gYSEBNPPkCFD8OSTTyIhIQFdu3ZFUFAQtm/fbpqntLQUe/bsMZ2gGzx4MJydnc2mSUtLw8mTJ03TREREwGg04tChQ6ZpDh48CKPRaJqmNqwzRES2wz6NpWa/nZaIiBofLz2/qbW9HyKilqKp6oy3t7fFk149PT3h5+dn+v2CBQuwdOlS9OjRAz169MDSpUvh4eGB6dOnA7h5VdwzzzyDRYsWwc/PD76+vli8eDH69+9velBGnz59MHHiRMyaNQvvv/8+AGD27NmYPHmy+GRa1hkiItthn8ZSi3iwRUO5uLjAxcWl1qxPnz7ivLm5uWLu7e0t5h4eHjbNO3bsKOb9+/cX8+LiYjE3GAxinpeXJ+bBwcFiLt1+AAB+fn5i/tBDD4l5UlKSmGdnZ4t5z549xVx7Wpj2+WgDGwPApUuXxNzLy0vMMzMzxVxqeAJAYWGhmGsHwLffflvMNQUFBWLu6Ogo5ufOnRNzbWyaQYMGibk28PTBgwfFXLuVRnt/PXr0sJqVl5cjOTm51owFr3Fdv37dap259fat2nTp0kXMjUajmOfn54u5dpyuOXh8TdqYUZMmTRLz1NRUMW9onausrBRzrU7fuHFDzLX1s3v3bjG/cuWKmGvrV3v/OTk5Yl6X2/WsHSeqZWVliXltg/3f6t577xXzmidgatqxY4eYHz16VMxruwXyVto2VFpaKuY7d+4Uc62OaW0Nbf03tI6kpaWJ+dixY61mxcXF2LdvX61ZS6ozL774IoqKijB37lxkZ2dj2LBh2LZtm9nxYcWKFXBycsK0adNQVFSEsWPHYt26dWbrb+PGjZg/f77pKbZTp07FqlWrGn15ramoqLC6fsrKysR5PT09xbyoqEjMf/jhBzHXtkPtc9WePqztB1qt1eZvKG39tmnTsBvchgwZIuYXL14U84b2F7RapB0ngZvtUolWDzXa/Fq/18lJPvWhbcPaOqzLGJwNofVJtPWv5VevXhVz7RigtWclFRUVVrOWVGtailZxEo+IiMyx4BERkS01Z52peXLdwcEBUVFRVp9uCwBubm6Ijo5GdHS01Wl8fX0RExPT4OUjIqLGwT6NpWYdE4+IiIiIiIiIiIh0vBKPiKgV4rdWRERkS6wzRERka6w1lngSj4ioFWLBIyIiW2KdISIiW2OtscSTeERErRALHhER2RLrDBER2RprjSWexCMiaoVY8IiIyJZYZ4iIyNZYayzxwRZEREREREREREQtXKu4Eq+goAClpaW1Zv7+/uK81uarlpKSIuYGg0HML1261KC/7+joKOZhYWFifvbsWTHX3p+2/nx9fcW8ffv2Yq69/z179oh5hw4dxDwiIkLMXV1dxdzHx0fM4+LixPzEiRNiDgCPPvqomBcXF4u5toydO3cW8/79+zdo/o8++kjMteXXaNvg0KFDxfznn38Wc+0zdHKSD5OBgYFirn0+qampt/33KyoqrGb81qpxeXh4wMXFpdZM2wavX78u5mVlZWLu5uYm5p6enmLerVs3MT98+LCYa8eo06dPi3l5ebmY5+TkiLm0nQOAt7e3mA8aNEjMDx48KObOzs5i/tBDD4n5lStXxPzChQtiXlBQIOZaHQWAYcOGiXlycrKYFxYWivmhQ4fEPDw8XMxHjx4t5h9//LGYDxw4UMy7du0q5nl5eWKutcW0bXTHjh1iru0jWlvPy8tLzLXlP3/+vNVM2r5YZxqfh4cH2rSp/RoL7VikbQc3btwQc61NrNWikpISMdfaU1qbXmtvWVtv1bTjkNZedHBwEHNt/Wu17uTJk2Ku9bmMRqOYa8c5jXYcAfTPoG3btmKubeNarbLWTqtWl3op0Y712vJr+5h2bNTaix4eHmKufYba62ufr7b8aWlpVrPKykrxdVlrzLWKk3hERGSOBY+IiGyJdYaIiGyNtcYST+IREbVCLHhERGRLrDNERGRrrDWWeBKPiKiVas3Fi4iImh/rDBER2RprjTk+2IKIiIiIiIiIiKiF45V4REStEC89JyIiW2KdISIiW2OtscSTeERErRALHhER2RLrDBER2RprjSWexCMiaoVY8IiIyJZYZ4iIyNZYayy1ipN4AQEBcHFxqTUzGo3ivF5eXmLu6ekp5nl5eWKelZUl5t27dxfz3NxcMf/pp5/EPCcnR8zd3NzEvH379mLepUsXMQ8MDBTzffv2iXmvXr3EPD09XcxLSkrEvKCgQMzd3d3FvEePHmI+ZswYMQeA8+fPi3lYWJiYa8v41VdfifmOHTvEXPsMi4uLxbxDhw5i7u3tLeZXr15t0N/X1p+2j2n7yIkTJ8T8+vXrYj5u3DgxP3nypNWsvLzcasaC17iSkpLg5FR7yfz555/FeUtLS8Xc2dlZzP39/cX89OnTYq7VOe04+L//+79i3rVrVzHX6khoaKiYe3h4iLlWh7Zu3Srmw4cPF/ODBw+Kubb+tXaC1s7QPp8JEyaIOQDEx8eLuVbLLly4IOb9+/cXc+0zsLZvVRsyZIiYa3VEe31tfm0fSk5OFnNtH9COEY6OjmKutQUnTZok5jt37rSasc40rbKyMrRpU/uQ5QaDQZxXa89o7cXCwkIx19pb2ud69913i7nmxx9/FHOtFhw7dqxBf197f9p+bK2vWk1rbycmJoq5n59fg3JpXweA/Px8MQeAdu3aiXlKSoqYd+vWTcwrKirEPCMjQ8y1z0Brj2nvT5tfU1RUJObaPnz//feLudaeuXHjhphr+4B2DPH19bWaVVRUWO0zsdZY4oMtiIiIiIiIiIiIWrhWcSUeERGZ47dWRERkS6wzRERka6w1lngSj4ioFWLBIyIiW2KdISIiW2OtscTbaYmIWqHqgnc7P/Wxd+9eTJkyBcHBwXBwcMAXX3xhsRxRUVEIDg6Gu7s7Ro8ejVOnTplNU1JSgnnz5sHf3x+enp6YOnUqUlNTzabJzs5GZGQkDAYDDAYDIiMjLcb8TE5OxpQpU+Dp6Ql/f3/Mnz9fHaOGiIhuT1PVGSIi+s/FWmOJJ/GIiFqhpip4BQUFGDhwIFatWlVrvnz5crz77rtYtWoVDh8+jKCgIIwbN85ssP8FCxZgy5Yt2Lx5M/bt24f8/HxMnjzZbADj6dOnIyEhAbGxsYiNjUVCQgIiIyNNeUVFBR588EEUFBRg37592Lx5Mz777DMsWrSonmuOiIjqgh0rIiKyNdYaS7ydloiIbtukSZOsPvmwqqoKK1euxCuvvIJHHnkEALB+/XoEBgZi06ZNmDNnDoxGI9auXYsNGzaYnqoVExODkJAQ7NixAxMmTEBiYiJiY2MRFxeHYcOGAQDWrFmDiIgInDlzBr169cK2bdtw+vRppKSkIDg4GADwzjvvYObMmXjzzTfh4+PTBGuDiIiIiIjIdnglHhFRK9TQb61yc3PNfkpKSuq9DElJSUhPT8f48eNNv3N1dcWoUaOwf/9+AEB8fDzKysrMpgkODkZ4eLhpmgMHDsBgMJhO4AHA8OHDYTAYzKYJDw83ncADgAkTJqCkpATx8fH1XnYiIpLx6ggiIrI11hpLreJKvLS0NDg7O9eaDRgwQJy3ffv2Yq6Np5Sfny/mNcdsquny5csNml9bPicn+SPW1o+bm5uYV1ZWivmBAwfE/K677hLzNm3k88xdunQR8//7v/8T886dO4u5tv69vLzE/OLFi2IOAFevXhXz9PR0Mb/1tsTahISEiLmLi4uY1xzjrKagoCAxP3r0qJg//PDDYj5u3Dgx//zzz8X8yJEjYq59xto+oOXWjk3Vzp8/f9u5tP/dbvGqnqfmdvP6668jKiqqXq9Vve0GBgaa/T4wMNB07EtPT4eLiwvatWtnMU31/Onp6QgICLB4/YCAALNpav6ddu3awcXFRd2H6iIiIsLqZ+3n5yfOazQaxfyzzz4Tc235tc/52rVrYt6pU6cG/X3tGHbrCdraXLlyRcy1OqDt47169RJz7f1pdUY7xjk6Oop5QxuZbdu2VafJzc0V8++++07MBw0aJObaNn79+nUx19pCvXv3FnNtG7rvvvvEvF+/fmK+c+dOMa/+MsEabRtITk4Wc4PBIOYODg5irm2j0vZx67AGNTW0zpClDh06WN1eLl26JM7r4eEh5lqfQGuTHzp0SMy17VDbz7U+Vc0aX9OFCxfEXGuvaX0qrc2vvb72ZWhaWpqYa8epc+fOiblWK7Tl194/oG9jRUVFYn7ixAkxLy8vF3N3d3cx19rk2jas/X2tT6G59Yvo2mj7yJdffinmWr9dO4bU1ha/VXFxsZiXlZVZzWzZp2mNWsVJPCIiMtfQgpeSkmJ2C6qrq+ttL0vNRlFVVZXaUKo5TW3T3840RETUONixIiIiW2OtsdSst9OuXr0aAwYMgI+PD3x8fBAREYFvv/22OReJiKhVaOil59XH5eqf2zmJV32VZs0rnTIyMkzfqAcFBaG0tBTZ2dniNLVdTZaZmWk2Tc2/k52djbKyMrzyyiusM0REjYy3ON3E/gwRke2w1lhq1pN4nTp1wl/+8hccOXIER44cwX333YeHHnoIp06das7FIiKiRhAWFoagoCBs377d9LvS0lLs2bMHI0aMAAAMHjwYzs7OZtOkpaXh5MmTpmkiIiJgNBrNbuU5ePAgjEaj2TQnT540ux1l27ZtcHJywltvvcU6Q0RENsH+DBERNaVmPYk3ZcoUPPDAA+jZsyd69uyJN998E15eXoiLi2vOxSIisntN9a1Vfn4+EhISkJCQAODmwywSEhKQnJwMBwcHLFiwAEuXLsWWLVtw8uRJzJw5Ex4eHpg+fTqAm2M9PfPMM1i0aBF27tyJY8eO4amnnkL//v1NT6vt06cPJk6ciFmzZiEuLg5xcXGYNWsWJk+ebBrvbPz48ejbty8iIyNx7Ngx7Ny5E4sXL8Zvf/tbPPbYY6wzRESNjFdH3MT+DBGR7TRVrdm7dy+mTJmC4OBgODg4WIwLP3PmTDg4OJj9DB8+3GyakpISzJs3D/7+/vD09MTUqVORmppqNk12djYiIyNhMBhgMBgQGRlZ7/EUW8yYeBUVFfj0009RUFCAiIiIWqcpKSkxGxRUG6iZiOg/VVONH3HkyBGMGTPG9P+FCxcCAGbMmIF169bhxRdfRFFREebOnYvs7GwMGzYM27Ztg7e3t2meFStWwMnJCdOmTUNRURHGjh2LdevWmQ3uvXHjRsyfP9/0kISpU6di1apVptzR0RHffPMN5s6di5EjR8Ld3R3Tp0/H22+/bZqGdYaIqPFwnCJLdakzAGsNEVFdNVWtKSgowMCBA/HrX/8ajz76aK3TTJw4ER9++KHp/zUfELlgwQJs3boVmzdvhp+fHxYtWoTJkycjPj7e1K+ZPn06UlNTERsbCwCYPXs2IiMjsXXr1jova7OfxDtx4gQiIiJQXFwMLy8vbNmyBX379q112mXLlmHJkiVNvIRERPanqQre6NGjxXkcHBwQFRUlPtnWzc0N0dHRiI6OtjqNr68vYmJixGUJDQ3F119/bfF71hkiosbHk3j/Vp86A7DWEBHVVVPVmkmTJmHSpEniNK6urqYxv2syGo1Yu3YtNmzYYLqbKCYmBiEhIdixYwcmTJiAxMRExMbGIi4uDsOGDQMArFmzBhEREThz5ozpDiNNs95OCwC9evVCQkIC4uLi8Lvf/Q4zZszA6dOna532pZdegtFoNP2kpKQ08dISEdkH3ub0b6wzRESNj3Xm3+pTZwDWGiKiumporcnNzTX7ufUq6PravXs3AgIC0LNnT8yaNQsZGRmmLD4+HmVlZaa7hgAgODgY4eHh2L9/PwDgwIEDMBgMphN4ADB8+HAYDAbTNHXR7Ffiubi4oHv37gCAIUOG4PDhw/jrX/+K999/32JaV1fXWp+Q6O/vb3EpY7WCggLx7584cULMDQaDmOfn54t5t27dxNzJSf4IOnXqJOYjR44Uc62hdO7cOTFv3769mBcWFor5wIEDxfzWgeprU1FRIeYODg5ifuvteLW5cOGCmGufv7Z91eUgUfNe+pqSk5PF3Gg0ivmxY8fE3MfHR8ytfdtQLTg4WMyffvppMd+3b5+Yf/zxx2JeXl4u5nfeeaeYVz/d9HZf/+effxbzq1evinnHjh3F3NPT02pWVlbGhn8dNEadKSsrQ5s2tX/vpW0DV65cEXPtyb9FRUVi7uvrK+ZaHdDq4AMPPCDmmZmZDcq1OqQdh7V9SHt97Th9awOtNiEhIQ16fe3z9fDwEPO6PAWz+gEw1gwYMEDM//d//1fMteOQto0GBASIeXh4uJi3bdtWzLXlO3LkiJhrdbZnz55i7u/vL+ajRo0S8/Pnz4u59v60OldaWmo1Ky8vx5kzZ8T5qX51BrBeazw9Pa32Df7rv/5LXIbPP/9czPPy8sT86NGjYq61qb28vMRcqwXasV5r82vHWjc3NzHv0aOHmGv7mVbLtfaydku1th9WVlaKubOzs5hrx1Gtzwvon7G2jqz156tp26C1dlpd/762j2jrWOtTaeOeaX0GbR+RjuUA4O7uLuZavz47O1vMi4uLxVzqN9vyy52a7bTXX39dvEPImkmTJuGXv/wlOnfujKSkJLz66qu47777EB8fD1dXV6Snp8PFxQXt2rUzmy8wMBDp6ekAgPT09FrbPAEBAaZp6qLZT+LVVFVV1aCzo0RExNucJKwzREQNxzpjHesMEVHjaGitSUlJMTvBqp3MteZXv/qV6d/h4eEYMmQIOnfujG+++QaPPPKIuBy3fglR2xcSNafRNOtJvJdffhmTJk1CSEgI8vLysHnzZuzevds0yB8REd0edq5uYp0hIrIN1pmbWGeIiGynobXGx8dHvUrydnTo0AGdO3c23fERFBSE0tJSZGdnm12Nl5GRYbojIigoCNeuXbN4rczMTPWq+Vs160m8a9euITIyEmlpaTAYDBgwYABiY2Mxbty45lwsIqJWobV1lG4H6wwRke2wzrDOEBHZWkusNTdu3EBKSgo6dOgAABg8eDCcnZ2xfft2TJs2DQCQlpaGkydPYvny5QCAiIgIGI1GHDp0CEOHDgUAHDx4EEajUR365FbNehJv7dq1zfnniYhaLV4hcRPrDBGRbbDO3MQ6Q0RkO01Va/Lz883GoE1KSkJCQgJ8fX3h6+uLqKgoPProo+jQoQMuXbqEl19+Gf7+/vjFL34B4OaYhc888wwWLVoEPz8/+Pr6YvHixejfv7/pabV9+vTBxIkTMWvWLNOYqbNnz8bkyZPr/GRaoAWOiUdERERERERERNQUjhw5gjFjxpj+v3DhQgDAjBkzsHr1apw4cQIfffQRcnJy0KFDB4wZMwaffPIJvL29TfOsWLECTk5OmDZtGoqKijB27FisW7fO7KEsGzduxPz5801PsZ06dSpWrVpVr2XlSTwiolaIV0gQEZEtsc4QEZGtNVWtGT16tDjPd999p76Gm5sboqOjER0dbXUaX19fxMTE1GvZauJJPCKiVoidKyIisiXWGSIisjXWGkut4iRev3794ObmVmt25coVcd577rlHzMPCwsT85MmTYm40GsX81ssva5Obmyvmfn5+Yr5z504xv/XJKbXRHsF87NgxMS8tLRXz9PR0Mdc+P+395+XliXmPHj3EXPv8unfvLuaXLl0ScwD4+eefxVz7DJyc5N04Ozu7QfOHhoaK+ahRo8R8yZIlYj548GAxz8/PF3N/f38xP3r0qJiXlZWJeUVFhZhr6yc8PFzMtceJt23b1mom7V8seI2rTZs2ZpfC38ra76tpT8TSjnPaPnrx4kUxd3Z2FvPKykox/+yzz8R8wIABYr5nzx4xr76dwJoTJ06IeUpKiphrx+GrV6+KuVZHqp9KZo22jxcXF4t59YDJ1mg1AgB27dol5t9++62Yh4SEiLlWZ3JycsRc20c2bdok5to++Ktf/UrMjx8/LubacfHWMXRqU15eLuZaW6Znz55i3tC2mnSMkGog60zj8/DwsHrM/7//+z9xXl9fXzEPDg4W89OnT4u5wWAQ8xs3boi51t4qKCgQ86KiIjH38PAQc+04kZGRIeZae1A7Dmp9OhcXFzHXanlAQICYe3l5iXm/fv3E/MyZM2JeF1q9046FWVlZYq7VEq09pX0G2jaWmpoq5lp7S2rzA1CfXnr58mUx9/T0FPOOHTuK+eHDh8Vcq0XWztcAN9eNtWMAa42lVnESj4iIzLHgERGRLbHOEBGRrbHWWGrT3AtAREREREREREREMl6JR0TUCvFbKyIisiXWGSIisjXWGkv1OolnNBqxZcsW/PDDD7h06RIKCwvRvn17DBo0CBMmTMCIESNstZxERFQP9lrwWGeIiOyDvdYZgLWGiMhe2HOtsZU63U6blpaGWbNmoUOHDvjTn/6EgoIC3HHHHRg7diw6deqEXbt2Ydy4cejbty8++eQTWy8zEREpqgve7fw0B9YZIiL7Ym91BmCtISKyN/ZYa2ytTlfiDRw4EE8//TQOHTpk9UmLRUVF+OKLL/Duu+8iJSUFixcvbtQFJSKiurO3b61YZ4iI7Iu91RmAtYaIyN7YY62xtTqdxDt16hTat28vTuPu7o4nnngCTzzxBDIzMxtl4YiI6D8D6wwREdkaaw0REdm7Op3E04pdQ6dvqKNHj8LFxaXWLCMjQ5zX09NTzG/cuCHmhYWFYp6Wlibmubm5Yj5kyBAx//HHH8W8oKBAzLXla9eunZhPnjxZzMvKysT8zjvvFPOLFy+K+aVLl8Rca3xp899zzz1ifvDgQTH38PAQ87pwdHQU85CQEDGvrKwUc29vbzH39fUVc20bcnd3F3M3Nzcx196/9hk6OzuLeVhYmJifP39ezBMTE8Vc28e195+Xl2c1Ky8vt5rZ27dWLb3OZGZmWq0z169fF+fV6sRdd90l5tu3bxdzPz8/MTcajWKuHae0fVDaDgEgPz9fzOPj48Vcuwpm586dYv7AAw+I+datW8X8yJEjYm7tap5qxcXFYh4aGirmX3zxhZhrx1hA30YiIiLEXPsMtVqvtaW01/fy8hLz7t27i/m//vUvMc/KymrQ39fqpFanpeM8oK8frc536tRJzKW2YmuqM0DLrzWXL1+2esx1cpK7bTk5OWKu9Ym07eTs2bNirq0rbTvW2mtt2sijQHXs2FHMtWPxlStXxFxbP/7+/mKempoq5tr6KSkpEXOt1mvz79q1S8y19Q/o22hpaamYZ2dni7mrq6uYa+2ViooKMddqgdZncnBwEHNtH9GOjdry9erVS8y1bezUqVNi3rZtWzHXapFUKysqKqy+P3usNbZ2W0+nvXLlCn788UdkZGRYfFjz589vlAUjIqLbZ+8Fj3WGiKhls/c6A7DWEBG1dK2h1jS2ep/E+/DDD/Hb3/4WLi4u8PPzMzvj7ODgwIJHRNQC2HPBY50hImr57LnOAKw1RET2wN5rjS3U+yTea6+9htdeew0vvfRSnS6rJSKipmfPBY91hoio5bPnOgOw1hAR2QN7rzW2UO+KVVhYiMcff5zFjoiIbIJ1hoiIbI21hoiI7FG9q9YzzzyDTz/91BbLQkREjaT6W6vb+WlurDNERC2fPdcZgLWGiMge2HutsYV63067bNkyTJ48GbGxsejfv7/Fk4TefffdRls4IiK6PfZ86TnrDBFRy2fPdQZgrSEisgf2Xmtsod4n8ZYuXYrvvvvO9AjjmoPAEhFR87Pngsc6Q0TU8tlznQFYa4iI7IG91xpbqPdJvHfffRf/+7//i5kzZ9pgcW6PwWCAi4tLrZmjo6M477333ivm+/fvF/OOHTuK+YkTJ8Q8LCxMzM+dOyfm1t53tZrfKtYUEhIi5kOHDhVzrZHj5+cn5jk5OWLu5uYm5oMHDxbzjz/+WMxdXV3FXFs+Dw8PMa/LOCs///yzmBuNRjHv2rWrmFc3Tq3Jzc0V85SUFDG/fPmymGsH0KysLDH39/cX89TUVDHX9oHz58+LubZ8hYWFYn7t2jUx19aPtPwVFRXi69prwWuJdSYnJ8fqZ6EdJ7Kzs8VcO0506NBBzJOSksS8c+fOYn7hwoUGzV9cXCzm2nHWyUluijz77LNirh3DtGNgt27dxPzpp58W823btom5dgzX2ina+jMYDGIOAF5eXmJ++PBhMff29hZzbRvXtmFtG9Je/+zZs2KutdXKy8vFXFu+0aNHi/mHH34o5u7u7mKuHWO0baSsrEzMi4qKrGZSTWiqOrN69WqsXr0aly5dAgD069cPr732GiZNmmR6vSVLluCDDz5AdnY2hg0bhvfeew/9+vUzvUZJSQkWL16Mjz/+GEVFRRg7diz27t1rVmuys7Mxf/58fPXVVwCAyMhIREdHo23btvV+j7erY8eOVo+Jt76f2pSUlIj5N998I+bJyclirh0HBgwYIOaJiYlirvH19RVzrRZoefv27cU8IyNDzLVaru2H2nFIO9Zrr68dx7TjUGlpqZjXZRqt39jQ96i1Jxq6DrR9pE+fPmJeWVkp5vn5+WKuvX+tzxIUFCTm2uen9cu1WnW77LlPYyv1HhPP1dUVI0eOtMWyEBGRHcrLy8OCBQvQuXNnuLu7Y8SIEWYnBaqqqhAVFYXg4GC4u7tj9OjROHXqlNlrlJSUYN68efD390dOTg4++ugjixO02dnZiIyMhMFggMFgQGRkpM0aDERE1DJ06tQJf/nLX3DkyBEcOXIE9913Hx566CFTHVm+fDneffddrFq1CocPH0ZQUBDGjRuHvLw802ssWLAAW7ZswebNm7Fv3z7k5+ejoKAAw4cPN00zffp0JCQkIDY2FrGxsUhISEBkZGSTv18iIiJJvU/iPf/884iOjrbFshARUSNqqgFg/+u//gvbt2/Hhg0bcOLECYwfPx73338/rly5AqD+HaznnnsOZ8+exeTJk82uNmQHi4ioZWmKOjNlyhQ88MAD6NmzJ3r27Ik333wTXl5eiIuLQ1VVFVauXIlXXnkFjzzyCMLDw7F+/XoUFhZi06ZNAG5eDbt27Vq88847uP/++zFo0CDExMSgoqICv//97wHcvEosNjYW//jHPxAREYGIiAisWbMGX3/9Nc6cOdOo64yIiOqHD7UwV+/baQ8dOoTvv/8eX3/9Nfr162dxe9Hnn3/eaAtHRES3p6kuPS8qKsJnn32GL7/80jQ8QVRUFL744gusXr0af/7zn806WACwfv16BAYGYtOmTZgzZ46pg7Vhwwbcf//9eO+995Cbm4srV65g5MiRCA4ORl5eHnbs2IFRo0YhIiICALBmzRpERETgzJkz6i2TRETUuBpaZ2re3ujq6qreGlxRUYFPP/0UBQUFiIiIQFJSEtLT0zF+/Hiz1xk1ahT279+POXPmID4+HmVlZWbTBAcHw9vbG9999x26du0KHx8fODk54a233jJN8/nnn8NgMGD//v2sMUREzYS301qq95V4bdu2xSOPPIJRo0bB39/fdFtT9Q8RETW/hj6OPTc31+zH2lg75eXlqKiosBgnw93dHfv27VM7WAAsOlht27bFo48+inbt2qG4uBgGgwFFRUVwdnY2G0d0+PDhpg4WERE1rYbWmZCQELM+xLJly6z+rRMnTsDLywuurq747W9/iy1btqBv375IT08HAAQGBppNHxgYaMrS09Ph4uKCdu3amU3j5eWFzp07Y9SoUXB0dIS7u7tFnyYgIMD0OkRE1PQaWmtao3pfiacNzktERM2vod9a1Xzozeuvv46oqCiL6b29vREREYE///nP6NOnDwIDA/Hxxx/j4MGD6NGjh9jBqn4oSs0OVnWdGT9+PMLCwvD+++9j6dKlyMjIsKhB7GARETWPhtaZlJQU+Pj4mH4vXYXXq1cvJCQkICcnB5999hlmzJiBPXv2mPKaA+ZXVVWpg+j37dsX3bp1w9///ncsXboU69evt6gxdXkdIiKyHV6JZ6neV+LZyrJly+Dg4IAFCxY096IQEf3HS0lJgdFoNP289NJLVqfdsGEDqqqq0LFjR7i6uuL//b//h+nTp5s9dfN2Olg1p6lt+vp2sFhriIhaBh8fH7Mf6SSei4sLunfvjiFDhmDZsmUYOHAg/vrXv5qetljzy5yMjAzTl0dBQUEoLS21eMpxzWlqe5p8ZmamxZdQGtYZIiKypXqfxLt27RoiIyMRHBwMJycnODo6mv3cjsOHD+ODDz5QH01ORER109BLz+vTuerWrRv27NmD/Px8pKSk4NChQygrK0NYWNhtdbCq68zu3bvxwQcfwNHREX/84x9x9uxZizpTnw4Waw0RUeNpzlucqqqqUFJSYqoz27dvN2WlpaXYs2cPRowYAQAYPHgwnJ2dzaZJS0vDiRMnsG/fPgQHB2P27NkwGo1mfZqDBw/CaDSaXqcuWGeIiBoXb6e1VO/baWfOnInk5GS8+uqr6NChQ4MvMc/Pz8eTTz6JNWvW4I033rit19i9e7fVE4jVA6Bb89e//lXMqzug1qSkpIj5wIEDxbzmOFI1hYaGivnVq1fFXOvc/vzzz2L+448/inlwcLCYV98uZ83Zs2fFXFv//fv3F3NtnEYtr+1b2Vtpn19mZqaYAzdv55B4eXmJeVlZmZi7u7uLeUBAgJh37txZzC9cuCDm2j54a6O6Nvn5+WKelpYm5u3bt2/Q/NrfLy0tFfOaD/+pqS6DeFtTWVlpNWuOS889PT3h6emJ7OxsfPfdd1i+fLlZB2vQoEEA/t3Bqh5A/NYO1rRp0zBz5kxcvHgRFRUVePXVV3HnnXciJSUF8+bNw1/+8hfT36tPB6uhtebYsWNo06b2772044h2nND2oZ49e4p5jx49xLxDhw5iru0jNQefr6lt27ZiLm3DAKyu12ragPJaHfT39xfznTt3irmfn5+Y5+TkiLl2DNfaEVodr8vt5C4uLmJec6ywmrQvabV1pB1HhwwZIubHjh0T84KCAjHX1nFWVpaYd+nSRcy///57MdfayoWFhWKu7SPaNqK9vrQNV1ZWWj0GNFWdefnllzFp0iSEhIQgLy8Pmzdvxu7duxEbG2u64m3p0qXo0aMHevTogaVLl8LDwwPTp08HcPMY/cwzz2DRokXw8/ODr68vFi9eDC8vL6Snp5v6NH/605+QlZWFuXPnAgBmzZqFyZMn1/mhFo3Rp/H397fabtCONUlJSWKutTe0PseNGzfE/NYnztdGOxZr7TFrY/NW09pj2rFYe//acUw7zmj7sXaczsjIEHMnJ7lbr71/o9Eo5lp7FtD7JEVFRWKufYaenp5irtUCrT2mvUdfX18x19qDWq3R9tGhQ4eK+dGjR8Vc20a09Xv9+nUx19qTxcXFVjOpLvB2Wkv1Pom3b98+/PDDD7jjjjsaZQGeffZZPPjgg7j//vvVgldSUmJ2ANc6FkRE/6masuB99913qKqqQq9evXD+/Hn893//N3r16oVf//rXt9XB2rt3L/r164cBAwbgtddeM51A+OabbxATE4N77rkHADB79uw6d7DqWmtYZ4iI6qap6kz11dlpaWkwGAwYMGAAYmNjMW7cOADAiy++iKKiIsydOxfZ2dkYNmwYtm3bBm9vb9NrrFixAk5OTpg2bRqKioowduxYVFZWYuPGjaY+zb333ov58+ebasTUqVOxatWqOi8n+zRERI2PJ/Es1fskXkhISKOtkM2bN+Po0aM4fPhwnaZftmwZlixZ0ih/m4iIGkf1mHmpqanw9fXFo48+ijfffNP0jebtdLDc3Nzw2WefmV0BtHHjRsyfP9/0FNu6drDqU2tYZ4iIWpa1a9eKuYODA6Kiomp9+FI1Nzc3REdHIzo62vS7vn37mvVpfH19ERMTc1vLyD4NERE1lXqPibdy5Ur84Q9/wKVLlxr0h1NSUvD8888jJiZGvbS12ksvvWQ20Lp22TIR0X+qphw/Ytq0abhw4QJKSkqQlpaGVatWmd1SUN3BSktLQ3FxMfbs2YPw8HCz16juYN24cQOxsbFwd3e3uA2zuoOVm5uL3NxcxMTEqLdy1rfWsM4QEdWNvY9TxD4NEVHLZ++1xhbqfSXer371KxQWFqJbt27w8PCwuHdcu9e7Wnx8PDIyMjB48GDT7yoqKrB3716sWrUKJSUlFmOwuLq6qveKExGRfV963lh1Bqh/rWGdISKqG3uuMwD7NERE9sDea40t1Psk3sqVKxvlD48dOxYnTpww+92vf/1r9O7dG7///e9v+0m3RERk3wWvseoMwFpDRGQr9lxnAPZpiIjsgb3XGluo90m8GTNmNMof9vb2tridytPTE35+fha/JyKi+rHngtdYdQZgrSEishV7rjMA+zRERPbA3muNLdRpTDztcc0NnZ6IiP6zsc4QEZGtsdYQEZG9q9OVeN27d8e8efMwc+ZMBAcH1zpNVVUVduzYgXfffRf33nsvXnrppXovzO7du+s9T/Xftnam9cCBA+K8oaGhYn758mUx79q1q5iXlpaK+cWLF8V81KhRYt6mjXwe9tbH19emd+/eYp6Xlyfm3333nZg/8MADYt6pUycxLy8vF/NPP/1UzLt37y7mubm5Yh4SEiLm2vofM2aMmAM3B/2X+Pj4iLm2jQYEBIh5t27dxPyXv/ylmC9YsEDMtX3A19dXzLXlmzJlipj/61//EnMXFxcxNxqNYn7rE1Zro23DTk7yYVjKy8vLrR5D7O1bq6aqM8Dt1Zry8nKr+3tGRoY4r6enp5jfuHGj3stzqw4dOoj52bNnxVz7zGs+YKSmCxcuiLk20Ls27pSWW9teqp0/f17MteP0/v37xbxz585inpaWJubt27cXc61O3/oQGWu0bTAoKEjMT506JeZ9+/YV88TERDHv2LGjmGsnUrRa7uHhIebaPhAWFibm2vvTaHUiJydHzLWx1fz8/MRc2kcrKiqQnp5ea2ZvdQZo+X2ac+fOWb39VmuPaO0lbTvT+gzacaK4uFjMrW1H1YqKisRco7Wntfd38uRJMdfai5WVlWKu1QqtVml9Jm2/0tqrWn9C6zMDentk3759Yq4dq2qOW1mTto9o24jWZxk6dKiYa/3me++9V8zz8/PFPDU1Vcy9vLzEXNsHy8rKxHzAgAFirtXCuj74pyZ7rDW2VqeTeLt378Yf//hHLFmyBHfccQeGDBmC4OBguLm5ITs7G6dPn8aBAwfg7OyMl156CbNnz7b1chMRkcDeCh7rDBGRfbG3OgOw1hAR2Rt7rDW2VqeTeL169cKnn36K1NRUfPrpp9i7dy/279+PoqIi+Pv7Y9CgQVizZg0eeOAB9cokIiKyPXsreKwzRET2xd7qDMBaQ0Rkb+yx1thavR5s0alTJ7zwwgt44YUXbLU8RETUCOy14LHOEBHZB3utMwBrDRGRvbDnWmMr/IqJiIiIiIiIiIiohavXlXhERGQf+K0VERHZEusMERHZGmuNJZ7EIyJqhVjwiIjIllhniIjI1lhrLPEkHhFRK8SCR0REtsQ6Q0REtsZaY6lVnMRzcHCAg4NDrdkdd9whznv+/Hkxd3d3F/OkpCQxv3btmpgbDAYx3717t5g7OckfYVZWlpgHBASIeU5OjpgPHTpUzPft2yfmgYGBYp6fny/mHTt2FPOBAweKeWpqqpj36dNHzBMTE8Xcy8tLzAEgLy9PzLt16ybm9913n5ivWbNGzN3c3MT8H//4h5j7+PiIeWVlpZiHhYWJ+ZkzZ8T866+/FnNnZ2cxv3z5sph36dJFzAsKCsT8+vXrYt6pUycxDwoKspqVlZWJ87bm4tXUKioqrK7PlJQUcV7tOKUdB7VjhNFoFHONr6+vmOfm5oq5tI0CwNWrV8U8MzNTzH/xi1+I+T//+U8x1+psQkKCmFtrX1TLzs4Wc239aHVCa6cUFRWJOQDceeedYq7VupdfflnMo6OjxVyrtVpbytPTU8y147C2jWm0bUTbxrS2oL+/v5hrbb20tDQx1+r0+PHjrWYlJSX46aefrOasM42rsrLS6jFn6tSp4rw3btwQc609pLW3XFxcxFw71hcXF4u5tnxan0brs2n7gfY04sLCQjHXav2pU6fEPDg4WMyTk5PFXHt/Wp+utLRUzC9evCjmAHDu3LkG/Q2tvVNeXi7m2jag1UttHf7www9irm3DWr9W65Np60erFdr82j6g9XtDQ0PFXDpGaP1F1hpz9X6wRWxsrNmJmffeew933HEHpk+frjZkiYiINKwzRERka6w1RERkj+p9Eu+///u/Td/KnzhxAosWLcIDDzyAixcvYuHChY2+gEREVH/Vl57fzk9zY50hImr57LnOAKw1RET2wN5rjS3U+3bapKQk9O3bFwDw2WefYfLkyVi6dCmOHj2KBx54oNEXkIiI6s+ex49gnSEiavnsuc4ArDVERPbA3muNLdT7SjwXFxfTmAA7duwwjaPh6+urjptDRERNw56/tWKdISJq+ey5zgCsNURE9sDea40t1PtKvLvvvhsLFy7EyJEjcejQIXzyyScAgLNnz6oDtBMRUdOw52+tWGeIiFo+e64zAGsNEZE9sPdaYwv1vhJv1apVcHJywj//+U+sXr3a9CSeb7/9FhMnTmz0BSQiov8srDNERGRrrDVERGSP6n0lXmhoKL7++muL369YsaJRFoiIiBrOnr+1Yp0hImr57LnOAKw1RET2wN5rjS3U6SRebm4ufHx8TP+WVE9HRETNx94KHusMEZF9sbc6A7DWEBHZG3usNbZWp5N47dq1Q1paGgICAtC2bVs4ODhYTFNVVQUHBwdUVFQ0+kJqfHx84ORU+1sxGo3ivG3bthXzdu3aifnVq1fF3NpyVXNzcxPzjIwMMa++9N+a9u3bi3liYqKYOzo6ivm5c+fEXFv/2vJ36NBBzNPS0sT8wIEDYn7nnXeKufb+RowY0aAcABISEsT84MGDYr57924x7927t5hr22h8fLyYa9uQt7e3mGvbqPYZX7x4Ucy191deXi7mtR3vbpWXlyfm2j7erVs3Mc/KyrKalZWVWc3sreC19Drj4OBgdVvw9/cX59W2Qa0OafvIjRs3xFw7zlZWVop5dna2mGt1ovrpj7f7+t98842Y9+vXT8yvX78u5tr71/bhkJCQBr2+1s7Qtq+63PaXmZkp5tpxPjY2VszDw8PFfMCAAWJ+5coVMf/555/F3NPTU8y1OuLs7Czm0nEYAC5cuCDm2jZ6+fJlMQ8NDRVz7RijbWM7d+60mknHW3urM0DLrzU3btxAmza1j3a0d+9ecd7i4mIx146FWntNm79///5iru0nAQEBYq71ubRalJOTI+basV57/1p7cuDAgWKu7cdSmw8AgoODxbz6IS7WaO1pa9vlrbR6rr2G1h4KDAwUc63WaduI1ubXPiM/Pz8x14592vrT2oPaZ+jr6yvmQ4YMEfPz58+LeefOncVcao+WlZVZXX57rDW2VqeTeN9//73pQ//+++/VDZyIiJqXvRU81hkiIvtib3UGYK0hIrI39lhrbK1OJ/FGjRpl+vfo0aNttSxERPQfinWGiIhsjbWGiIjsXb2fTvvqq6/Wenm50WjEE0880SgLRUREDVP9rdXt/DQ31hkiopbPnusMwFpDRGQP7L3W2EK9T+J99NFHGDlypNm4Brt370b//v1x6dKlxlw2IiK6TfZc8FhniIhaPnuuMwBrDRGRPbD3WmML9T6Jd/z4cXTp0gV33HEH1qxZg//+7//G+PHjMXPmTOzbt88Wy0hERPXUVAWvvLwcf/zjHxEWFgZ3d3d07doVf/rTn8wG86+qqkJUVBSCg4Ph7u6O0aNH49SpU2avU1JSgnnz5sHf3x+ZmZlISUnBwIEDzerMr371K3Tt2hUGgwEGgwGRkZHqQNVERGQb9t6xYp+GiKjls/daYwt1GhPvVgaDAZs3b8Yrr7yCOXPmwMnJCd9++y3Gjh1ri+UjIqLbcLvFq77zvPXWW/j73/+O9evXo1+/fjhy5Ah+/etfw2Aw4PnnnwcALF++HO+++y7WrVuHnj174o033sC4ceNw5swZ09PwFixYgK1bt2Lz5s3w8/PDokWLcOrUKbM68/bbbyM1NdX0pMzZs2cjMjISW7durff7JCKihmmqOmMr7NMQEbV89l5rbKHeV+IBQHR0NFasWIEnnngCXbt2xfz58/HTTz819rIREVELd+DAATz00EN48MEH0aVLFzz22GMYP348jhw5AuBmAV25ciVeeeUVPPLIIwgPD8f69etRWFiITZs2Abg5/tDatWvxzjvv4P7778egQYNw3333ISMjA6NHj0bXrl0xZ84cxMbG4h//+AciIiIQERGBNWvW4Ouvv8aZM2eacxUQEZGdYp+GiIjsTb2vxJs0aRIOHz6Mjz76CI899hiKioqwcOFCDB8+HEuWLMGLL75oi+UUdezYEc7OzrVm+fn54rzt27cX86KiIjG///77xfzy5cti/vPPP4v5pEmTxDw7O1vMU1JSxHzAgAFiHhgYKOYlJSVifujQITHPzMwU8+LiYjHv1KmTmGud+9zcXDHX1u+uXbvEXHt/ABAWFqZO0xDaLSHa7YiOjo5i3q5dOzF3dXUVc20dubu7i7mTk3wYy8jIEHNfX18xP3/+vJiXlpaK+V133SXmt47FUxtPT0+rWXl5udWsod9a1dw3XF1da/0s7777bvz973/H2bNn0bNnT/z000/Yt28fVq5cCQBISkpCeno6xo8fb/Zao0aNwv79+zFnzhzEx8ejrKzMNE11nQkNDcU999yDP/zhD3jggQdw4cIF7NmzB8OGDQMADB8+HAaDAfv370evXr3q/V7ro6ysDG3a1P69l4ODgziv9jloxzmtTvn5+Ym5VgeHDx8u5lod1I4BV65cEXNpOwYAFxcXMdfWn7b8tQ1sXx/a/EePHhVzrc5q6+f7778XcwDw8fERc20b69evn5gfPHhQzIOCgsRcaytZa+NVs7ZvVtP2QYPBIOba+GgdOnQQc235CgsLxVzbh7X1U5e2iDXS9m3vV0e0xD7N448/brXddPXqVXFeNzc3MY+LixNz7WEeFy9eFPPqL++s0fpMn3zyiZj36NFDzLX24sSJE8V8z549Yu7v7y/mWp+oW7duYr53714x12i1QqtVAQEBDZofALy8vMQ8ODhYzM+ePSvmWVlZYt65c2cx19rc2rF00KBBYq7tIwUFBWKuSU5OFnNt+bVtxGg0ivkPP/wg5mPGjBHzkSNHWs2k/cfea40t1PtKvPLychw/fhyPPfYYgJsHzNWrV+Of//wnVqxY0egLSERE9dfQ8SNCQkJMY88ZDAYsW7as1r/z+9//Hk888QR69+4NZ2dnDBo0CAsWLDB1BtLT0wFYnqgIDAw0Zenp6XBxcTGdDKquM7169UJ6ejrc3d0xbtw4BAcHW9SZgIAA0+sQEVHTsfdxitinISJq+Zqq1uzduxdTpkxBcHAwHBwc8MUXX1gsR33G+Pb09MTUqVORmppqNk12djYiIyMbNMZ3vU/ibd++vdaz6A8++CBOnDhRr9eKioqCg4OD2Y/2bS0REekaWvBSUlJgNBpNPy+99FKtf+eTTz5BTEwMNm3ahKNHj2L9+vV4++23sX79erPpal6tVlVVZfUKtuo6U3MaLy8vizojvQ7AOkNEZCv2fhKvsfo0rDNERLbTVLWmoKAAAwcOxKpVq2rNq8f4XrVqFQ4fPoygoCCMGzcOeXl5pmkWLFiALVu2YPPmzdi3bx/y8/MxefJksytZp0+fjoSEBMTGxiI2NhYJCQmIjIys17LW+3ZaiXaZcW369euHHTt2mP6v3bpHRES6hl567uPjo96CBwD//d//jT/84Q94/PHHAQD9+/fH5cuXsWzZMsyYMcPUkUlPTze75SwjI8N0dV5QUBBKS0uRnZ1tdmtmRkYGRowYYZrm2rVrFnUmMzNTvR2RdYaIqPG15luc6tunYZ0hIrKNpqo1kyZNsjqUWc0xvgFg/fr1CAwMxKZNmzBnzhzTGN8bNmwwDR8QExODkJAQ7NixAxMmTEBiYiJiY2MRFxdnGh5ozZo1iIiIwJkzZ+o8PFC9r8SrqKjA22+/jaFDhyIoKAi+vr5mP/Xl5OSEoKAg0482LgsREbUchYWFFuM9OTo6orKyEsDNMR+DgoKwfft2U15aWoo9e/aYTtANHjwYzs7OpmkqKirw2muv4fjx44iOjoavry9eeOEFGI1Gs7GrDh48CKPRaHoda1hniIiopsbs07DOEBG1TLm5uWY/2viVtdHG+AZgMcY3cHMcyPDwcNM0Bw4cgMFgMJ3AA8zH+K6rep/EW7JkCd59911MmzYNRqMRCxcuxCOPPII2bdogKiqqvi+Hc+fOITg4GGFhYXj88cfFASFLSkosPgQiIrLUVJeeT5kyBW+++Sa++eYbXLp0CVu2bMG7776LX/ziFwBu3ka7YMECLF26FFu2bMHJkycxc+ZMeHh4YPr06QBuDir/zDPPYNGiRdi5cyd+97vf4a233kKHDh1MA43/8pe/hLOzM7y8vBAXF4e4uDjMmjULkydPVr+1Yp0hImp89n47bWP2aepTZwDWGiKiumporanrON+S2xnj29o0tT1Epr5jfNf7dtqNGzdizZo1ePDBB7FkyRI88cQT6NatGwYMGIC4uDjMnz+/zq81bNgwfPTRR+jZsyeuXbuGN954AyNGjMCpU6dqfdresmXLsGTJkvouMhHRf6Sm6ChFR0fj1Vdfxdy5c5GRkYHg4GDMmTMHr732mmmaF198EUVFRZg7dy6ys7MxbNgwbNu2Dd7e3qZpVqxYAScnJ0ybNg3Z2dkYMmQIPvvsM/Tt29dUZ7p164b333/f9A3X1KlTrY5bUY11hojIdlrKCbnb0Vh9mvrWGYC1hoioPhpSa1JSUsyGCLL2BPC6qM8Y39amqW36urzOrep9JV56ejr69+8P4OYg49WPIp48eTK++eaber3WpEmT8Oijj6J///64//77TfPXHBC92ksvvWQ20HpKSkp9F5+I6D9CU10h4e3tjZUrV+Ly5csoKirChQsX8MYbb8DFxcU0jYODA6KiopCWlobi4mLs2bMH4eHhZq/j5uaG6Oho3LhxA+7u7vjnP/+JkJAQszrzq1/9CtnZ2aarFmJiYtC2bVtx+VhniIhsw96vxGusPk196wzAWkNEVFcNrTXV43xX/9zOSbxbx/i+lbUxvqVprl27ZvH6dRnj+1b1vhKvU6dOSEtLQ2hoKLp3745t27bhzjvvxOHDhxt0VhMAPD090b9/f5w7d67W3NXVtda/cfbs2dseQLagoEDMtcf9ag0Ra++l2q0d3docOnRIzD09PcW8b9++Yh4aGirm1Q0aa3766Scx1wbGT0pKEvPqcbWsuXz5sph7eXmJubbdpKWliXmXLl3EfOrUqWIO6OtIu8WiqKhIzMeNGyfm2jZe24HmVto61m511LahW5/4U5vS0lIxnzBhgpjv3LlTzLX3d/XqVTEvKysT85qPHa/Jzc3Nanbrk45qsucBx1tinfHy8rrtOlPbZfO30k5E1mwM1KStE+2bvV27dom5h4dHg/LMzEwxl7ZjAOpTHrV9VKvzWp3RjtHOzs5iPmrUKDE/deqUmNe8LaOm++67T8wBva2hHcdqe4Lnrfr06SPmPXv2FPN7771XzLVxYl599VUxv/XK4NpotV7bR7UTMFlZWWIeEhIi5uXl5WLetWtXMdfaok5O1rsDrbXOALarNVqdAazXmo8//thinNlq2rFAa7Nrx+q3335bzLWHfVhb7mrffvutmGvjVGm3KHfq1EnMtWOt1N4C5P0E0PfT4uJiMdfGUdT6TFobRavFtz58rDZaexzQ66G2jWp9Hq3fqx1rtfaG1mbX+p35+fkNyt3d3cW8c+fODZpfWz9XrlwR85dfflnMw8LCxPz48eNWM2ndt4Rac+sY34MGDQLw7zG+33rrLQDmY3xPmzYNwM32xcmTJ7F8+XIAQEREBIxGIw4dOoShQ4cCqPsY37eq95V4v/jFL0yd3ueffx6vvvoqevTogaeffhq/+c1v6vtyZkpKSpCYmKgeRIiIqPVinSEiIluzVa1hnSEisj/5+flISEhAQkICgJsnzhMSEpCcnHxbY3wfO3YMTz31lOkqbeDml54TJ07ErFmz6j3G963qfSXeX/7yF9O/H3vsMYSEhODHH39E9+7d63TV0a0WL16MKVOmIDQ0FBkZGXjjjTeQm5uLGTNm1HexiIjoFi3hW6vbxTpDRNTy2XOdARqv1rDOEBHZTlPVmiNHjmDMmDGm/y9cuBAAMGPGDKxbt67eY3wXFRVh7NixWLdundmVshs3bsT8+fPrNcZ3TfU+iVfTsGHDzB6RWx+pqal44okncP36dbRv3x7Dhw9HXFyceqkoERHJ7L1zdSvWGSKilqc11Rng9msN6wwRke00Va0ZPXq0OE/1GN/S08urx/iOjo62Oo2vry9iYmLqtWw1NfgkXkNs3ry5Of88EVGr1do6V7eLdYaIyDZYZ25inSEish3WGkvNehKPiIhsgwWPiIhsiXWGiIhsjbXGUr0fbEFERERERERERERNi1fiERG1QvzWioiIbIl1hoiIbI21xlK9T+LNnDkTv/nNb3DvvffaYnlui9FoRJs2tV9UGBYWJs579uxZMdcGuC0oKBDzwMBAMQ8NDRXz7OxsMZ80aZKYZ2VliXlRUZGYa+/f2dlZzLX1e/HiRTHX1l9FRYWYa4MKG41GMb906ZKYOznJu9D169fFHAA8PDzE3NPTU8yDgoLE/KuvvhJz7TPU3mN+fr6Y9+3bV8xzcnLEXHt/Xbp0EfMffvhBzLVt/ODBg2IeHBws5rm5uWLekGNpaWkpzp07V2tmzwWvJdaZq1evwsHBodZMqzNJSUli7u7uLuZubm5iXllZKebacdTV1VXMDQaDmKekpIj5rU/tqk3btm3FXKtj2vJrx/GePXuKubX2RbWdO3eK+a1PJLud19eOkVqdBfQ6ox3HtHV8/PhxMW/fvr2YBwQEiHlaWpqYP//882KurUMt17ZhrS3Xq1cvMdeOERqtLTNq1Cgxl9qyZWVlrbLOAC2z1vj7+1s9Ztxzzz3ivN99952Y33fffWJ+5cqVBuU+Pj5inpmZKeb+/v5irrU3tVqszd+hQwcxHzJkiJh/++23Yh4fHy/mWntbe38DBw4Uc609q9UJrS0A6P2yvLw8MZ8yZYqYWzsWVdO2Ua3Poy1/RkZGg+bX2nNardDe/y9/+Usx1/ok2lO54+LixDw8PFzML1++bDUrKSmxmtl7rbGFet9Om5eXh/Hjx6NHjx5YunSpurMQEVHTqy54t/PT3FhniIhaPnuuMwBrDRGRPbD3WmML9T6J99lnn+HKlSt47rnn8Omnn6JLly6YNGkS/vnPf6KsrMwWy0hERPVkzwWPdYaIqOWz5zoDsNYQEdkDe681tnBbD7bw8/PD888/j2PHjuHQoUPo3r07IiMjERwcjBdeeEG91JOIiEjCOkNERLbGWkNERPamQU+nTUtLw7Zt27Bt2zY4OjrigQcewKlTp9C3b1+sWLGisZaRiIjqqbV8a8U6Q0TUMrWWOgOw1hARtVStqdY0lnqfxCsrK8Nnn32GyZMno3Pnzvj000/xwgsvIC0tDevXr8e2bduwYcMG/OlPf7LF8hIRUR3Yc8FjnSEiavnsuc4ArDVERPbA3muNLdT76bQdOnRAZWUlnnjiCRw6dAh33HGHxTQTJkxQnzZHRES2c7vFqyUUPNYZIqKWz57rDMBaQ0RkD+y91thCva/EW7FiBa5evYr33nuv1mIHAO3atUNSUlJDl42IiG6TPX9rxTpDRNTyNVWdWbZsGe666y54e3sjICAADz/8MM6cOWOxLFFRUQgODoa7uztGjx6NU6dOmU1TUlKCefPmwd/fH56enggJCcGhQ4fMak12djYiIyNhMBhgMBgwf/58HDt2rEHriYiIbp8992lspd5X4kVGRtpiOWwmIyNDzNu3by/maWlpDZo/MDBQzB9//HExT05OFnNHR0cxNxqNYj5kyBAx//HHH8X8hx9+EPN27dqJuZ+fn5h7eXmJeV5enphfuXJFzNu0kc9j9+3bV8xzc3PFvC7f3jo4OIh5z549xVw7QGnzDx48WMx/+uknMXdzcxPzHj16iLk2aPTVq1fF/NKlS2JeUVEh5jU7AjX169dPzIuKisRc2wYqKyvFvLi42GrWWp+e1xLrTK9evaweb69fvy7OO2DAADHX9oGOHTuKubaNa3VKOwZcuHBBzLXj7PTp0xs0/9mzZ8Vc2we143h5ebmYnz59WswNBoOYa7y9vcXcx8enwX+/oKBAzJ2dncX8yJEjYh4eHi7mjzzyiJhr+5B0HASAX/ziF2K+bt06Mdf2ocuXL4v5iRMnxHzYsGFiHhwcLOaFhYVirtWClJQUMZe2QW3/aAp79uzBs88+i7vuugvl5eV45ZVXMH78eJw+fRqenp4AgOXLl+Pdd9/FunXr0LNnT7zxxhsYN24czpw5Y3p/CxYswNatW7F582b4+flh0aJFeOyxxxAfH286vk+fPh2pqamIjY0FAMyePRuRkZHYunVrk7zXwsJCq7VGO9Zp7a3t27eLudZe0dqr2rGypKREzF1dXcXcxcVFzBMTE8Vcay9q7bFvv/1WzLXl03JtX9Py77//XsxzcnLEXPt86nJCxMlJPrWg1TOtvXHt2jUx79Chg5hr/Wp3d3cx14612jrUallmZqaYa/1+rc+mvb8vv/xSzAMCAsRcWz6pvdda+zS2Uu+TeERE1PLx0nMiIrKlpqoz1SfUqn344YcICAhAfHw87r33XlRVVWHlypV45ZVXTCeM169fj8DAQGzatAlz5syB0WjE2rVrsWHDBtx///0AgJiYGISEhGDHjh2YMGECEhMTERsbi7i4ONOJ1zVr1iAiIgJnzpxBr1696v1eiYioYdinsdSgp9MSEVHLxEvPiYjIlhpaZ3Jzc81+tKtYqlXfZeLr6wsASEpKQnp6OsaPH2+axtXVFaNGjcL+/fsBAPHx8SgrKzObJjg4GOHh4aZpDhw4AIPBYHbl5PDhw2EwGEzTEBFR02KfxhJP4hERtUIseEREZEsNrTMhISGmsecMBgOWLVtWp7+5cOFC3H333abbuNPT0wFYDmETGBhoytLT0+Hi4mIxzEvNaWq7XSwgIMA0DRERNS32aSzxdloiolaqNRcvIiJqfg2pMykpKWZjZGljogHAc889h+PHj2Pfvn0WWc0x26qqqtRx3GpOU9v0dXkdIiKyHfZpzPFKPCIiIiIialI+Pj5mP9pJvHnz5uGrr77Crl270KlTJ9Pvg4KCAMDiarmMjAzT1XlBQUEoLS1Fdna2OE1tA+dnZmaqD6ojIiJqKjyJR0TUCvHScyIisqWmqjNVVVV47rnn8Pnnn+P7779HWFiYWR4WFoagoCCzp6+WlpZiz549GDFiBICbT+F2dnY2myYtLQ0nT540TRMREQGj0YhDhw6Zpjl48CCMRqNpGiIialrs01ji7bRERK3Q7Rav1lzwiIio8TRVnXn22WexadMmfPnll/D29jZdcWcwGODu7g4HBwcsWLAAS5cuRY8ePdCjRw8sXboUHh4emD59umnaZ555BosWLYKfnx98fX2xePFi9O/f3/S02j59+mDixImYNWsW3n//fQDA7NmzMXnyZD6ZloiombBPY6lVnMS766674OzsXGumjWGRkZEh5tr8/fr1E/PMzEwx/+ijj8T8rrvuEvMTJ06IeZcuXcT866+/FvOkpCQx19bPpUuXxPzKlSti7u7uLuY///xzg+bXnoSWk5Mj5t27dxfzuhw8unbtKubx8fFiXnOQ5prKy8vF/ODBg2JeWFgo5tVPibNG2wbLysrEXFvHpaWlYq7tQ5cvXxbzAwcOiHlISIiYDxw4UMx37dol5tL6kT5bFrzG5e3tDSen2ktmzduzakpLSxPzPn36iLm2jXt7e4u5h4eHmB8+fFjMNcXFxWJ+4cIFMb948aKYa+uv+gmV1lTfameNtv7atJFvWnBzcxPzlJQUMT9//nyD/r6jo6OY12UaFxcXMdfqVG23IN5Kq2NXr14V8/bt24v5vHnzxFxriwwaNEjMtbbQo48+2qD5tTqktbU6dOgg5uPGjRPzxMREq5l0/GmqOrN69WoAwOjRo81+/+GHH2LmzJkAgBdffBFFRUWYO3cusrOzMWzYMGzbts1s/16xYgWcnJwwbdo0FBUVYezYsVi3bp3Z/rFx40bMnz/f9BTbqVOnYtWqVfV+j7eroKDA6j6v1Yr8/Hwx9/LyEvPr16+Lubafd+zYUcy1Nnnbtm3FXHv/3333nZj7+/uLudYetdYGqKatH+04rP393NxcMdfa+5WVlWKutRW09nhdlkHrUzS0Dap9Bto+oPXbtXWo5Vp7Rav32vrT+tXasABaLTYYDGJ++vRpMc/KyrKaVVRUWM3Yp7HUKk7iERGRORY8IiKypaaqM3WZ3sHBAVFRUYiKirI6jZubG6KjoxEdHW11Gl9fX8TExNRr+YiIyHbYp7HEMfGIiIiIiIiIiIhaOJ7EIyJqhZpqENguXbrAwcHB4ufZZ581LUdUVBSCg4Ph7u6O0aNH49SpU2avUVJSgnnz5sHf3x+enp6YOnUqUlNTzabJzs5GZGQkDAYDDAYDIiMj1dvdiYjIdjjYOBER2RprjSWexCMiaoWaquAdPnwYaWlppp/qJ//98pe/BAAsX74c7777LlatWoXDhw8jKCgI48aNQ15enuk1FixYgC1btmDz5s3Yt28f8vPzMXnyZLPxMaZPn46EhATExsYiNjYWCQkJiIyMbIQ1RUREt4MdKyIisjXWGkscE4+IqBVqqvEjag44/5e//AXdunXDqFGjUFVVhZUrV+KVV17BI488AgBYv349AgMDsWnTJsyZMwdGoxFr167Fhg0bTE8IjImJQUhICHbs2IEJEyYgMTERsbGxiIuLw7BhwwAAa9asQUREBM6cOcOnBhIRNQOOU0RERLbGWmOp2a/Eu3LlCp566in4+fnBw8MDd9xxh/oUMyIikjX0W6vc3FyzH+1JzsDNpxjGxMTgN7/5DRwcHJCUlIT09HTTU/4AwNXVFaNGjcL+/fsB3HxqZVlZmdk0wcHBCA8PN01z4MABGAwG0wk8ABg+fDgMBoNpGgnrDBFR4+PVEf/GOkNEZBusNZaa9Uq87OxsjBw5EmPGjMG3336LgIAAXLhwQX3EOBER2VZISIjZ/19//XXxqX8A8MUXXyAnJwczZ84EAKSnpwOwfKR9YGAgLl++bJrGxcUF7dq1s5imev709HQEBARY/L2AgADTNNawzhARkS2xzhARUVNq1pN4b731FkJCQvDhhx+aftelS5d6v467uztcXFxqzfLz88V5HR0dxbygoEDMExMTxXzIkCFi7urqKuYZGRli3rt3bzG/evVqg/7+reNW1Ub7vK5duybmQUFBYn7mzBkxLy0tFfNBgwaJefWJBGt8fHzEvEePHmKelJQk5gDUwfm1RuD06dPFvLCwUMyPHj0q5lu3bhVz7VbGS5cuifl9990n5ocOHRJzLy8vMT9//ryYWzt2VNM+4549e4q5h4eHmL/wwgtifvDgQatZcXExdu7cWWvW0EvPU1JSzLZ/7VgBAGvXrsWkSZMQHBxs9nsHBweLv1Hzd7Utx63T1DZ9XV6nserMuXPn0KZN7Reva8cxNzc3Me/atauYOznJpbqyslLMtX0kNDRUzLU688knn4j5XXfdJeZ9+/YV85q3bNd04MABMdfqcGxsrJh7enqKeffu3cW85kNaaurWrZuYP/3002KuHSMBICIiQsyzs7PF/MknnxRzX19fMa8eK9OaCxcuiLl2HB09erSYT5w4UczfeOMNMX/wwQfFXKsz3t7eYl7zmFnfv1/zYUE1TZ48Wcxrfmlzq8LCQmzYsKHWjLc43dRYdQYAysvLrdaaP//5z+K8Nb8wqyk5OVnMnZ2dxVz73LRjndbnunLlipifO3dOzIuKisRc6zNotVRbP9r619af1p4xGAxirtVa7TiclZUl5sePHxdzQF9G7ViotZfc3d3FXKtlWptfqzVaW1jbhsrKysT8xo0bYq4tf3l5uZjn5uaKeb9+/cS8c+fOYq7dHXP27FmrmbR/sNZYatbbab/66isMGTIEv/zlLxEQEIBBgwZhzZo1VqcvKSmxuMWLiIgsNfTScx8fH7MfreFy+fJl7NixA//1X/9l+l31ya2aV8tlZGSYGrtBQUEoLS21aHjVnKa2LwQyMzPVRjPrDBGRbfAWp5vqW2cA1hoiorpirbHUrCfxLl68iNWrV6NHjx747rvv8Nvf/hbz58/HRx99VOv0y5Ytg8FgMP1I3xwSEf0na+qC9+GHHyIgIMDsipGwsDAEBQWZfftbWlqKPXv2YMSIEQCAwYMHw9nZ2WyatLQ0nDx50jRNREQEjEaj2RVHBw8ehNFoNE1jDesMEZFtsGN1U33rDMBaQ0RUV6w1lpr1dtrKykoMGTIES5cuBXDz1sdTp05h9erVtd4+8tJLL2HhwoWm/+fm5rLoERHVoikvPa+srMSHH36IGTNmmN366eDggAULFmDp0qXo0aMHevTogaVLl8LDw8N0G7jBYMAzzzyDRYsWwc/PD76+vli8eDH69+9velptnz59MHHiRMyaNQvvv/8+AGD27NmYPHmyejs36wwRkW3wFqeb6ltnANYaIqK6Yq2x1Kwn8Tp06GAxFk6fPn3w2Wef1Tq9q6trncZlIiKiprNjxw4kJyfjN7/5jUX24osvoqioCHPnzkV2djaGDRuGbdu2mY2LsmLFCjg5OWHatGkoKirC2LFjsW7dOrPxczZu3Ij58+ebnmI7depUrFq1Sl021hkiIrKl+tYZgLWGiIhuX7OexBs5cqTFgwvOnj2rDppIRESypvzWavz48Vbnc3BwQFRUlPhkWzc3N0RHRyM6OtrqNL6+voiJian3srHOEBHZBq+OuIl1hojIdlhrLDXrSbwXXngBI0aMwNKlSzFt2jQcOnQIH3zwAT744IPmXCwiIrvHgncT6wwRkW2wztzEOkNEZDusNZaa9cEWd911F7Zs2YKPP/4Y4eHh+POf/4yVK1fiySefbM7FIiKyexwE9ibWGSIi22CduYl1hojIdlhrLDlU2fG7y83NhcFgwIMPPghnZ+dap3F3dxdfIyMjQ8zbt28v5gUFBWL+6KOPinmbNvJ5VKPRKOY3btwQ859++qlBf9/Hx0fM27ZtK+Y//PCDmHfq1EnMjx8/LuYdOnQQcz8/vwbl6enpYl5RUSHm2vYH3LyVUOLh4SHm169fF/OkpCQx17YBa/tWtY4dO4q59v5uHRutNpWVlWJeWFgo5leuXBFzX19fMS8rK2tQrpk0aZKYS++vuLgYb775JoxGo2lfrT4ujh8/Xv3salNWVoZt27aZveZ/sur1+cQTT8DFxaXWaX788ccG/Q1PT08xDw0NFXPtCb3du3cX83Pnzom5th3t2LFDzGsbK/FWpaWlYn769Gkx//zzz8Xc399fzEtKSsRcayZpx3ntGHns2DEx19Z/165dxRzQl7G4uFjMteO4tg61z1hbR1pbTPuMz549K+ba+8vPzxdzrS2otZXKy8vF/OTJk2Lep08fMdfaOlJbrLi4GH/4wx9YZ2ysep1269bNbDzYWwUEBIivkZWVJeZan0E71mntpdzcXDHPyckR81ufbl+b+Ph4Mc/LyxNzTXh4uJinpKSIubb+tP1Qa48XFRWJubZ+tTqgHacdHBzEHNDbK1q/LzExUcy1frt2LNZyjbYOtHWoaWifSNtGBg8eLObaPtytWzcxv3r1qphL22B5eTni4uJYa+qoWa/EIyIiIiIiIiIiIl2zjolHRES2wfEjiIjIllhniIjI1lhrLPEkHhFRK8SCR0REtsQ6Q0REtsZaY4kn8YiIWqnWXLyIiKj5sc4QEZGtsdaY40k8IqJWiN9aERGRLbHOEBGRrbHWWOKDLYiIiIiIiIiIiFo4XolHRNQK8VsrIiKyJdYZIiKyNdYaS63iJF5ycjIcHR1rzRITE8V5Bw4cKOY3btwQcycneRX+/e9/F/PAwEAxT0lJEXMvLy8xf+KJJ8Q8Pj5ezNu3by/mqampYu7m5ibmWVlZYh4WFibmjz76qJifOXNGzA0Gg5hr7087ODg7O4s5AFy5ckXMXV1dxdxoNIp5p06dxDwjI0PMS0pKxPzSpUti3q1bNzHfvXu3mGvbUJ8+fcQ8NzdXzI8fPy7mXbt2FXNtH9G2kc8++0zMpX2grKxM/LsseI1nz549aNPm9i5e1/bB69evi7l2HJO2AwD4+uuvxby8vFzMBw0aJOZ33nmnmGvHGGv1u1pwcHCD/n5+fr6Ya+9/0qRJYu7u7i7mZ8+eFfMLFy6IuXYMCwoKEnNAr3UVFRVirrWl+vXrJ+YFBQVifuTIETG/evWqmN9zzz1ifurUKTHX2lLaNuLr6yvm2vrT1o9WB5OTk8Vca+tJbVHpvbPONL67774bLi4utWY//vijOK+Pj4+Ya30a7Vis0Y71AwYMEPPY2Fgx17Ybb29vMdeOU1otHjNmjJgfO3ZMzDXasVzbz4uKisRcq1Xa9qPVEUCvV9qxUOszXLx4Ucy196BtI1o7T9uHHBwcxNzf31/MtX6jVgu0z1jj4eEh5pWVlWKelJQk5tI+rGWsNeZaxUk8IiIyx4JHRES2xDpDRES2xlpjiSfxiIhaIRY8IiKyJdYZIiKyNdYaS3ywBRERERERERERUQvHK/GIiFohfmtFRES2xDpDRES2xlpjiSfxiIhaIRY8IiKyJdYZIiKyNdYaSzyJR0TUCrHgERGRLbHOEBGRrbHWWOKYeERERERERERERC1cq7gSz9HREY6OjrVmfn5+4rzJycliXl5eLuZeXl5iHhQUJOY//vijmHfq1EnMPT09xTwuLk7M+/fvL+bXr18Xcx8fHzHX1l9OTo6Y9+nTR8w/+eQTMc/LyxPzXr16ibmvr6+Yx8fHi3n37t3FHNDXUVFRkZhPnDhRzNPT08XcwcFBzNu2bSvm2mfo6uoq5qGhoWJeVlYm5mlpaWKubaPaZ6wtvzb/qVOnxDw/P1/MBw4caDUrLS21mvFbq8bl5OSENm1q/95L20dSU1PF3M3NTcxdXFzE/OrVq2Ku7SODBw8Wc+0Yox0DvL29xfz8+fNinpWVJebaMa6kpETMtX38yy+/FPPKykoxt7bdVCsuLhZzf39/MdeOMQDQrVs3MdfWkXacPnjwoJhr6ygjI0PMtXVw5swZMdeOa9o2rLX1tH28sLBQzLW2olbHtPWnrf/w8HCrWUlJCXbt2lVrxjrT+MrLy60eM5yc5G6b1l7UjkXt2rVTl01y5513irlWy7Ra6u7uLuba+9NqmdYn0/qUo0aNEnOtFmrHCe3z0fo0mZmZYp6SkiLmWq0E9H6p1u8ODg4Wc629ou0jFy9eFHNtG/zzn/8s5q+88oqYWztfUW3o0KFirtXCrVu3irnW3igoKBBzrdb27dtXzKVjVEVFhdVazFpjqVWcxCMiInMseEREZEusM0REZGusNZZ4Eo+IqBViwSMiIltinSEiIltjrbHEk3hERK0QCx4REdkS6wwREdkaa40lPtiCiIiIiIiIiIioheOVeERErRC/tSIiIltinSEiIltjrbHEk3hERK0QCx4REdkS6wwREdkaa40lnsQjImqFWPCIiMiWWGeIiMjWWGsstYqTeN26dYOzs3OtmfbhBQQEiPmhQ4due7kAoLy8XMwNBoOYd+vWTcwLCwvFPCQkRMyHDBki5mvXrhXzoUOHirm7u3uD/v7PP/8s5r6+vmI+atQoMb906ZKY//TTT2KekZEh5qGhoWIOAD169BDz69evi3lubq6YV1ZWinleXp6YJycni/no0aPFvF27dmLu4uIi5to2VFRUJOba+9PWT35+vpinp6eL+bhx48RcIx0jiouLrWZNWfCuXLmC3//+9/j2229RVFSEnj17Yu3atRg8eLDpNZcsWYIPPvgA2dnZGDZsGN577z3069fP9BolJSVYvHgxPv74YxQVFWHs2LH429/+hk6dOpmmyc7Oxvz58/HVV18BAKZOnYro6Gi0bdu23stcX7Nnz4abm1ut2Y4dO8R5u3TpIuZHjx4Vc62OODnJpfyOO+4Q85ycHDH/05/+JOaDBg0S85EjR4r52bNnxVzbh728vMTcz89PzDt06CDmvXv3FvO7775bzLXt44cffhBzb29vMQ8LCxNzACgrKxPzGzduiHlBQYGY33PPPWJ+5coVMc/KyhJzbRvX2gKpqalirm3DV69eFXNtG9O20cTERDHXjgHjx48Xc+3zl44BpaWlVjN2rBpfSUmJ1XZJx44dxXkdHR3FXKtFKSkpYq61d65duybm2ueu1fI2beSh3LVj+bp168S8a9euYp6UlCTmWp9M24+t9WWracchbfm045BW6+riscceE/OYmBgxHzFihJifOHFCzE+dOiXmDg4OYn7x4kUx/7//+z8x1/p0p0+fFvP27duLeVxcnJhba6dW02qpdozQ+mRan7Rv375Ws7KyMqufX1PUmqioKCxZssTsd4GBgabjXmP1ZRoLH2xBRES3LTs7GyNHjoSzszO+/fZbnD59Gu+8845ZY3z58uV49913sWrVKhw+fBhBQUEYN26c2cmZBQsWYMuWLdi8eTP27duH/Px8TJ48GRUVFaZppk+fjoSEBMTGxiI2NhYJCQmIjIxsyrdLREREREStTL9+/ZCWlmb6ufWkcWP1ZRpLq7gSj4iIzDXVFRJvvfUWQkJC8OGHH5p+d+s3eVVVVVi5ciVeeeUVPPLIIwCA9evXIzAwEJs2bcKcOXNgNBqxdu1abNiwAffffz+Am9/WhoSEYMeOHZgwYQISExP/P3t3Hh5FYf8P/L3kvkMSckGAgOEQoiDYcHigXKJgKVaqoGKlVYpXBEQpVSPVpFpFvoJioRZQpNhWqSenKMgNEeS+TCAhJIQj97U59vcHv2zZbPbzSdhsdhPfr+fJ88C+95idnZn3zOzsDNasWYMdO3YgISEBALB48WIMHDgQx44dQ/fu3Rv9XomI6OrxSDwiInK05uoad3d3REZG1vs8TbEt05SceiRe586dYTAYrP4ef/xxZw4WEVGrUFt6jfmrVVhYaPFXUVFR72t8/vnn6N+/P+69916Eh4ejb9++WLx4sTlPT09HTk6Oxc+9vLy8cOutt2Lbtm0AgNTUVFRWVlrcJzo6Gr179zbfZ/v27QgKCjLvwAOAAQMGICgoyHyf+rBniIgcx56eaS3YM0REjtUc2zQnTpxAdHQ0YmNjcd9995l/Xt1U2zJNyak78Xbv3m1xyOL69esBAPfee68zB4uIqMW7mrK7svRiYmIQFBRk/ktJSan3ddLS0rBw4ULExcVh7dq1mDJlCp566il88MEHAP53Dp2IiAiLx115nomcnBx4enpanT+x7n3qO4dpeHi4eJ4e9gwRkWPY2zOtBXuGiMhxmmObJiEhAR988AHWrl2LxYsXIycnB4MGDcLFixebbFumKTn157R1T974l7/8BV27dlUvRkBERDJ7Dz3PzMxEYGCg+XYvL696719TU4P+/fsjOTkZwOUTxB86dAgLFy7EQw89ZL5f3ZMJm0wm9QTDde9T3/2152HPEBE5Bn9Oexl7hojIcZpjm2bUqFHmf8fHx2PgwIHo2rUrli1bhgEDBgBomm2ZpuIyF7YwGo1Yvnw5HnnkEZtvtKKiwupwSCIianqBgYEWf7Z24kVFRVldbapnz57mqxrXnlui7rdQubm55m+0IiMjYTQakZeXJ96nvivfnT9/3uqbMVvYM0RE5EgN6RmAXUNE1Fwauk1zJT8/P8THx+PEiRNNti3TlFxmJ95///tf5Ofn4+GHH7Z5n5SUFItDIWNiYppvAImIWpDm+pnT4MGDcezYMYvbjh8/jk6dOgEAYmNjERkZaf55EXB5I2fTpk0YNGgQAKBfv37w8PCwuE92djYOHjxovs/AgQNRUFCAXbt2me+zc+dOFBQUmO+jYc8QETUd/pzWWkN6BmDXEBE1lDO6pqKiAkeOHEFUVFSTbcs0JYPJRZp05MiR8PT0xBdffGHzPhUVFRYnIiwsLERMTAxGjRoFDw+Peh+j7WndsGGDmIeGhop5QUGBmNf9XXRd7du3F/Po6Ggx10pfG74bbrhBzEtKSsT85MmTYt63b18x//LLL8Vcu5JLVFSUmJ8+fVrM3dzcxPzo0aNiXvcnFHVt2rRJzAH7pxFtGK+55hoxDwsLE/MdO3aIuTb8tubNhr5+cXGxmB86dEjMMzMzxVz7DNu0kb/rqN1ZZctPP/0k5to03K1bN5tZRUUF3nvvPRQUFJgPEy8sLERQUBCuv/56dfquT3V1NX788UeL55Ts3r0bgwYNwssvv4zx48dj165d+P3vf49FixZh4sSJAC5fwTYlJQVLlixBXFwckpOT8d133+HYsWMICAgAAPzhD3/Al19+iaVLlyIkJAQzZszAxYsXkZqaan4fo0aNwtmzZ/G3v/0NAPDoo4+iU6dOYm9cyZ6eufvuu21Oy3v37hVfVzvCQusp7Rs8o9Eo5rVXybJFm0a1K/9q04nWU6tXr7br+Xv27Cnmq1atEvPBgweLubYM1pbzWs9WVlaKeUhIiJhv3bpVzAFg6NChYn7ixAkxLyoqEvP6zlfZGKdOnRJzbRwdOXJEzOPi4sQ8Pz9fzDVlZWViXrucsyUoKEjMtR7/7rvvxFxb1a+urraZVVVVYc+ePU7tmZakIT0D2O6aiIgIm+sd9913n/icV2481qfuESJ1aetzubm5Yq6tL2nL0tqTyNvi7i6fBapr165irq1vSvMBoK9PavOZlpeWloq5dl4tbV1B26bT1iXi4+PFHEC9v5i4kja/a31X90vjurRtDi3XPiNtGvf29hZzbR7Tulj7WabWlcHBwWKudZm2vhobGyvm0udbWVmJ//znP07rmhkzZmDMmDHo2LEjcnNz8corr2DTpk04cOAAOnXq1GTbMk3FqefEq3X69Gls2LABn376qXg/Ly+vBh3+SET0c9dc5yq68cYbsWrVKsyaNQtz5sxBbGws5s2bZ96BBwAzZ85EWVkZpk6diry8PCQkJGDdunUWG7ZvvfUW3N3dMX78eJSVlWHo0KFYunSpRel99NFHeOqpp8xXfrr77ruxYMGCBg0ne4aIqGnxnHiWGtozALuGiKihmqNrzpw5g/vvvx8XLlxAu3btMGDAAOzYscN8sEZTbcs0FZfYibdkyRKEh4fjrrvucvagEBG1Cs25cTV69GiMHj3aZm4wGJCUlISkpCSb9/H29sb8+fMxf/58m/cJCQnB8uXLGz18AHuGiKipcSeeJfYMEVHTa46uWblypZg31bZMU3H6OfFqamqwZMkSTJo0ST1MmoiIqLHYM0RE5EjsGSIiai5Ob5kNGzYgIyMDjzzyiLMHhYio1eAREv/DniEianrsmf9hzxAROQa7xprTd+KNGDGiVY9gIiJnYOH9D3uGiKjpsWf+hz1DROQY7BprTt+JR0RETY+FR0REjsSeISIiR2PXWONOPCKiVoiFR0REjsSeISIiR2PXWGsVO/GOHTuGNm3qv0aHp6en+NjaywbbkpmZadfjY2NjxbygoEDMfX19xfzChQti3rNnTzE/evSomJ89e1bM/fz8xPzkyZNiPmbMGDEvKioS89LSUjH/4osvxNzb21vMO3ToIOYGg0HMY2JixBwASkpK7HqNAQMGiPlPP/0k5jt37hTzsrIyu54/ODhYzENDQ8V87969Yt6xY0cx1y7rrc0j2vurqKgQ83bt2ol5bm6umEdERNjMjEaj+FhqOkVFRTZPVj548GDxsSdOnFCfW1JVVSXm119/vZhv375dzEeMGCHm6enpYu7v7y/m2jwUGBgo5m3bthXzS5cuifmkSZPEvLi4WMz79+8v5l999ZWYHzx4UMy1ZeTYsWPFXFsPAfR1jW7duon5jz/+KOYeHh5ivm/fPjG3tQ5XS5tHtC7fvXu3mGsXItC6PCMjQ8zHjx8v5tr41d6/tgw4deqUmFdXV9vMtOVPc9m8eTP++te/IjU1FdnZ2Vi1apXFvGEymfDyyy9j0aJFyMvLQ0JCAt555x306tXLfJ+KigrMmDED//znP1FWVoahQ4fi3XfftVjXy8vLw1NPPYXPP/8cAHD33Xdj/vz56nzaVKSN1aVLl6qPlUifM6BvU2jzqdYFR44cEXMvLy8x17bptPn48OHDYn7u3Dkx14ZP6xJtfVSjbXPl5+eLufb5aOM3KytLzAEgPDxczK+77jox37Jli5hrn4G2rNY+A20catvF5eXlYq5NI1qXBQUFibm2TalNA9o81L59ezHXphFpm8lVuqalcPrVaYmIqOnVbghczR8REZGmOXumpKQE119/PRYsWFBv/vrrr2Pu3LlYsGABdu/ejcjISAwfPtxiB2hiYiJWrVqFlStXYsuWLSguLsbo0aMtdm5NmDAB+/btw5o1a7BmzRrs27cPDz74YONHDhERNQlu01hrFUfiERGRJR56TkREjtScPTNq1CiMGjXK5vPNmzcPs2fPxrhx4wAAy5YtQ0REBFasWIHHHnsMBQUFeP/99/Hhhx9i2LBhAIDly5cjJiYGGzZswMiRI3HkyBGsWbMGO3bsQEJCAgBg8eLFGDhwII4dO4bu3bs3eriJiMg+3KaxxiPxiIhaIX5rRUREjmRvzxQWFlr8aaensCU9PR05OTkWpwbw8vLCrbfeim3btgEAUlNTUVlZaXGf6Oho9O7d23yf7du3IygoyLwDD7h8ypKgoCDzfYiIqHlxm8Yad+IREbVCLDwiInIke3smJiYGQUFB5r+UlJSrGo6cnBwA1ueQjYiIMGc5OTnw9PS0Osdm3fvUd06v8PBw832IiKh5cZvGGn9OS0REREREzSozM9PiwjbaSes1dS8EZjKZ1IuD1b1PffdvyPMQERE1Fx6JR0TUCvFbKyIiciR7eyYwMNDi72p34kVGRgKA1dFyubm55qPzIiMjYTQakZeXJ96nviuUnj9/XrxSPBEROQ63aaxxJx4RUSvEwiMiIkdylZ6JjY1FZGQk1q9fb77NaDRi06ZNGDRoEACgX79+8PDwsLhPdnY2Dh48aL7PwIEDUVBQgF27dpnvs3PnThQUFJjvQ0REzctVusaVtIqf0/r4+MDNza3e7MrD9G09VhIWFibmV16Wvj5HjhwRc29vbzHXuLvLH+H+/fvtev6amhoxv/nmm8VcO4dIaWmpmKenp4t5+/btxbzuN651VVVVibk2frdu3SrmoaGhYg4AnTp1EnNtAXT27Fkxr6ysFHNtHGrjqHPnzmJ+/PhxMQ8ICBDzwYMHi7k2jVx33XVinpubK+baPHry5Ekxj4mJEXNtGjt8+LDNTFr+XG15tebCs0d2drbNnsnMzBQfW1xcLObBwcFi7unpKebbt28Xc+1k8Tt27BDzsrIyMT948KCYd+jQQcy1ZdTFixfFXFvGaGJjY8V83759Yp6dnS3mRqNRzDt27CjmU6ZMEfOuXbuKOaBPY9q6kraus3PnTjHPz88Xc61ntNzWvFlL6zltGtd6RluOf/DBB2Ku9YS2DDl27JiY116N1ZY9e/bYzFylZ4qLiy36Nj09Hfv27UNISAg6duyIxMREJCcnIy4uDnFxcUhOToavry8mTJgAAAgKCsLkyZMxffp0hIaGIiQkBDNmzEB8fLx5/PTs2RN33HEHfv/73+Nvf/sbAODRRx/F6NGjm+3KtNI41eZTbbxq85E2nfXr10/MtWWlvT+X7tatm5hrXeLh4SHmffv2FXNt/GjLOW05oY0fbTlU93yPdfn7+9v1+AEDBog5oC+LsrKyxFz7DA4cOCDmWtfVd6TtlXr27GnX82vzmLZNo62vaV28e/duMf/1r38t5ps2bRJzrSu1rh04cKDNrLy8HFu2bKk34zaNtVaxE4+IiKy15vIiIiLna66e2bNnD2677Tbz/6dNmwYAmDRpEpYuXYqZM2eirKwMU6dORV5eHhISErBu3TqLLwrfeustuLu7Y/z48SgrK8PQoUOxdOlSi53AH330EZ566inzVWzvvvtuLFiwoFneIxER1Y/bNJa4E4+IiIiIiFzWkCFDxI04g8GApKQkJCUl2byPt7c35s+fj/nz59u8T0hICJYvX27PoBIRETkUd+IREbVCPPSciIgciT1DRESOxq6xxp14REStEAuPiIgciT1DRESOxq6xxp14REStEAuPiIgciT1DRESOxq6xxp14REStEAuPiIgciT1DRESOxq6x1sbZA0BERERERERERESyVnEkXrdu3eDh4VFvVl1dLT42OjpazEtLS8W8srJSzL28vMQ8ICBAzENDQ8X84sWLYn7+/HkxDw8PF3Nt+FevXi3m3bp1E/OsrCwx18aPrc+9Vrt27cTczc1NzE+cOCHmkZGRYl5eXi7mAHD06FExLy4uFvNOnTqJ+YEDB8Q8Pj5ezPPy8sQ8MDBQzLt06SLmQUFBYr57924x16ZhPz8/Mb9w4YKYt2/fXsxvvPFGMdfmQaPRKObS52s0GpGamlpvxm+tmlaHDh3g7l5/ZZ48eVJ87JAhQ8S8oKBAzIuKisS8bdu2dj1/RUWFmPv7+4u5No1ry9mwsDAx37Jli5jHxcWJ+dmzZ8V8//79Yp6QkCDm2jLgxx9/FPPDhw+LeWxsrJhr6ymA3kVr164Vc20ca9OothzVxpE2jWg9qfWUwWCw6/nvvPNOMT937pyY21q2NJT2/rR5eNiwYTaziooK7N27t96MPdP03N3d0aZN/cdYaPOZNp/U1NSIeUxMjJjv3LlTzDt27Cjm2jaLtk2WnZ0t5tpyztPTU8y1dX5tm1Jz8803i3lGRoaYa9tEGu3xwcHBYn7kyBH1NXx9fcVcm0bPnDkj5tqyIz8/X8y1baZDhw6JuTYN+fj4iPkHH3wg5tdcc42Yp6eni7m2rNfWp7Tn18a/ts0odaE0f7FrrLWKnXhERGSJhUdERI7EniEiIkdj11jjTjwiolaIhUdERI7EniEiIkdj11jjTjwiolaIhUdERI7EniEiIkdj11jjhS2IiIiIiIiIiIhcHHfiERG1QrXfWl3NX2MkJSXBYDBY/F15wReTyYSkpCRER0fDx8cHQ4YMsTpxcEVFBZ588kmEhYXBz88Pd999t9XJjfPy8vDggw8iKCgIQUFBePDBB9UTGBMRkeM0V88QEdHPF7vGGnfiERG1Qs1ZeL169UJ2drb578orIr/++uuYO3cuFixYgN27dyMyMhLDhw+3uMpeYmIiVq1ahZUrV2LLli0oLi7G6NGjLa5UNWHCBOzbtw9r1qzBmjVrsG/fPjz44IP2jSQiIrpq3LAiIiJHY9dYc+pOvKqqKvzpT39CbGwsfHx80KVLF8yZM0e9BDoREcmas/Dc3d0RGRlp/mvXrp15GObNm4fZs2dj3Lhx6N27N5YtW4bS0lKsWLECAFBQUID3338fb775JoYNG4a+ffti+fLlOHDgADZs2AAAOHLkCNasWYO///3vGDhwIAYOHIjFixfjyy+/xLFjx8RhY88QETkGN6wuY88QETkOu8aaUy9s8dprr+G9997DsmXL0KtXL+zZswe//e1vERQUhKeffrrBzxMYGAhPT896s0GDBomP3b59u5i7u8uj6NKlS3Y93mg0irm2AnD8+HExLykpEfO8vDwxj4qKEvNz586J+TXXXCPmPj4+Yn7lkTj1qaioEPMrj/a5GhcuXBBzb29vMf/1r3+tvsaXX34p5to0dPDgQTEPCAgQ8z179oi5Ng9p47h9+/ZifuLECTHv1q2bmHt5eYn50aNHxVybxrRpQJtHMjMzxbxt27ZivnnzZpuZtHy42vKqfUxhYaHF7V5eXjbH9YkTJxAdHQ0vLy8kJCQgOTkZXbp0QXp6OnJycjBixAiL57n11luxbds2PPbYY0hNTUVlZaXFfaKjo9G7d29s27YNI0eOxPbt2xEUFISEhATzfQYMGICgoCBs27YN3bt3t/l+mqpn0tPT4ebmVm8WEhIiPnbHjh1irj3ez89PzKuqqsTc3uXsrl27xFybzrTldGlpqZhrw79z504x18ZfZWWlmGs9mZWVJebaMkpbBhYUFIj5ddddJ+aAvi4QFxcn5to40NZl1q9fL+b+/v5ivm/fPjG/8if89SkvLxfzzp07i3l2draYaz3q4eEh5to80LNnTzFPS0sTc+39Sz3lyJ5pLZqqZ4DL6zy21vsCAwPFx6anp4u5ts6qrW9q85n2+KCgIDHX1le1Zan2+sXFxWKurY916NDBrtffvXu3mJeVlYm5tk1oMBjEvE0b+dgd7f03ZJtK+wxPnz4t5lrfa8OoTePaaVjuueceMf/666/FvEePHmKubTdrn9HAgQPFXOv6U6dOibnW5drnoz1e6iJpXZRdY82pO/G2b9+OX/7yl7jrrrsAXF6J+uc//6muDBERkWPFxMRY/P+ll15CUlKS1f0SEhLwwQcfoFu3bjh37hxeeeUVDBo0CIcOHUJOTg4AICIiwuIxERER5hW5nJwceHp6Wq2YRUREmB+fk5OD8PBwq9cODw8338cW9gwRETkSe4aIiJqTU3fi3XTTTXjvvfdw/PhxdOvWDT/++CO2bNmCefPm1Xv/iooKi2/06x4pQkREl9n7rVVmZqbFt/62vgEfNWqU+d/x8fEYOHAgunbtimXLlmHAgAEArL8dNplM6jfGde9T3/0b8jzsGSIix+DREZc1tmcAdg0RUUOxa6w5dSfec889h4KCAvTo0QNubm6orq7Gq6++ivvvv7/e+6ekpODll19u5qEkImp57C28wMBA9ac79fHz80N8fDxOnDiBsWPHArh8JN2VPzvOzc01H50XGRkJo9GIvLw8i6PxcnNzzT/ljoyMrPcnCOfPn7c6yq8u9gwRkWNww+qyxvYMwK4hImoodo01p17Y4uOPP8by5cuxYsUK/PDDD1i2bBneeOMNLFu2rN77z5o1CwUFBeY/7VxTREQ/V846CWxFRQWOHDmCqKgoxMbGIjIy0uJ8WEajEZs2bTLvoOvXrx88PDws7pOdnY2DBw+a7zNw4EAUFBRYnJtt586dKCgoUM/ZyJ4hInIMnmz8ssb2DMCuISJqKHaNNaceiffss8/i+eefx3333Qfg8k+xTp8+jZSUFEyaNMnq/tKJ1YmI6H+a61urGTNmYMyYMejYsSNyc3PxyiuvoLCwEJMmTYLBYEBiYiKSk5MRFxeHuLg4JCcnw9fXFxMmTABw+UTXkydPxvTp0xEaGoqQkBDMmDED8fHxGDZsGIDLJ3W/44478Pvf/x5/+9vfAACPPvooRo8eLV7UAmDPEBE5Co+OuKyxPQOwa4iIGopdY82pO/FKS0utrsLi5ubGS7ITEbUQZ86cwf33348LFy6gXbt2GDBgAHbs2IFOnToBAGbOnImysjJMnToVeXl5SEhIwLp16yyuYPbWW2/B3d0d48ePR1lZGYYOHYqlS5daXA32o48+wlNPPWW+iu3dd9+NBQsWqMPHniEiIkdizxARUXNy6k68MWPG4NVXX0XHjh3Rq1cv7N27F3PnzsUjjzzizMEiImrxmutbq5UrV4q5wWBAUlJSvVe2reXt7Y358+dj/vz5Nu8TEhKC5cuXN2rYAPYMEZGj8OiIy9gzRESOw66xZjA58d0VFRXhhRdewKpVq5Cbm4vo6Gjcf//9ePHFF+Hp6ak+vrCwEEFBQZg9eza8vb3rvc+ZM2fE5/Dx8RHz9PR0Mc/JyRHzixcvirk2+j08PMQ8LS1NzK88UXx9rjzSpT51v1msKzQ0VMyvueYaMde+pTxw4ICYZ2VlifnNN98s5mfPnhXzqqoqMXd3l/eDFxUViTkAtGvXTsz9/PzEXLs6p615o1ZZWZmYx8bGivnRo0fFPDg4WMy1aVRTWVkp5tpnpF0YQZtGIyMjxfzBBx8U808//VTMpZ1kVVVV2LNnDwoKCswXoahdLrZt21adNupjMpmQl5dn8ZwtWVP1zMMPP2zz/t999536HBJtHtem4ZKSErtev0uXLmKem5sr5r6+vmKuLQOys7PFXOtp7Sdp2nkTtdc/deqUmGvvT+tRbT1Fm04bshoXExMj5u3btxfzgwcPirm2rNDWNbTcaDSKeXh4uJhr07A2/D/99JOYaz2u0aaRsLAwMdd6XltXLS8vt5lVVVVh69at7BmBvT0D/G+cTpo0yeZjtG2S4uJiMe/QoYOY7969W8wLCgrEPCQkRMy14dOmY20+07aZrrzAVn20LrF3fVOb1nfu3Cnm1dXVYq51pbY+f+nSJTFviJMnT4q5trzQtru0aay0tFTMR44cKeb79u0T8/Pnz4v5lVecro+0rAX0bbLo6Ggx17a7tfUZbXmljd/OnTuLuTR91NTUIC0tjV3TQE49Ei8gIADz5s0TL8FORESNd7Xfz7S2b63YM0REjsGeuYw9Q0TkOOwaa07diUdERI7BwiMiIkdizxARkaOxa6zJx+8TERERERERERGR0/FIPCKiVojfWhERkSOxZ4iIyNHYNda4E4+IqBVi4RERkSOxZ4iIyNHYNda4E4+IqBVi4RERkSOxZ4iIyNHYNda4E4+IqBVi4RERkSOxZ4iIyNHYNdZaxU68jIwMeHp61pvl5uaKj23TRr62x4ABA8R8//79Yn799deL+cGDB8X83LlzYh4VFSXmOTk5Yu7m5ibmkZGRYl5QUCDmhw4dEvOsrCwxr6mpEXNvb28x197/xYsXxVz7/EtLS8U8Pz9fzIHL06+kffv2dj2+Y8eOYu7r6yvmx48fF/PY2Fgx14bfz89PzLV59MyZM2IeHBws5jfeeKOYl5eXi3llZaWYf/bZZ2J+8uRJMe/du7fNzGg0Ys+ePeLjqWmsXr3a5rTYqVMn8bHaclL6jAF9OeruLld5dHS0mGdmZop5u3btxFybRwsLC8Vc6zFtORoUFCTmu3btEnNtJU/rSW09Iz09Xcy1ZXRxcbGYBwYGijlg/zjUHq9NY9o8oC3HtXls9+7dYq6tyxw7dkzMtc/I1jpoLa2nQ0NDxVxbBmjLkOzsbDG/9tprbWZax1HTSktLs7lM19aXDAaDmGvzWVFRkZhr60NlZWViri0HtOfXuk7rIm1ZqXVdQECAmP/3v/8V865du4q59v6MRqOYa9LS0ux6fS0HgIiICDHXxmHfvn3FXNtuu+WWW8RcGwe//e1vxfyFF14Qcy8vLzEfMWKEmG/cuFHMtfUpbbtY2ya6+eabxVzrom3btom51nXUcK1iJx4REVnit1ZERORI7BkiInI0do017sQjImqFWHhERORI7BkiInI0do017sQjImqFWHhERORI7BkiInI0do017sQjImqFWHhERORI7BkiInI0do01+QygRERERERERERE5HQ8Eo+IqBXit1ZERORI7BkiInI0do017sQjImqFWHhERORI7BkiInI0do21VrETz8fHB56envVm0dHR4mOLi4vFfN26dWIeEREh5idOnBDziooKMb9w4YKYFxQUiLk2fHFxcWJeVlYm5uHh4WKuDV9RUZGYnz9/Xsy7du0q5v7+/mIeGhoq5rm5uWJ+6tQpMe/Xr5+YA4C7uzwbatPoL3/5SzE/ffq0mB89elTMu3TpIuZnz54V86ysLDGvqqoS87Zt24r5uXPnxPyaa64Rc20eGzZsmJifOXNGzP/zn/+I+cSJE8U8LS3NZmYwGGxmLLym1aFDB7i5udWbacuJgIAAMd+xY4eY23rdWtoyQvtMy8vL7Xr+yMhIMddoPdmrVy+7nl9bxmo9lZCQIObHjh0T85EjR4q51oPaMuqGG24Qc0D/jNPT08W8b9++Yp6XlyfmR44cEXNvb28xNxqNYl5TUyPmHTp0EHNtHr148aKYZ2RkiLlGW4aEhYWJ+fbt28V8woQJYv7DDz/YzKSOZs80vZCQEHh4eNSbVVdXi48dNGiQmH/00Udirj1/jx49xPz48eNirm1zaLTlmNZF2vqi9vza+rD2/lJTU8Vc2ybs2LGjmGdnZ4u5j4+PmGtdGRQUJOaAPg1p25Xa+kBhYaGYa308duxYMf/mm2/EXNvuzM/PF3PtM/Ly8hJzbb+Gtr6odXlOTo6Ya13Xv39/MT906JDNTOpxdo21VrETj4iILLHwiIjIkdgzRETkaOwaa7ywBRERERERERERkYvjkXhERK0Qv7UiIiJHYs8QEZGjsWuscSceEVErxMIjIiJHYs8QEZGjsWuscSceEVErxMIjIiJHYs8QEZGjsWuscSceEVEr1ZrLi4iInI89Q0REjsausdSid+LVfphGo9HmfSorK8Xn0PKqqiqHPl67FLe9E6x0uWbA/uGz9/1rw6e9f234tNfXLsVt7/Br46chr6G9R2n6b8jz2zuNaJ+Rlts7j9k7jWrTQGlpqZiXl5eLuTZ82uOlz7c2Y7E5Tu24lT5HbR7SaI83GAxibu88aG9u7/u3dxmh0eZBe5fjju5JezugIcPg7K63t4fs/Qzt/QzsnQc09r5+RUWFmEvvvzZjzzhW7fiVplV71yfs3eZw9OM1jt6m0R7v6PVte8efvctZe8dPUzyHvctqLdfmEUd3haO3ybTh16ZhLXfk+6vN2DUNYzC14DGVlpaGrl27OnswiIicKjMzEx06dABweQUlNjYWOTk5V/18kZGRSE9Ph7e3d1MNYovFniEiYs84GruGiIhd01Ateidefn4+2rZti4yMDAQFBTl7cFxSYWEhYmJikJmZicDAQGcPjkviOGoYjiddc48jk8mEoqIiREdHo02bNubby8vLG3R0ji2enp6truyuFnumYbh80HEc6TiOdOyZ1oldo+PyQcdxpOM40jljHLFrGqdF/5y29gMOCgriTKgIDAzkOFJwHDUMx5OuOcdRfSv73t7erbKwnIE90zhcPug4jnQcRzr2TOvCrmk4Lh90HEc6jiNdc48jdk3DtdHvQkRERERERERERM7EnXhEREREREREREQurkXvxPPy8sJLL70ELy8vZw+Ky+I40nEcNQzHk47jqPXhZ9owHE86jiMdx5GO46h14ueq4zjScRzpOI50HEeur0Vf2IKIiIiIiIiIiOjnoEUfiUdERERERERERPRzwJ14RERERERERERELo478YiIiIiIiIiIiFwcd+IRERERERERERG5uBa9E+/dd99FbGwsvL290a9fP3z//ffOHiSXkZKSghtvvBEBAQEIDw/H2LFjcezYMWcPlktLSUmBwWBAYmKiswfFpWRlZeGBBx5AaGgofH190adPH6Smpjp7sFxGVVUV/vSnPyE2NhY+Pj7o0qUL5syZg5qaGmcPGjUB9oxt7JnGY8/Ujz2jY9e0XuwZ29gzjceesY1dI2PPtBwtdifexx9/jMTERMyePRt79+7FzTffjFGjRiEjI8PZg+YSNm3ahMcffxw7duzA+vXrUVVVhREjRqCkpMTZg+aSdu/ejUWLFuG6665z9qC4lLy8PAwePBgeHh5YvXo1Dh8+jDfffBPBwcHOHjSX8dprr+G9997DggULcOTIEbz++uv461//ivnz5zt70MhO7BkZe6Zx2DP1Y880DLumdWLPyNgzjcOesY1do2PPtBwGk8lkcvZAXI2EhATccMMNWLhwofm2nj17YuzYsUhJSXHikLmm8+fPIzw8HJs2bcItt9zi7MFxKcXFxbjhhhvw7rvv4pVXXkGfPn0wb948Zw+WS3j++eexdetWfissGD16NCIiIvD++++bb7vnnnvg6+uLDz/80IlDRvZizzQOe8Y29oxt7JmGYde0TuyZxmHP2MaekbFrdOyZlqNFHolnNBqRmpqKESNGWNw+YsQIbNu2zUlD5doKCgoAACEhIU4eEtfz+OOP46677sKwYcOcPSgu5/PPP0f//v1x7733Ijw8HH379sXixYudPVgu5aabbsI333yD48ePAwB+/PFHbNmyBXfeeaeTh4zswZ5pPPaMbewZ29gzDcOuaX3YM43HnrGNPSNj1+jYMy2Hu7MH4GpcuHAB1dXViIiIsLg9IiICOTk5Thoq12UymTBt2jTcdNNN6N27t7MHx6WsXLkSP/zwA3bv3u3sQXFJaWlpWLhwIaZNm4Y//vGP2LVrF5566il4eXnhoYcecvbguYTnnnsOBQUF6NGjB9zc3FBdXY1XX30V999/v7MHjezAnmkc9oxt7BkZe6Zh2DWtD3umcdgztrFndOwaHXum5WiRO/FqGQwGi/+bTCar2wh44oknsH//fmzZssXZg+JSMjMz8fTTT2PdunXw9vZ29uC4pJqaGvTv3x/JyckAgL59++LQoUNYuHAhC+//+/jjj7F8+XKsWLECvXr1wr59+5CYmIjo6GhMmjTJ2YNHdmLPNAx7pn7sGR17pmHYNa0Xe6Zh2DP1Y880DLtGx55pOVrkTrywsDC4ublZfUuVm5tr9W3Wz92TTz6Jzz//HJs3b0aHDh2cPTguJTU1Fbm5uejXr5/5turqamzevBkLFixARUUF3NzcnDiEzhcVFYVrr73W4raePXvik08+cdIQuZ5nn30Wzz//PO677z4AQHx8PE6fPo2UlBQWXgvGnmk49oxt7Bkde6Zh2DWtD3um4dgztrFnGoZdo2PPtBwt8px4np6e6NevH9avX29x+/r16zFo0CAnDZVrMZlMeOKJJ/Dpp59i48aNiI2NdfYguZyhQ4fiwIED2Ldvn/mvf//+mDhxIvbt28fCAzB48GAcO3bM4rbjx4+jU6dOThoi11NaWoo2bSwXpW5ubrwcewvHntGxZ3TsGR17pmHYNa0Pe0bHntGxZxqGXaNjz7QcLfJIPACYNm0aHnzwQfTv3x8DBw7EokWLkJGRgSlTpjh70FzC448/jhUrVuCzzz5DQECA+Vu+oKAg+Pj4OHnoXENAQIDVOTX8/PwQGhrKc238f8888wwGDRqE5ORkjB8/Hrt27cKiRYuwaNEiZw+ayxgzZgxeffVVdOzYEb169cLevXsxd+5cPPLII84eNLITe0bGntGxZ3TsmYZh17RO7BkZe0bHnmkYdo2OPdOCmFqwd955x9SpUyeTp6en6YYbbjBt2rTJ2YPkMgDU+7dkyRJnD5pLu/XWW01PP/20swfDpXzxxRem3r17m7y8vEw9evQwLVq0yNmD5FIKCwtNTz/9tKljx44mb29vU5cuXUyzZ882VVRUOHvQqAmwZ2xjz1wd9ow19oyOXdN6sWdsY89cHfZM/dg1MvZMy2EwmUym5t5xSERERERERERERA3XIs+JR0RERERERERE9HPCnXhEREREREREREQujjvxiIiIiIiIiIiIXBx34hEREREREREREbk47sQjIiIiIiIiIiJycdyJR0RERERERERE5OK4E4+IiIiIiIiIiMjFcSceERERERERERGRi+NOPCLBd999B4PBgPz8/Kt+jmPHjiEyMhJFRUVNN2D1yM3NRbt27ZCVleXQ1yEioqbDniEiIkdizxC1LgaTyWRy9kAQuSqj0YhLly4hIiICBoPhqp7j17/+Na6//nq88MILTTx01qZNm4bCwkL8/e9/d/hrERGR/dgzRETkSOwZotaFO/GIHOjMmTPo0qUL0tLS0KFDB4e/3oEDB/CLX/wCZ8+eRdu2bR3+ekRE5FzsGSIiciT2DJFr4c9pqUU4f/48IiMjkZycbL5t586d8PT0xLp162w+7rnnnkO3bt3g6+uLLl264IUXXkBlZSUAwGQyYdiwYbjjjjtQuy87Pz8fHTt2xOzZswFYH35++vRpjBkzBm3btoWfnx969eqFr7/+2ubr/+tf/8L1119vUXhLly5FcHAw1q5di549e8Lf3x933HEHsrOzzfd5+OGHMXbsWCQnJyMiIgLBwcF4+eWXUVVVhWeffRYhISHo0KED/vGPf1i8Xnx8PCIjI7Fq1aoGjlkiIgLYM+wZIiLHYs+wZ4iaAnfiUYvQrl07/OMf/0BSUhL27NmD4uJiPPDAA5g6dSpGjBhh83EBAQFYunQpDh8+jP/7v//D4sWL8dZbbwEADAYDli1bhl27duHtt98GAEyZMgURERFISkqq9/kef/xxVFRUYPPmzThw4ABee+01+Pv723z9zZs3o3///la3l5aW4o033sCHH36IzZs3IyMjAzNmzLC4z8aNG3H27Fls3rwZc+fORVJSEkaPHo22bdti586dmDJlCqZMmYLMzEyLx/3iF7/A999/b3OYiIjIGnuGPUNE5EjsGfYMUZMwEbUgU6dONXXr1s00ceJEU+/evU1lZWWNevzrr79u6tevn8Vt//rXv0xeXl6mWbNmmXx9fU3Hjh0zZ99++60JgCkvL89kMplM8fHxpqSkpAa/3vXXX2+aM2eOxW1LliwxATCdPHnSfNs777xjioiIMP9/0qRJpk6dOpmqq6vNt3Xv3t108803m/9fVVVl8vPzM/3zn/+0eP5nnnnGNGTIkAYPIxER/Q97hj1DRORI7Bn2DJE93J25A5Gosd544w307t0b//rXv7Bnzx54e3uL9//Pf/6DefPm4eTJkyguLkZVVRUCAwMt7nPvvfdi1apVSElJwcKFC9GtWzebz/fUU0/hD3/4A9atW4dhw4bhnnvuwXXXXWfz/mVlZfUOo6+vL7p27Wr+f1RUFHJzcy3u06tXL7Rp87+DZSMiItC7d2/z/93c3BAaGmr1OB8fH5SWltocJiIiso09w54hInIk9gx7hsge/DkttShpaWk4e/YsampqcPr0afG+O3bswH333YdRo0bhyy+/xN69ezF79mwYjUaL+5WWliI1NRVubm44ceKE+Jy/+93vkJaWhgcffBAHDhxA//79MX/+fJv3DwsLQ15entXtHh4eFv83GAzm81hI96nvtpqaGovbLl26hHbt2onvg4iI6seeYc8QETkSe4Y9Q2QP7sSjFsNoNGLixIn4zW9+g1deeQWTJ0/GuXPnbN5/69at6NSpE2bPno3+/fsjLi6u3qKcPn062rRpg9WrV+Ptt9/Gxo0bxeGIiYnBlClT8Omnn2L69OlYvHixzfv27dsXhw8fbvibbAIHDx5E3759m/U1iYhaA/ZMw7BniIiuDnumYdgzRLZxJx61GLNnz0ZBQQHefvttzJw5Ez179sTkyZNt3v+aa65BRkYGVq5ciZ9++glvv/221VWOvvrqK/zjH//ARx99hOHDh+P555/HpEmT6v22CQASExOxdu1apKen44cffsDGjRvRs2dPm8MwcuRIbN++HdXV1Vf3phup9ls46eS4RERUP/aMjj1DRHT12DM69gyRjDvxqEX47rvvMG/ePHz44YcIDAxEmzZt8OGHH2LLli1YuHBhvY/55S9/iWeeeQZPPPEE+vTpg23btuGFF14w5+fPn8fkyZORlJSEG264AQDw0ksvITo6GlOmTKn3Oaurq/H444+jZ8+euOOOO9C9e3e8++67Nof7zjvvhIeHBzZs2GDHu2+4zz77DB07dsTNN9/cLK9HRNRasGcahj1DRHR12DMNw54hkhlMdX+4TkRN6t1338Vnn32GtWvXOvy1fvGLXyAxMRETJkxw+GsREZFrYM8QEZEjsWeIXAevTkvkYI8++ijy8vJQVFSEgIAAh71Obm4ufv3rX+P+++932GsQEZHrYc8QEZEjsWeIXAePxCMiIiIiIiIiInJxPCceERERERERERGRi+NOPCIiIiIiIiIiIhfHnXhEREREREREREQujjvxiIiIiIiIiIiIXBx34hEREREREREREbk47sQjIiIiIiIiIiJycdyJR0RERERERERE5OK4E4+IiIiIiIiIiMjFcSceERERERERERGRi+NOPCIiIiIiIiIiIhfHnXhEREREREREREQujjvxiIiIiIiIiIiIXBx34hEREREREREREbk47sQjIiIiIiIiIiJycdyJR0RERERERERE5OK4E4+IiIiIiIiIiMjFcSceERERERERERGRi+NOPCIiIiIiIiIiIhfHnXhEREREREREREQujjvxiIiIiIiIiIiIXBx34hEREREREREREbk47sQjIiIiIiIiIiJycdyJR0RERERERERE5OK4E4+IiIiIiIiIiMjFcSceERERERERERGRi+NOPCIiIiIiIiIiIhfHnXhEREREREREREQujjvxiIiIiIiIiIiIXBx34hEREREREREREbk47sQjIiIiIiIiIiJycdyJR0RERERERERE5OK4E4+IiIiIiIiIiMjFcSceERERERERERGRi+NOPCIiIiIiIiIiIhfHnXhEREREREREREQujjvx6Gdly5YtuPPOO9G2bVv4+PggLi4Of/7znxv02D/96U/o2LEj3N3dERwc3KjXffjhh9G5c+cG3ddgMCApKalRz09ERM63d+9ejB07FtHR0fD19UWPHj0wZ84clJaWNujx7BkiIqpVVFSEmTNnYsSIEWjXrp247P7hhx8wbNgw+Pv7Izg4GOPGjUNaWlqDX+vUqVO46667EBISAoPBgMTExEYNa0N7ZenSpTAYDDh16lSjnp+I/oc78ehnY8WKFbj11lsRFBSEDz74AF9//TWee+45mEwm9bGfffYZXn31VTz00EPYtGkTNmzY0AxDTERELcXhw4cxaNAgnDp1CvPmzcOXX36J++67D3PmzMH999+vPp49Q0REV7p48SIWLVqEiooKjB071ub9jh49iiFDhsBoNOJf//oX/vGPf+D48eO4+eabcf78+Qa91jPPPIOdO3fiH//4B7Zv345nnnmmid4FETU1d2cPAFFzyMrKwqOPPorHHnsM7777rvn22267rUGPP3jwIADgqaeeQnh4uEOGkYiIWq4VK1agvLwcn3zyCbp27QoAuP3225GdnY1FixYhLy8Pbdu2tfl49gwREV2pU6dOyMvLg8FgwIULF/D3v/+93vu9+OKL8PLywpdffonAwEAAQL9+/RAXF4c33ngDr732mvpaBw8exC9+8QtxZyERuQYeiUc/C3//+99RUlKC5557rtGP7dy5M/70pz8BACIiIiwOF6+pqcHrr7+OHj16wMvLC+Hh4XjooYdw5swZ9XkLCwvx+9//HqGhofD398cdd9yB48ePN3r4iIjI+Tw8PAAAQUFBFrcHBwejTZs28PT0tPlY9gwREdVlMBhgMBjE+1RVVeHLL7/EPffcY96BB1zeAXjbbbdh1apV4uO/++47GAwGnDx5EqtXrza/Zu3PXTMyMvDAAw8gPDwcXl5e6NmzJ958803U1NSow79jxw4MHjwY3t7eiI6OxqxZs1BZWam/cSIScSce/Sxs3rwZISEhOHr0KPr06QN3d3eEh4djypQpKCwsFB+7atUqTJ48GQCwZs0abN++Hb/73e8AAH/4wx/w3HPPYfjw4fj888/x5z//GWvWrMGgQYNw4cIFm89pMpkwduxYfPjhh5g+fTpWrVqFAQMGYNSoUU33pomIqNlMmjQJwcHB+MMf/oC0tDQUFRXhyy+/xN/+9jc8/vjj8PPzs/lY9gwREV2Nn376CWVlZbjuuuussuuuuw4nT55EeXm5zcffcMMN2L59OyIjIzF48GBs374d27dvR1RUFM6fP49BgwZh3bp1+POf/4zPP/8cw4YNw4wZM/DEE0+Iw3X48GEMHToU+fn5WLp0Kd577z3s3bsXr7zyit3vmejnjj+npZ+FrKwslJaW4t5778WsWbMwb9487N69Gy+99BIOHjyI77//3uY3XX379kWHDh0AXD40PSwsDMDl808sWrQIU6dOxfz58y3un5CQgLfeeguvvvpqvc+5du1afPvtt/i///s/PPXUUwCA4cOHw9PTE7Nnz27Kt05ERM2gc+fO2L59O371q1+Zf04LXP557Lx588THsmeIiOhqXLx4EQAQEhJilYWEhMBkMiEvLw9RUVH1Pj4wMBADBgyAl5cXgoODMWDAAHM2d+5cZGVlYefOnfjFL34BABg5ciSqq6vx3nvvITExEd26dav3eefMmQOTyYSNGzciIiICAHDXXXehd+/edr1fIuKRePQzUVNTg/Lycvzxj3/ErFmzMGTIEDz77LNISUnB1q1b8c0336CmpgZVVVXmv+rqavE5v/32WwCXrwh4pV/84hfo2bMnvvnmG/WxEydOtLh9woQJV/HuiIjI2U6dOoUxY8YgNDQU//nPf7Bp0ya8/vrrWLp0qfmoOvYMERE5gvSz29qsurraooO0n8Ru3LgR1157rXkHXq2HH37YvIPOlm+//RZDhw4178ADADc3N/zmN79pyNshIgF34tHPQmhoKIDL3x5dqfZnRT/88APmzJkDDw8P89+VR1LUp/abr/q+2YqOjjbnth7r7u5uHq5akZGR+pshIiKX8/zzz6OwsBBr167FPffcg1tuuQXPPvss5s2bh3/84x/YtGkTe4aIiJpU7TK+vj64dOkSDAYDgoODAQBdu3a16KA5c+aIz33x4kWb/WPrNa98bH19ww4ish9/Tks/C9dddx127NhhdbvJZAIAtGnTBo8++ihGjx5tzry8vMTnrC3N7Oxs88+gap09e9b8cyhbj62qqsLFixctNrBycnL0N0NERC5n3759uPbaa63OfXfjjTcCuHzlP/YMERE1pa5du8LHxwcHDhywyg4cOIBrrrkG3t7eAIAvvvgCFRUV5rx2Z5wtoaGhyM7Otrr97NmzAKB2UH19ww4ish+PxKOfhXvuuQcAsHr1aovbv/76awDAgAEDEB0djf79+5v/4uPjxee8/fbbAQDLly+3uH337t04cuQIhg4davOxt912GwDgo48+srh9xYoVDXg3RETkaqKjo3Ho0CEUFxdb3L59+3YAQIcOHdgzRETUpNzd3TFmzBh8+umnKCoqMt+ekZGBb7/9FuPGjTPfFh8fb9FB2k68oUOH4vDhw/jhhx8sbv/ggw9gMBjMPVOf2267Dd988w3OnTtnvq26uhoff/xxY98iEdXBI/HoZ2HEiBEYM2YM5syZg5qaGgwYMAB79uzByy+/jNGjR+Omm25q9HN2794djz76KObPn482bdpg1KhROHXqFF544QXExMTgmWeeEYfnlltuwcyZM1FSUoL+/ftj69at+PDDD+15m0RE5CSJiYkYO3Yshg8fjmeeeQZhYWHYsWMHUlJScO21117VVWHZM0REP2+rV69GSUmJeQfd4cOH8Z///AcAcOedd8LX1xcvv/wybrzxRowePRrPP/88ysvL8eKLLyIsLAzTp0+/6td+5pln8MEHH+Cuu+7CnDlz0KlTJ3z11Vd499138Yc//MHmRS0A4E9/+hM+//xz3H777XjxxRfh6+uLd955ByUlJVc9PET0/5mIfiZKS0tNzz33nCkmJsbk7u5u6tixo2nWrFmm8vJy9bEvvfSSCYDp/PnzFrdXV1ebXnvtNVO3bt1MHh4eprCwMNMDDzxgyszMtLjfpEmTTJ06dbK4LT8/3/TII4+YgoODTb6+vqbhw4ebjh49agJgeumll+x9u0RE1Mw2btxoGjFihCkyMtLk4+Nj6tatm2n69OmmCxcuqI9lzxARUV2dOnUyAaj3Lz093Xy/PXv2mIYOHWry9fU1BQYGmsaOHWs6efJko17nrrvusrr99OnTpgkTJphCQ0NNHh4epu7du5v++te/mqqrqy3uV1+vbN261TRgwACTl5eXKTIy0vTss8+aFi1aZDXsRNQ4BpPp/58UjIiIiIiIiIiIiFwSz4lHRERERERERETk4rgTj4iIiIiIiIiIyMVxJx4REREREREREZGLc/pOvHfffRexsbHw9vZGv3798P333zt7kIiIqJVh1xARkSOxZ4iIqDk4dSfexx9/jMTERMyePRt79+7FzTffjFGjRiEjI8OZg0VERK0Iu4aIiByJPUNERM3FqTvx5s6di8mTJ+N3v/sdevbsiXnz5iEmJgYLFy505mAREVEDde7cGQaDwerv8ccfBwCYTCYkJSUhOjoaPj4+GDJkCA4dOmTxHBUVFXjyyScRFhYGPz8/3H333Thz5kyTDSO7hoio5aqqqsKf/vQnxMbGwsfHB126dMGcOXNQU1Njvo+zu4Y9Q0REzcXdWS9sNBqRmpqK559/3uL2ESNGYNu2bfU+pqKiAhUVFeb/19TU4NKlSwgNDYXBYHDo8BIRuRqTyYSioiJER0ejTZv/fSdTXl4Oo9F41c/r6ekJb2/vBt139+7dqK6uNv//4MGDGD58OO69914AwOuvv465c+di6dKl6NatG1555RUMHz4cx44dQ0BAAAAgMTERX3zxBVauXInQ0FBMnz4do0ePRmpqKtzc3K76fQCN7xr2DBHR/7hCz7z22mt47733sGzZMvTq1Qt79uzBb3/7WwQFBeHpp58G4Nyu4TYNEZF9XKFrWhSTk2RlZZkAmLZu3Wpx+6uvvmrq1q1bvY956aWXTAD4xz/+8Y9/V/xlZmaal5NlZWWmyMhIu54vMjLSVFZWdlXL9qefftrUtWtXU01NjammpsYUGRlp+stf/mLOy8vLTUFBQab33nvPZDKZTPn5+SYPDw/TypUrLfqhTZs2pjVr1lzVMFypsV3DnuEf//jHP+s/Z/bMXXfdZXrkkUcsbhs3bpzpgQceMJlMJqd3Dbdp+Mc//vGvaf5caZvGlTntSLxadb9tMplMNr+BmjVrFqZNm2b+f0FBATp27IgHH3wQnp6e9T5m8ODB4uunp6eLec+ePcV82bJlYq59s5eWlibm2p7nqqoqMXd3lz/i0tJSMS8rKxPzK4/AqY+Hh4dd+f333y/ma9asEfO8vDwx195/p06dxFz7fLp06SLmANSfcpSUlIj5ld9WXI0+ffqIed2fo9SljePhw4eL+eHDh8U8OjpazI8ePSrm2vD5+fmJeW5urpj7+/uLubYM0OYBaR6rqalBbm6u+SgD4PI0mZOTg4yMDAQGBorPXZ/CwkJ07NgRFy5csHi8l5cXvLy8xMcajUYsX74c06ZNg8FgQFpaGnJycjBixAiL57n11luxbds2PPbYY0hNTUVlZaXFfaKjo9G7d29s27YNI0eObPR7qE9Du8ZWz3h6etrspsrKSvG1tc/BZDKJeVFRkZhrR23Y6sdaXbt2FfOffvpJzENCQsRcm24uXbok5uXl5WKujT+tByMiIsRcG/4rj6a5mlx7f7GxsWKufT4NGQaty7VpTHu81lPa4zXaNKDl2jzi4+PT6GG6UocOHcS8uLhYzLXhu/JnpfVp3769mJ88eVJ87rNnzzq1Z2666Sa89957OH78OLp164Yff/wRW7Zswbx58wBcXpd3ha5pim2aLl262JxfIiMjxdc/ceKEmGvzmba+1LZtWzHX5jOtK7RtGm1ZeODAATHXxp/W5drRPFqXHDlyRMyDgoLEXFufPHXqlJhrw68tZ7QeAfRpTNuu1KYhbZtAm4bs/XWHts20ceNGMdfW57Su6d69u5hr03B2draYh4aG2vX8/fr1E/N169bZzEwmE/Lz8x3SNUajsdUdjee0nXhhYWFwc3NDTk6Oxe25ubk2F4K2yt3T09PmgsfX11ccDu0D1R6vbYBrCwst11Z8HZ1rK+5abu/raxtP9o4/bfjt/fy06aMhz2HvONTYOw1rr6+tFNg7Dh09/hw9jWu5tkID1D+MAQEBFkXYULWvFxMTY3H7Sy+9hKSkJPGx//3vf5Gfn4+HH34YAMzL97rL9IiICJw+fdp8H09PT6uNg4iICKt+uBqN7RpbPVN7rr/62Luc1Nj7/PYu5xw9Dzh7/GnD5+ye1nZCNmT8OHoacnTuaI4ePnunIXvnUW0aash6hDN75rnnnkNBQQF69OgBNzc3VFdX49VXXzV/0evsrmnKbZo2bdrY/Lzt/Ry19Ql7l5Xa82vTsbYz2t73b+/r27u+au/wOburG7KcsHca0zj6M9Ron7Gju1CbB7T37+h5RNvmu9r1FXu7pjVy2k48T09P9OvXD+vXr8evfvUr8+3r16/HL3/5S2cNFhERAcjMzLQ6QkLz/vvvY9SoUVbflDbm6ITG3Kch2DVERK6poT3z8ccfY/ny5VixYgV69eqFffv2ITExEdHR0Zg0aZL5fs7qGvYMERE1J6f+nHbatGl48MEH0b9/fwwcOBCLFi1CRkYGpkyZ4szBIiJq8Uwm01V9A1X7mMDAwEYdun769Gls2LABn376qfm22p+u5OTkICoqynz7lUcnREZGwmg0Ii8vz+IIidzcXAwaNKjRw18fdg0RUdNrrp559tln8fzzz+O+++4DAMTHx+P06dNISUnBpEmTXKJr2DNERI5hb9e0Rvb9Ds9Ov/nNbzBv3jzMmTMHffr0webNm/H111+r5yEjIiJZbeFdzd/VWLJkCcLDw3HXXXeZb4uNjUVkZCTWr19vvs1oNGLTpk3mjaZ+/frBw8PD4j7Z2dk4ePBgk+3EY9cQETW95uqZ0tJSq5+Bubm5mX/a5Qpdw54hInKM5t6maQmcfmGLqVOnYurUqc4eDCKiVqU5v7WqqanBkiVLMGnSJIvzdRgMBiQmJiI5ORlxcXGIi4tDcnIyfH19MWHCBACXT+Q8efJkTJ8+HaGhoQgJCcGMGTMQHx+PYcOGNXpYbGHXEBE1rebqmTFjxuDVV19Fx44d0atXL+zduxdz587FI488AsB1uoY9Q0TU9HgknjWn78QjIqKm15yFt2HDBmRkZJg3qK40c+ZMlJWVYerUqcjLy0NCQgLWrVtncYLat956C+7u7hg/fjzKysowdOhQLF261O4TEBMRkeM0V8/Mnz8fL7zwAqZOnYrc3FxER0fjsccew4svvmi+D7uGiKh14k48awZTC353hYWFCAoKwtSpU22eDFe71LR2MtutW7eKee2VsWx54YUXxNzf31/MtcuxBwcHi7l2OfiEhAQxX7JkiZhr41e7So12qexjx46J+blz58Rcu5JNx44dxfzs2bNiro2/nTt3ijkAtGvXTszPnDkj5trl3P38/MRcmwZvvfVWMf/yyy/F/MqTTtfn0qVLYv7NN9+IuTYPaM8fHh4u5nl5eWJeUFAg5tqVrIqLi8W8pKTEZmYymVBZWYmCggLzeYVql4vnz5+/6suxt2vXzuI5f85qx6dE2wAMDQ0Vc20a1S4qoi2Htc9RmsYA+6+Yp03jjr4iX+/evcW8rKxMzMvLy8Vc69kOHTqI+d69e8Xcx8dHzBty0RltOVVUVCTm2jgoLS0Vc63nzp8/L+baPFhYWCjmWs9puTaPaD2srWpr6yp1r+JaV+054WzR1kW6dOliM6uqqsLOnTvZMw5WO069vLxsLtO0ZYHWBdp0qi3LtPnMaDSKubY+pC2rr7xoSH2++OILMZ84caKYz5s3T8xjY2PF/MiRI2KuXdlTWw5rXVV71KktH3/8sZiHhYWJufb+ASAtLU3MX331VTF/++23xfynn35Sh0GiXWjms88+E3NtGrd3HtU+A+1K2to2kbZfoX379mL+ww8/iLnWldI8YDKZUFZWxq5pIB6JR0TUCvFbKyIiciT2DBERORq7xppTL2xBRESOwZPAEhGRI7FniIjI0Zqja1JSUnDjjTciICAA4eHhGDt2rNUvAh9++GEYDAaLvwEDBljcp6KiAk8++STCwsLg5+eHu+++W/1V3dXgTjwiolaIG1dERORI7BkiInK05uiaTZs24fHHH8eOHTuwfv16VFVVYcSIEVY/Eb7jjjuQnZ1t/vv6668t8sTERKxatQorV67Eli1bUFxcjNGjR6unM2gs/pyWiKgV4qHnRETkSOwZIiJytObomjVr1lj8f8mSJQgPD0dqaipuueUW8+1eXl42z0NbUFCA999/Hx9++KH5qufLly9HTEwMNmzYgJEjRzb6PdjCI/GIiIiIiIiIiKhVKSwstPirqKhQH1N7QbC6FwP57rvvEB4ejm7duuH3v/89cnNzzVlqaioqKysxYsQI823R0dHo3bs3tm3b1kTv5jLuxCMiaoX4MyciInIk9gwRETmavV0TExODoKAg819KSor6etOmTcNNN91kcdXsUaNG4aOPPsLGjRvx5ptvYvfu3bj99tvNOwVzcnLg6elpdaXviIgI9crCjcWf0xIRtUL8mRMRETkSe4aIiBzN3q7JzMxEYGCg+XYvLy/xcU888QT279+PLVu2WNz+m9/8xvzv3r17o3///ujUqRO++uorjBs3ThwOg8HQ6OGXtIqdeL6+vjY/DG9vb/GxFy5cEHPtcMvPP/9czMPDw8W8srLSrtf39fUV85MnT4p5YWGhmN9///1i/sMPP4i5j4+PmF85Q9VHm+AfeOABMf/yyy/F/KeffhLzJ554QsxXr14t5g05ieXZs2fFPDY2Vszz8/PF3M3NTcy1YTQajWL+4IMPivnevXvFPCMjQ8y1hbY2D5eXl9v1eG0ZcunSJTF3d5cXs1oeFBRkM6upqcHFixfrzbhx1bQ8PDxsLo/qfuNWV3FxsZhr49zDw8Oux2vLCG34S0tLxVxbTmsrS1VVVWLu7+8v5u3atbPr8do8fu7cOTE/evSomGtXJfPz8xNzrae1ZRygd7G9pOUUoC9ntWlIW1fS5hGt57R5RHt+bRrSplFtHisrKxPzgwcPinlNTY2Y79+/32YmLV/YM00vKCgIbdrU/0MpbX2u9udftgQEBIi5tqzW5kNb54mqpc2Hnp6eYv7Xv/5VzLX11SNHjoi5Np9mZ2eLubY+p3WJNv615ez69evF/LrrrhPzulfirEsbfkBflk6ZMkXMtWlUW3Zon8GHH34o5hMnThRzbbu3ffv2Yt63b18xX7RokZiHhoaKuba+oXXVt99+K+bR0dFirq1PZmVl2cwc2TWBgYHqPodaTz75JD7//HNs3rwZHTp0EO8bFRWFTp064cSJEwAuLwONRiPy8vIsxkVubi4GDRrU6OGX8Oe0REStEH/mREREjsSeISIiR2uOrjGZTHjiiSfw6aefYuPGjepBNABw8eJFZGZmIioqCgDQr18/eHh4WOxQz87OxsGDB5t8J16rOBKPiIiIiIiIiIioMR5//HGsWLECn332GQICAsznsAsKCoKPjw+Ki4uRlJSEe+65B1FRUTh16hT++Mc/IiwsDL/61a/M9508eTKmT5+O0NBQhISEYMaMGYiPjzdfrbapcCceEVErxJ85ERGRI7FniIjI0ZqjaxYuXAgAGDJkiMXtS5YswcMPPww3NzccOHAAH3zwAfLz8xEVFYXbbrsNH3/8scXPwN966y24u7tj/PjxKCsrw9ChQ7F06VL1dAiNxZ14REStEDeuiIjIkdgzRETkaM3RNdp9fXx8sHbtWvV5vL29MX/+fMyfP7/Br301uBOPiKgV4sYVERE5EnuGiIgcjV1jjTvxiIhaIRYeERE5EnuGiIgcjV1jjVenJSIiIiIiIiIicnGt4ki8Tz/9FG3a1L8/0t1dfovBwcFifvbsWTEvLi4Wc29vbzEvLCy06/kDAwPF/PrrrxfzmpoaMV+1apWY33bbbWJ+4403inleXp6Yz5gxQ8wXLVok5n369BHzEydOiPmnn34q5gUFBWLes2dPMQf0z1ibRrVvGbQTadqad2odP35czA8fPizmly5dEvOYmBgx37Vrl5hr87i/v79dr69No9HR0WLeuXNnMd+3b5+Yd+3a1WZWVVWFixcv2sxb8zdQzS0iIsLmvFJdXS0+tn379mJ+6tQpMffw8BDz0tJSux5vMBjEXOsZbR6xdxmkTce33367Xa+fnp4u5llZWWIeHx8v5hqj0SjmFRUVYq59voD+GUvLkYY8XvsMq6qqxDw0NFTMtXlMG0ca7TMoLy8Xc+39a8OvTaPa56PNI9q6aEhIiM2spqZGXE9hzzSt0NBQm9ODtqyKiooSc219Uluf0tZ5a6/maIuXl5eYb926VczbtWsn5sOHDxfzNWvWiLm2Pq51tbZNpC1nBg8eLOZpaWliPnDgQDHPyMgQc22bVFufBvRx1LFjRzH39fUVc20akpZlgD6NffXVV2J+yy23iPkPP/wg5tp2p0b7DLV5+MKFC2IeEREh5tI2CQBkZmaKudSVWpewayy1ip14RERkiYeeExGRI7FniIjI0dg11rgTj4ioFWLhERGRI7FniIjI0dg11rgTj4ioFWLhERGRI7FniIjI0dg11nhhCyIiIiIiIiIiIhfHI/GIiFohfmtFRESOxJ4hIiJHY9dY4048IqJWiIVHRESOxJ4hIiJHY9dY4048IqJWiIVHRESOxJ4hIiJHY9dYc+pOvM2bN+Ovf/0rUlNTkZ2djVWrVmHs2LGNfp5Lly7BYDBc1TAUFhaKeVlZmZh7eHiIeWlpqZiHhoaKeVFRkV2Pb9NGPu3htddeK+bFxcViHhUVJeYDBw4U87S0NDH/5JNPxDwvL0/Mjxw5IuaDBw8W84kTJ4r5rl27xLxHjx5iDgBZWVlifvr0aTF3c3MT86NHj4p5SUmJmFdVVYl5RESEmGvvr6CgwK7nHzFihJivWrVKzNPT08W8vLxczLVlT05Ojpj7+fmJuTSPV1ZW2sxYeJc1Vc8YDAabn7W2nNfG6Q033CDmx44dE/O2bdvalWvTuJZXV1eLeUVFhZhryzCtx7755hsxDwwMtOv5teHTPh8vLy8x9/f3F/MLFy6IeUPWf6RlBaC/R+09aOsq7u7y6qa2LhYSEiLm2jRqNBrFPCgoSMyDg4PFXJsHtPFzzTXXiPnhw4fFXGPPPC4tv9gz/9NUXfPTTz/ZnKe1eV1blmRmZoq5Np+MGzdOzD/66CMx17pSG35tPlq7dq2Y19TUiLm922Ta+nSXLl3EPDw8XMx/+ctfivnnn38u5trwa+vb2nIaACIjI8Vcmwa1YdCWZdo6fb9+/cRc2+Y6e/asmF+6dEnMtS7WukZbn/H19bXr9bVtPu39nzlzRsylrmTXNI5TL2xRUlKC66+/HgsWLHDmYBARUSvFniEiIkdj1xARUXNx6pF4o0aNwqhRo5w5CERErRK/tbqMPUNE5Bjsmf9h1xAROQa7xlqLOideRUWFxc9yGnJYLxHRzxEL7+qwZ4iIGoY9c/XYNUREDcOusebUn9M2VkpKCoKCgsx/MTExzh4kIiKXVFt4V/P3c8aeISJqGPbM1WPXEBE1DLvGWovaiTdr1iwUFBSY/7STYxIR/Vyx8K4Oe4aIqGHYM1ePXUNE1DDsGmstaieel5cXAgMDLf6IiIiaCnuGiMi1dO7c2XyF8Cv/Hn/8cQCXN/CSkpIQHR0NHx8fDBkyBIcOHbJ4joqKCjz55JMICwuDn58f7r77bvVKio7EriEioqvVonbiERFRw/BbKyIicqTm6pndu3cjOzvb/Ld+/XoAwL333gsAeP311zF37lwsWLAAu3fvRmRkJIYPH46ioiLzcyQmJmLVqlVYuXIltmzZguLiYowePRrV1dVNN0KIiKjJcZvGmlMvbFFcXIyTJ0+a/5+eno59+/YhJCQEHTt2bPDzDBo0CB4eHvVmP/30k/hY7Vs4Hx8fMTcajWLetWtXMY+Pjxdzf39/MT948KCYl5WVibnBYBDz66+/Xsw7d+4s5itWrBDzvn37ivmBAwfEXPt8fX19xTw2NlbMP/30UzFPSEgQ85KSEjEHLq+cSs6fPy/mGRkZYt6mjbyvXpvGunfvLuY7d+4Uc20a0+axS5cuifm+ffvE3NPTU8y18ePl5SXm2vi/ciOiPtrwVVVV2cykjY+rLa/WVnhN1TNFRUU2p2XpMwKAkJAQMdeW4xptIzQ/P1/Ma2pq7Mq9vb3FXBMQECDmbdu2FfPc3Fwx1+Yx7fm1ZVhlZaWYa+Nfm+e012/IPKt9htprFBcXi7m7u7w6qS1ntcdr41DrMe2iAdpyurS0VMxtrYM29Pm1HnVzcxNzjdZjWpdIWXP0TLt27Sz+/5e//AVdu3bFrbfeCpPJhHnz5mH27NkYN24cAGDZsmWIiIjAihUr8Nhjj6GgoADvv/8+PvzwQwwbNgwAsHz5csTExGDDhg0YOXJko99DXU3VNV5eXjbnR219qVOnTmJ+5MgRMdc+F22dWOtC7WhDbTmjLUe0+VzrgosXL4q5Nn5SU1PFPC4uTsy1z6e8vFzMb7zxRjGv3flti7Y+q21TAfpnoPX9uXPnxFxblml9vH37djHX1qdOnz4t5pGRkWKubdNoXaPNI9p26TfffCPm2rpAVlaWmNtzbs+amhqbz89tGmtOPRJvz5496Nu3r3lHzrRp09C3b1+8+OKLzhwsIqIWj99aXcaeISJyDHt7prCw0OLvyqu12mI0GrF8+XI88sgjMBgMSE9PR05ODkaMGGG+j5eXF2699VZs27YNwOWdK5WVlRb3iY6ORu/evc33sRe7hojIMbhNY82pR+INGTKkVY9cIiJn4bdWl7FniIgcw96eqXvUxksvvYSkpCTxsf/973+Rn5+Phx9+GACQk5MDAIiIiLC4X0REhPmomZycHHh6eloddRsREWF+vL3YNUREjsFtGmtO3YlHREREREQ/P5mZmRY/sdR+KgcA77//PkaNGoXo6GiL2+v+DMxkMjXop+jafYiIiFwNL2xBRNQKNeeh51lZWXjggQcQGhoKX19f9OnTx+LcMCZTy7tyIBERyeztmbpXZ9V24p0+fRobNmzA7373O/NtteegqntEXW5urvnovMjISBiNRuTl5dm8DxERuSb+nNYad+IREbVCzVV4eXl5GDx4MDw8PLB69WocPnwYb775JoKDg8334ZUDiYhan+besFqyZAnCw8Nx1113mW+LjY1FZGSkxUn7jUYjNm3ahEGDBgEA+vXrBw8PD4v7ZGdn4+DBg+b7EBGRa+JOPGv8OS0RUSvVHOX12muvISYmBkuWLDHfduVVq00m17hyIBERNb3m2kiqqanBkiVLMGnSJIurGRsMBiQmJiI5ORlxcXGIi4tDcnIyfH19MWHCBABAUFAQJk+ejOnTpyM0NBQhISGYMWMG4uPjzZ1DRESuqzXvkLsaPBKPiKgVsvdbq4ZeNfDzzz9H//79ce+99yI8PBx9+/bF4sWLzbmrXDmQiIiaVnMeHbFhwwZkZGTgkUcescpmzpyJxMRETJ06Ff3790dWVhbWrVuHgIAA833eeustjB07FuPHj8fgwYPh6+uLL774Am5ubnaNAyIiciweiWetVRyJFxMTA09Pz3qzwsJC8bHFxcVirl3u3sPDQ8z9/f3F/OLFi2Lepo28nzUoKEjMtfOL1L0yWF0ZGRliXl5eLuZ+fn5iro3/zZs3i/n58+fFXBv/R48eFfMhQ4aIeWZmpl3PD+jvQVvBDAkJEXNtGiooKBBzjTYPaMOnLWC1k06np6eL+ZVHhdXnyp901ke7cl337t3FXBv/2jR65REHdTmynBp61cC0tDQsXLgQ06ZNwx//+Efs2rULTz31FLy8vPDQQw+5zJUD7dWmTRubn6U2jebm5oq59pNhX19feeAU2jQuTWMNUVJSIubt2rUT89LSUjHXloF9+vQR8wEDBoi5du7F2nNu2XLkyBEx13pSmz60ZayWA/pnXFNTI+bauoQ2DWjLwSt3ttRHW1fQ5kHt/WvjUBs/2vNr07C3t7eYG41GMdd6VlvGSOu6rrIRNGLECJvDYjAYkJSUJF7Z1tvbG/Pnz8f8+fMdNIRNw2Aw2Jyetfls9erVYl73YiB1aeuDoaGhYq5NZ9q0pM2H2nxw7bXX2vX4qqoqMe/Zs6ddeWVlpZh37dpVzLOyssR87dq1Yq69P1vb0rXy8/PFHABuvvlmMT9x4oSYa5+Rtl2prU9on0FCQoKYa12orS+Eh4eL+ffffy/m2jykdYn2+tp+BW0ZoY1/idazZKlV7MQjIiJLV/sNVO1jGnrVwJqaGvTv3x/JyckAgL59++LQoUNYuHAhHnroIfP9eOVAIqLWxd6eISIi0rBrrPHntERErZC9h5439KqBUVFRVt9+9+zZ03wUL68cSETUOvEnTkRE5GjsGmvciUdE1Ao1V+ENHjwYx44ds7jt+PHj6NSpEwBeOZCIqLXihhURETkau8Yaf05LRNQKNdeh58888wwGDRqE5ORkjB8/Hrt27cKiRYuwaNEiALxyIBFRa8WfOBERkaOxa6xxJx4REV21G2+8EatWrcKsWbMwZ84cxMbGYt68eZg4caL5PjNnzkRZWRmmTp2KvLw8JCQk1HvlQHd3d4wfPx5lZWUYOnQoli5dyisHEhERERER/X/ciUdE1Ao157dWo0ePxujRo23mrenKgUREdBmPjiAiIkdj11jjTjwiolaIhUdERI7EniEiIkdj11hrFTvxtmzZYvMnVx4eHuJj3d3lUVBWVibm5eXlYh4VFSXmda/YWNfx48fFXBMSEiLmX3zxhZh7e3uL+bp168Q8OjpazPv27SvmlZWVYq791K64uFjMjx49KuZ1T9hfl3blzKysLDEHLl8FVFJUVGTXMGjT6JU/aaxPWlqamNfU1Ih5aWmpXY/X5tHQ0FAxP3nypF2vrz1/v379xLxLly5ivmXLlqt+faPRaDNj4TUto9EIg8FQbxYUFCQ+9ty5c2KuPT4/P1/MtWWINg95enqK+S233CLmu3btEnMfHx8xj42NFXOth7Se/+6778RcG7+nT58W86qqKjHXxm+bNvI1xrQe1D5fADan3VrV1dVirq0LacOgvb623NGmgYKCArte3968sLBQzH19fcVcW1cJDg4Wc+3z05Yx0rpidXU1UlNT683YM02vvLzc5vSmrdNrywqNtqzKzs4Wc2mdBAD8/PzEXOua9u3bi3m7du3EfNu2bWJ+5WlA6vPee++J+U8//STmvXr1EnNtPn3jjTfE/Pz582KuTT/a648aNUrMAeCTTz4R827duom5vctybZ29pKREzPfs2SPmjzzyiJivWrVKzLVludal2jaZtt3aoUMHMc/NzRVzbZtSy/39/W1mUi+wa6zx6rREREREREREREQurlUciUdERJb4rRURETkSe4aIiByNXWONO/GIiFohFh4RETkSe4aIiByNXWONO/GIiFohFh4RETkSe4aIiByNXWONO/GIiFohFh4RETkSe4aIiByNXWONF7YgIiIiIiIiIiJycTwSj4ioFeK3VkRE5EjsGSIicjR2jbVWsROvsLAQbdrUf1BhRUWF+Njw8HAx9/PzE/Nz586J+a5du8T8woULYl5ZWSnm/v7+Yn769Gkx9/b2FvOSkhIxDwgIEPOLFy+K+ZEjR8S8V69eYn7p0iUxr6mpEfMOHTqI+cmTJ8Vc+3zc3fVZrKysTMz79Okj5to0qn1Ge/fuFfPCwkIxt3ca0T6j0tJSMdfGX2RkpJgXFxeLeXBwsJh/++23Yr5hwwYxnzJliphLyxBp+mPhNS1pvGjLIW05XVRUJOYhISFirs0jQUFBYl5QUCDmP/zwg5hrPdKjRw8xz8jIEPOoqCgxv/baa8VcG/78/Hwx79atm5hrPaEt46qqqsTcy8tLzMvLy8Uc0LuqIc8hqa6uFvOwsDAx15bj2jTu5uYm5tq6oMFgEHNtGtc+I20e9/X1FfOOHTuKubaeoPXw6tWrbWbS9MueaXrSuPHw8BAfa2tbqCleGwCMRqOYa9PZ888/L+Yff/yxmGvrc19//bWYa8uBP/7xj2Ju7zaTts23detWMe/evbtdr68t57Xl7MqVK8Uc0JelZ86cEXPtPWjbbfZu12ldtGLFCjH39PQUc219R+sSbb+F9hlmZmaKuTaPjRkzRsy/+uorMZfmoerqapvrY+waa61iJx4REVli4RERkSOxZ4iIyNHYNda4E4+IqBVi4RERkSOxZ4iIyNHYNdZ4YQsiIiIiIiIiIiIXxyPxiIhaIX5rRUREjsSeISIiR2PXWHPqkXgpKSm48cYbERAQgPDwcIwdOxbHjh1z5iAREbUataXXmL/Whj1DROQ47Bn2DBGRo7FrLDl1J96mTZvw+OOPY8eOHVi/fj2qqqowYsQI9co0REQku5qya42lx54hInIM9sxl7BkiIsdh11hz6s9p16xZY/H/JUuWIDw8HKmpqbjlllucNFRERC0fDz2/jD1DROQY7JnL2DNERI7DrrHmUufEKygoAACEhITUm1dUVKCiosL8/8LCQgDAuXPnYDAY6n1M7969xde8ePGimAcFBYl5aGiomPv4+Ij5pUuXxNxoNIp5fn6+mLdpIx9sqX1L6O/vL+YDBgwQ83Pnzon56dOnxfzChQti7uvrK+Y//vijmF933XVi7unpKeba+I2NjRVzAPDz8xPz4OBgMe/evbuYp6amirm2gHN3lxcT2jxSWloq5to0qH0Gv/rVr8R89erVYm5r2VErOztbzKurq8Xczc1NzNu3by/m0jKgqqpKfCxZu9qecXNzszmtlJWVia9ZU1Mj5to0UlxcLOZt27a16/W15XxlZaWYa8u5gIAAMY+IiBDzI0eOiLnWI1pPausB2jzu4eEh5lqPa7T5XBs+QF8X0aYRbTlcXl4u5rXzkS3ae9ReX5sHvb29xVz7jIqKisRcWxfQelLrWW0aPnv2rJinpaWJ+ZXLvLq0aYOsaT0D2O4aX19fm11T+7y2aNOx9llq64Na12jre++//76Yd+rUSczz8vLEXFsWa+vT2nLi5MmTYq7Nh9pyTFsODB48WMy1rtXWNbTpqyHrnNr6gkZ7D9p2pdZF2nZjjx49xFxblms/o4+LixPznJwcMde2mbQuDA8PF/P09HQxX7ZsmZhryyBpHnV216SkpODTTz/F0aNH4ePjg0GDBuG1116z2M42mUx4+eWXsWjRIuTl5SEhIQHvvPMOevXqZb5PRUUFZsyYgX/+858oKyvD0KFD8e6776JDhw5NOrwuc3Vak8mEadOm4aabbrK54y0lJQVBQUHmv5iYmGYeSiKiloGHnltjzxARNR32jLWG9AzAriEiaqjm6JqGnBbh9ddfx9y5c7FgwQLs3r0bkZGRGD58uMUXfYmJiVi1ahVWrlyJLVu2oLi4GKNHj27QF66N4TI78Z544gns378f//znP23eZ9asWSgoKDD/ZWZmNuMQEhG1HNy4ssaeISJqOuwZaw3pGYBdQ0TUUM3RNWvWrMHDDz+MXr164frrr8eSJUuQkZFh/kWbyWTCvHnzMHv2bIwbNw69e/fGsmXLUFpaihUrVgC4fDTr+++/jzfffBPDhg1D3759sXz5chw4cAAbNmxo0nHiEj+nffLJJ/H5559j8+bN4qGGXl5e8PLyasYhIyJqmXj+CEvsGSKipsWesdTQngHYNUREDWVv19Q9pUdDlr91T4uQnp6OnJwcjBgxwuJ5br31Vmzbtg2PPfYYUlNTUVlZaXGf6Oho9O7dG9u2bcPIkSMb/R5sceqReCaTCU888QQ+/fRTbNy4sUHnDyMiIh2PkLiMPUNE5BjsmcvYM0REjmNv18TExFicviAlJUV9vbqnRag9X2Hd8zhHRESYs5ycHHh6elqdP/TK+zQVpx6J9/jjj2PFihX47LPPEBAQYH5zQUFB6kmYiYiINOwZIiJyJPYMEZHryszMRGBgoPn/2lF4tadF2LJli1VW98JDJpNJvUhiQ+7TWE49Em/hwoUoKCjAkCFDEBUVZf77+OOPnTlYREQtHo+QuIw9Q0TkGM3ZM1lZWXjggQcQGhoKX19f9OnTx3yuotphSUpKQnR0NHx8fDBkyBAcOnTI4jkqKirw5JNPIiwsDH5+frj77rtx5swZu8cDe4aIyHHs7ZrAwECLP2knXu1pEb799luL0yJERkYCsL6CcG5urvnovMjISBiNRqsraV95n6bi9J/T1vf38MMPO3OwiIhaPO7Eu4w9Q0TkGM3VM3l5eRg8eDA8PDywevVqHD58GG+++SaCg4PN93HmVQPZM0REjtMcXaOdFiE2NhaRkZFYv369+Taj0YhNmzZh0KBBAIB+/frBw8PD4j7Z2dk4ePCg+T5NxSUubGEvHx8fm4co5ubmio/19fUV8/Pnz4v5TTfdJObbt28X8+joaDFPT08X86qqKjFv00beT+vt7S3mbm5uYq4Nn9FoFPOEhAQx1w49PXz4sJjXnozSFu3z085r4ufnJ+Z/+ctfOIqzuwAAh8ZJREFUxBzQp5Ha3+LbUt+hvle6ePGimGufYXFxsZhrPxUpLy8Xc20eDA0NFfMvv/xSzAMCAsS8oqLCrsd36tRJzGtPjGqLdgU7d3fbi2lp/r7aHXKtbSdec9CWs9py7MoN0frU1NSIuTaPh4WFibk0jQFAnz59xNzf31/Ms7KyxPynn34Sc+3bS20Zde7cOTGvrKwUc+3z0z4fbQeB1rNark1/gL4cbteunZhrXV73/C+Nza/8mUt99u/fL+ZaD2nTuPYZac9/5Y6iq6G9ft2TctelrQd4enqKeXh4uM1MGrbm6pnXXnsNMTExWLJkifm2zp07WzzflVcNBIBly5YhIiICK1aswGOPPWa+auCHH36IYcOGAQCWL1+OmJgYbNiwoUlPOG4Padxo65za56ytrxw4cEDMtWXllZ9Jfd555x0x/+ijj8T89ttvF/O1a9eK+ZEjR8R8wIABYh4VFSXmZ8+eFXONtk2mzecarUu012/IhVjat28v5tqyLCMjQ8xrj4ayJT4+Xsy/+eYbMe/SpYuYa+sb9m43x8TEiPmDDz4o5kuXLhVzbX1MW5/R3n/Xrl2v+vWlZV9zdI12WgSDwYDExEQkJycjLi4OcXFxSE5Ohq+vLyZMmGC+7+TJkzF9+nSEhoYiJCQEM2bMQHx8vLl3mopTj8QjIiLH4JF4RETkSPb2TGFhocWfrS/VPv/8c/Tv3x/33nsvwsPD0bdvXyxevNica1cNBKBeNZCIiFxTc2zTNOS0CDNnzkRiYiKmTp2K/v37IysrC+vWrbM44OOtt97C2LFjMX78eAwePBi+vr744osv1B28jcWdeERERERE1KwaesXAtLQ0LFy4EHFxcVi7di2mTJmCp556Ch988AEA17tqIBERtSwNOS2CwWBAUlISsrOzUV5ejk2bNln9Ys7b2xvz58/HxYsXUVpaii+++EI9wvJqtIqf0xIRkSX+nJaIiBzJ3p5p6BUDa2pq0L9/fyQnJwMA+vbti0OHDmHhwoV46KGHzPdzlasGEhFR0+E2jTUeiUdE1Arx57RERORI9vZMQ68YGBUVhWuvvdbitp49e5rPn+VqVw0kIqKmw20aa9yJR0TUCrHwiIjIkZqrZwYPHoxjx45Z3Hb8+HHzhRpc7aqBRETUdLhNY40/pyUiaoV46DkRETlSc/XMM888g0GDBiE5ORnjx4/Hrl27sGjRIixatAgAXO6qgURE1HS4TWONO/GIiIiIiMgl3XjjjVi1ahVmzZqFOXPmIDY2FvPmzcPEiRPN95k5cybKysowdepU5OXlISEhod6rBrq7u2P8+PEoKyvD0KFDsXTp0ia/aiAREZEjGUwteBdlYWEhgoKC0LdvX5sFnJ+fLz5HcXGxmHfr1k3M09PTxfz8+fNirtHO0xEVFSXm+/fvF/Po6Ggxz83NFXNb5y+pVV5eLuZXrlzVJywsTMy18V9dXS3m2vhr166dmGtGjBih3ueGG24Q87Vr14r5lSeFrs9nn30m5toioKKiQsw1RqNRzLXPSJuGKisrxVybRrVpoFevXmJeWFgo5kePHhXzmpoaMe/SpYvNrKqqClu3bkVBQYF5OqhdLn766afw8/MTn7s+JSUlGDdunMVz/pzVjk+Ju7v8fZivr6+YV1VVibk2D2mvr520vfYnabYEBweLuXZlx4sXL4q5tgHt4+Mj5gUFBWKuzWPaMlDL617tsq665+CqSxs+bfrRlpEA4OnpKebactTf31/M4+PjxTw8PFzMt27dKubaupT2GZSVlYm5No1pn2GbNvLZabRcW1Zr87C3t7eYaz3VoUMHm1l1dTWOHDnCnnGw2nF6/fXX21wmlpSUiM+hrVNrXXPq1Ckx79evn5gPGTJEzH/66Scx1+azkJAQMdfWp7OyssT85MmTYq5tE3z77bdifubMGTHXukCjzYvackjrYm1dBNDXF7RpUBtGbbtd6zptWah1hbY+qD2/trzTulj7jLXHa+uL2vjX9kto64PS9FFdXY1jx46xaxqIR+IREbVCPPSciIgciT1DRESOxq6xxgtbEBG1Qs11EtikpCQYDAaLv9orBdYOR1JSEqKjo+Hj44MhQ4bg0KFDFs9RUVGBJ598EmFhYfDz88Pdd9+tfmNNRETOxZONExGRo7FrrHEnHhFRK9VcZderVy9kZ2eb/w4cOGDOXn/9dcydOxcLFizA7t27ERkZieHDh6OoqMh8n8TERKxatQorV67Eli1bUFxcjNGjR6s/tSYiIufiRhURETkau8YSf05LRER2cXd3tzj6rpbJZMK8efMwe/ZsjBs3DgCwbNkyREREYMWKFXjsscdQUFCA999/Hx9++KH5CoHLly9HTEwMNmzYgJEjRzbreyEiIiIiInJVPBKPiKgVsvfQ88LCQos/6QInJ06cQHR0NGJjY3HfffchLS0NwOULz+Tk5Fhc4MXLywu33nortm3bBgBITU1FZWWlxX2io6PRu3dv832IiMj18CdORETkaOwaa9yJR0TUCtlbeDExMQgKCjL/paSk1Ps6CQkJ+OCDD7B27VosXrwYOTk5GDRoEC5evGi+SlXdq1lFRESYs5ycHHh6elpdXfLK+xARkevhhhURETkau8Yaf05LRNQKXW151T4mMzPT4nLsXl5e9d5/1KhR5n/Hx8dj4MCB6Nq1K5YtW4YBAwYAAAwGg9Vr1L2tvuHQ7kNERM5jb88QERFp2DXWWsVOPDc3N7i71/9WvL29xccGBweL+dGjR8U8ICBAzP38/MTcaDSK+dmzZ8U8Pz9fzIOCgsRc+olcQ3Jt5vDx8RHzukff1FVYWCjm7du3F/OCggIxj4mJEXM3NzcxP3z4sJgvW7ZMzAHgk08+EfMbb7xRzC9cuCDm5eXlYm5r3qmljUNtGtDyNm3kA4KrqqrEXLv4gTYN//TTT2Kel5cn5lfu6KpPVFSUmB87dkzM6zvXXK3Kykqbmb2FFxgYqL63+vj5+SE+Ph4nTpzA2LFjAVw+2u7K8ZCbm2s+Oi8yMhJGoxF5eXkWy4Pc3FwMGjSo0a/vKN7e3jZ3KmrL8bKyMjHXpnEPDw954BTSdAIAJ0+eFHOtRz09Pe16vDb+tPGjzePaMqampkbMtZ3JFy9eFHOtB0tKSsS8tLRUzLWeAvRpUKNNg7t27RLzkJAQMdfGgTYNaeNAW5Zp61LaslSbx2x9CVJLm8Y1Wk9p40e6Grj03rlh1fQuXLhgc5mlTUenTp0Sc2197qabbhLzc+fOifnrr78u5rXnvbXl/PnzYq5tk2VkZIi59v6OHz8u5trwde/eXczr/iqhrvT0dDHX1ue1LtS6TpsvQ0NDxRzQx5HWRffff7+Ya+vMYWFhYv7tt9+KuTYOtK644447xHz9+vViru038PX1tev116xZI+ZaV5w+fVrMtS7s3LmzzUzqQXaNNf6cloiImkxFRQWOHDmCqKgoxMbGIjIy0mKlxWg0YtOmTeYddP369YOHh4fFfbKzs3Hw4EGX2olHRERERETkbK3iSDwiIrLUXN9azZgxA2PGjEHHjh2Rm5uLV155BYWFhZg0aRIMBgMSExORnJyMuLg4xMXFITk5Gb6+vpgwYQKAy0cLT548GdOnT0doaChCQkIwY8YMxMfHq9/aExGR8/DoCCIicjR2jTXuxCMiaoWaq/DOnDmD+++/HxcuXEC7du0wYMAA7NixA506dQIAzJw5E2VlZZg6dSry8vKQkJCAdevWWZyK4K233oK7uzvGjx+PsrIyDB06FEuXLm3QzwSJiMg5uGFFRESOxq6xxp14REStUHMV3sqVK8XcYDAgKSkJSUlJNu/j7e2N+fPnY/78+Y16bSIich5uWBERkaOxa6xxJx4RUSvEwiMiIkdizxARkaOxa6zxwhZEREREREREREQujkfiERG1QvzWioiIHIk9Q0REjsausdYqduIFBwfDw8Oj3iwjI0N8rK+vr5iHh4eLeVpamphHR0eLeVZWlpi3aSMfLOnj4yPm2dnZYh4SEiLm2vjx9vYW85iYGDFv3769mMfFxYn5lSfHr09paamYa+//q6++EvMBAwaI+caNG8UcAPz8/MR88+bNYn7x4kUxb9u2rZgPHTpUzH/88Ucxz8zMFHODwSDmly5dEnNb83YtLy8vMdc+Y20e1S6uoM0jRqNRzLXx891339nMampqbGYsvKZVUVFh87PSltOVlZVirk3j/v7+Yh4cHCzm5eXlYq7Ng9rwa7R5QJuHCwsLxdzdXV6Vqa6uFnNtHg8KChJzjfb+KioqxFyazwG9QwCgrKxMzLVxqE0Dnp6eYq4t57TH5+fni7n2GWvj0N7PqPZCPrakp6eLuTaPaOs62jJEG7/SumRNTQ0KCgrqzdgzTa+kpMTm/KItyzVaV2nre1rXaNOhts2jzSfafKwty5cvXy7mVVVVYq7NpzfccIOY//3vfxfzqKgoMdeGT1sf1ca/tpzWlsMNeQ5tm+Tbb78Vc21ZpnVdu3btxFzbbtZef+fOnWKuda298/i2bdvEXBs/RUVFYq5No1pX2uoSQO5xdo21VrETj4iILLHwiIjIkdgzRETkaOwaa049J97ChQtx3XXXITAwEIGBgRg4cCBWr17tzEEiImoVagvvav5aE/YMEZFjsGcuY88QETkOu8aaU3fidejQAX/5y1+wZ88e7NmzB7fffjt++ctf4tChQ84cLCIiaiXYM0RE5EjsGSIiak5O/TntmDFjLP7/6quvYuHChdixYwd69erlpKEiImr5eOj5ZewZIiLHYM9cxp4hInIcdo01lzknXnV1Nf7973+jpKQEAwcOrPc+FRUVFidM1E52TUT0c8XCs8aeISJqOuwZaw3pGYBdQ0TUUOwaa07fiXfgwAEMHDgQ5eXl8Pf3x6pVq3DttdfWe9+UlBS8/PLLzTyEREQtDwvvf9gzRERNjz3zP43pGYBdQ0TUUOwaa049Jx4AdO/eHfv27cOOHTvwhz/8AZMmTcLhw4frve+sWbNQUFBg/svMzGzmoSUiahl4Etj/Yc8QETU99sz/NKZnAHYNEVFDsWusOf1IPE9PT1xzzTUAgP79+2P37t34v//7P/ztb3+zuq+Xlxe8vLysbj927BjatKl/f6Sbm5v4+sXFxWJ+/vx5MQ8NDRXzs2fPirk2fL6+vmJeUlIi5trwlZeXi3nv3r3FvEOHDmJ+8uRJMa+pqRHzbdu2ifmFCxfEvKqqSszDw8Pten5t+Kqrq8Uc0MdRZWWlmHt4eIh527ZtxfzTTz8Vc20avfLnIPXJz88X87CwMDHXPqOePXuK+dGjR8X89ttvF3Pt/S1btkzMO3fuLOba+JWmYW3+ocuaomfc3d1hMBjqfX5tPteW49o8rvVUUVGRmGu04SsrKxNzbSXJx8dHzG2N16bKteHTlkEXL14Uc39/fzHXekRbhmvLiNjYWDEHLk+/EmlnA6Ava7RpKCoqSsyPHTsm5gEBAWKufcbaPKTlttYxa50+fVrMteHz8/MTc+2nltrwadOQtC7ZmjeCmlJjegaw3TVVVVU2l2n13f9K2nSgzaf2Tofa+ti5c+fEXHt/2jZLTk6OmGtdERkZKeZZWVli/tFHH4m5Ni9FR0eL+fHjx8Vc6+pOnTqJeUFBgZg35PyO2jp3Xl6emAcHB4u51sfa+lRMTIyYa32uPb82j40YMULMta7T1hd2795t1+M7duwo5rm5uWKuTSNBQUE2s8rKSnX6of9x+k68ukwmk7rRTEREMh56bht7hojIfuwZ29gzRERNg11jzak78f74xz9i1KhRiImJQVFREVauXInvvvsOa9asceZgERG1eCy8y9gzRESOwZ65jD1DROQ47BprTt2Jd+7cOTz44IPIzs5GUFAQrrvuOqxZswbDhw935mAREbUKrbm8Goo9Q0TkOOwZ9gwRkaOxayw5dSfe+++/78yXJyJqtfit1WXsGSIix2DPXMaeISJyHHaNNadfnZaIiIiIiIiIiIhk3IlHRNQK8XLsRETkSM3VM0lJSTAYDBZ/V15J1GQyISkpCdHR0fDx8cGQIUNw6NAhi+eoqKjAk08+ibCwMPj5+eHuu+/GmTNnmmQ8EBGR43Cbxhp34hERtUIsPCIicqTm7JlevXohOzvb/HfgwAFz9vrrr2Pu3LlYsGABdu/ejcjISAwfPhxFRUXm+yQmJmLVqlVYuXIltmzZguLiYowePRrV1dVNMi6IiMgxuE1jzannxGsqRqMRbdrUvz9Su7y70WgUcw8PDzE/f/68mEdERIh5eXm5mBsMBrser+nRo4eYx8fHi/nq1avFPCwsTMwzMzPFvFOnTmKuyc/PF/Pc3FwxLywsFPP+/fuL+f79+8UcAHr37i3mV66o1ufKb6Prc+rUKTH39vYW85iYGDHPy8sT865du4q5Ng1qn2FsbKyYt2vXTsxzcnLEXHv/3bt3F/OAgAAx9/LyEnNbyzYAqKqqwqZNm+rNeP6IpuXu7m5zeezr6ys+9soNyfpo00hZWZmYe3p6irnWc35+fmJeWVkp5lVVVWKuTePa8GvPr+Vaj2vjt23btmJeUFAg5tpOgujoaDHXxo+Pj4+YA/pyTFuX0N6j9nhtGtOUlpba9fraOKypqbEr19bVtPevLSO04dfmUW343dzcxNyW5uwZd3f3etd3TCYT5s2bh9mzZ2PcuHEAgGXLliEiIgIrVqzAY489hoKCArz//vv48MMPMWzYMADA8uXLERMTgw0bNmDkyJGNHh5HqaiosDk9acsqaX0B0JeF586dE/Nu3bqJ+cmTJ8Xc399fzLX10eLiYjHv2LGjmKelpYn58ePHxVybT9zd7dus1rYZtPlG65JBgwaJ+bp168S8Iduc2rLa3nGkbdeHhoaKubbdfs0114j52bNnxbx9+/ZifuLECTG/cOGCmGvrOyUlJWKubbNp03hgYKCYp6eni7m0DJN6its01ngkHhFRK8RvrYiIyJHs7ZnCwkKLP2kD/cSJE4iOjkZsbCzuu+8+8w6Z9PR05OTkYMSIEeb7enl54dZbb8W2bdsAAKmpqaisrLS4T3R0NHr37m2+DxERuSZu01jjTjwiIiIiImpWMTExCAoKMv+lpKTUe7+EhAR88MEHWLt2LRYvXoycnBwMGjQIFy9eNB9NX/eXLxEREeYsJycHnp6eVkfVXnkfIiKilqJV/JyWiIgs8dBzIiJyJHt7JjMz0+LnWbZ+ej9q1Cjzv+Pj4zFw4EB07doVy5Ytw4ABAwBY/6TZZDKpP3NuyH2IiMi5uE1jrVE78QoKCrBq1Sp8//33OHXqFEpLS9GuXTv07dsXI0eOVH9rT0REzaOlFh57hoioZbC3ZwIDA9VzLNXHz88P8fHxOHHiBMaOHQvg8tF2UVFR5vvk5uaaj86LjIyE0WhEXl6e+Wi8goICHD16FBcuXMDQoUPZNURELqqlbtM4UoN+TpudnY3f//73iIqKwpw5c1BSUoI+ffpg6NCh6NChA7799lsMHz4c1157LT7++GNHDzMRESla2vkj2DNERC2Ls3qmoqICR44cQVRUFGJjYxEZGYn169ebc6PRiE2bNpl3xPXr1w8eHh5Yv369uWsiIyNx5swZBAUFsWuIiFxYS9umaQ4NOhLv+uuvx0MPPYRdu3bZvJJmWVkZ/vvf/2Lu3LnIzMzEjBkzmnRAiYio4Vrat1bsGSKilqW5embGjBkYM2YMOnbsiNzcXLzyyisoLCzEpEmTYDAYkJiYiOTkZMTFxSEuLg7Jycnw9fXFhAkTAABBQUGYPHkypk+fjuLiYowZMwbXXXcdKioq8M0331hdkZFdQ0TkOlraNk1zaNBOvEOHDqFdu3bifXx8fHD//ffj/vvvVy/fTEREdCX2DBER1efMmTO4//77ceHCBbRr1w4DBgzAjh070KlTJwDAzJkzUVZWhqlTpyIvLw8JCQlYt24dAgICzM/x1ltvwd3dHcuXL8d//vMfDB06FO+++67VDjyAXUNERK6tQTvxtA0re+9vr8DAwHpLGABKS0vFx5aUlIi5dsJbPz8/Mc/NzRXz6OhoMb906ZKYa8Nn6yTBtU6cOCHm+/btE3N3d3kS0vaAh4eHi7k2/rKzs8Xcx8dHzIuKisQ8ODhYzDMyMsS87tXS6nPo0CExDwsLE/Pq6mox18aBJisrS8y9vb3F/MKFC2IeGxsr5tdee62Ynzt3Tszz8vLEXFsGaFeu0z7j48ePi7nRaBTzgoICm1lNTY3NrKV9a+XqPePn54c2beo/A4V2TqcrNyRtPbdEmgYAeTpoSK5tpGo9UlFRIebactbWeK3l4eEh5tr708avtozVlgG21j9qae9P+3y18Xvx4kUxB4CzZ8+KeX5+vpj/4he/EPMjR46IudYj2nvUPmOt58rLy8Xc3s+wqqpKzLV1JW1dTnt97fHa+5PmkZqaGpvzcHP1zMqVK8XcYDAgKSkJSUlJNu/j7e2N+fPnY/78+Y167ebuGnd3d5ufpzYdadOhtk3k6+sr5pWVlWJ+++23i3lmZqaYFxYWinlkZKSYnzlzRsy18afNZ0FBQWKubdNpXaKtT3fv3l3Mv//+ezHXtpl69Ogh5jt27BBzQF9f0MTFxYl5WVmZmGtdoa1PaNOgp6enmO/fv1/MtXFsbxdq05CWazp06CDm2viV5rHq6mqb66MtbZumOVzV1WmzsrKwdetW5ObmWk1MTz31VJMMGBERXb2WXnjsGSIi19bSewZg1xARubrW0DVNrdE78ZYsWYIpU6bA09MToaGhFt8WGQwGFh4RkQtoyYXHniEicn0tuWcAdg0RUUvQ0rvGERq9E+/FF1/Eiy++iFmzZqmHHRMRkXO05MJjzxARub6W3DMAu4aIqCVo6V3jCI1urNLSUtx3330sOyIicgj2DBERORq7hoiIWqJGt9bkyZPx73//2xHDQkRETaT2W6ur+XM29gwRketryT0DsGuIiFqClt41jtDon9OmpKRg9OjRWLNmDeLj462uQjJ37twmGzgiIro6LfnQc/YMEZHra8k9A7BriIhagubqms2bN+Ovf/0rUlNTkZ2djVWrVmHs2LHm/OGHH8ayZcssHpOQkGBx5eaKigrMmDED//znP1FWVoahQ4fi3XffVa/s21iN3omXnJyMtWvXmi9zXfcksERE5HwteeOKPUNE5Ppacs8A7BoiopagubqmpKQE119/PX7729/innvuqfc+d9xxB5YsWWL+v6enp0WemJiIL774AitXrkRoaCimT5+O0aNHIzU1FW5ubo1+D7Y0eife3Llz8Y9//AMPP/xwkw2EvS5dumTzfBZ1R2xdZWVlYu7r6yvm2sTRs2dPMS8vLxfzmJgYMe/atauYHzlyRMwvXrwo5u7u8iSi5dr4zczMFPNBgwaJ+alTp8S8pqZGzP39/cX83LlzYm40GsW8ISuB3t7eYl5VVSXm1dXVYt65c2cxT09PF3PtPQYFBYl5x44dxfz7778X85MnT4p5eHi4mOfm5or5LbfcIubffvutmFdUVIi5Ng3ExsaK+fnz521mVVVVyMrKqjdzxsZVSkoK/vjHP+Lpp5/GvHnzzM/38ssvY9GiRcjLy0NCQgLeeecd9OrVy/y4ut9aVVZW4o033sC0adOueliaWkVFhc3PUptHo6KixFz6jAH9M9GW49o0qOUlJSVirq2UaOeb0sZf3aNj6tJ6Whv+du3aibk2/F5eXmKu9aAmMjJSzC9duqQ+x4ULF8Rcmwa0dQltXSY/P1/Ma3ei2JKWlibmWtdr06iPj4+Y27uuWFlZKeba+Ld3XUb7fKR1OWn509J34rniNo2Hh4fN6UFbFmrTibY+VlxcLOZaV33yySdirs1n2nyqbXNo84G2HNTYWt+qpc3n2vrybbfdJuafffaZmAcEBIh5dna2mHfr1k3MG3K15hUrVoi51sfasl7ra219SJtHzpw5I+ba+oo2fNqy2N71IW0e1uYhbfxo26za59ulSxebmTT/NFfXjBo1CqNGjRLv4+XlZXO9rKCgAO+//z4+/PBDDBs2DACwfPlyxMTEYMOGDRg5cmSjhkfS6HPieXl5YfDgwU02AERE1PLt3r0bixYtwnXXXWdx++uvv465c+diwYIF2L17NyIjIzF8+HAUFRWZ75OYmIhVq1Zh5cqV2LJlCwwGAxYvXqzuoCYiIrpa3KYhImr9CgsLLf60AzAk3333HcLDw9GtWzf8/ve/tzhYJDU1FZWVlRgxYoT5tujoaPTu3Rvbtm2z6z3U1eideE8//TTmz5/fpANBRERNr7lOAFtcXIyJEydi8eLFaNu2rcXrz5s3D7Nnz8a4cePQu3dvLFu2DKWlpeZva2u/tXrzzTcxbNgw9O3bF9OmTcPRo0exYcOGJhkPRETkGC35ROPcpiEiahns6ZqYmBgEBQWZ/1JSUq5qGEaNGoWPPvoIGzduxJtvvondu3fj9ttvN+8UzMnJgaenp8W2EABEREQgJyfn6t98PRr9c9pdu3Zh48aN+PLLL9GrVy+rwzo//fTTJhs4IiK6OvYeel5YWGhxu5eXl82fDT7++OO46667MGzYMLzyyivm29PT05GTk2PxjZSXlxduvfVWbNu2DY899li931odPXoUbdq0wX333YebbrqJPUNE5IJa+s9puU1DROT67O2azMxMBAYGmm/XToNiy29+8xvzv3v37o3+/fujU6dO+OqrrzBu3DhxOJr6PKuN3okXHBwsDiQRETmfvYVX93ycL730EpKSkqzuv3LlSvzwww/YvXu3VVb7rVNERITF7RERETh9+rT5PnW/tQoODkZkZCT8/f0RFhbW6PdARESO19J34nGbhojI9dnbNYGBgRY78ZpKVFQUOnXqhBMnTgC4fA5jo9GIvLw8i+2a3Nxc9Tz/jdXonXhXXo2DiIhcU3N8a5WZmYmnn34a69atE092W/fbJ+0bqSVLlmD48OHo2rUr3nvvvca+BSIiagYtfScet2mIiFyfq3bNxYsXkZmZab6AXb9+/eDh4YH169dj/PjxAC5fUObgwYN4/fXXm/S1G31OPEdJSUmBwWBAYmKisweFiOhnr/Zbq9q/+nbipaamIjc3F/369YO7uzvc3d2xadMmvP3223B3dzcfgVf3PBC5ubnm7MpvrWzdpymxa4iIyJHYM0RELU9xcTH27duHffv2Abh8WqB9+/YhIyMDxcXFmDFjBrZv345Tp07hu+++w5gxYxAWFoZf/epXAC5fgXry5MmYPn06vvnmG+zduxcPPPAA4uPjzVerbSqN3ol37tw5PPjgg4iOjoa7uzvc3Nws/q6GrasaEhHR1bmaE8A29puuoUOH4sCBA+bC27dvH/r374+JEydi37596NKlCyIjI7F+/XrzY4xGIzZt2mQ+rPzKb61q7d+/H/v378eCBQuarGcAdg0RUVNqjp5xJG7TEBG5vubqmj179qBv377o27cvAGDatGno27cvXnzxRbi5ueHAgQP45S9/iW7dumHSpEno1q0btm/fjoCAAPNzvPXWWxg7dizGjx+PwYMHw9fXF1988YVd2y/1afTPaR9++GFkZGTghRdeQFRUlN0n6bvyqoZXnhC9MUpKSq56OHx9fcW8urpazMvLy8U8OztbzCsrK8U8OjpazLdu3SrmV05U9enZs6eYa8OXmZlp1+tr42/Lli1iXlZWJubu7vIkfs0119j1/MHBwWLepUsXMQeArl27irk2jZ49e1bM9+/fL+baAk6bBouLi8Vcu4z3pUuXxFwbPm38/fTTT2J+8uRJMe/UqZOYa+O37omy6zp27JiYDxgwwGZmNBqxZ8+eerPmOPQ8ICAAvXv3trjNz88PoaGh5tsTExORnJyMuLg4xMXFITk5Gb6+vpgwYQIAy2+tQkNDERISgmHDhsHLywtz5sxB+/btm+RksPZ2TWhoKNq0qf97r5qaGvGx2jyqvT/t+aWfMgNAVVWVmNt6X7V8fHzEvKioSMy1ZZjRaBTzkpISMQ8JCRHzoKAgMb9w4YKY173KWF2153e0RVsGaMtI7fPReg7Qx5FG62p7p+HDhw83epiupI1jbfi0dR3t8aWlpXY9XlvX1E7CrU1D2jwojT/ps3PVnzg1lCtu04SHh9vc2MvNzRUfq3VBfn6+mMfGxop57XmfbNG6Rlun1jZy/f39xbzuEf2NpXWFNp9qXaUtR3fs2CHm7du3F/PQ0FAxP3jwoJhrtM8f0JdVN998s5hr6/T1nX/5Sj/++KOYa9Ooltdd561r586dYq6tT2mvf/HiRTHX1he0z0ebx7RpSNsu/vbbb21mUi80V9cMGTJEfMzatWvV5/D29sb8+fMdfuXzRu/E27JlC77//nv06dOnSQbA1lUN61NRUWGxolL36olERHSZq2xczZw5E2VlZZg6dSry8vKQkJCAdevWWX1r5e7ujvHjx6OsrAxGoxFffvkl7rjjjiYbjoZ2DXuGiKhhXKVnrha3aYiIXF9L7xpHaPROvJiYmCYbIdJVDeuTkpKCl19+uUlem4iImt53331n8X+DwYCkpKR6r2xbq+63Vtdee22Tng+vMV3DniEi+nngNg0REbVEjT4n3rx58/D888/j1KlTdr1w7VUNly9frh7+XWvWrFkoKCgw/2k/5SQi+rlqyecqaqqeARrfNewZIqKGack9A3CbhoioJWjpXeMIjT4S7ze/+Q1KS0vRtWtX+Pr6Wp1HQzu/Va0rr2pYq7q6Gps3b8aCBQtQUVFhdW4ELy8v9bfcRETUsg89b6qeARrfNewZIqKGack9A3CbhoioJWjpXeMIjd6JN2/evCZ54dqrGl7pt7/9LXr06IHnnnuuya/gQUT0c9KSC6+pegZg1xAROUpL7hmA2zRERC1BS+8aR2j0TrxJkyY1yQs35KqGRER0dVpy4TVVzwDsGiIiR2nJPQNwm4aIqCVo6V3jCA06J552yWx7709ERD9v7BkiInI0dg0REbV0DToS75prrsGTTz6Jhx9+GNHR0fXex2QyYcOGDZg7dy5uueUWzJo1q9EDU/eqhg1lMBhgMBjqzXx8fMTHapd0DwgIEHNfX18xDwwMFPPz58+LeV5enphHRUWJua3Pq5bRaBTz9PR0Ma+pqRHz/Px8Me/WrZuYaycb9vT0FPO65zep68yZM2KurbwNGTJEzNPS0sQcAIqKisR8ypQpYl5ZWSnm2mf8m9/8RsyPHTtm1/NrJ2vW5tFrr71WzLds2SLmYWFhYr5161Yx79Gjh5jbWvY01M033yzm+/bts5lVV1fbzFrat1bN1TPA1XVNTk6Ozc9aO5F5u3btxDw7O1vMteWQthxu00b+vk6bBysqKsRcW85qw68Nn7acb9u2rZifPXtWzLXPTxu/2uO1ntaWUeXl5WLeuXNnMQeA4OBgMdc+w82bN4u5tq5i79WmtWlIG0dBQUFirk2D2rqati6o9bQ2/rV5tKysTMy1eVgafmn6b2k9A7j+Nk1JSYnN6dHe6URbFmrLUm1Zpq1Ta8shbTrW5iNtOaB1sbYc08aPNnz+/v5irq1PX7hwQcxHjhwp5lVVVWK+d+9eMe/fv7+YA8CJEyfEfNeuXWK+Z88eMc/NzRVzbRx26NBBzLVp+NChQ2Kura9ERkaKudYl2n4Ld3d514603QAAAwYMEPPU1FQx1/Z7lJaW2sykXmiJXeNoDdqJ99133+FPf/oTXn75ZfTp0wf9+/dHdHQ0vL29kZeXh8OHD2P79u3w8PDArFmz8Oijjzp6uImISNDSCo89Q0TUsrS0ngHYNURELU1L7BpHa9BOvO7du+Pf//43zpw5g3//+9/YvHkztm3bhrKyMoSFhaFv375YvHgx7rzzTvXbTCIicryWVnjsGSKilqWl9QzAriEiamlaYtc4WqMubNGhQwc888wzeOaZZxw1PERE1ARaauGxZ4iIWoaW2jMAu4aIqKVoyV3jKPyKiYiIiIiIiIiIyMU16kg8IiJqGfitFRERORJ7hoiIHI1dY41H4hERtUK1hXc1f0RERBpn9UxKSgoMBgMSExMthiUpKQnR0dHw8fHBkCFDrK4kWVFRgSeffBJhYWHw8/PD3XffrV6NkoiInIvbNNa4E4+IqBVi4RERkSM5o2d2796NRYsW4brrrrO4/fXXX8fcuXOxYMEC7N69G5GRkRg+fDiKiorM90lMTMSqVauwcuVKbNmyBcXFxRg9ejSqq6uveniIiMixuE1jrVX8nDYkJMTmFaRiYmLEx+7fv1/MO3bsKOZVVVVifvr0aTGPj48X87S0NDHPyckRcx8fH7vygoICMa+srBRzT09PMf/hhx/EPDg4WMy9vb3F3N1dnsRLS0vF/I477hBzLy8vMY+IiBBzAPDw8BDz9PR0MdemAe09aJ/BpUuXxFxz7bXXivmdd95p1+u/8cYbYj558mQxHzBggJgfP35czDXdu3cX85qaGjEfNGiQzcxoNGLfvn0289ZcXs3N09MTBoOh3kwbz9o87Ovre9XDBejLSW05rV2BUVvOastR7fm18RceHi7m586dE/OgoCAxv3Ij/2oEBgaKeefOncV82LBhYq4to2+77TYxB4C9e/eK+dixY8X85ptvFvO3335bzE+cOCHm2k4UaTkIwOqIq7q0ni0vLxdzbRrWhl+bhyoqKsRcm4dDQ0PFXHt/Fy5csJlp82dz9kxxcTEmTpyIxYsX45VXXrEYhnnz5mH27NkYN24cAGDZsmWIiIjAihUr8Nhjj6GgoADvv/8+PvzwQ/M8t3z5csTExGDDhg0YOXJks70PiZeXl83prbCwUHys0WgUc21ZuG3bNnXYJNr6jLY+p01LUVFRYq7NR9r40d6ftqzXhu/o0aNirs2n2vrkRx99JOaRkZFi3r9/fzHPysoSc0DvM2194euvvxZzbZshIyNDzLX1pYSEBDH/5JNPxFybBrV5QFsf0fZraF2jTUPa+Pf39xdzbRqWxo8rdU1L0Ogj8dasWYMtW7aY///OO++gT58+mDBhAvLy8pp04IiI6OeHPUNE1PoVFhZa/GkbwI8//jjuuusuqx0F6enpyMnJwYgRI8y3eXl54dZbbzXvmEpNTUVlZaXFffbv34/Y2Fjzfdg1RETUEjR6J96zzz5r/ibowIEDmD59Ou68806kpaVh2rRpTT6ARETUeC350HP2DBGR67O3Z2JiYhAUFGT+S0lJsflaK1euxA8//FDvfWp/kVD31w8RERHmLCcnB56enmjbtq05f/bZZxEQEICcnBx2DRGRi2rJ2zSO0uif06anp5t/HvfJJ59g9OjRSE5Oxg8//KAe4kpERM3jasvLFQqPPUNE5Prs7ZnMzEyLnyja+jljZmYmnn76aaxbt078uVjdUx6YTCabp0EALndNnz59YDAY2DVERC6qJW/TOEqjj8Tz9PQ0/559w4YN5sPSQ0JC1HM1EBFR82jJ31qxZ4iIXJ+9PRMYGGjxZ2snXmpqKnJzc9GvXz+4u7vD3d0dmzZtwttvvw13d3fzEXh1zxGcm5trziIjI2E0Gi1+Juvp6Ynz588jIiKCXUNE5KJa8jaNozR6J95NN92EadOm4c9//jN27dqFu+66C8Dlk7936NChyQeQiIgaryUXHnuGiMj1NVfPDB06FAcOHMC+ffvMf/3798fEiROxb98+dOnSBZGRkVi/fr35MUajEZs2bTJfFKVfv37w8PCwuE///v1x/PhxpKens2uIiFxUS96mcZRG/5x2wYIFmDp1Kv7zn/9g4cKFaN++PQBg9erV6lUwiYiINOwZIiKqFRAQgN69e1vc5ufnh9DQUPPtiYmJSE5ORlxcHOLi4pCcnAxfX19MmDABwOUrs06ePBnTp09HaGgoQkJCUFJSgoCAAPz444/sGiIiajEavROvY8eO+PLLL61uf+utt5pkgIiIyH4t+fwR7BkiItfnSj0zc+ZMlJWVYerUqcjLy0NCQgLWrVuHgIAA833eeustuLu7Y/z48SgrK8PQoUNx6NAhxMTEWDwXu4aIyHW4Ute4igbtxCssLDSfeFY7R8SVJ6glIiLnaGmFx54hImpZnNkz3333ncX/DQYDkpKSkJSUZPMx3t7eePXVVzF//nwA/+saW53DriEicr6Wtk3THBq0E69t27bIzs5GeHg4goOD673SU+0VoKqrq5t8IDX5+fk2rz7l4eEhPva2224T8/T0dDF3c3MTc+kqWsDlK25JCgoKxFy66hYAXLp0Scy1zysqKkrM655EuK6SkhIx9/X1FfPi4mIxv/Ib1vp07NhRzA8fPizmGzduFPN27dqJub+/v5gDQGxsrJjv3r1bzLVpUJuGtWkgNzdXzK+55hox11x5fpr6lJeXi/mKFSvE/OabbxbzPXv2iHlVVZWYa+O/T58+Yl57AQdbJk6caDMrKirC3/72t3qzllZ4rt4zXl5eaNOm/tPIasPTqVMnMdeW09HR0WKuLYc9PT3FXFtOu7vLqwpazxqNRjH38fER83Pnzom51gOa2hPf26J9vrU/wbNF67H8/Hwxr71Ssy1TpkwRcwBYvHixmM+cOVPMteVcRkaGmNuad2qFhYWJeVpaml2PP3v2rJgPGDBAzE+cOCHm2mfYq1cvMT916pSYd+nSRcy14dOW69LnIz22pfUM4PpdU1lZafPzsHXhj1plZWViXlRUJObaTkttWa51jZZr60NaF2nbRNqyWFrfAoBPPvlEzGtqauzKQ0NDxVzrWm2bUzvP4/fffy/mv/vd78Qc0Jelb7/9tpjX/dl8XRUVFWLevXt3MT927P+1d+/hURT2+sDfJffr5kayxCQQIFwTEAFRsIUWCKKgHqtUbD14pOcHBakRqdZyrKlHE+W0QAuVc/RYCFhKtUrVtiihKhQRDShyU+QSSQgJSSDkns1tf3/kJLLZ7PebsNnsxffzPPs8kHcvs7Mz887Mzs6cEPPTp0+LeUhIiJhrw//ZZ5+J+YwZM8R83759Yq5tMx07dkzMu7PdKtHWd7/73e/azcxmM37zm990mXli1zhbt3bivfvuu4iKiur4t7aQJCIi1/K0wmPPEBF5Fk/rGYBdQ0TkaTyxa5ytWzvxpk6d2vHvadOmOWtYiIjoG4o9Q0REzsauISIiTyf/vqELTzzxRJeHl1dWVmL+/Pm9MlBEROQYT74cO3uGiMj9eXLPAOwaIiJP4Old4ww93om3efNmTJkyxeo34++//z7S0tLUc3oQEVHf8OTCY88QEbk/T+4ZgF1DROQJPL1rnKHHO/EOHz6MQYMG4dprr8WLL76In/70p0hPT8f999+PvXv3OmMYiYiohzy58NgzRETuz5N7BmDXEBF5Ak/vGmfo1jnxrmQ0GrFt2zasXLkSixYtgq+vL3bs2IHp06c7Y/iIiOgqXG15uUPhsWeIiNyfJ/cMwK4hIvIEnt41ztDjI/EAYN26dVizZg3mz5+PwYMH4yc/+Yl6yWQiIqLuYs8QEZGzsWuIiMjT9PhIvNmzZyMvLw+bN2/GXXfdhfr6eixfvhw33HADfvnLX+LRRx91xnCKzGaz3UvEh4WFiY89fPiwmIeEhIh5UVGRmDc1NYm5r6/8EWiPDwwMFPPS0lIxT0pKcujxNTU1Yj579mwxf++998RcG//a53vleU66Eh4eLuYBAQFiro1/k8kk5gBQXV0t5l988YWYNzQ0OJQ3NjaKuXb1tkuXLom5No9FRESIub15u11zc7OYv/POO2JuNBrFXBs/sbGxYv7222+LuTZ+Xn31VbtZVyfkbufJ31q5Y8+YTCb4+Ph0mWnLQW2choaGirk2DUrTAaDPI9pyTush7f1pPac9XltG9Osnfx+pLaMuX74s5toyyN/fX8y1z+evf/2rmGs9WFxcLOYAUFFRIeZxcXFi/umnn4q59hlXVVWJuZ+fn5hrn+GYMWPEvK6uTsyPHTsm5tq6htlsFvPjx4+LuTaNfPLJJ2Ku9Zg2/PHx8XazlpYWHD16tMvMk3sGcM+ukWjLYm0679+/v5hrXaPN59qyOCEhQcy1ZbH2/Nr40bzyyitiro2/wsJCMb///vvF/KOPPhJzbZtGW847auPGjep9tD7LyMhwKI+MjBTzPXv2iPmQIUPEfPjw4WKubZOdPHlSzO2tR7ZzdJsuJSVFzEtKSsS8vr5ezIOCgsRcmwa3bNliN2ttbbWbeXrXOEOPj8Rrbm7G4cOHcddddwFo+zA3bNiAP//5z1izZk2vDyAREfWcJ58/gj1DROT+PLlnAHYNEZEn8PSucYYe78TLzc3t8hu7W2+9FUeOHOnRc2VmZsJgMFjdunPkEhERyTy58NgzRETuz5N7Bui9rmHPEBE5j6d3jTP0+Oe0kpiYmB4/ZvTo0di1a1fH/7XDTImISOeth56zZ4iI3IO39gzQ865hzxAROYc3d83V6vFOvJaWFqxZswavvPIKCgoKbM6foJ23xGYAfH35bRUREXVgzxARkbP1ZtewZ4iIqK/0+Oe0v/zlL7F69WrMmzcPlZWVWL58Oe68807069cPmZmZPR6AkydPIj4+HsnJybjnnntw5swZu/c1m82oqqqyuhERka2+OvR8w4YNGDNmDMLDwxEeHo4bb7wRO3bssBqOzMxMxMfHIygoCNOmTbM5ibzZbMayZcsQExODkJAQjBw5Ev/1X//FniEicmOe/hOn3tym6UnPAOwaIqLu8vSucYYe78T7wx/+gBdffBErVqyAr68v5s+fj//93//FL37xC+zfv79HzzVp0iRs3rwZ77zzDl588UWUlJRg8uTJuHjxYpf3z87OhtFo7LglJib2dPCJiL4x+qLsEhIS8Oyzz+LAgQM4cOAAvvvd7+L222/v2FG3atUqrF69GuvXr0deXh5MJhNmzpxpdVXmjIwMbN++Hdu2bcPevXtRWFiIkJAQPPzww+wZIiI35skbVb21TdPTngHYNUREPeHJXeMMPd6JV1JSgrS0NABAaGgoKisrAQBz5szB3/72tx491+zZs/G9730PaWlpmDFjRsfjc3Jyurz/448/jsrKyo6bdilvIqJvqr761mru3Lm45ZZbMGzYMAwbNgzPPPMMQkNDsX//flgsFqxduxYrV67EnXfeidTUVOTk5KCurg5bt24FAFRWVuKll17Cr3/9a8yYMQPjxo2DwWDAV199hV27drFniIjclKcfHdFb2zQ97RmAXUNE1F2e3jXO0ONz4iUkJKC4uBhJSUkYOnQodu7cieuuuw55eXkICAhwaGBCQkKQlpaGkydPdpkHBAR0+RopKSl2TyBbVFQkvqafn5+YX7hwQcy1E9+2rxDYo33zFhIS4tDzt7S0iHlxcbGYS98iAsCYMWPE/MMPPxTz4OBgMTcYDGJ+8803i3loaKiYHz9+XMz37t0r5s8995yYr127VswBICgoSMx9feXZNCoqSszPnz8v5klJSWKunRPm7NmzYt7a2irm2nIjPDxczLXhq6+vF/PLly+LeWBgoJhrJ6/WlkHaPF5SUmI3k8bt1ZZX+2M6/7TH3vL3Si0tLXj11VdRW1uLG2+8Efn5+SgpKUF6errV80ydOhX79u3DokWLcPDgQTQ1NVndJzExEa2trdi3b5/b9MwXX3xhd3mkzcPa5xAWFibm2jQeFxcn5to403qk83miOhswYICY19bWirm2nNbG37lz58Rcm4c12jJM61Ht9RsaGhzKP/vsMzEHgH795O9steV4XV2dmGvrUtq6iDaOtWlEG35tHtA+Q+0z0OZB7f3FxsaKufb5HTp0SMy1npfmUWf2jKs5a5tG6xnAfteUlZXZ7RptOomMjBRz7Se7Y8eOFfOysjIx16bT+fPni/maNWvEXOsqbT7U5nNt+LVtQm2bZfv27WKuLWejo6PFXOtqrYu09VFtOQboy3ptWZWSkiLm2md8+vRpMdeW5dp224IFC8RcW5/TdtZr05jZbBbzgoICMZ86daqYf/TRR2KuLWN+9KMfiflTTz1lN/PmrnGGHh+J9y//8i/4xz/+AQB46KGH8MQTTyAlJQX/+q//igceeMChgTGbzfj888/VDQIiInKuxMREq5/6ZGdn273vkSNHEBoaioCAACxevBjbt2/HqFGjOnZAdl7piouL68hKSkrg7+9vtWLwL//yLx0Ze4aIiJzBWds07BkiInKmHh+J9+yzz3b8+6677kJiYiI++OADDB06FLfddluPnmvFihWYO3cukpKSUFpaiqeffhpVVVXqXm4iIpI5+q1VYWGh1VGQ0lEJw4cPx6FDh3D58mW89tprWLBgAXbv3t2Rd/522mKxiN9YP/vsszh48CAMBgN7hojITXn60RG9tU3DniEich5P7xpn6PFOvM4mTZqESZMmXdVjz507h/nz56O8vBz9+/fHDTfcgP3792PgwIGODhYR0Teao4XXfrXZ7vD398fQoUMBABMmTEBeXh5+85vf4LHHHgPQdkTdlUcklJaWdhydZzKZ0NjYiIqKCquj8UpLSzF58mQA7BkiInfkbRtWV9s17BkiIufxtq7pDQ7vxHPEtm3bXPnyRERey5WFZ7FYYDabkZycDJPJhNzcXIwbNw5A2zlbdu/e3XE+yfHjx8PPzw+5ubmYN28egLbz1hw9ehSrVq1yeFjYM0REzsENqzbsGSIi52HX2HLpTjwiInKOviq8n//855g9ezYSExNRXV2Nbdu24f3338fbb78Ng8GAjIwMZGVlISUlBSkpKcjKykJwcDDuvfdeAIDRaMTChQvxyCOPIDo6GlFRUVixYkXHVf6IiMg9ccOKiIicjV1jizvxiIjoql24cAH33XcfiouLYTQaMWbMGLz99tuYOXMmAODRRx9FfX09lixZgoqKCkyaNAk7d+60uoLXmjVr4Ovri3nz5qG+vh7Tp0/Hpk2b1Cv/EhERERERfZNwJx4RkRfqq2+tXnrpJTE3GAzIzMxEZmam3fsEBgZi3bp1WLduXY9em4iIXIdHRxARkbOxa2z1eCfe/fffjwceeADf/va3nTE8V6Wqqgr9+vXrMtM+PH9/fzEfMWKEmJeWloq5n5+fmB85csShxwcHB4u5r6/8EVdXV4t5fHy8mNfV1Yn5yJEjxXzYsGFifubMGTF/8803xVz7/Jubm8U8JSVFzN944w0xb2hoEHNA/wy096BNo+PHjxfzoqIiMT9x4oSYaxc/0MbBlRcz6EphYaGYa/OANo1pysvLxby2tlbMa2pqxLyxsVHML1++bDeTpg1PLjx37Jng4GC7V9Q1mUziYwMDA8W8rKxMzLUjEpuamsRcW05rw5eamirm2jxqr5/bafPwpUuXxNxoNIq5tpxvbW0Vc61HtZ4ePny4mH/11Vdiri1jutMzVVVVYt7S0iLm2jQYEhIi5lFRUWKuLXe0x586dUrMtWkwMTFRzLXPICIiwqFcWwZIPQDo76+goEDMpauFe2vPAO7ZNWFhYXY/z/Pnz4uP1eYTLdeWldr62oULF8T8iSeeEHOti7TlTElJiZiHhoaKudal2nJQm661ZfWgQYPEXFtOaOu7+fn5Yq71gPb5APo4fuedd8RcG4fasrC+vl7Mly9fLuYPP/ywmH/55Zdirq0PaNPQ6dOnxTwoKEjMte12bfxr81hlZaWY//rXvxbzhQsX2s3MZjPWrFnTZebpXeMMcut3obq6Gunp6R3nNtJ2ABARUd9rL7yrubkae4aIyP15cs8A7BoiIk/g6V3jDD3eiffaa6+hqKgIDz74IF599VUMGjQIs2fPxp///Gf1GwwiIuobnlx47BkiIvfnyT0DsGuIiDyBp3eNM/R4Jx4AREdH46GHHsKnn36Kjz/+GEOHDsV9992H+Ph4PPzwwzh58mRvDycREX2DsGeIiMjZ2DVERAQAe/bswdy5cxEfHw+DwYC//OUvVrnFYkFmZibi4+MRFBSEadOm4dixY1b3MZvNWLZsGWJiYhASEoLbbrsN586d6/VhvaqdeO2Ki4uxc+dO7Ny5Ez4+Prjllltw7NgxjBo1yu5vmomIyPm85Vsr9gwRkXvylp4B2DVERO6qr7qmtrYWY8eOxfr167vMV61ahdWrV2P9+vXIy8uDyWTCzJkzrc5vn5GRge3bt2Pbtm3Yu3cvampqMGfOHPWckz3V4514TU1NeO211zBnzhwMHDgQr776Kh5++GEUFxcjJycHO3fuxJYtW/DUU0/16oASEVH3efLGFXuGiMj99VXPbNiwAWPGjEF4eDjCw8Nx4403YseOHVbDcTVHR+Tn57NriIjcXF91zezZs/H000/jzjvv7HIY1q5di5UrV+LOO+9EamoqcnJyUFdXh61btwJou/DHSy+9hF//+teYMWMGxo0bh5dffhlHjhzBrl27emVctOvx1WkHDBiA1tZWzJ8/Hx9//DGuvfZam/vMmjVLvRIXERE5z9XukHOHnXjsGSIi99dXPZOQkIBnn30WQ4cOBQDk5OTg9ttvx6efforRo0d3HB2xadMmDBs2DE8//TRmzpyJEydOICwsDEDb0RFvvfUWtm3bhujoaDzyyCNISUlBeHg4u4aIyI052jVVVVVWfw8ICEBAQECPnis/Px8lJSVIT0+3ep6pU6di3759WLRoEQ4ePIimpiar+8THxyM1NRX79u3DrFmzevwe7OnxTrw1a9bg7rvvFi8zHRkZqV7GmoiInMeTd+KxZ4iI3F9f9czcuXOt/v/MM89gw4YN2L9/P0aNGmV1dATQtpMvLi4OW7duxaJFizqOjtiyZQtmzJgBAHj55ZeRkJCAnJwcm+e/EruGiMi1HO2axMREq78/+eSTyMzM7NFzlZSUAADi4uKs/h4XF4ezZ8923Mff3x+RkZE292l/fG/p8U68++67r1cHoDdcvHgRBoOhy6xfP/kXwwMHDhTzmpoaMW9tbRXzSZMmiXlMTIyYjxo1Ssz/9re/iXlUVJSYt0909rR/62lP558rdFZUVCTm9fX1Yv7ZZ5+JeeeZpDNt/F++fFnMc3JyxDw7O1vMb775ZjEHgKNHj4p5aWmpmGsny6ytrRXz5uZmMbc3b7XTplGz2Szm2vuLjY0Vc23lWnv/2jQ4ZMgQMS8vLxdzbRnU2Ngo5oMGDbKbtbS0eOVJt92xZ2pra+3OC9o0dunSJTHX5kFtxaX9SBN7QkNDxTw4OFjMKysrxdzf31/Mw8PDxVxbBnT+BrUzbfi1ZZC0sxjQP19tGaUto+vq6sRcu0qmNnyAvhzS8mHDhom5thwbP368mL/11ltiXlZWJubaPKRNo9o0ps1DGu31tXlAe3/R0dFiri0jpB5rbW1Vx8/VupqjI1paWvDqq6+itrYWN954o0NHR6SlpeHAgQPiTry+Vl1dbbdrTCaT+FhtPu688dmZtpGpLSu16Vjb5tKWI0FBQWKuLSuvPG9VV7RpTzsiU1sW33TTTWKubfNo7//K6bsreXl5Yq4tZz755BMxB/RltdbH2meQkJAg5tqydsuWLWKubVNo6zNarm0zaOdN06Yxbbv8rrvuEvNXX31VzLX9Cr6+8q6l3/3ud3YzZx5EUFhYaPXZ9PQovCt1Xj5bLBZ1W7k79+kphy5sQURE7smTz4lHRETuz9GeSUxMhNFo7LhJX4weOXIEoaGhCAgIwOLFi7F9+3aMGjVKPDqiPevLoyOIiKh3Odo17edTbb9dzU689i9ROndGaWlpR/+YTCY0NjaioqLC7n16C3fiERF5Ie7EIyIiZ3K0ZwoLC1FZWdlxe/zxx+2+1vDhw3Ho0CHs378fP/7xj7FgwQIcP368I3eXoyOIiKh3ucM2TXJyMkwmE3Jzczv+1tjYiN27d2Py5MkA2n514OfnZ3Wf4uJiHD16tOM+vaXHP6clIiL358nnxCMiIvfnaM+0HxXRHf7+/h2neJkwYQLy8vLwm9/8Bo899hiAtqMjBgwY0HF/e0dHXHk0Xmlpaa9vWBERUe/qq22ampoanDp1quP/+fn5OHToEKKiopCUlISMjAxkZWUhJSUFKSkpyMrKQnBwMO69914AgNFoxMKFC/HII48gOjoaUVFRWLFiBdLS0jrOx9pbeCQeEZGX4lF4RETkTK7qGYvFArPZ7HZHRxARUe/ri645cOAAxo0bh3HjxgEAli9fjnHjxuEXv/gFAODRRx9FRkYGlixZggkTJqCoqAg7d+60Ou/smjVrcMcdd2DevHmYMmUKgoOD8dZbb8HHx6d3RsT/4ZF4RERERETkln7+859j9uzZSExMRHV1NbZt24b3338fb7/9NgwGg1sdHUFERJ5p2rRp4s4/g8GAzMxM8cq2gYGBWLduHdatW+eEIfwad+IREXkh/pyWiIicqa965sKFC7jvvvtQXFwMo9GIMWPG4O2338bMmTMBtB0dUV9fjyVLlqCiogKTJk3q8ugIX19fzJs3D/X19Zg+fTo2bdrU60dHEBFR7+I2jS3uxCMi8kIsPCIicqa+6pmXXnpJzN3p6AgiIupd3Kax5RU78caOHQtf367fSkFBgfjYEydOiHn7b6LtSUlJEfPKykoxv+GGG8RcG/6amhoxDw0NFfOzZ8+KuXbVroaGBjHXvuE8c+aMmGvD7+fnJ+b79+8X8xEjRoj5v/3bv4m5dkJm7fMD9Gng9OnTYv7hhx+KeVVVlZhfeSLoriQlJYm5Ng1cc801Yn7+/Hkx/+KLL8S8tbVVzM1ms5jHxMSIeXl5uZjX19eLuTYNa5c5lwpIy1h4vcff39/u8vDixYviY7VpNDAwUMxDQkLEvF8/+fS22md64cIFMW9paRFzbfi1HgwODhZz7f01NTWJ+ciRI8X8ypMYd8VoNIr5pUuXxDwqKkrM6+rqxFybfrTxAwDR0dFirr0HbTk4ceJEMX/ttdfEfPDgwWJeWFgo5to4sLeO2E5bVxk4cKCY+/v7i/mXX34p5lqPap+fNg9rzy+tS7Jn+lZiYqLd6VFb37jyyMOuHDhwQMxnzZol5gcPHhRzbT7StlkqKirE/NZbbxXz/Px8MdcUFRWJeXFxsZhr63Pa+rw2n2vrGps3bxbzxsZGMXd0fR4AysrKxFxb525ubhbzkydPinlsbKyYa13Qv39/MdfGkdaV2rKvtrZWzLV5XNvm2b59u5hPmjRJzLWuu/KK4V2R1ifZNT3jFTvxiIjIGguPiIiciT1DRETOxq6xxavTEhERERERERERuTkeiUdE5IX4rRURETkTe4aIiJyNXWOLO/GIiLwQC4+IiJyJPUNERM7GrrHFnXhERF6IhUdERM7EniEiImdj19hy+TnxioqK8MMf/hDR0dEIDg7Gtddeq179iIiIZO2FdzU3b8OeISLqfeyZr7FniIicg11jy6VH4lVUVGDKlCn4zne+gx07diA2NhanT59GRESEKweLiIi8BHuGiIiciT1DRER9yaU78Z577jkkJiZi48aNHX8bNGhQj59n+PDh8Pf37zLTCrSurk7MW1tbxbyxsVHMly9fLua5ublinpeXJ+YDBw4U81GjRol5TU2NmIeFhYn5uXPnxDwkJETMKysrxdxgMDj0+MTERDE/fPiwmI8fP17M3333XTHvzgrckSNHxPzy5ctiPmLECDGfN2+emL/66qtirs0jN910k5hXVVU5lAcGBop5QECAmF+4cEHMfXx8xLy+vl7Mg4ODHXp+7f3HxcXZzVpaWuxmPPS8TW/1TEREBPr16/rg9YaGBvGxWt7c3Czm0ucM6Mvx0aNHi7m2nNXyv//972KuzcN+fn5ibjabxVybxz7//HMx15YhQUFBYh4dHS3m2uejDb82fXRnntV6xNHHv/POO2KurSvl5+eLudblxcXFYq6xN2+3O3v2rJhrn7HJZBLza665Rsy14dOm4QEDBoi5NP5aW1vt9hR7pk1v9QzQNi1dbddo62vadLZ//34xHzdunJjv2bNHzOPj48Vc26bRluXa8P3jH/8Qc238JSQkiLn2+Zw4cULMta4NDw8Xc60rtMdr6xqFhYViDnRvu0dyww03iPmhQ4fEXOtTbZ1dG4fV1dVirk1DGm27ediwYWKubZdr+zW0/Q7aPKAt96R1iZaWFpw6darLjF1jy6U/p33zzTcxYcIE3H333YiNjcW4cePw4osv2r2/2WxGVVWV1Y2IiGzx0PM27BkiIudgz7Tpac8A7Boiou5i19hy6U68M2fOYMOGDUhJScE777yDxYsX4yc/+Qk2b97c5f2zs7NhNBo7bto3s0RE31QsvDbsGSIi52DPtOlpzwDsGiKi7mLX2HLpTrzW1lZcd911yMrKwrhx47Bo0SL8+7//OzZs2NDl/R9//HFUVlZ23LpzWC8R0TcRC68Ne4aIyDnYM2162jMAu4aIqLvYNbZcuhNvwIABNudsGzlyJAoKCrq8f0BAAMLDw61uRERE9rBniIjImXraMwC7hoiIrp5LL2wxZcoUm5N8fvnll+qJTYmISHa130B527dW7BkiIudgz7RhzxAROQ+7xpZLd+I9/PDDmDx5MrKysjBv3jx8/PHHeOGFF/DCCy+4crCIiDweC68Ne4aIyDnYM23YM0REzsOuseXSn9NOnDgR27dvxx//+EekpqbiP//zP7F27Vr84Ac/cOVgERF5PJ4/og17hojIOdgzbdgzRETOw66x5dIj8QBgzpw5mDNnjkPP8f3vfx8hISFdZq+++qr42OrqajGPiooS85qaGjG/dOmSmPv4+Ij5LbfcIuY7d+4U87Nnz4p5dHS0mB88eFDM+/WT9wOXlZWJuSYgIEDMDQaDmF9//fVi/tZbb4l5UVGRmPv7+4u59vkCQGRkpJinpaWJuTaOtWmgqqpKzLXP+NSpU2KuzSPaPNbc3CzmjY2NYh4cHCzm2jygLSO08dfa2irmERERYm40Gu1m0rjht1Zf642eqaurs7u80aZBe/3UXdpyRpuHPv74YzE3m81i3tTUJObaPKZNU35+fmJeW1sr5tpyVluGabk2fkpLS8W8Oz0gaWlpEXNfX31VTnuPjtKGUaMtJ7Xh15bj2nJa6xltHpCW0wBQUlIi5trwac+v9az2+tJ6SEtLC4qLi7vM2DNf642eAdrWOex1jba+oHWRNp9py9pjx46JeWBgoJhL5wgE9C7R5tM33nhDzCdOnCjm+fn5Yq7Np0FBQWKuzcfaNsvhw4fFXBs+Lde2ubTPFwDCwsLE/LrrrhNzbZslJiZGzLVxpNH6WhtHY8eOFXOtq/72t7+JuUabx00mk5hrXVdeXi7m2jJE+vykbXp2jS2XHolHREREREREREREOpcfiUdERL2P31oREZEzsWeIiMjZ2DW2eCQeEZEX6qvzR2RnZ2PixIkICwtDbGws7rjjDpur9FksFmRmZiI+Ph5BQUGYNm2azc9yzGYzli1bhpiYGISEhOC2227DuXPnHB4PRETkHDxPERERORu7xhZ34hEReam+KLvdu3dj6dKl2L9/P3Jzc9Hc3Iz09HSr82KsWrUKq1evxvr165GXlweTyYSZM2danW8wIyMD27dvx7Zt27B3717U1NRgzpw5Dp9ri4iInIcbVURE5GzsGmv8OS0RkRfqq0PP3377bav/b9y4EbGxsTh48CC+/e1vw2KxYO3atVi5ciXuvPNOAEBOTg7i4uKwdetWLFq0CJWVlXjppZewZcsWzJgxAwDw8ssvIzExEbt27cKsWbN6/D6IiMi5+BMnIiJyNnaNLR6JR0RENqqqqqxu2hU621VWVgL4+oqp+fn5KCkpQXp6esd9AgICMHXqVOzbtw9A21Wwm5qarO4THx+P1NTUjvsQERERERF903EnHhGRF3L0/BGJiYkwGo0dt+zs7G695vLly3HTTTchNTUVAFBSUgIAiIuLs7pvXFxcR1ZSUgJ/f39ERkbavQ8REbkXnqeIiIicjV1jyyt+Tvv5558jKCioy2zv3r3iY9uPFrGnqanpqocLaDtflCQgIMCh1x8xYoSYf/nll2I+YMAAhx7f0NAg5omJiWJ+/vx5MW9ubhZzX195Ev7zn/8s5tr7106sr52v65prrhFzACgqKhJzPz8/Mb906ZKYh4WFiXlycrKYa59xfX29mPv4+Ih5TEyMmJeVlYm5v7+/mF+8eFHMrzwvW1e08a9NgwaDQcy18Xvo0CG7mVROjh56XlhYiPDw8I6/a8sqAHjwwQdx+PDhLpe7nceDxWJRx0137tNX/P390a9f1997aZ+hNg+Wl5eLeWtrq5ifOnVKzLVp2F5/ttOWwxqTySTmdXV1Dj1eG74xY8aIeUFBgZhr48fedNEuMDBQzIuLi8VcW8Zony+gL4caGxsdeo3Q0FAxr6qqEvOxY8eKuTaNa8MfHBws5lqXa/OodqSyNo1o63oXLlwQc20Zk5SUJOb9+/e3mzU1NeHzzz/vMuNPnHqfyWSyO71o04E2XrXpXFuf054/NjZWzB0dfq1rteXQkSNHxNzRrrvyXMBd0ZbDp0+fFnNtm0Vbn9e2abTltLY+D+jbfe2/1rBH6+P4+Hgx18aBtk2gTYNXrhd35ezZs2JeWloq5gsXLhTzzZs3i/ngwYPF/MyZM2KurW+EhISIudaFRqPRbibNf+waWzwSj4jICzn6rVV4eLjVTduJt2zZMrz55pt47733kJCQ0PH39h0wnY+oKy0t7Tg6z2QyobGxERUVFXbvQ0RE7oVHRxARkbOxa2xxJx4RkRfqq8KzWCx48MEH8frrr+Pdd9+1+RY0OTkZJpMJubm5HX9rbGzE7t27MXnyZADA+PHj4efnZ3Wf4uJiHD16tOM+RETkXrhhRUREzsauseUVP6clIiLXWLp0KbZu3Yo33ngDYWFhHUfcGY1GBAUFwWAwICMjA1lZWUhJSUFKSgqysrIQHByMe++9t+O+CxcuxCOPPILo6GhERUVhxYoVSEtL67haLRERERER0Tcdd+IREXmhvjp/xIYNGwAA06ZNs/r7xo0bcf/99wMAHn30UdTX12PJkiWoqKjApEmTsHPnTqvzOK1Zswa+vr6YN28e6uvrMX36dGzatKlb52AhIqK+x/MUERGRs7FrbPHntEREXqgvf07b1a19Bx7QdjLnzMxMFBcXo6GhAbt37+64em27wMBArFu3DhcvXkRdXR3eeust9QTJRETkOn3VM9nZ2Zg4cSLCwsIQGxuLO+64AydOnLAZlszMTMTHxyMoKAjTpk3DsWPHrO5jNpuxbNkyxMTEICQkBLfddpt6sn8iInIt/pzWFnfiERF5IRYeERE5U1/1zO7du7F06VLs378fubm5aG5uRnp6utXVQFetWoXVq1dj/fr1yMvLg8lkwsyZM62uQJ+RkYHt27dj27Zt2Lt3L2pqajBnzhz1qq1EROQ63KaxxZ/TEhERERGRW3r77bet/r9x40bExsbi4MGD+Pa3vw2LxYK1a9di5cqVuPPOOwEAOTk5iIuLw9atW7Fo0SJUVlbipZdewpYtWzrOtfryyy8jMTERu3btwqxZs/r8fREREV0Nr9iJ9/rrr8PXt+u3ol3ZMDw8XMw//vhjhx4/YcIEMQ8ICBDzHTt2iPnw4cPF3Gg0inlxcbGY+/n5iXlISIiYX7hwQcyvPCfW1Tw+MDBQzLXPp7m52aE8JiZGzENDQ8UcAPr1kw+Ira+vF3N703677du3i3lsbKyYa+OgqKhIzLVxcPLkSTFvbGwUc01ERISY19XViXlwcLCY33jjjWKuTePHjx8X8/YLRXRF+oaJ54/oXZWVlTAYDF1m2lEcBQUFYq7Nw/7+/mI+ePBgMdeWIRUVFWKuzQPaNK7R3r+2HO/fv7+Yl5eXi3lSUpKYnz9/XsyvPBqoK1VVVWIeFxcn5loPNzU1iTkAXL58Wcy15bTZbBZzbTmtreto6yLa8zc0NIi5Ng9o85i2rqPNQ0FBQQ69vraeoD2/1rM1NTV2M2n55mjPdJ43AgIC1GkFaFseA0BUVBQAID8/HyUlJUhPT7d6rqlTp2Lfvn1YtGgRDh48iKamJqv7xMfHIzU1Ffv27XObnXhNTU12P29tWautz+Xn54t5fHy8mLePd3taW1vF3NEjHrVz5Gpd4ej6tLYsLisrE3NtfVRbjmnLce3xWq69v86nQelKYWGhmGvbTTNnzhTzo0ePinnnn9B3pi1LtfUBrW+19RFtHup8moDOJk6cKObSNgMAjBkzRsy19SVtGtLmIWm7Xlp+cJvGFn9OS0TkhXjoOREROZOjPZOYmAij0dhxy87O7tZrLl++HDfddFPHToX2DdfOO8Tj4uI6spKSEvj7+yMyMtLufYiIyP1wm8aWVxyJR0RE1vitFREROZOjPVNYWGh19FR3jsJ78MEHcfjwYezdu9cm63y0tMVisXsEdU/uQ0RErsNtGls8Eo+IyAvxWysiInImR3smPDzc6qbtxFu2bBnefPNNvPfee0hISOj4u8lkAmD7U7LS0tKOo/NMJhMaGxttfvp85X2IiMj9cJvGFnfiERERERGRW7JYLHjwwQfx+uuv491330VycrJVnpycDJPJhNzc3I6/NTY2Yvfu3R3nxh4/fjz8/Pys7lNcXIyjR4+q588mIiJyJ/w5LRGRF+Kh50RE5Ex91TNLly7F1q1b8cYbbyAsLKzjiDuj0YigoCAYDAZkZGQgKysLKSkpSElJQVZWFoKDg3Hvvfd23HfhwoV45JFHEB0djaioKKxYsQJpaWkdV6slIiL3w20aW9yJR0TkhVh4RETkTH3VMxs2bAAATJs2zervGzduxP333w8AePTRR1FfX48lS5agoqICkyZNws6dO62u6LpmzRr4+vpi3rx5qK+vx/Tp07Fp0yb1qqdEROQ63KaxxZ14REReiIVHRETO1Fc90537GwwGZGZmIjMz0+59AgMDsW7dOqxbt65Hr09ERK7DbRpbXrETr6Kiwu63aGVlZeJj33jjDTHXPvxrr71WzI8fPy7mY8aMEfP2bx/t2bRpk5hPnz5dzKdOnSrmP/zhD8VcExoaKuba56OdbLiqqkrM+/fvL+YXLlwQ8+joaDHXrmh25swZMQcAs9ks5to49PWVZ+Oamhox73yS5846n3ump0pLS8U8MDBQzLXxExkZKeYzZ84U84KCAjFPSkoS85MnT4q5tgzQ3l9LS4vdTFo+sfB6l7+/v935vbq6WnxsTEyMmNfV1Yl5Q0ODmF+6dEnMtWXE4MGDxby8vFzMa2trxVw7Wb02zWnjR5tHhw4dKuba+NXm4ZCQEDHXxk9TU5OYa8uI7syz/v7+Dg2DtBwC9M+4/cID9mhdrg2/NnzaZ6T1bFFRkZhr6wqtra1irg2/tq6h9Xxzc7OYS8sw9kzfGjp0qN1ltjafNjY2irm2rNO66tZbbxXz3bt3i/mwYcPEXNsm0Lrsxz/+sZj/7ne/E/P4+Hgx17ZJgoODxVxblu/atUvMJ02aJOY7d+4Uc22byM/PT8y/+OILMQegHtWqrU8cPXpUzAcOHCjmVx552xXtMxw7dqyYa11QWVkp5tr6gPb+tXlU64pDhw6JuTYNaNNwRESEmEvLfqkn2TW2eGELIiIiIiIiIiIiN+cVR+IREZE1fmtFRETOxJ4hIiJnY9fYcumReIMGDYLBYLC5LV261JWDRUTkFdpLryc3b8OeISJyHvYMe4aIyNnYNdZceiReXl6e1XlAjh49ipkzZ+Luu+924VAREXk+fmvVhj1DROQc7Jk27BkiIudh19hy6U68zifYfPbZZzFkyBD1YgtERCRj4bVhzxAROQd7pg17hojIedg1ttzmnHiNjY14+eWXsXz5crtXVjGbzVZXRdGuZkZERNSOPUNERM7UnZ4B2DVERHT13ObqtH/5y19w+fJl3H///Xbvk52dDaPR2HFLTEzsuwEkIvIgV3PuCG8/hwR7hoio97BnbHWnZwB2DRFRd7FrbBksbvLuZs2aBX9/f7z11lt279PVt1aJiYm44YYb4Ovb9UGFpaWl4utGRkaKeVBQkJjn5+eL+eDBg8V80KBBDj0+Pj5ezMvLy8W8oqJCzP38/MR8x44dYq6Nn5CQEDHXvpnUJt/W1laHXt9kMol5YGCgmDc3N4t5d54jJiZGzI8ePSrmjY2NYt7Q0CDm2jjUcu31m5qaxDwiIsKh1x82bJiY19bWOvT8Fy9eFHNtxXzgwIFinpubazezWCyoqKhAZWUlwsPDAbTNM0ajEWPHjoWPj4/43F1paWnBZ599ZvWc3sKRnmk/UXlXpKMtAFidK6kr2njW5iGj0Sjm2nLcXn+20+bRa665RsxPnz4t5uPHj3co//TTT8Vc89lnn4m5o8tQbT2iXz/5+1St57TPtzuvERAQ4NBrnD9/XsyvnKe6og2f9hlotM+gvr5ezLV5LCkpScyPHDki5tq6iL+/v0O5tq4nTcPt0x97pnu60zOA/a4ZOXKk3XF67tw58TmDg4PFPCwsTB0mSUlJiZhr84m2Th8VFSXmly5dEvMBAwaIeWxsrJhr5zDUlsUbN24Uc219/+TJk2KuLae05bi2nNW2ebTlPABMmTJFzLVtlurqajHXlnXaNoO2XRYXFyfm2jq/tj6l7ZfQaNss2vqott9B226Pjo4Wc61rpPFvsVjQ3NzMrukmtzgS7+zZs9i1axd+9KMfifcLCAhAeHi41Y2IiGzxWytr7Bkiot7FnrHW3Z4B2DVERN3VF12TmZlpc4XxK3dsWywWZGZmIj4+HkFBQZg2bRqOHTvmjLfbLW6xE2/jxo2IjY3Frbfe6upBISLyCty4ssaeISLqXewZa+wZIqLe11ddM3r0aBQXF3fcrjyKftWqVVi9ejXWr1+PvLw8mEwmzJw5Uz161FlcvhOvtbUVGzduxIIFC9RDUImIiHqKPUNERM7EniEi8my+vr4wmUwdt/Yrj1ssFqxduxYrV67EnXfeidTUVOTk5KCurg5bt251ybC6fCferl27UFBQgAceeMDVg0JE5DV4hMTX2DNERL2PPfM19gwRkXM42jVVVVVWN3vn/zx58iTi4+ORnJyMe+65B2fOnAHQdq7AkpISpKend9w3ICAAU6dOxb59+5w/Arrg8q+K0tPTvbLMiYhc6Wo3lLxxecyeISLqfeyZr7FniIicw9Gu6XyRwSeffBKZmZlWf5s0aRI2b96MYcOG4cKFC3j66acxefJkHDt2rOOiPp0vfBIXF4ezZ8/2eLh6g8t34hERUe/jxhURETkTe4aIiJzN0a4pLCy0unhQV1dynj17dse/09LScOONN2LIkCHIycnBDTfcAMD26r8Wi0W9IrCzuPzntERE1Pv4MyciInIm9gwRETmbo13T+UrgXe3E6ywkJARpaWk4efJkx1Vq24/Ia1daWmpzdF5f8Yoj8aqrq+Hj49NlFhUVJT62rq5OzLXHX3/99WI+evRoMTcajWJ++PBhMW9paRHzjz76SMwrKirEXJOWlubQ4xsbGx3K7f2mvd2Ve9W7ol1R5sSJE2IeExMj5sOHDxdzAPjwww/FPDIyUsyvvPx1VwoLC8W8oaFBzIOCgsRcmwb9/f3F3N68205b2R8wYICYjxo1Ssy1cxn4+fmJuXYCa238aZcnv/Kbo85aW1sdnoepe6TpUJtGteVEUlKSmF95dayuVFZWirn2LWG/fvL3edo0nJ+fL+YRERFifunSJTHfvHmzmGvzoLaMqq+vF/Pg4GCH8traWjEPDQ0V87KyMjG/5pprxBwAiouLxVzrWk1TU5OYBwYGirnWQ/Hx8WJeVVUl5to8oM2j2meojT9tGtV6UHt/ra2tYq7Rxg93uvWd1tZWu5+HNh9p01HnDdDOtGVR+0ne7dHWec+dOyfmX331lZhrG95PPvmkmN99991ivnjxYjH/8ssvxVzrmtOnT4u5RutqbZtIWp8E9M9He38AcPDgQTHXpjFtGteWRdr6hLYs/uKLL8Q8LCxMzLVltTb8w4YNE3NtGtR2KGmP19YntGWItoyQtlksFguam5vFx/cls9mMzz//HN/61reQnJwMk8mE3NxcjBs3DkBb7+/evRvPPfecS4bPK3biERGRNf7MiYiInIk9Q0REztYXXbNixQrMnTsXSUlJKC0txdNPP42qqiosWLAABoMBGRkZyMrKQkpKClJSUpCVlYXg4GDce++9PR6u3sCdeEREXogbV0RE5EzsGSIicra+6Jpz585h/vz5KC8vR//+/XHDDTdg//79GDhwIADg0UcfRX19PZYsWYKKigpMmjQJO3fuVI/OdBbuxCMi8kLcuCIiImdizxARkbP1Rdds27ZNzA0GAzIzM22uausq3IlHROSFuHFFRETOxJ4hIiJnY9fY4tVpiYiIiIiIiIiI3ByPxCMi8kL81oqIiJyJPUNERM7GrrHFnXhERF6IhUdERM7EniEiImdj19jyip14ra2tMBgMXWbNzc3iYyMiIsS8oKBAzJ955hkxP3jwoJi3tLSIeX5+vpiXlZU5lF++fFnMW1tbxfzMmTNiHhAQIObtV3yxZ8qUKWKujf8//vGPYr5x40Yxb2pqEvMTJ06I+dChQ8UcAG688UYx18ZxeXm5mA8YMEDMKysrxTwyMlLMtQWk9nhtHtWcO3dOzC9duiTm2jw4ZMgQMa+urhbzwMBAMf/ud78r5rfddpvdrLa2FrfffnuXGQuvd/n5+V11z2jzmDYN23vddtpyKjQ0VMyrqqrEvLGxUcz9/f3FvKGhwaHXr6+vF3MfHx+Hcm38aJ9fdHS0mMfExIi5towym81i/tVXX4k5APTv31/ML168KOYJCQlifvbsWTEPDg4W85CQEDHX5gGj0Sjm2jRWUVEh5to0pPW0No/W1dWJuZ+fn5hr84g2fqVpzGKx2B1+9kzvS05Otvt5a+vk2jrn/v37xXzixIlifujQITHfs2ePmGu06VybD5ctWybmixcvFvOkpCQx1+Yz7fHaNpk2X2h5cnKymNfW1oq59v609WVA71OtL4uLi8VcGwcjR44U8+PHj4u5Nnw1NTVirs2jWp8fPXpUzLUu1bosLi5OzEtKSsQ8PDxczPv1k8/Udv3119vNmpub8cEHH3SZsWts8Zx4REReqr30enLrqT179mDu3LmIj4+HwWDAX/7yF5thyMzMRHx8PIKCgjBt2jQcO3bM6j5msxnLli1DTEwMQkJCcNttt6k7toiIyPX6omeIiOibjV1jjTvxiIjoqtXW1mLs2LFYv359l/mqVauwevVqrF+/Hnl5eTCZTJg5c6bVEYwZGRnYvn07tm3bhr1796KmpgZz5szp1re+RERERERE3xRe8XNaIiKy1leHns+ePRuzZ8+2+1xr167FypUrceeddwIAcnJyEBcXh61bt2LRokWorKzESy+9hC1btmDGjBkAgJdffhmJiYnYtWsXZs2a1eP3QEREzsefOBERkbOxa2zxSDwiIi90NYedX1mSVVVVVjftPB5dyc/PR0lJCdLT0zv+FhAQgKlTp2Lfvn0A2s4b2tTUZHWf+Ph4pKamdtyHiIjcj6M9Q0REpGHX2OJOPCIiL+Ro4SUmJsJoNHbcsrOzezwM7SfI7Xwi3bi4uI6spKQE/v7+NhdAufI+RETkfvpyw4rnXyUi+mbiTjxb3IlHROSFHC28wsJCVFZWdtwef/zxqx6WzleWtFgs6tUmu3MfIiJynb7csOL5V4mIvpm4E88Wz4lHREQ2wsPD1UvJa0wmE4C2o+0GDBjQ8ffS0tKOo/NMJhMaGxtRUVFhdTReaWkpJk+e7NDrExGRd+D5V4mIiNp4xU688vJy9OvX9UGF/fv3Fx+bmJgo5mPHjhXz559/XsyvPM9TV3Jzc8X86NGjYh4RESHmFRUVYq4d6XLNNdeIeVNTk5gHBASIeWtrq5hfunRJzJ944gkxHzhwoJgPGTJEzC9fvizmo0aNEvNbb71VzIG2I54kDQ0NYj5v3jwxf+WVV8Q8LCxMzM+fPy/m2me8Y8cOMb/33nvFPCgoSMwTEhLE/IsvvhBzHx8fMT9+/LiYNzc3i3n7jix7/Pz8xHzo0KF2syuPMOjsar+B6s1vrZKTk2EymZCbm4tx48YBABobG7F7924899xzAIDx48fDz88Pubm5HdNycXExjh49ilWrVvXasDjKx8fH7vJSG2edf07cWXl5uZgHBgaKeW1trZhL00l3hISEiLm2HNSW89pyVusBbfxoO6O1ntQ0NjaKudaT9tZf2vn7+zv0/IA+jNo4vHDhgphryzFtGgwNDRXzmpoaMdfWZbTltPZ4rSe0nnL09TXaNKAtI6T3Jy3fHO2Zqqoqq78HBASo6xRd0c6/umjRIvX8q+6yEy82NtbuPK8tq7RlyYQJE8Q8Ly9PzMvKysQ8ODhYzOvr68W8rq5OzLVz82rzmdFoFPPO02Nn2vqythwbOXKkmGvjT5vXDh8+LOaDBg0S8+uuu07MP/roIzEHgLNnz4p5UVGRmGvjQJsGTp8+LeZaV2nTuDaPacsv7f1p23zadrm2zabNI9rwaV2srWtIyxhndo038oqdeEREZK2vCq+mpganTp3q+H9+fj4OHTqEqKgoJCUlISMjA1lZWUhJSUFKSgqysrIQHBzcsfPWaDRi4cKFeOSRRxAdHY2oqCisWLECaWlpHUdLEBGR+3G0Zzp/kf7kk08iMzOzx88nnX+1facCz79KROSZuBPPFnfiERF5ob4qvAMHDuA73/lOx/+XL18OAFiwYAE2bdqERx99FPX19ViyZAkqKiowadIk7Ny50+ob7TVr1sDX1xfz5s1DfX09pk+fjk2bNqlHvxARkes42jOFhYVWR8pezVF4V+L5V4mIvA934tniTjwiIi/UV4U3bdo08TEGgwGZmZni0RWBgYFYt24d1q1b16PXJiIi13G0Z3rj3KsAz79KROTNuBPPFq9OS0REREREHunK86+2az//avsOuivPv9qu/fyr3IlHRESehEfiERF5IX5rRUREztSXPcPzrxIRfTNxm8YWd+IREXkhFh4RETlTX/YMz79KRPTNxG0aWy79OW1zczP+4z/+A8nJyQgKCsLgwYPx1FNPobW11ZWDRUTk8doL72pu3oQ9Q0TkHH3ZM+3nX+1827RpE4Cvz79aXFyMhoYG7N69G6mpqVbP0X7+1YsXL6Kurg5vvfWWzRVyrwZ7hojIebhNY8ulR+I999xz+O///m/k5ORg9OjROHDgAP7t3/4NRqMRDz30ULefJy4uzu63aEVFReJj20+Ga88HH3wg5pcuXRLzqqoqhx4/YsQIMb98+bKYp6Wlifk///lPMW9oaBBz7Upi/fv3F/MrvyHtivb+p02bJuZr164Vc19feRa49dZbxfzzzz8X871794o5oE9jycnJYv7iiy+K+fnz58Vcm4auueYaMdc89dRTYq7NAxcuXBBzbQHdr5/8XUVjY6OYjxkzRsyLi4vFPDo6WszvueceMff397+qjN9atemtnvHx8bF7BUNtOVZSUtKjYe6sqalJzP38/MRcmwe0XDtK5fjx42KubchqPaMtp81ms5iXl5eLubYRrw1/fX29mGvzlDZ+Q0NDxVxbzwD0aUh7D1deLKArBQUFYh4YGCjm2nJY+4y1eUD7DLXHOzr+pGU1oE/j2utr7097fWn8S9Mve6ZNb/UM0LbOZW9+efrpp8XHauuD77//vphr6ysVFRVirs3H2nSobVNo85m2zaANvzZdDhkyRMwHDhwo5vv27RNzbfh37Ngh5tpy4OjRo2KufT51dXViDujjULsS9JUXnenKuXPnxFzr06SkJDHX3qPWtzExMWKu9fnp06fF/MpTCnRFmwa1eUhbH9PWF0eNGiXmBw4csJuxa3rGpTvxPvzwQ9x+++0dO0oGDRqEP/7xj+IHTERE1F3sGSIicib2DBER9SWX/pz2pptuwj/+8Q98+eWXAIDPPvsMe/fuxS233NLl/c1mM6qqqqxuRERki4eet2HPEBE5B3umTU97BmDXEBF1F7vGlkuPxHvsscdQWVmJESNGwMfHBy0tLXjmmWcwf/78Lu+fnZ2NX/7yl308lEREnoeHnrdhzxAROQd7pk1PewZg1xARdRe7xpZLj8T705/+hJdffhlbt27FJ598gpycHPzqV79CTk5Ol/d//PHHUVlZ2XErLCzs4yEmIvIM/NaqDXuGiMg52DNtetozALuGiKi72DW2XHok3k9/+lP87Gc/6zixe1paGs6ePYvs7GwsWLDA5v4BAQHqSU+JiIjfWrVjzxAROQd7pk1PewZg1xARdRe7xpZLj8Srq6uzucqJj48PL8lORES9gj1DRETOxJ4hIqK+5NIj8ebOnYtnnnkGSUlJGD16ND799FOsXr0aDzzwgCsHi4jI4/FbqzbsGSIi52DPtGHPEBE5D7vGlsHiwndXXV2NJ554Atu3b0dpaSni4+Mxf/58/OIXv4C/v7/6+KqqKhiNRqSkpMDHx6fL+1x//fXic3z11VdiPn36dDE3GAxibjabxfw73/mOmB8+fFjM/+d//kfMKyoqxLympkbMTSaTmFdXV4t5XFycmHf+5rKzyMhIMR86dKiYNzQ0iLmvr7wf+/PPPxfzkJAQMS8qKhJzQB/HR48eFfP4+Hj1NSSnTp0Sc20cp6amivmuXbvEXPs5iTaNaMuK2tpaMdeuCDdmzBgx/+KLL8R82rRpYh4UFCTmY8eOtZs1NDQgMzMTlZWVCA8PB/D1cjEyMlJdPnXFYrGgoqLC6jk9WW/1TGBgoN3x2b9/f/E5Lly4IOba56TVtHa0h7ac0uYRbTnZ2Ngo5o7Ow9HR0WKu9Zw2frTha25uFnOt57X5aPDgwWJ++fJlMdeWIQBw6dIlMa+rqxPzhIQEMS8tLRVzo9Eo5oGBgWKu9ZT2GWnTsDYNODoNadOw9vlon3FTU5OYa+NfGn+tra0oKSlhzwgc7Rng63EaERFhd5xq0/moUaPEXBvXBw4cEHOtS7R1bq3LtG0Se9t67QYMGODQ62vbHNqyXnv/2nLi4sWLYq6tb2vbC/X19WI+YsQIMde2ibojODhYzLVpTNvuvPbaa8U8Ly9PzLWuKysrE/Pk5GQx1/p85MiRYv7d735XzDdt2iTm2vBr20TaPBAVFSXmlZWVdjOLxQKz2cyu6SaXHokXFhaGtWvXYu3ata4cDCIir3O1389427dW7BkiIudgz7RhzxAROQ+7xpZLd+IREZFzsPCIiMiZ2DNERORs7BpbLr2wBREREREREREREel4JB4RkRfit1ZERORM7BkiInI2do0t7sQjIvJCLDwiInIm9gwRETkbu8YWd+IREXkhFh4RETkTe4aIiJyNXWOLO/GIiLwQC4+IiJyJPUNERM7GrrHlFTvxQkND4ePj02V28OBB8bHTp08X88OHD4v5hQsXxLy8vFzM33vvPYceX1hYKOYxMTFiHhQUJOY1NTViftNNN4l5WVmZmH/ve98T840bN4q5Nn5uvfVWMd+8ebOYt7S0iPnJkyfFvDu0acxoNIp5cXGxmIeGhop5SEiImEdFRYl5RUWFmE+cONGhxycnJ4v5kSNHxHzMmDFivn//fjHXxm96erqYf/HFF2L+2GOPiXlBQYHdzJvLyd00NzfDYDB0mZWWloqPtddP7ZqamsRc+5x9feUqtzfc7QIDAx16fe39aRISEsT8/PnzYt7a2irmdXV1Yh4QECDmZrNZzAcMGCDmDQ0NYn7mzBkxT0pKEvMTJ06IOaC/x9raWjHXlmNaV2rjQPsMNZGRkWJeWVkp5to81NjYKOYRERFiro1/bR7VpmFt+Pr1k69j19zcbDdjz/St8PBwu5+XyWQSH6uts+fn54u5Nh9oXaUtK7X5RFsOaV2lbXPEx8eLubY+HB4e7tDjtW0ubXvAz89PzOPi4sRcW1c5duyYmGvL2e5wdH1Fm0aqq6vFXFueaV2lbZNo6yvaPKztt/joo4/EXBt+bR7VukKbB0aMGCHm0vpOa2srioqKxMfT17xiJx4REVnjt1ZERORM7BkiInI2do0t7sQjIvJCLDwiInIm9gwRETkbu8YWd+IREXkhFh4RETkTe4aIiJyNXWOLO/GIiLwQC4+IiJyJPUNERM7GrrEln72QiIiIiIiIiIiIXI5H4hEReSF+a0VERM7EniEiImdj19jiTjwiIi/EwiMiImdizxARkbOxa2x5xU68oKAg+Pp2/Vb69ZN/MfzJJ5+I+axZs8T8r3/9q5jX1NSIeVRUlEOP9/PzE/PS0lIxb2xsFPPBgweL+d///ncxnzNnjpjn5OSIeXR0tJg3NDSI+QsvvCDmoaGhYm42m8W8vr5ezLXhB4CmpiYxr6urE3NtGPv37y/mPj4+Yj5lyhQxz83NFfPy8nIx1+bR8+fPi7m2gD5y5IiYa/NQQkKCmGvLkJCQEDHftGmTmAcEBNjNpGmHhde7fHx8YDAYuszs9U+7wMBAMa+qqhJz7fm1aSw8PFzMtZ7RljHaPKQtB0tKSsTc399fzCMjI8VcW84fO3ZMzCMiIsRc61Gtp8LCwsT8+PHjYq6Nn+4Mg7Ycbm1tFXOtR7TX16YhzeXLl8VcG35tGo+NjRXz6upqMT937pyYt7S0iLnW49oyxGg0ivn06dPtZo2NjdiyZUuXGXum9yUkJNhd5hcVFYmPTU9PF3NtPt22bZuYa/OptiyqqKgQ8+DgYDHXtpm0rk1OThZzbZvhscceE3OTySTmr7zyipiPHDlSzLXtAe39a+sC2nK6O9s02vqE1pfdeQ2JtqzVxsHFixfFXOtKbbuwoKBAzLVlubbNuGDBAjF//fXXxVxbn9RyrYulrpN6ml1jyyt24hERkTUWHhERORN7hoiInI1dY4sXtiAiIiIiIiIiInJzPBKPiMgL8VsrIiJyJvYMERE5G7vGFnfiERF5IRYeERE5E3uGiIicjV1jizvxiIi8EAuPiIiciT1DRETOxq6xxZ14REReypvLi4iIXI89Q0REzsausebRO/HaP8zm5ma795EuZaw9FtAvt609Xrpccm88XpugHc0dfX3tUtiOfj7apb4dfX7t8dr40R7fnedw9DNw9D2YzWanPr/G0ffv6Ph1dB515jTe/lgWm/O0j1tpHDt7OersadzVw+fs96fNg+7+/hwdvt54DkeXMc5+fXdfF3L162uPb2xsVDP2jHN1Z5vGkc8RAHx8fMTc07tEW9Zr2yTV1dViro1fbX1ZG35t+Jy9zeLo9kR3XsPRz9DR5zcYDGLu6mWxo/OINo26en1Lenx7xq7pHoPFg8fUmTNnMGTIEFcPBhGRSxUWFiIhIQFA2xcPycnJKCkpuernM5lMyM/PR2BgYG8NosdizxARsWecjV1DRMSu6S6P3ol3+fJlREZGoqCgAEaj0dWD45aqqqqQmJiIwsJChIeHu3pw3BLHUfdwPOn6ehxZLBZUV1cjPj7e6oi9hoYG9ds4ib+/v9eV3dViz3QPlw86jiMdx5GOPeOd2DU6Lh90HEc6jiOdK8YRu6ZnPPrntO0fsNFo5EyoCA8P5zhScBx1D8eTri/HUVcr+4GBgV5ZWK7AnukZLh90HEc6jiMde8a7sGu6j8sHHceRjuNI19fjiF3TffIJxYiIiIiIiIiIiMjluBOPiIiIiIiIiIjIzXn0TryAgAA8+eSTCAgIcPWguC2OIx3HUfdwPOk4jrwPP9Pu4XjScRzpOI50HEfeiZ+rjuNIx3Gk4zjScRy5P4++sAUREREREREREdE3gUcfiUdERERERERERPRNwJ14REREREREREREbo478YiIiIiIiIiIiNwcd+IRERERERERERG5OY/eiff8888jOTkZgYGBGD9+PP75z3+6epDcRnZ2NiZOnIiwsDDExsbijjvuwIkTJ1w9WG4tOzsbBoMBGRkZrh4Ut1JUVIQf/vCHiI6ORnBwMK699locPHjQ1YPlNpqbm/Ef//EfSE5ORlBQEAYPHoynnnoKra2trh406gXsGfvYMz3Hnukae0bHrvFe7Bn72DM9x56xj10jY894Do/difenP/0JGRkZWLlyJT799FN861vfwuzZs1FQUODqQXMLu3fvxtKlS7F//37k5uaiubkZ6enpqK2tdfWguaW8vDy88MILGDNmjKsHxa1UVFRgypQp8PPzw44dO3D8+HH8+te/RkREhKsHzW0899xz+O///m+sX78en3/+OVatWoX/+q//wrp161w9aOQg9oyMPdMz7JmusWe6h13jndgzMvZMz7Bn7GPX6NgznsNgsVgsrh6IqzFp0iRcd9112LBhQ8ffRo4ciTvuuAPZ2dkuHDL3VFZWhtjYWOzevRvf/va3XT04bqWmpgbXXXcdnn/+eTz99NO49tprsXbtWlcPllv42c9+hg8++IDfCgvmzJmDuLg4vPTSSx1/+973vofg4GBs2bLFhUNGjmLP9Ax7xj72jH3sme5h13gn9kzPsGfsY8/I2DU69ozn8Mgj8RobG3Hw4EGkp6db/T09PR379u1z0VC5t8rKSgBAVFSUi4fE/SxduhS33norZsyY4epBcTtvvvkmJkyYgLvvvhuxsbEYN24cXnzxRVcPllu56aab8I9//ANffvklAOCzzz7D3r17ccstt7h4yMgR7JmeY8/Yx56xjz3TPewa78Oe6Tn2jH3sGRm7Rsee8Ry+rh6Aq1FeXo6WlhbExcVZ/T0uLg4lJSUuGir3ZbFYsHz5ctx0001ITU119eC4lW3btuGTTz5BXl6eqwfFLZ05cwYbNmzA8uXL8fOf/xwff/wxfvKTnyAgIAD/+q//6urBcwuPPfYYKisrMWLECPj4+KClpQXPPPMM5s+f7+pBIwewZ3qGPWMfe0bGnukedo33Yc/0DHvGPvaMjl2jY894Do/cidfOYDBY/d9isdj8jYAHH3wQhw8fxt69e109KG6lsLAQDz30EHbu3InAwEBXD45bam1txYQJE5CVlQUAGDduHI4dO4YNGzaw8P7Pn/70J7z88svYunUrRo8ejUOHDiEjIwPx8fFYsGCBqwePHMSe6R72TNfYMzr2TPewa7wXe6Z72DNdY890D7tGx57xHB65Ey8mJgY+Pj4231KVlpbafJv1Tbds2TK8+eab2LNnDxISElw9OG7l4MGDKC0txfjx4zv+1tLSgj179mD9+vUwm83w8fFx4RC63oABAzBq1Cirv40cORKvvfaai4bI/fz0pz/Fz372M9xzzz0AgLS0NJw9exbZ2dksPA/Gnuk+9ox97Bkde6Z72DXehz3TfewZ+9gz3cOu0bFnPIdHnhPP398f48ePR25urtXfc3NzMXnyZBcNlXuxWCx48MEH8frrr+Pdd99FcnKyqwfJ7UyfPh1HjhzBoUOHOm4TJkzAD37wAxw6dIiFB2DKlCk4ceKE1d++/PJLDBw40EVD5H7q6urQr5/1otTHx4eXY/dw7Bkde0bHntGxZ7qHXeN92DM69oyOPdM97Bode8ZzeOSReACwfPly3HfffZgwYQJuvPFGvPDCCygoKMDixYtdPWhuYenSpdi6dSveeOMNhIWFdXzLZzQaERQU5OKhcw9hYWE259QICQlBdHQ0z7Xxfx5++GFMnjwZWVlZmDdvHj7++GO88MILeOGFF1w9aG5j7ty5eOaZZ5CUlITRo0fj008/xerVq/HAAw+4etDIQewZGXtGx57RsWe6h13jndgzMvaMjj3TPewaHXvGg1g82O9+9zvLwIEDLf7+/pbrrrvOsnv3blcPktsA0OVt48aNrh40tzZ16lTLQw895OrBcCtvvfWWJTU11RIQEGAZMWKE5YUXXnD1ILmVqqoqy0MPPWRJSkqyBAYGWgYPHmxZuXKlxWw2u3rQqBewZ+xjz1wd9owt9oyOXeO92DP2sWeuDnuma+waGXvGcxgsFoulr3ccEhERERERERERUfd55DnxiIiIiIiIiIiIvkm4E4+IiIiIiIiIiMjNcSceERERERERERGRm+NOPCIiIiIiIiIiIjfHnXhERERERERERERujjvxiIiIiIiIiIiI3Bx34hEREREREREREbk57sQjIiIiIiIiIiJyc9yJRyR4//33YTAYcPny5at+jhMnTsBkMqG6urr3BqwLpaWl6N+/P4qKipz6OkRE1HvYM0RE5EzsGSLvYrBYLBZXDwSRu2psbMSlS5cQFxcHg8FwVc9x1113YezYsXjiiSd6eehsLV++HFVVVfjf//1fp78WERE5jj1DRETOxJ4h8i7ciUfkROfOncPgwYNx5swZJCQkOP31jhw5guuvvx7nz59HZGSk01+PiIhciz1DRETOxJ4hci/8OS15hLKyMphMJmRlZXX87aOPPoK/vz927txp93GPPfYYhg0bhuDgYAwePBhPPPEEmpqaAAAWiwUzZszAzTffjPZ92ZcvX0ZSUhJWrlwJwPbw87Nnz2Lu3LmIjIxESEgIRo8ejb///e92X/+VV17B2LFjrQpv06ZNiIiIwDvvvIORI0ciNDQUN998M4qLizvuc//99+OOO+5AVlYW4uLiEBERgV/+8pdobm7GT3/6U0RFRSEhIQG///3vrV4vLS0NJpMJ27dv7+aYJSIigD3DniEici72DHuGqDdwJx55hP79++P3v/89MjMzceDAAdTU1OCHP/whlixZgvT0dLuPCwsLw6ZNm3D8+HH85je/wYsvvog1a9YAAAwGA3JycvDxxx/jt7/9LQBg8eLFiIuLQ2ZmZpfPt3TpUpjNZuzZswdHjhzBc889h9DQULuvv2fPHkyYMMHm73V1dfjVr36FLVu2YM+ePSgoKMCKFSus7vPuu+/i/Pnz2LNnD1avXo3MzEzMmTMHkZGR+Oijj7B48WIsXrwYhYWFVo+7/vrr8c9//tPuMBERkS32DHuGiMiZ2DPsGaJeYSHyIEuWLLEMGzbM8oMf/MCSmppqqa+v79HjV61aZRk/frzV31555RVLQECA5fHHH7cEBwdbTpw40ZG99957FgCWiooKi8VisaSlpVkyMzO7/Xpjx461PPXUU1Z/27hxowWA5dSpUx1/+93vfmeJi4vr+P+CBQssAwcOtLS0tHT8bfjw4ZZvfetbHf9vbm62hISEWP74xz9aPf/DDz9smTZtWreHkYiIvsaeYc8QETkTe4Y9Q+QIX1fuQCTqqV/96ldITU3FK6+8ggMHDiAwMFC8/5///GesXbsWp06dQk1NDZqbmxEeHm51n7vvvhvbt29HdnY2NmzYgGHDhtl9vp/85Cf48Y9/jJ07d2LGjBn43ve+hzFjxti9f319fZfDGBwcjCFDhnT8f8CAASgtLbW6z+jRo9Gv39cHy8bFxSE1NbXj/z4+PoiOjrZ5XFBQEOrq6uwOExER2ceeYc8QETkTe4Y9Q+QI/pyWPMqZM2dw/vx5tLa24uzZs+J99+/fj3vuuQezZ8/GX//6V3z66adYuXIlGhsbre5XV1eHgwcPwsfHBydPnhSf80c/+hHOnDmD++67D0eOHMGECROwbt06u/ePiYlBRUWFzd/9/Pys/m8wGDrOYyHdp6u/tba2Wv3t0qVL6N+/v/g+iIioa+wZ9gwRkTOxZ9gzRI7gTjzyGI2NjfjBD36A73//+3j66aexcOFCXLhwwe79P/jgAwwcOBArV67EhAkTkJKS0mVRPvLII+jXrx927NiB3/72t3j33XfF4UhMTMTixYvx+uuv45FHHsGLL75o977jxo3D8ePHu/8me8HRo0cxbty4Pn1NIiJvwJ7pHvYMEdHVYc90D3uGyD7uxCOPsXLlSlRWVuK3v/0tHn30UYwcORILFy60e/+hQ4eioKAA27Ztw+nTp/Hb3/7W5ipHf/vb3/D73/8ef/jDHzBz5kz87Gc/w4IFC7r8tgkAMjIy8M477yA/Px+ffPIJ3n33XYwcOdLuMMyaNQsffvghWlparu5N91D7t3DSyXGJiKhr7Bkde4aI6OqxZ3TsGSIZd+KRR3j//fexdu1abNmyBeHh4ejXrx+2bNmCvXv3YsOGDV0+5vbbb8fDDz+MBx98ENdeey327duHJ554oiMvKyvDwoULkZmZieuuuw4A8OSTTyI+Ph6LFy/u8jlbWlqwdOlSjBw5EjfffDOGDx+O559/3u5w33LLLfDz88OuXbscePfd98YbbyApKQnf+ta3+uT1iIi8BXume9gzRERXhz3TPewZIpnB0vmH60TUq55//nm88cYbeOedd5z+Wtdffz0yMjJw7733Ov21iIjIPbBniIjImdgzRO6DV6clcrL/9//+HyoqKlBdXY2wsDCnvU5paSnuuusuzJ8/32mvQURE7oc9Q0REzsSeIXIfPBKPiIiIiIiIiIjIzfGceERERERERERERG6OO/GIiIiIiIiIiIjcHHfiERERERERERERuTnuxCMiIiIiIiIiInJz3IlHRERERERERETk5rgTj4iIiIiIiIiIyM1xJx4REREREREREZGb4048IiIiIiIiIiIiN8edeERERERERERERG7u/wNv1qKLu+P/qAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "f = plt.figure(figsize=(15,10))\n", "power.plot_symmetries(k_region = [3.,4.5],fig=f)" ] } ], "metadata": { "kernelspec": { "display_name": "pyxem-demos", "language": "python", "name": "pyxem-demos" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3" } }, "nbformat": 4, "nbformat_minor": 4 }