{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Azimuthal averaging in log-scaled bins\n", "\n", "PyFAI has been optimized for histogramming data on uniform bins. \n", "Neverthless one can perform this histogramming in a different space. \n", "This cookbook explains how to choose the proper radial unit and subsequently\n", "define a new unit to perform this integration\n", "\n", "First of all we will generate an image with some realistic noise and integrate it. \n", "Then we will observe the effects of the output space and finally we will create our own output space.\n", "\n", "## Guinier-like scatterer image" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "#use `widget` for better user interaction within the Jupyter-Lab" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from matplotlib.pyplot import subplots\n", "import numpy\n", "import time\n", "import inspect\n", "start_time = time.perf_counter()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyFAI version: 2024.9.0-dev0\n" ] } ], "source": [ "import pyFAI\n", "from pyFAI.gui import jupyter\n", "print(f\"pyFAI version: {pyFAI.version}\")\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detector Pilatus 100k\t PixelSize= 172µm, 172µm\t BottomRight (3)\n", "Wavelength= 1.000000e-10 m\n", "SampleDetDist= 1.000000e+00 m\tPONI= 0.000000e+00, 0.000000e+00 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 1000.000 mm\tCenter: x=0.000, y=0.000 pix\tTilt= 0.000° tiltPlanRotation= 0.000° 𝛌= 1.000Å\n" ] } ], "source": [ "# Setup azimuthal integrator\n", "ai = pyFAI.load({\"dist\":1, \"detector\":\"Pilatus100k\", \"wavelength\":1e-10})\n", "q = ai.array_from_unit(unit=\"q_nm^-1\")\n", "method=(\"full\", \"histogram\", \"cython\")\n", "print(ai)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Guinier-like scatterer\n", "I = 1e6*numpy.exp(-q**2/2)\n", "#Add some noise to make it look real\n", "Y = numpy.random.poisson(I)\n", "fig, ax = subplots()\n", "ax.semilogy(q.ravel(), Y.ravel(), \",\")\n", "ax.set_ylabel(\"Intensity (counts)\")\n", "ax.set_xlabel(\"scattering vector q ($nm^{-1}$)\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(2,1, figsize=(15,8))\n", "jupyter.display(I, ax=ax[0], label=\"Synthetic\")\n", "jupyter.display(Y, ax=ax[1], label=\"Poissonian \")\n", "pass" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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MTH3xxRe67bbbyt2jW7du5V43a9ZMWVlZf/rZ0dHRZQXrj+/btm2bjh07piFDhpSNuAUEBGjOnDnavn37Gf98qampstvtGjhw4Bm/p7oxkgUAAABUkq+nXWn/GGrZZ1eWj4+PhgwZoiFDhujvf/+77rjjDk2ePFljxozRLbfcookTJyo5OVkrVqxQ69atdf7555d7v6enZ7nXhmHI5XL96eee7n15eXmSpAULFqh58+blrvvjtMbTOdUUQitRsgAAAIBKMgzjjKfs1UYxMTFlW643btxYl19+uWbOnKnk5GTdeuutlb6fp6ennM7KrVGLiYmRt7e3du3adcpRKC8vL0k67b27du0ql8ulb7/9tmy6oNXq7v9lnKH09HTddtttyszMlN1u1w8//CB/f3+rYwEAAADV7tChQ7r66qt12223qVu3bgoMDNTq1av1zDPP6LLLLiu77o477tCll14qp9Op0aNHV/pzoqOjlZSUpPPOO0/e3t5q1KjRn74nMDBQDz30kB588EG5XC71799fOTk5+v777xUUFKTRo0erVatWMgxD8+fP1/Dhw+Xr61turdiJzx49erRuu+22so0vdu7cqaysLF1zzTWV/lncod6vyRozZoz+8Y9/KC0tTd9++22lhh4BAACAuiwgIEDx8fF64YUXNGDAAHXp0kV///vfNXbsWE2fPr3suoSEBDVr1kxDhw5VZGRkpT/nueee09dff62oqCide+65Z/y+f/7zn/r73/+uKVOmqFOnTrr44ou1YMECtW7dWpLUvHlzPfHEE5o4caLCw8N13333VXifV155RaNGjdK9996rc845R2PHjlV+fn6lfw53MUzTNC379Gq2YcMG3X///Vq8eHGV3p+bm6vg4GDl5OQoKCjIzekAAABQVxQUFCg9PV2tW7eWj4+P1XHcLi8vT82bN9fMmTN15ZVXWh3HUqf6u65MN6jVI1nLli3TiBEjFBkZKcMwyuaN/p7D4VB0dLR8fHwUHx+vVatWlZ3bunWrAgICNGLECPXo0UNPPfVUDaYHAAAAajeXy6WsrCz985//VEhIiEaOHGl1pHqhVpes/Px8xcbGyuFwVHh+7ty5SkxM1OTJk7V27VrFxsZq6NChZdtClpSUaPny5Xr55ZeVnJysr7/+Wl9//XVN/ggAAABArbVr1y6Fh4fr3Xff1ZtvvikPj3q/ZUONqNW/xWHDhmnYsGGnPP/8889r7NixZTugzJgxQwsWLNCbb76piRMnqnnz5urVq5eioqIkScOHD1dqaqqGDBlS4f0KCwtVWFhY9jo3N9eNP83Z+XHRLLX+4f/klE0u2WTKJpdx4ntDLsMuU4achoeK5aliw0slNi85bV5y2bzksnvLZfOW6eEt0+4l0+4tefjI8PCW4ektw9NXnl6+8vANkKd/iLz8Q+QT0Eg+gY0UEBQqbx/fM36yOAAAAOqG6Oho1ePVQ5ap1SXrdIqKirRmzRpNmjSp7JjNZlNCQoKSk5MlSXFxccrKytKRI0cUHBysZcuW6a677jrlPadMmaInnnii2rNXRUnhcYXoaPmD5im+rwaFpqfyDD/lG34qsPmrwB6gEs9AubwCZXoHyfQNlc0/TB6BYfIObiq/kHAFhIYrqFHTk56PAAAAANRndbZkHTx4UE6nU+Hh4eWOh4eHa9OmTZIkDw8PPfXUUxowYIBM09RFF12kSy+99JT3nDRpkhITE8te5+bmlo2CWa3DwGuU3r63XK4SmS6XXM4SuVxOmS6nXE6nXKZLptMp01Uso6RQKimUWVIgV3GBXEUFcpUUSMWFMksKpZICqaRQhrP0y/a7Ly/nMfm48uTnype/eUz+RoEkydsolrdy1NjMkZwq/SqS9CebtjhNQ4eNAB21heiYR7AKvMNU5NtUCoyQPbiZvEOaKyCshULCoxTSKEyGrVbPYAUAAAD+VJ0tWWfqz6Yc/p63t3et3eI9OKSxgkMa1/jnukpKdCwvW8dzD+t43hEV5mWrKL/0z+Jj2XIdy5FZkCNbQba8iw7Ltzhb/s4cBZs5ClK+7IapUB1VqOuoVLS7tJgdlZR18mcVmJ46ZITqqGdjHfNuohL/CJnBLeTVOFqBTaPVqHlbhYY1o4gBAACgVquzJSssLEx2u12ZmZnljmdmZioiIuKs7u1wOORwOCr91Or6yObhoYCQMAWEhFX6vc7iIuUezlTuof06ejhTx7MzVZyTIeVlyPNYpnwKDiiw+KAauQ4rWPnyMYrVXJlScaZULClPUvm/Xh03vZRla6IcrwgV+DeTGRQlr7DWCojsoKatOimoUVNKGAAAACxVZ0uWl5eXevbsqaSkJF1++eWSSregTEpKOuVDys7UuHHjNG7cuLK98FE1dk8vNQqPUqPwP59yWXQ8X9kHdis7c4/yDu5W4ZG9MnP2ySt/rwIKMtS4JFNNdES+RpFamXulwr1SoaTDknb8dp9c+SnTHqkc3ygVBrWSrXEb+UW0V9PoGIVHtJTNTgEDAABA9arVJSsvL0/btm0re52enq7U1FSFhoaqZcuWSkxM1OjRo9WrVy/17t1bU6dOVX5+ftlug6g7vHz91bTlOWra8pxTXlNUcFwH96UrZ/925R/YoeLDu2TL2a2AY3sUVrxX4TqsIB1TkHOblLetdCRsn6SfSt9/zPRWpkcz5fhGqSikrezh5yi4ZVc1a9tN/gE8bBoAAADuUatL1urVqzV48OCy1yc2pRg9erRmzZqla6+9VgcOHNBjjz2mjIwMde/eXYsWLTppMwzUD14+vopsE6PINjEVnj+en6esXZuUvXezCjK3y3bkF/nl7VKjwj0Kd2XJzyhUa+cOKW+HlLdc2iNpjeQyDe01muqATyvlBbWVrWknBbfsohbtz1Vwo9Ca/BEBAABqjVmzZumBBx5Qdna21VEkSYZh6JNPPimbxVabGSYb45/k92uytmzZopycHAUFMdJRlxUXFWj/zi06tGuTjmVske3QFgUd/UXNincqVKd+HlqWQpXlE61jwR1ki+iikDbnqkWHc+Xj61+D6QEAgNUKCgqUnp6u1q1by8fHx+o4Z2zMmDGaPXu2JMnT01MtW7bULbfcor/+9a9/+uDh48eP6+jRo2ratGlNRP1TGRkZatSoUbVvVHeqv+sTS4nOpBvU6pEsq7Amq/7x9PJRy/bd1LJ9t5POZR/Yp8xf1ilvzwa5sjbLL2ebmhbsUBMdVlMdVtOCw1LB2tJNONZJJaZN6fYWOujfXiVNOiugZayan9NboeFREg9sBgAAtczFF1+smTNnqrCwUAsXLtS4cePk6elZ7nmzFfH19ZWvr28NpfxzZ7u5XU1iFwA0eCFNItUxfph6XvWQ4u55XZ0nLlGTx9OV+8B2bRz+sZK7PKEVTa7VT17ddUSB8jBcau3apbijSer7yzR1XXq7Qmd01eEnWmrDvy/Qqv/er9Sv3lLG7m0yXS6rfzwAANDAeXt7KyIiQq1atdI999yjhIQEffbZZzpy5IhuueUWNWrUSH5+fho2bJi2bt1a9r5Zs2YpJCSk7PW6des0ePBgBQYGKigoSD179tTq1aslSTt37tSIESPUqFEj+fv7q3Pnzlq4cGHZe7/99lv17t1b3t7eatasmSZOnKiSkpKy84MGDdKECRP0yCOPKDQ0VBEREXr88cfL/RyGYWjevHllrx999FF16NBBfn5+atOmjf7+97+ruLi47Pzjjz+u7t2766233lJ0dLSCg4N13XXX6ejRo276zZ4aI1kVYAt3SFJQSJiCel8o9b6w7Jjpcung/h3av2W1ju1KlceBDWqSv1XNXfsUauQqtGCNtGeNtGeWtEI6pGDt9umo/MZd5RvdSy07n6ewyFbW/VAAAMA9TFMqPmbNZ3v6ndXsGV9fXx06dEhjxozR1q1b9dlnnykoKEiPPvqohg8frrS0NHl6ep70vhtvvFHnnnuuXnnlFdntdqWmppZdN27cOBUVFWnZsmXy9/dXWlqaAgICJEl79+7V8OHDNWbMGM2ZM0ebNm3S2LFj5ePjU65IzZ49W4mJiVq5cqWSk5M1ZswYnXfeeRoyZEiFP0dgYKBmzZqlyMhI/fTTTxo7dqwCAwP1yCOPlF2zfft2zZs3T/Pnz9eRI0d0zTXX6N///reefPLJKv/+zgQlqwJMF8SpGDabwpq3UVjzNpKuKTt+9GiOdm1co5z0NbLtT1XY0TRFl+xQYyNHjQtWSXtXSXvfkL6XDihU+/zPUVHTWAW07aNWsQPkF8gGGwAA1CnFx6SnIq357L/uk7wqvz7cNE0lJSXpyy+/1LBhwzRv3jx9//336tevnyTpnXfeUVRUlObNm6err776pPfv2rVLDz/8sM45p3Q36Pbt25c7d9VVV6lr166SpDZt2pSde/nllxUVFaXp06fLMAydc8452rdvnx599FE99thjsv36jNNu3bpp8uTJZfeePn26kpKSTlmy/u///q/s++joaD300EN6//33y5Usl8ulWbNmKTAwUJJ08803KykpiZIF1AWBgcHq3PsCqfcFZccKjuUpfVOKsretkm3fWjXOTVOUc7eaGIfVJH+FlL5CSn9Frq8NpdtbKSskVmaLODWNGaDo9l15phcAAHCL+fPnKyAgQMXFxXK5XLrhhht05ZVXav78+YqPjy+7rnHjxurYsaM2btxY4X0SExN1xx136K233lJCQoKuvvpqtW3bVpI0YcIE3XPPPfrqq6+UkJCgq666St26la6F37hxo/r27Svjd6Nv5513nvLy8rRnzx61bNlSksquP6FZs2bKyso65c81d+5cTZs2Tdu3b1deXp5KSkpO2pAiOjq6rGCdyT3dhZIFVBMfvwC17zFY6vHbYwjyj2Zrx88/KHv7Knlm/KgWeT8r0shSa9cOtT68Qzr8qbReOqxA7fTtosKIHgrp0F/R3frLx58dLgEAqDU8/UpHlKz67EoYPHiwXnnlFXl5eSkyMlIeHh767LPPKv2xjz/+uG644QYtWLBAX3zxhSZPnqz3339fV1xxhe644w4NHTpUCxYs0FdffaUpU6boueee0/jx48/4/n+comgYhlynWN+enJysG2+8UU888YSGDh2q4OBgvf/++3ruueeqfE93omQBNcg/MESd+14s9b247NiBfTu156dvVbTjB4Uc/FHRRVsVahxV6PFkKT1ZSneoZJFNWz3b6XBYL/m0O1/RPRIUHFo7tlMFAKBBMowqTdmzgr+/v9q1a1fuWKdOnVRSUqKVK1eWTRc8dOiQNm/erJiYip9JKkkdOnRQhw4d9OCDD+r666/XzJkzdcUVV0iSoqKidPfdd+vuu+/WpEmT9Prrr2v8+PHq1KmTPvroI5mmWTaa9f333yswMFAtWrSo0s+0YsUKtWrVSn/729/Kju3cubNK96oOlKwKsPEFalKTyFZqEnmLpFskScWFx7VtQ7IObvxOnvtSFJX/s5oah9W+ZIuUsUXKeFeu5Ya221spq1FPebQ9X617JCgsIsraHwQAANQZ7du312WXXaaxY8fq1VdfVWBgoCZOnKjmzZvrsssuO+n648eP6+GHH9aoUaPUunVr7dmzRykpKbrqqqskSQ888ICGDRumDh066MiRI1qyZIk6deokSbr33ns1depUjR8/Xvfdd582b96syZMnKzExsWw9VlXy79q1S++//77i4uK0YMECffLJJ1X/hbgZJasCbHwBK3l6+6pdjwvUrkfp+i7T5dLuHVu1b/030s7v1SxnrVq69qqta4faHtohHfpIWiXtsjVXZqNe8mw3QNE9hymkaXNrfxAAAFCrzZw5U/fff78uvfRSFRUVacCAAVq4cGGFOwva7XYdOnRIt9xyizIzMxUWFqYrr7xSTzzxhCTJ6XRq3Lhx2rNnj4KCgnTxxRfrhRdekCQ1b95cCxcu1MMPP6zY2FiFhobq9ttvL7dxRWWNHDlSDz74oO677z4VFhbqkksu0d///veTtn23imGapml1iNqqMk91BmrS4czd2pWapKLtyxV2aLWiS3bKZpT/f+V0e7QyG8fLu8MFaht3kYKC2cEQAICqKigoUHp6ulq3bi0fHx+r46AanervujLdgJEsoA4KDY9S6NAxksZIkrIPZmr72sUq3LpM4YdWqq0rXa2dO9Q6a4eUNVfFy+3a6NlBh8P7KrjzRerQc7C8vPkHBAAAQHWgZAH1QEhYuHpedKN00Y2SpIOZe7Vj9SK5ti9V8yOr1FwZ6lSyUdq7Udr7po596a3Nvl1V0HKAInqOUIv23WVUcU40AAAAyqNkVYCNL1DXhYU3V9glt0u6XZJ0YNcW7VrzhZT+raJzV6uxkaOuBaulLaulLc8rw2iinY36yrPjRWobf4mCQ5haCAAAUFWsyToN1mShPnI5XfplY4oyf1ykgD3f6pyC9fI2isvOF5t2bfbqrOzmAxXe41K169KbUS4AQIPHmqyGgzVZACrNZrepXZd4tetS+oT3Y/m5Sl25SIUbv1Tzg9+rhfarS/F6acd6acdLyvo4VDsb9ZN3p6Fq33ekfANDrP0BAACwEOMT9Z87/o4ZyToNRrLQEO1P36C9KZ/LO/0btTv2o3yNorJzRaZdm32763j0EEX1vVLNWnW0MCkAADWnuLhY27ZtU2RkJI/4qecOHTqkrKwsdejQQXa7vex4ZboBJes0KFlo6AqO52vLqi+V//MXan5wuVqa+8ud/8UWrYxmg9Xo3JHqeO5A2X73P0QAANQnpmlq165dKi4uVmRkZJUfoovayzRNHTt2TFlZWQoJCVGzZs3KnadkuQklC/iNaZrasXmdMlZ9rODdSepYtEH23z2b66BClN6ov3y7jlCHfiPl5eNnYVoAANyvqKhI6enpcrlcVkdBNQoJCVFERIQMwyh3nJJ1ln6/u+CWLVsoWUAFsg9maPuKT2RsXaQOR1cqQMfLzuXLR5sD+0oxl6lj/yvkzzouAEA94XK5VFRU9OcXok7y9PQsN0Xw9yhZbsJIFnBmigoLtOmHL5T303y1ObhEETpUdq7A9FSaf28Vd7hEHc+/RiGNm1iYFAAAoGooWW5CyQIqz+l0acvapTqy5iO1zFysFmZG2bki0640n3N1vN0l6jDwWjVu2tzCpAAAAGeOkuUmlCzg7Jgul9LTVilr5f/UbO9XauXaXXbOaRra5NNNx9teorYDr1ej8JYWJgUAADg9SpabULIA99q3dZ32rJir0F2L1M65vex4aeGK1bEOl6vD4JsUHMqUQgAAULtQstyEkgVUn72/bNKO799T6I4v1Mm5uex4kWnXBr84FXW6Up0GXaugoBDrQgIAAPyKkuUmlCygZuzavlF7lr+tiF3z1ca1o+z4MdNbPwf0k63b1eoy8Er5+PhaFxIAADRolCw3oWQBNW/npjXK+P5ttdizUM1/t2lGrumvTaGD5N/zWnXqc4lsHh4WpgQAAA0NJctNKFmAdUyXSzt//k4HVryr6Iwv1USHy84dVIi2RwxT2Hlj1KZL/EkPCwQAAHA3StZZ4mHEQO3iKinRplVf6ujq99Xx8DcKUV7Zue22aGW0vlxtL7hVEc2jrQsJAADqNUqWmzCSBdQ+hYXHtWHZJzJT31PXvBXyMkokle5Q+LNvTxV3uU5dLrhePn4BFicFAAD1CSXLTShZQO2Wc+SAtibNVuDmj9SxOK3s+FH5anPohQrqc7Pa97pIhs1mYUoAAFAfULLchJIF1B37tv+sXUtnquWezxRpZpUd32tEaG/0VWozZKzCIltbmBAAANRllCw3oWQBdY/L6VTaD18qb9Xb6pL9jQKM45JKpxNu8ItTSexN6jL4Wnl5+1icFAAA1CWULDehZAF1W25uttIWv6XAje+pc/GGsuOHFaRNTYer2aA71Tqmp4UJAQBAXUHJchNKFlB/7NyyTvuW/Fft9n+uJjpSdnyzxznKi7lOMRfdJt+AYAsTAgCA2oyS5SaULKD+KSkuUtryj+Ra85Y65/0gT8MpScqTr9LCLlaTQXerdZc+FqcEAAC1DSXLTShZQP12IGOXtn71X0Wl/09R5v6y45s9zlFO55vU9aIx8vUPtDAhAACoLShZbkLJAhoGl9Oln1fMV9HKNxR7dHnZ6Fau/JXWZLiaDr5bbWJ6WZwSAABYiZLlJpQsoOE5kLFL2758Va12fKBIM7PseJpnFx2PHa2uQ25hZ0IAABogStZZcjgccjgccjqd2rJlCyULaIBcTqc2fDdPzlVvqkveCnkYLknSIYVoa4ur1Hb4BDWJjLY2JAAAqDGULDdhJAuAJB3cm66tX76itrs+UFMdliQVm3atDzxffuffq3Pihsiw2SxOCQAAqhMly00oWQB+r7ioUOsWvyO/H99QTPHPZce329voUMxodb34Dvn6B1iYEAAAVBdKlptQsgCcyrafknX4m+nqevgr+RpFkqRsBWhjxGVqOfR+NW/d0eKEAADAnShZbkLJAvBncg5lauMXr6jl9ncUaWZJklymoXV+feTZ7x51Pm8EUwkBAKgHKFluQskCcKacJSX6een/ZFv9uroWrC07vtMWpawud6jb8LHy9vG3MCEAADgblCw3oWQBqIrdW1K176tp6nJggfyNAknSIQVra6vr1fHSB9SoSTOLEwIAgMqiZLkJJQvA2cg5ckgb5r+kNtvfUoQOSpKOm15a13i4ml2cqFYdYi1OCAAAzhQly00oWQDcobioUOu+mq3g1FfVvmSbpNJ1W6l+feRx3gR17Xcx67YAAKjlKFluQskC4E6my6XNqxapaNmL6nbsh7LjW+ztdDj2LvW4eIy8vLwsTAgAAE6FkuUmlCwA1WXv1lTt//J5dTmwUD5GsSRpv8K0s/0t6jpivPyDQi1OCAAAfo+S5SaULADVLffQfm3+/AW13fGeQpUrSToqX22MvEptRz6qxhEtLU4IAAAkSpbbULIA1JTC43lat+A1hW94Q63MPZKkItNDqWGXqPklk9S8TSeLEwIA0LBRstyEkgWgpjmdTqV+8z/5rpymmJK00mOmobVBFyjkokfVvmu8xQkBAGiYKFl/EB0draCgINlsNjVq1EhLliw5o/dRsgBYxTRNbUheJOey5xRbkFJ2/EefeNkHPqSufYbIMAwLEwIA0LBQsv4gOjpaP//8swICAir1PkoWgNpg+/rvlfP1s+qeu1Q2o/R/sn/27CpnvwfVbeAVbP8OAEANqEw34J/MAFDLte12nnr8ZZ4yb1muNY0vVZFpV5finxT77W3a/mQv/bhollxOp9UxAQDAr2p9yVq2bJlGjBihyMhIGYahefPmnXSNw+FQdHS0fHx8FB8fr1WrVpU7bxiGBg4cqLi4OL3zzjs1lBwA3KtZ267qOf4d5d65WqvCr9Mx01vtnNt17g/3a++TXbX2M4ecJcVWxwQAoMGr9SUrPz9fsbGxcjgcFZ6fO3euEhMTNXnyZK1du1axsbEaOnSosrKyyq757rvvtGbNGn322Wd66qmntH79+pqKDwBuF9a8jXrf86oK71un5Ba3K9f0V5Rrr3qs/asynuyiVZ9MU3FRodUxAQBosOrUmizDMPTJJ5/o8ssvLzsWHx+vuLg4TZ8+XZLkcrkUFRWl8ePHa+LEiSfd4+GHH1bnzp01ZsyYk84VFhaqsPC3fzHJzc1VVFQUa7IA1Go52Yf187zn1GnHbIXqqCRprxGu3TF3q/uIe+Tj42txQgAA6r4GsyarqKhIa9asUUJCQtkxm82mhIQEJScnSyodCTt6tPRfOvLy8vTNN9+oc+fOFd5vypQpCg4OLvuKioqq/h8CAM5ScEiozhvzpLz/skE/tHtAhxSs5mam+mx4Qof/3VUr/vcfFRYetzomAAANRp0uWQcPHpTT6VR4eHi54+Hh4crIyJAkZWZmqn///oqNjVWfPn10yy23KC4ursL7TZo0STk5OWVfu3fvrvafAQDcxT8wWH1uekL+j2zQqg5/0SGFKFIH1C/tnzoypYtW/u8ZFRVQtgAAqG4eVgeobm3atNG6devO6Fpvb295e3tXcyIAqF4+foHqfcNjKjz+oFI+naboTa8rQgcVkfakMtNmaHfMXYq9bLw8vf2sjgoAQL1Up0eywsLCZLfblZmZWe54ZmamIiIiqnxfh8OhmJiYU454AUBd4O0bqLjr/qbAR37WDx0fVZZCFa5D6pX2lI78u4vWfPScStggAwAAt6vTJcvLy0s9e/ZUUlJS2TGXy6WkpCT17du3yvcdN26c0tLSlJKS4o6YAGApH78A9bn+rwp69Get6DhJGWqspuYh9fzpH8qc0lWrP3tZzpISq2MCAFBv1PqSlZeXp9TUVKWmpkqS0tPTlZqaql27dkmSEhMT9frrr2v27NnauHGj7rnnHuXn5+vWW2+1MDUA1D4+vv7qd/1EBT2yXt+3f7hsg4xeaydp91PdlbJwllxOl9UxAQCo82r9Fu5Lly7V4MGDTzo+evRozZo1S5I0ffp0Pfvss8rIyFD37t01bdo0xcfHV/kzHQ6HHA6HnE6ntmzZwhbuAOql/KM5+unjpxWTPktBypckbbG3U3afRxV34SgZtlr/3+EAAKgxldnCvdaXLCtV5hcJAHXV0eyD2vjRU+qy+235qXSN1s8enVUy6P8Ue94wGYZhcUIAAKxHyXITShaAhiT30H5t+fAf6rrvA3kbxZKkdd495T10ss7pMdDidAAAWIuS5SaULAAN0ZH96dr+0eOKPfC5PA2nJGmtX3+FjnhC0Z16WZwOAABrVKYbMOG+AmzhDqAha9SstXrdN1sHx3ynNcFD5TIN9Tj2nVq+n6DVL1yt/elpVkcEAKBWYyTrNBjJAgBp58bVOjT/cfXIXy5JKjbt+rHJZWp79T/UODzK4nQAANQMpgu6CSULAH6z+cflKlj0uGILV0uS8k0fpbYcrdhr/qaAwGCL0wEAUL0oWW5CyQKAk63/boF8lj6uDiVbJEkHFaKtnSeo1+Xj5enpZXE6AACqByXLTShZAFAx0+VS6pez1HTV02puZkiSdtha6Ejfv6n7hdfxjC0AQL3DxhdniY0vAOD0DJtN5w67TU0npmrVOY/oiAIV7dqjc7+/Rxv/PUBb1i61OiIAAJZhJOs0GMkCgDOTm31IG/73hM7d+658fn3G1trAwYq44ilFtomxOB0AAGePkSwAQI0KCmmsvndOU/YdK7UqZHjptu9Hlyhsdn+tenmscg/utzoiAAA1hpIFAHCbiKi26v3Ae/pl1CKl+sTJy3Cqd9b/ZEw/VyvfnqzCgmNWRwQAoNpRsgAAbteuax/FPvq1UgfP1lZbWwXquOK3TdXBp7sr5YvZMl0uqyMCAFBtKFkVYOMLADh7hmGo+8DL1eZvKVoZ+6QOqJGam5mKWzlBG6YM0JYfv7M6IgAA1YKNL06DjS8AwH2O5WXrp7n/VOyu2fIxiuUyDaU0GqY21z6tJs1aWh0PAIDTYuMLAECt4xcQovjbn1PuHT9obdCFshmm4rMXym9GnJJn/VUFx/OtjggAgFtQsgAANappVDv1SPxYWy79WFs8OsjfKFDfHQ4dfqa71ix8k/VaAIA6j+mCp8F0QQCoXqbLqbULXlfUmqfVVIclSRs9O8tz+L/V7twBFqcDAOA3TBcEANQJhs2uniPuVuBD6/RDyzt13PRSp+INavfpCKVMvU4HM3ZbHREAgEqjZFWA3QUBoGb5BgSpz23PKnfsD0oJvkiSFJf9hbxe6a3k96aopLjI4oQAAJw5pgueBtMFAcAam1YnyeOLh9XOuV2StM3WRscvekZd+wyxOBkAoKFiuiAAoE47p9eFaj1plVI6/59y5a92rl/UddEoJb9wvTL3M4UQAFC7UbIAALWS3cNDcVc/LPO+1VoTeqkkqW/OQvnMiNe370xRYRFTCAEAtRMlCwBQqwWHRarnhHf0y8iPle7RRsFGvgZu/bd2/LuP1qz42up4AACchJIFAKgT2vS4UNGTVmld17/qqPzU0bVd5355tb597gbt2cMUQgBA7UHJAgDUGYbdU7FXPSpj/GqtazxcNsPUwKML5P96H3391r91vLDY6ogAAFCyAAB1T0Dj5ood/552X/6xdnq2ViMjT0O2T1H60320+vvFVscDADRwlCwAQJ0V1f1CtZyYog2xf1We/BTj2qYeX43SsudvUkbGXqvjAQAaKEpWBXgYMQDUHYbdU52veFS28Sn6qfHFshmmBuR+Lu9X4rVs7nMqKSmxOiIAoIHhYcSnwcOIAaDu2bHmK9kWPqSWzp2SpE32jnINf04xPc+3OBkAoC7jYcQAgAYruudFajFxtdZ2elh58tU5zs0657MRSn5pjHIOZ1kdDwDQAFCyAAD1js3TSz2u/T8V3b1Sa4MTZDNM9T30iZzTemr1Jy/JdDmtjggAqMcoWQCAeis0opV6PPiR0i56VztsUQpVrnqt+z9t+vcA7dycanU8AEA9RckCANR7Mf0uUeSja7SizQPKN73VqehnNXv3Qq148xEVFh63Oh4AoJ6hZAEAGgQvb2/1u+UJ5dy6XOt9e8vLKFG/Xa9q39O9tXFVktXxAAD1CCULANCgREZ3VNeHv9TauP/osILU2rVLHRdcpeTptyk357DV8QAA9QAlCwDQ4Bg2m3pcMlb28SlaHVL6bK2+Bz/S8Rd66cev37U6HgCgjqNkAQAarODGEer1wFxtSJijvUa4wnVI535/j1b/5zId3L/L6ngAgDqKkgUAaPA6979MjR9eo5XNblKJaVOvvKXyerWPfvhwqlxOl9XxAAB1DCWrAg6HQzExMYqLi7M6CgCghvj4BSr+Lod2XbVA2+xtFaR89fl5stKeHqhdW9dbHQ8AUIcYpmmaVoeorXJzcxUcHKycnBwFBQVZHQcAUEOcJcVa/f6T6rbVIV+jSIWmp9a2vlM9r58sL29vq+MBACxQmW7ASBYAAH9g9/BU/E2P68iYZfrZp4e8jWL13eHQnqd7a/OaJVbHAwDUcpQsAABOIbJ1J3V+JElrevxbRxSoNq4davfZFUqeca8KjuVZHQ8AUEtRsgAAOA3DZlPPkfdI41ZpTdAQ2Q1TfTPeUdazvbUpZbHV8QAAtRAlCwCAM9CoSaR6Jn6odf1n6IAaqaW5Vx3mj9IPr9yt4/lHrY4HAKhFKFkAAFRCbML18pqQopRfH2LcJ/M9HfxPb21a+aXV0QAAtQQlCwCASgoObaK4B+Zq/YDXlKVQRZn71GHhtfrh5TsZ1QIAULIAAKiqbhdcK+/7U7QqZHjpqFbWXB3+Ty9t/OELq6MBACxEyQIA4CwENwpT7wfe07qBbyhTjdXczFCnRddppeN2Hc/LtToeAMAClCwAANwgdvAo+T6QopWNRkiS4g98qMPP9VLaigUWJwMA1DRKFgAAbhIU0ljx97+t9YNnar/C1NzMVMxXN2jV9Ft1LC/b6ngAgBpCyQIAwM26DbxS/g+m6IfQyyRJvQ9+rJzn4rTph4UWJwMA1ARKFgAA1SAoOFR9JszR+gvmaJ+aqpmZpQ5f3KCVr96rwoJ8q+MBAKpRgyhZx44dU6tWrfTQQw9ZHQUA0MB0G3CZAh9cqZUhl8hmmIrf/472PdNX23/6wepoAIBq0iBK1pNPPqk+ffpYHQMA0EAFBocq/oF3tfa8l3VIwWrt2qmoD4crec7/yVlSYnU8AICb1fuStXXrVm3atEnDhg2zOgoAoIHrMeRG6d5k/eh3nrwMp/r+8pK2PD1Ae39JszoaAMCNanXJWrZsmUaMGKHIyEgZhqF58+addI3D4VB0dLR8fHwUHx+vVatWlTv/0EMPacqUKTWUGACA02vctLm6PzRfq2L/pTzTV52KNyhk9mCt/PAFmS6X1fEAAG5Qq0tWfn6+YmNj5XA4Kjw/d+5cJSYmavLkyVq7dq1iY2M1dOhQZWVlSZI+/fRTdejQQR06dKjJ2AAAnJZhs6n3FeN19LZvlebVVf5GgeJ/flypzw7Tgf27rI4HADhLhmmaptUhzoRhGPrkk090+eWXlx2Lj49XXFycpk+fLklyuVyKiorS+PHjNXHiRE2aNElvv/227Ha78vLyVFxcrL/85S967LHHKvyMwsJCFRYWlr3Ozc1VVFSUcnJyFBQUVK0/HwCgYXKVlCjl/X/p3K0vycso0WEF6pf4J9Vr2GirowEAfic3N1fBwcFn1A1q9UjW6RQVFWnNmjVKSEgoO2az2ZSQkKDk5GRJ0pQpU7R7927t2LFD//nPfzR27NhTFqwT1wcHB5d9RUVFVfvPAQBo2GweHoq/6XHtv/YL/WJvrVAdVa+VE7TyhWuVc+Sw1fEAAFVQZ0vWwYMH5XQ6FR4eXu54eHi4MjIyqnTPSZMmKScnp+xr9+7d7ogKAMCfahXTWy0eTtaq5rfIZRqKz1mkYy/21s8rFlgdDQBQSR5WB6gpY8aM+dNrvL295e3tXf1hAACogJePr3qPfUlbVo1QwBf3KdLMVPiXN2rlTzfo3NH/kZePn9URAQBnoM6OZIWFhclutyszM7Pc8czMTEVERJzVvR0Oh2JiYhQXF3dW9wEAoCo69L5IIYkrldLodw8wfraPdm9caXU0AMAZqLMly8vLSz179lRSUlLZMZfLpaSkJPXt2/es7j1u3DilpaUpJSXlbGMCAFAlfoGNFHf/u1rTr/QBxtHOnQp/f5hS33tMppMHGANAbVarS1ZeXp5SU1OVmpoqSUpPT1dqaqp27Srd3jYxMVGvv/66Zs+erY0bN+qee+5Rfn6+br31VgtTAwDgPj0vulEld61Qik8/eRlOdd/8orY+O1hHMnZYHQ0AcAq1egv3pUuXavDgwScdHz16tGbNmiVJmj59up599lllZGSoe/fumjZtmuLj48/qcx0OhxwOh5xOp7Zs2cIW7gAAy7mcLi3/4EX13PhvBRgFylGA9g54VjEX3GB1NABoECqzhXutLllWq8wvEgCAmrAlbZ1cH96mc1zbJElrmlypLre9JG/fAIuTAUD91iCekwUAQEPUISZWrR7+Tsublo5g9TzwsfY/21e7NrKOGABqC0oWAAB1jK+vr86/9xWtHfCmDipE0a5davr+MK383zMyXS6r4wFAg0fJqgBbuAMA6oIeF1wl8+7vtM6nl3yMYsWnPakf/3Opsg9m/vmbAQDVhjVZp8GaLABAXeByOpXy/pM6d8tUeRlOZaqxDg+drk59h1sdDQDqDdZkAQDQgNjsdsXf+Jh2X/WZdhuRCtchdVh0g1a++ZCcJTxTCwBqGiULAIB6om23/gpNTNaq4GGyG6bid72uzc8MUtbedKujAUCDQskCAKAe8Q8MUe8H31dKj6eVb/oopugneb5+vtZ9M9fqaADQYFCyKsDGFwCAui5u5N06fNNX2mZvq0Y6qthldyr5lbtVVFhgdTQAqPfY+OI02PgCAFDXFRYcU+ob4xV/4ENJ0maPDvK/frZatI2xOBkA1C1sfAEAACRJ3j5+ih/3hlL7TVeu/NWxZIuC51yglAVvWB0NAOotShYAAA1A94tuVsHtS7XZs5MCjeOKS0lU8ou36Hh+ntXRAKDeoWQBANBANI3qoLYPf6tVzUdLkvoe+VT7nztPOzenWhsMAOoZSlYF2PgCAFBfeXh5q/fYadpw4SwdUrDauHaoybsXafXnr1odDQDqDTa+OA02vgAA1GcH9+9U5syb1LlovSRpVehIdbvjFfn4BVicDABqHza+AAAAfyqsWSud88gS/dDidrlMQ70Pf6a9z/XXnm0/WR0NAOo0ShYAAA2Y3cNDfe54XhsueFOHFaS2znSFvDVEa7940+poAFBnUbIAAIC6DrxSJWOXKc2ziwKM4+qx8kGtmn6rCgvyrY4GAHUOJQsAAEiSmjZvrfaPLNGKyNLdB3sf/Fi7nz1f+35JszgZANQtlKwKsLsgAKCh8vT0Ur87pyl1wOs6okC1c25X4JwLtO6rOVZHA4A6g90FT4PdBQEADdn+XVuVPedmdSrZKEla1fQanXv7NHl6+1qcDABqHrsLAgCAs9asZXu1ffhbrQi/UZLUO+t/2vHsQB3cu93iZABQu1GyAADAKXl5e6vfPS9rTb8ZyjH91b5ks+yvD9LG7z61OhoA1FqULAAA8Kd6XnS9ckcnaautjRopVx2+Hq2Ut/4m0+W0OhoA1DqULAAAcEai2nRS84eWKzl4uOyGqbjt0/XTc5cqL+eQ1dEAoFahZAEAgDPm5xegPg+8qxWdJ6vQ9FS3/BXKmdpPu9JWWh0NAGoNShYAAKgUwzDU7+pE/TLyI+1TUzU3M9Rk7qVKnT/D6mgAUCtQsirAc7IAAPhznXoOlNe9y/Wjd5x8jSJ1X/2oUl6+XSVFBVZHAwBL8Zys0+A5WQAA/LmSkhIlv/mIzt/3hiRpo2dnNbn9fYVFtLQ4GQC4D8/JAgAANcbDw0Pn3/m81vR9WUdNX3Uq3iBzxgBtSllsdTQAsAQlCwAAuEXPoTfq8I1fKd3WUk10RG3mX6Pk95+W6XJZHQ0AahQlCwAAuE2rDt3U9MHlWhswUF6GU303PaWUF69XwfF8q6MBQI2hZAEAALfyDwzRuYnztLLdA3KahnrnLNLu/wxQxq6tVkcDgBpByQIAAG5n2GyKv+kJbRoyW0cUqPbObfJ+8wKlff+Z1dEAoNpRsgAAQLXp3P8yHR+TpK32tmqkXHX86hatfudx1mkBqNcoWQAAoFpFRndUi8RlWhl8seyGqV5bX9D6qVeqID/H6mgAUC0oWQAAoNr5+geo9/3v6bsOk1Rs2hWbu0SZz5+vrJ1pVkcDALejZAEAgBph2Gzqf8NEpQ19T1lqpFbOnfKeOUSbV3xqdTQAcCtKFgAAqFGx/Yaq+PYl2mjvqGDlqd2Xo5Xy/r9YpwWg3qBkVcDhcCgmJkZxcXFWRwEAoF5qHtVarf7yjX4IKl2nFbfpWa2ZdoMKC45ZHQ0AzpphmqZpdYjaKjc3V8HBwcrJyVFQUJDVcQAAqHdMl0sr3v2X+mx9XnbD1GaPcxR62//UJLKV1dEAoJzKdANGsgAAgGUMm03n3fSYNlwwUznyV8eSTXK9Nkib1yy1OhoAVBklCwAAWK7bwCt09KavtNMWpXAdVvRno7T6sxlWxwKAKqFkAQCAWqFFuy5q/MAypfr1lbdRrF5rH9XKV8fJVVJidTQAqBRKFgAAqDUCgkLV7S8LlBw5RpIUv/9tbXhumPJyDlkbDAAqgZIFAABqFZvdrr53vqiUXs/puOmlrsdX6ciL52vftvVWRwOAM0LJAgAAtVLcpXdo1+UfK0NhinLtVeDbQ7Vp+UdWxwKAP0XJAgAAtVbHc8+X7c4lSvOIUaCOqf3i2/Xje09IPIEGQC1GyQIAALVa08iWav2Xb/R90CWyG6bO3fy81r10rUoK8q2OBgAVomQBAIBaz9fXV/0eeFtL2z6iEtOm2MNfasfzFyj3UJbV0QDgJJQsAABQJxg2mwbd/DetHThT2WaA2hVt0kFHgtJ/2WJ1NAAoh5IFAADqlN4XXK5DV8/TQTVSG9dOBc1J0I/ffWF1LAAoQ8kCAAB1TtsucbKN/Vo7PFqrsXLU5esb9cP/nrE6FgBIagAlKzs7W7169VL37t3VpUsXvf7661ZHAgAAbhDavL2aJS5TatBgeRpO9Ul7UmteulnOogKrowFo4AzTrN97oDqdThUWFsrPz0/5+fnq0qWLVq9ercaNG//pe3NzcxUcHKycnBwFBQXVQFoAAFBZpsul5LceU59fpstmmNrs3VXN7/5YAY2aWh0NQD1SmW5Q70ey7Ha7/Pz8JEmFhYUyTVP1vFcCANCgGDab+o3+l9b0f1VHTV91LPxJ2S8NVEb6BqujAWigan3JWrZsmUaMGKHIyEgZhqF58+addI3D4VB0dLR8fHwUHx+vVatWlTufnZ2t2NhYtWjRQg8//LDCwsJqKD0AAKgpcUOu1d4rP9U+NVEL1z75zL5I21K+sjoWgAao1pes/Px8xcbGyuFwVHh+7ty5SkxM1OTJk7V27VrFxsZq6NChysr67bkZISEhWrdundLT0/Xuu+8qMzOzpuIDAIAadE5svIyxSdpk76AQ5anl/Ov140LWYwOoWXVqTZZhGPrkk090+eWXlx2Lj49XXFycpk+fLklyuVyKiorS+PHjNXHixJPuce+99+qCCy7QqFGjTjpXWFiowsLCste5ubmKiopiTRYAAHVMXl6uNjuuU8/j30uSkluPU5+b/yXDVuv/+zKAWqrBrMkqKirSmjVrlJCQUHbMZrMpISFBycnJkqTMzEwdPXpUkpSTk6Nly5apY8eOFd5vypQpCg4OLvuKioqq/h8CAAC4XUBAkGITP1Vy02slSX3THVo17SYV/e4/pgJAdanTJevgwYNyOp0KDw8vdzw8PFwZGRmSpJ07d+r8889XbGyszj//fI0fP15du3at8H6TJk1STk5O2dfu3bur/WcAAADVw8PTU33vfU0rz5kop2koPnuBNj53sY4cPmR1NAD1nIfVAapb7969lZqaekbXent7y9vbu3oDAQCAGhV/3ST99E202n57v2KL1mr79MHKvekDtWpT8cwWADhbdXokKywsTHa7/aSNLDIzMxUREVHl+zocDsXExCguLu5sIwIAgFqg6wXXK2vUJzqoRmrr2infOUO1PmWZ1bEA1FN1umR5eXmpZ8+eSkpKKjvmcrmUlJSkvn37Vvm+48aNU1pamlJSUtwREwAA1ALRXc+TMXaxdtpbqamOqO38UUpe9K7VsQDUQ7W+ZOXl5Sk1NbVsyl96erpSU1O1a9cuSVJiYqJef/11zZ49Wxs3btQ999yj/Px83XrrrRamBgAAtVHj5u0U/sC32uTbQ/5GoXon36tv35miOrTZMoA6oNZv4b506VINHjz4pOOjR4/WrFmzJEnTp0/Xs88+q4yMDHXv3l3Tpk1TfHx8lT/T4XDI4XDI6XRqy5YtbOEOAEA94you1PoZt6r7oQWSpGVh16vf3dPl4VHvl6sDqKLKbOFe60uWlSrziwQAAHWMaWrt239Tj+0OSVKK3/nqdO97CggItDgYgNqowTwnCwAAoMoMQz1ufkrrez+rItNDcceWa/cLFyorY4/VyQDUcZQsAADQoHUbfqd2XvKOchSgTs7NKp5xgX7ZlGp1LAB1GCWrAmzhDgBAw9K+98XKv3Gh9hnhaq5MNX5vuH5a8YXVsQDUUazJOg3WZAEA0LDkHNirzNeuUIfizSoyPZTa8yn1HnmX1bEA1AKsyQIAAKiC4CbN1fLBJKUGnC8vo0S91z6iFbP+KtPlsjoagDqEkgUAAPA7Pn6B6vbgp1oZcb0kqd8Oh354abSKi4ssTgagrqBkAQAA/IHNblf83TOU0mmiXKahvkc+04bnLtHR3CNWRwNQB1CyKsDGFwAAQJLirp2kn/pP13HTS90LVinjxQQdzNhldSwAtRwbX5wGG18AAABJ2rp2iRp/dotClav9RhM5r/9QLTp0tzoWgBrExhcAAABu1L7HYB27eZF2G5FqZh5Q0LvDtW3Vl1bHAlBLUbIAAADOQIu2neV7d5I2epyjIOWr5YIb9PPXs62OBaAWomQBAACcobDwSEU9sFgpvv3lZZSo03f3a83HL1gdC0AtQ8mqABtfAACAUwkICFTsg/O0ImSE7IapnusfV/Kc/xPL3AGcwMYXp8HGFwAA4FRcTpd+eOMB9dtXOmXwhybXKO6uV2T38LA4GYDqwMYXAAAA1cxmt6nfndO0sv1fJEl9DvxP66ZeoYJjeRYnA2A1ShYAAMBZiL/xMa2J+4+KTA/1yFumHS8MUc6RA1bHAmAhShYAAMBZ6nnJWG25aI5yTH+dU5ymIy9doKzd26yOBcAilCwAAAA36HLeJTpw9TxlKVTRrl3yeWOg9qV8anUsABagZFWA3QUBAEBVtOvSWyVjFmmTrZ2ClKemC8Yo/Zs3rY4FoIaxu+BpsLsgAACoisM5R5X68mhdUJgkl2loc9wT6nTp/VbHAnAW2F0QAADAQqHBgeqT+L6+CRwpm2Gq0+rHtP6Df1kdC0ANoWQBAABUAz9vL51//ywlNb5BktRtw7NaO2eixCQioN6jZAEAAFQTTw+7Bt/r0DeRd0mSevzyila/fp9Ml8viZACqEyULAACgGtnsNg0e+7SWt0mUJPXa97ZWOW6V0+m0OBmA6kLJAgAAqGaGYej8WyYrucvjcpmG4g/N09qpV6uo4JjV0QBUA0oWAABADek76kGl9n5WJaZNcUeTtPv5QTp2ZL/VsQC4GSWrAjwnCwAAVJcel4xV2oWzlG0GqG3RZmVNv1jZBzOsjgXAjXhO1mnwnCwAAFBdNvy0Rk0/ulJNlK10Wyv53/aJmrZoa3UsAKfAc7IAAABquc5deyr/2o91UCFq7dop478J2rMl1epYANyAkgUAAGCR6E49VTTmK+2wRamJDsv33ZHa+tMqq2MBOEuULAAAAAtFRndU4D1fa5u9rRorR2EfXql1KcutjgXgLFCyAAAALNa4STM1Hf+ltnl2UCPjqFrNv1YpKxZbHQtAFVGyAAAAaoGgkCZqMeErbfOOUYiRr3O+vEkrkuZZHQtAFVCyAAAAagmfwEZqdf8ibfONVaBxXL2W3aZVH79odSwAlUTJAgAAqEU8/YLV+oFFWh98gbwMp3qvf0zrZ06QXC6rowE4Q5QsAACAWsbu7aeu93+o5ZG3S5K67Zyt9a/dIZOiBdQJlCwAAIBayLDZ1X/sc/qqw+NymYa6ZXyk1FfGyHQWWx0NwJ+gZAEAANRShmHoohse1PLOT8hlGjr3wKfaNHWknEUFVkcDcBqUrAo4HA7FxMQoLi7O6igAAAAaeM39WtHrBRWYnup0dIXSpl2p4qJCq2MBOAXDNE3T6hC1VW5uroKDg5WTk6OgoCCr4wAAgAZuxeJP1GP5WPkYxUrxH6iuEz6Qj7e31bGABqEy3YCRLAAAgDqiX8IV2jTwZRWZdsXlf6sfp16t/Lxcq2MB+ANKFgAAQB3S/YJrlD5oukpMm/oe/1ZZUwcoN3OX1bEA/A4lCwAAoI7pOPgGpQ9/W4cUrNYl6cp5dZgOZlC0gNqCkgUAAFAHtY+/REdu+EL7FaYo1x4VvHqRDuzcaHUsAKJkAQAA1FntOnRW8U2fap+aqoW5Xx4zhypz6xqrYwENHiULAACgDmvZrovM27/WZqONGilH3u9cpn2bVlkdC2jQKFkAAAB1XPOoaAXf/YU22torREfl//4V2p32g9WxgAarSiVr9OjRWrZsmbuzAAAAoIoiwiMUds9CbbR3ULDyFPS/q7Tz5xVWxwIapCqVrJycHCUkJKh9+/Z66qmntHfvXnfnAgAAQCU1adJU4fcu1EZ7RwUrT40+HKVf1iZZHQtocKpUsubNm6e9e/fqnnvu0dy5cxUdHa1hw4bpww8/VHFxsbszAgAA4AyFNm6iZvd9oTSPGAUpX5GfXav05XOtjgU0KFVek9WkSRMlJiZq3bp1Wrlypdq1a6ebb75ZkZGRevDBB7V161Z35gQAAMAZCmnUWC0mfKEUr3j5qFhRi+/W9qVvWR0LaDDOeuOL/fv36+uvv9bXX38tu92u4cOH66efflJMTIxeeOEFd2QEAABAJQUFhajTg5/rW98EeRguRS8Zr+1fvGR1LKBBqFLJKi4u1kcffaRLL71UrVq10gcffKAHHnhA+/bt0+zZs7V48WL973//0z/+8Q9356203bt3a9CgQYqJiVG3bt30wQcfWB0JAACgRgT4eqv3/e9pif8w2Q1TbVf+n3Z8/LjVsYB6zzBN06zsm8LCwuRyuXT99ddr7Nix6t69+0nXZGdn69xzz1V6ero7clbZ/v37lZmZqe7duysjI0M9e/bUli1b5O/v/6fvzc3NVXBwsHJychQUFFQDaQEAANyvoKhEi15+UJdnz5Ekbek+UR0un2RxKqBuqUw3qFLJeuutt3T11VfLx8enyiGtEhsbq/nz5ysqKupPr6VkAQCA+qKoxKUvXk7UZYdnSpJ+PvdxdbnsQYtTAXVHZbpBlaYLLlmypMJdBPPz83XbbbdV5ZantGzZMo0YMUKRkZEyDEPz5s076RqHw6Ho6Gj5+PgoPj5eq1ZV/JTzNWvWyOl0nlHBAgAAqE+8PGy65N7n9HXoDZKkmLVPaO3nr1icCqifqlSyZs+erePHj590/Pjx45ozZ85Zh/q9/Px8xcbGyuFwVHh+7ty5SkxM1OTJk7V27VrFxsZq6NChysrKKnfd4cOHdcstt+i1115zaz4AAIC6wsPDrgvGObQ89CrZDFOxqydp1YI3rY4F1Dselbk4NzdXpmnKNE0dPXq03HRBp9OphQsXqmnTpm4NOGzYMA0bNuyU559//nmNHTtWt956qyRpxowZWrBggd58801NnDhRklRYWKjLL79cEydOVL9+/U55r8LCQhUWFpa9zs3NddNPAQAAUDvY7TadN+51rZpeoN5HFujcVQ/pB7uP+lx8g9XRgHqjUiNZISEhCg0NlWEY6tChgxo1alT2FRYWpttuu03jxo2rrqwnKSoq0po1a5SQkFB2zGazKSEhQcnJyZIk0zQ1ZswYXXDBBbr55ptPe78pU6YoODi47ItphQAAoD6y2e3qNW6OUoMT5Gk4dW7yBKV8PsPqWEC9UamRrCVLlsg0TV1wwQX66KOPFBoaWnbOy8tLrVq1UmRkpNtDnsrBgwfldDoVHh5e7nh4eLg2bdokSfr+++81d+5cdevWrWw911tvvaWuXbuedL9JkyYpMTGx7HVubi5FCwAA1Es2Dw91u+89/TR9lLrmfKu4NY9qQ95udb7+SaujAXVepUrWwIEDJUnp6elq2bKlDMOollDu1L9/f7lcrjO61tvbW97e3tWcCAAAoHaweXqp8/iPtfS1BzQo6y113jxd6+d6q9u1j1kdDajTzrhkrV+/Xl26dJHNZlNOTo5++umnU17brVs3t4T7M2FhYbLb7crMzCx3PDMzUxEREVW+r8PhkMPhkNPpPNuIAAAAtZrNw0MD7n5JX73up4v2v6puG5/T2g991GPUI1ZHA+qsM35Ols1mU0ZGhpo2bSqbzSbDMFTRWw3DqLZyYhiGPvnkE11++eVlx+Lj49W7d2+99NJLkiSXy6WWLVvqvvvuK9v4oqp4ThYAAGgoTNPUtzPu16DM2ZKklG7/UNyV91ucCqg9KtMNzngkKz09XU2aNCn7vqbk5eVp27Zt5XKkpqYqNDRULVu2VGJiokaPHq1evXqpd+/emjp1qvLz88t2GwQAAMCfMwxDA++aqhWvFKjfgbnquW6ykm3e6nv53VZHA+qcMx7JssrSpUs1ePDgk46PHj1as2bNkiRNnz5dzz77rDIyMtS9e3dNmzZN8fHxVf7M308X3LJlCyNZAACgwTBdLq15+Vb1OjhPJaZNK3o+rwEj+Y/XQGVGsqpUsmbPnq2wsDBdcsklkqRHHnlEr732mmJiYvTee++pVatWVUteyzBdEAAANESmy6n1029Q7OFFKjLt+qHncxQtNHiV6QaVek7WCU899ZR8fX0lScnJyZo+fbqeeeYZhYWF6cEHH6zKLQEAAFBLGDa7uo17WxsaXSAvw6l+axL13ccvWx0LqDOqVLJ2796tdu3aSZLmzZunUaNG6c4779SUKVO0fPlytwYEAABAzTPsnoq5739a1/gSeRgu9Vn3Ny35dJbVsYA6oUolKyAgQIcOHZIkffXVVxoyZIgkycfHR8ePH3dfOos4HA7FxMQoLi7O6igAAACWMeye6jbuLa0PGy4Pw6W+ax/SogUfWR0LqPWqVLKGDBmiO+64Q3fccYe2bNmi4cOHS5I2bNig6Ohod+azxLhx45SWlqaUlBSrowAAAFjKsNnV9Z452hrSXz5GsfqtGqeFX3xmdSygVqtSyXI4HOrbt68OHDigjz76SI0bN5YkrVmzRtdff71bAwIAAMBaht1T7e79QLsDuyvIOK6EH8Yo5X9PWx0LqLVq/RbuVmJ3QQAAgN+YBTna9OoYdTryjSRpXcf7FXv9PyxOBdSMat/CXZKys7O1atUqZWVlyeVy/XZDw9DNN99clVvWOpQsAACA8kyXS9++/rAG7f+vJOmncx5Q1+uesDgVUP2qvWR9/vnnuvHGG5WXl6egoCAZhvHbDQ1Dhw8frnzqWoSHEQMAAJyaaZpa8tpDuuDXopV2znjFXPtP6Xf/TgjUN9Vesjp06KDhw4frqaeekp+fX5WD1naMZAEAAFTMNE0tfvUhDckoLVrb241R2xunUrRQb1X7w4j37t2rCRMm1OuCBQAAgFMzDEMX3vkfzW92nySp7bZZ2vbewxanAmqHKpWsoUOHavXq1e7OAgAAgDrEZjM0fOy/9EGz0nLVbsvr2vTRkxanAqznUZU3XXLJJXr44YeVlpamrl27ytPTs9z5kSNHuiUcAAAAajebzdCVY/+mz2fkakTWqzrnp2e0waeROl9yr9XRAMtUaU2WzXbqATDDMOR0Os8qlNXY+AIAAKBynC5TS166WwlH3pfTNJR2vkNdE260OhbgNjWyhXtDwMYXAAAAZ66kxKlV025Uv9wvVGh6alPCTMWeP8LqWIBbVPvGF79XUFBwtrcAAABAPeDhYVfc+Dn60f88eRvFart4rFJXLrE6FlDjqlSynE6n/vnPf6p58+YKCAjQL7/8Ikn6+9//rjfeeMOtAQEAAFB3eHp6qfP4D7XJJ1YBxnF1WHittn31mtWxgBpVpZL15JNPatasWXrmmWfk5eVVdrxLly7673//67ZwAAAAqHu8fPzUevyn2uBzrvyMQrVb8bB2fvG81bGAGlOlkjVnzhy99tpruvHGG2W328uOx8bGatOmTW4LBwAAgLrJ27+R2j74lT4Puk6SFPXDP7Tj27ctTgXUjCo/jLhdu3YnHXe5XCouLj7rUFZzOByKiYlRXFyc1VEAAADqLB9vLyWMc+hLvxGyGaYil9yvnasXWR0LqHZVKlkxMTFavnz5Scc//PBDnXvuuWcdymrjxo1TWlqaUlJSrI4CAABQp/l6e+i88W8o2fs8ealEjeffql1pK62OBVSrKj2M+LHHHtPo0aO1d+9euVwuffzxx9q8ebPmzJmj+fPnuzsjAAAA6rAAX2/F3DdXP714sbqW/KyC/12jPaO/VIvW51gdDagWVRrJuuyyy/T5559r8eLF8vf312OPPaaNGzfq888/15AhQ9ydEQAAAHVccGCgWtwzT+m2VgpTtlxzrtD+/XusjgVUCx5GfBo8jBgAAMC9Du5LV8nrQxRhHlCarb3Cxn2ppo0bWx0L+FPV/jDiNm3a6NChQycdz87OVps2bapySwAAADQAYZGtZbv5I+UoQDGurdrxytU6fGC/1bEAt6pSydqxY4ecTudJxwsLC7V3796zDgUAAID6q2mbWB0f9Z4K5KXeJWvk54jVsRU8axX1R6U2vvjss8/Kvv/yyy8VHBxc9trpdCopKUnR0dFuCwcAAID6KaLLAO0teUdH5z2ic5Qu51cP61hEZ/m16Wt1NOCsVWpNls1WOvBlGIb++DZPT09FR0frueee06WXXurelDXM4XDI4XDI6XRqy5YtrMkCAACoJpv25yj91es1TN8ryx6uwPuWy7dRuNWxgJNUZk1WlTa+aN26tVJSUhQWFlblkHUBG18AAABUvw2/7FbQ7AsVZWRqu1dHNb//a/n4B//5G4EaVO0bX6Snp9f7ggUAAICa0blNlHKufEdHzEC1LdqsbdOvVHFRodWxgCqr0sOIJSkpKUlJSUnKysqSy+Uqd+7NN98862AAAABoOLrExmn98Vny/uIGdTm+WikvXaceE+bK7ulldTSg0qo0kvXEE0/ooosuUlJSkg4ePKgjR46U+wIAAAAqq1ufBG0b5FCxaVfc0W/0y9SLZRbkWh0LqLQqrclq1qyZnnnmGd18883VkanWYE0WAABAzVv99fvq9N0E+RuF2hLcX+0nfCrDXuUJWIBbVPuarKKiIvXr169K4QAAAIDT6TXkOv3Q/00VmJ7qkPOd1sz8i9WRgEqpUsm644479O6777o7CwAAACBJunDIpUru+k9JUq89s/Tlp+9YnAg4c1Uady0oKNBrr72mxYsXq1u3bvL09Cx3/vnnn3dLOAAAADRcg0fdo3WH1ih2/wfquXailvr4adDQK6yOBfypKq3JGjx48GnPL1mypMqBahPWZAEAAFjLLDqmzBcGKOL4VknS5i5/UcdRj1mcCg1RtT+MuKGgZAEAAFjPLMjRqlfvVfyR+ZKk9Ni/qPUVFC3UrGorWVdeeeWfXmMYhj766KMzvWWtRskCAACoHZwuUwscf9HIQ29IkjJjblX4qOckm93iZGgoKtMNKrUmKzg4+KyC1RUOh0MOh0NOp9PqKAAAAJBktxm6+J7/6P3pdl2X/ZrC02Yqc1EzhQ9/1OpowEmYLngajGQBAADULseLnHp7+t81NtehfPno4JhktYpuY3UsNADV/pwsAAAAwAq+XnZde89kbbZ3kL8KtGnO/dp75JjVsYByKFkAAACoU4J8vRV+3YtyydBQ1zJ9+srfdOBoodWxgDKULAAAANQ5Ie376eiAyZKke4ve1JGp/ZS3dbnFqYBSlCwAAADUScGDH1B2j3tVIps6OLfJfPc6HT+ww+pYACULAAAAdZRhKGTkFP1yy1r9rLYKNPO0+/XrVVhYYHUyNHCULAAAANRpHdq0lkbN1FHTVx2K0rR0xoNyuthAG9ahZAEAAKDO69IlVnsGPCNJGnrkXX0282nxpCJYhZIFAACAeqHThbcovc2NkqQrdk/R+ldvl1wui1OhIaJkAQAAoN5ofdN0pbYbJ6dpKDbjI22Yc7/EiBZqGCULAAAA9YfNpu43PaXFHR6TJHXeMUepn71kcSg0NJQsAAAA1DsX3fCgFje7U5LUce0/lZKSbHEiNCSULAAAANQ7hmHogjv+rY1+veRrFKn5/JuU9tNqq2OhgWgQJeuKK65Qo0aNNGrUKKujAAAAoIbY7Ha1vfMd7fNooUjjoKI+GqHD8x+XCvOsjoZ6rkGUrPvvv19z5syxOgYAAABqmFdIhILHJWmzR0cF6phCV7+gojeGSXlZVkdDPdYgStagQYMUGBhodQwAAABYwL9RhJrc/63+4fOwDppB8spaL+fMS6TiAqujoZ6q9SVr2bJlGjFihCIjI2UYhubNm3fSNQ6HQ9HR0fLx8VF8fLxWrVpV80EBAABQa4UG+ur2u/+ie7ynKMsMkf3QFhUtfdbqWKinan3Jys/PV2xsrBwOR4Xn586dq8TERE2ePFlr165VbGyshg4dqqwshoABAADwm+Yhvppyx2V6xnabJMn2/VQVZWyyOBXqo1pfsoYNG6Z//etfuuKKKyo8//zzz2vs2LG69dZbFRMToxkzZsjPz09vvvlmpT+rsLBQubm55b4AAABQf7RrGqgbx4zXt+a58lCJ0t5+SC4XDyuGe9X6knU6RUVFWrNmjRISEsqO2Ww2JSQkKDm58s9CmDJlioKDg8u+oqKi3BkXAAAAtcC5rULld8mTcpmGuuct1+vvfyDTpGjBfep0yTp48KCcTqfCw8PLHQ8PD1dGRkbZ64SEBF199dVauHChWrRoccoCNmnSJOXk5JR97d69u1rzAwAAwBpxvc/TnpYjJUmjN9+rrY5RUuFRi1OhvvCwOkBNWLx48Rld5+3tLW9v72pOAwAAgNqg5agpOvLaz2qUv10dDi7Wjll3KPrO9yXDsDoa6rg6PZIVFhYmu92uzMzMcsczMzMVERFR5fs6HA7FxMQoLi7ubCMCAACgtgpurkYPrdFHMdNUYtoUvX+RNn3KjoM4e3W6ZHl5ealnz55KSkoqO+ZyuZSUlKS+fftW+b7jxo1TWlqaUlJS3BETAAAAtZVh6Mqrb9GiZvdIktr/+JS2LptrcSjUdbW+ZOXl5Sk1NVWpqamSpPT0dKWmpmrXrl2SpMTERL3++uuaPXu2Nm7cqHvuuUf5+fm69dZbLUwNAACAusIwDF18xz/1bcBw2Q1TUd+M097V862OhTrMMGv5VipLly7V4MGDTzo+evRozZo1S5I0ffp0Pfvss8rIyFD37t01bdo0xcfHV/kzHQ6HHA6HnE6ntmzZopycHAUFBVX5fgAAAKj9jhUU6KfnL1N80Q8qlKfyrpunxuf0tzoWaonc3FwFBwefUTeo9SXLSpX5RQIAAKDuO5ybp80vXq6+zhStt3dWq78sVbCfl9WxUAtUphvU+umCAAAAQE0JDQpQq1tmqEge6ubcoBf/+6YKip1Wx0IdQ8kCAAAAfieyVTsdjblRknT3oSlaNGOiXMVFFqdCXULJqgBbuAMAADRsjYf9VQX+LdTUyNblh17TjmnDZB47YnUs1BGsyToN1mQBAAA0YCWFSl3wqtqv/Zf8jUKlhw1U6/s+szoVLMKaLAAAAOBseXir+2UT9HXvN1Ri2tT64Lf69utPrU6FOoCSBQAAAJzG5ZeM0PqmIyRJQcv/qW837bc4EWo7SlYFWJMFAACA3+t+079VaPjoXNtWHX7vLq3ffdjqSKjFWJN1GqzJAgAAwAnFP38m24ejZZdL3xi91W7sbLWMjLQ6FmoIa7IAAAAAN/PsMlJFIxwqlocuMFfJ4/VByt620upYqIUoWQAAAMAZ8u15g47eOF/7jHBFmpnyf3u4Crd/b3Us1DKULAAAAKASQtv3VcFtS7Rc58pTJcp973Y5C45aHQu1CCULAAAAqKQ2Uc3le/1s7TXD1KRkv355eZTMnL1Wx0ItQcmqALsLAgAA4M/06thKuwb8R0WmXe1zf1DRS72ljfOtjoVagN0FT4PdBQEAAPBnPlz4pdr9MEndbdtLD4x8Sepxi7Wh4HbsLggAAADUkKuGXaRPe7yp2SVDJEnOLyZJTB1s0ChZAAAAwFkwDEP/NzJW37d/RGtc7WUvzlP+Jw9ITBhrsChZAAAAwFmy2wy9eH1PzW78oIpMu/x3fKWcHz+2OhYsQskCAAAA3MDXy67Jt4/Se15XSpJK5j+kY7mHLE4FK1CyKsDuggAAAKiKxgHeGnj709qpZmrsOqyVr09QidNldSzUMHYXPA12FwQAAEBVbP5hoTouul6S9Ho7h+648UYZhmFxKpwNdhcEAAAALNSxz3Dtjh4lSRq+9TG9/eX3FidCTaJkAQAAANUg6tr/KNsvWs2NQzp/xW1anvS51ZFQQyhZAAAAQHXwbaSQuxYo2ytC0bZMnb/8Ju1Y8JzVqVADKFkAAABAdQluoaAJ32tF4MWSpMiUp7Rr81qLQ6G6UbIAAACAamQLCFOP8e9otVecvFSivLl36tDR41bHQjWiZAEAAADVzMfLQ21v/a/y5asY11bNev0FFRQ7rY6FakLJqgDPyQIAAIC7NWoWrYLe90mSrsqepVdnz5br8A5rQ6Fa8Jys0+A5WQAAAHCrwjwVvdBNXgWHfjvWpJN0zRypSQfrcuFP8ZwsAAAAoDbyDpDXiOeV699a213NVGzapQMbpdkjpIPbrE4HN6FkAQAAADWp8+UKejhVn/b/VH0Kp2uTK0rKy5BmXyod2m51OrgBJQsAAACwwINDOqh/9066oehv2mpGSUf3S3Mul4qOWR0NZ4mSBQAAAFjAMAw9M6qb2ka30vWFf1WmGks5u6QNn1gdDWeJkgUAAABYxNvDrtdu7qXAsEjNKh4iSXKlvGFxKpwtShYAAABgoUb+XnpzTJy+9LpQRaZdtn1r5NqbanUsnAVKFgAAAGCx1mH+enp0gr42e0uStn/wV4knLdVZlCwAAACgFoiLDpXPkL+qyLSrffb3WvrZLKsjoYooWQAAAEAtceH5A7S+5S2SpO5r/6b1Sz60OBGqgpIFAAAA1CI9b35SO3w7K8TIV5eld2jHj99YHQmVRMmqgMPhUExMjOLi4qyOAgAAgAbG8PJX5P1JSvHpK5thKv3zZ5Sd9o30E6NadYVhmqyoO5Xc3FwFBwcrJydHQUFBVscBAABAA5K7c52CZg5QiWmTDEMeckq3fCq1GWR1tAapMt2AkSwAAACgFgpqFavjkX3lYbhKC5Yk89tnLE6FM0HJAgAAAGop34H3S5I2uaJUZNpl7Pxe2rnC4lT4M5QsAAAAoLbqOEy6a5l+GvaRPnQOlCTlfjheKj5ucTCcDiULAAAAqM2axerqvh2VFfewDpjBCjq6TVmfTLQ6FU6DkgUAAADUAeNH9NXbEaXlqnHaHO3bvd3iRDgVShYAAABQB9hthu687U797BEju1xa9PZU5eUcllwuq6PhDyhZAAAAQB3h7+2h5oPHSpKuLPhIPi+0k/nfBCnvgMXJ8HuULAAAAKAOadTrGjk9/RVi5MtDThn71khvXiQdz7Y6Gn5FyQIAAADqEu8A2XuPlcvw0MslI7XXbCwd/kVa9ZrVyfArShYAAABQ1wx5QrZJu+Uc/JieLr5eklT8vUMqzLM4GCRKFgAAAFA3efnpvgvayd71CqW7wuVZlK1DSVOtTgVRsgAAAIA6yzAMTRl1rj4PuVmSFLLqOR3d8JXFqVDvS9b8+fPVsWNHtW/fXv/973+tjgMAAAC4lY+nXTeMfVgL7BfILpf04W0qyj1odawGrV6XrJKSEiUmJuqbb77Rjz/+qGeffVaHDh2yOhYAAADgVmGBPupw22vaYrZUoHlUKbMekmmaVsdqsOp1yVq1apU6d+6s5s2bKyAgQMOGDdNXXzF8CgAAgPqnffMmOnbhk5KkPofm6aMFCyxO1HDV6pK1bNkyjRgxQpGRkTIMQ/PmzTvpGofDoejoaPn4+Cg+Pl6rVq0qO7dv3z41b9687HXz5s21d+/emogOAAAA1LjuA0ZqZ9MLZTdMDUy5V8t/+MHqSA1SrS5Z+fn5io2NlcPhqPD83LlzlZiYqMmTJ2vt2rWKjY3V0KFDlZWVVcNJAQAAgNqh1a1vaL9vOzUxctTsi9u1ad8RqyM1OLW6ZA0bNkz/+te/dMUVV1R4/vnnn9fYsWN16623KiYmRjNmzJCfn5/efPNNSVJkZGS5kau9e/cqMjLylJ9XWFio3Nzccl8AAABAneLbSE3uWaijtkC1M/bohzcfVuF7t0i/fGt1sgajVpes0ykqKtKaNWuUkJBQdsxmsykhIUHJycmSpN69e+vnn3/W3r17lZeXpy+++EJDhw495T2nTJmi4ODgsq+oqKhq/zkAAAAAd/MICpdH//slSWNKPpD35k/lSvqHxakajjpbsg4ePCin06nw8PByx8PDw5WRkSFJ8vDw0HPPPafBgwere/fu+stf/qLGjRuf8p6TJk1STk5O2dfu3bur9WcAAAAAqotv/3tV4htW9tq2d7V07LCUs1di58Fq5WF1gOo2cuRIjRw58oyu9fb2lre3dzUnAgAAAGqAl788Rn+qjau+ls/qV9TalqlDr45Q45yfpctels690eqE9VadHckKCwuT3W5XZmZmueOZmZmKiIg4q3s7HA7FxMQoLi7urO4DAAAAWCqiizqNfFBHWl4kSaUFS5LWvWdhqPqvzpYsLy8v9ezZU0lJSWXHXC6XkpKS1Ldv37O697hx45SWlqaUlJSzjQkAAABY7tzBV5V7be5Klo5nWxOmAajV0wXz8vK0bdu2stfp6elKTU1VaGioWrZsqcTERI0ePVq9evVS7969NXXqVOXn5+vWW2+1MDUAAABQuxit+sn0bayS4znKNv3VxJWjws2L5d19lNXR6qVaXbJWr16twYMHl71OTEyUJI0ePVqzZs3StddeqwMHDuixxx5TRkaGunfvrkWLFp20GUZlORwOORwOOZ3Os7oPAAAAUCt4eMu4/SsdPpKjL9+dqlvMz7Ttq9cUk5MuI+V1qfCoFN5FGjNf8mCPgrNlmCZbi5xKbm6ugoODlZOTo6CgIKvjAAAAAGdtY/JCdfry+opP3v61FNW7ZgPVEZXpBnV2TRYAAACAyusUf7E2tLlDK13naLWrg36K/48U1af05OFfrA1XT1CyAAAAgIbEZlPnW57T/B5vaFTR47ouOUrZAW1Kzx3abm22eoKSVQG2cAcAAEB999iIGPVpE6r8Iqfe2+ZZepCRLLegZFWALdwBAABQ33nabXr5xp5q0chXqfmhkiSTkSy3oGQBAAAADVSov5dev6WX9ntESpIKs7ZK7It31ihZAAAAQAPWqVmQ7rsyQZLk48zTvOSfLE5U91GyKsCaLAAAADQkF3Vvo6NeTSVJ7yxcqjU7j1icqG6jZFWANVkAAABoaAKadZAktXDt011vrdH+nOMWJ6q7KFkAAAAAZDQu3cb9Br+VKsk7qDvnrFFBsbP05LHD0g+vSLn7LExYd1CyAAAAAEidLpMkxZWs1Xc+D+jyzOl6+r0vZR7cJr3YXVo0UVrylLUZ6wjDNNk+5FRyc3MVHBysnJwcBQUFWR0HAAAAqF67fpAW/EXK/Lni843bS+NX12ymWqIy3YCRLAAAAAClWvaR7v5OuvEj7WvcV5LkNA0V+oSVnj+6ny3ezwAlqwLsLggAAIAGyzCk9glqdt8XerLTp+pW+F/1OT5NpmGXivJKixZOi5JVAXYXBAAAQENnGIYevmqAOkc315FCaY/CS08c2GxtsDqAkgUAAACgQl4eNr18Uw81D/HVppJmkiTXgS3lLzJN6ZdvpePZNR+wlqJkAQAAADilsABvvXZLT6UbzSVJa9euKn/B2tnSnJHSl3+zIF3tRMkCAAAAcFqdI4PVO66PJKlw/0Z9vHZP6QnTlFa+Vvr9rhUWpat9KFkAAAAA/lT37r0lSW1t+zTx45+Uujtb2pMiZW0oveBwulSYZ13AWoSSVQF2FwQAAAD+oEkHmTIUYRxRtHOn7n5rjQqSX/vdBaaUlWZZvNqEklUBdhcEAAAA/sAnWEbMSEnSRP/5anR0s7zSPio9F9Si9M+MnywKV7tQsgAAAACcmQEPS5IGl3ynl7wcssmlDSEXSF1HlZ7P/NnCcLUHJQsAAADAmYnoKp1zqQyZamfsUYHpqTszLtOq45Gl5zMoWRIlCwAAAEBljHxJuvhpKe4OLeo0RXvVRI+v+rVWZKyX5j8o5e63NqPFPKwOAAAAAKAO8QuV+twtSRrpMvVZwWp9u8mpHI8ABZfkSavflHyCpYTHz/6z1s2VCrKlDhdLjVqd/f1qCCNZAAAAAKrEZjP0wrXdFdU4UNcU/p++9RtSeiJzg3s+IHm69MUj0qGt7rlfDaFkAQAAAKiyYF9PvXZLL+32bK1pR/qVHsx001buxcdK//T0c8/9agglqwI8JwsAAAA4cx3CA/Xc1bHaav66lXvuHmlfqpTyhlSQe+o3Htx2+gcYF1Gy6g2ekwUAAABUzrCuzXTToG7aZ4ZKkpwzL5EWJErTe5UWrj/KTJOm95Q+uv3UNz0xkuXl7/7A1YiSBQAAAMAt/nJRRx3wbStJshf/OkKVlyl9dt/JF594plb6csnlrPiGZdMFfd2ctHpRsgAAAAC4hd1mqGPX3mWvt3t1lGnzkDJ+kg5sKX/x0YzSP4vzpcPpJ9/MWSI5i0q/Z7ogAAAAgIbKp3mXsu9fyrtQvwT9Wrp+/qj8hXmZv32fse7kG50YxZKYLggAAACgAQsvLVlOm7cWu3ropazupcd//kgyzd+u+33J2r/+5PucKFmGTbJ7VU/WasLDiAEAAAC4T7Nu0sVPy96olW7YHq13lhkqMj3kdWirdGSHFNq69LoT0wUlKaOCklWUX/qnp79kGNUe250oWQAAAADcq8/dkqRH2rm0YV+O9u8KVSsjS3mH9ingRMnKy/rt+v3rS0e5fl+mio+X/ulVt9ZjSUwXBAAAAFBNPOw2vXR9Dx2zB0mS/vvVajldv04ZzPvdSNaxg+VHtqQ6u7OgRMkCAAAAUI1C/b3UonlzSdKefXs1dfGW0lGqgpzSC/yblP558A+7D/5+umAdQ8kCAAAAUK0CGzWVJIUoTy99s03f/rih9ITdW2raqfT7o/vLv4npggAAAABwCr6hkqQBLeySpNcWJJceDwyXgkpHuZS7r/x7mC5YvzgcDsXExCguLs7qKAAAAEDd51dass5rblPv1qEKKD4oSXL6NZWCIkuv+WPJYrpg/TJu3DilpaUpJSXF6igAAABA3ffrSJa94IgcN/RQO9/SArU+x0dm4ClK1onpgoxkAQAAAMAf/DqSpWOH1STQWzd38ZEk/ZTjq4U7f922/egfS9avI1msyQIAAACAP/ANKf3z+BFJUoQtW5KUZYbolR9/HbE6abrgiTVZTBcEAAAAgPJ8fxvJklT2IOLW0dHa7yo9Z+ZlSc7i397DdEEAAAAAOIUT0wWP/1qyjpVufDGyX6yiWkSpyLTLkKmCw78bzSqbLshIFgAAAACUd2Ikq6SgdBpgfmnJ8gxsqldu7qUDRmNJ0ozPl8k0zdJry6YLsiYLAAAAAMrzDpRsHqXfHz8sHTtU+r1/mJoF+yqwSZQkacu2LZr5/Y7SczwnCwAAAABOwTB+G806miEV5ZV+71c6ghXUtJUkqZlxWE8u3Kgffjn0W8liuiAAAAAAVODEuqyDW0v/tHlKPsGl3//6QOL+TYvkdJm67921Kjr+axFjuiAAAAAAVODESNbBLaV/+jUuHeGSpKDmkqTzwwvVqVmQDuYVaXfWr1MKKVkAAAAAUAHfRqV/nihZ/mG/nQtpKUnyOLpHr97UU8G+nmUbX7g8WJMFAAAAACfzO1Gyfp0ueGL6oFRWspS9Sy0b++ml68+Vn1EoSXrpu71yucwaDHr2KFkAAAAAql/ZdMHNpX/6/X4kq3R3QeUfkIqOaUCHJmrsVSJJ+iwtW//97pcaDHr2GkTJuuKKK9SoUSONGjXK6igAAABAwxTauvzr308X9AmRvINKv8/ZLUnychVIkmJaReimPq1qIKD7NIiSdf/992vOnDlWxwAAAAAarvAu5V//fiTLMMpNGZSzRHIWSZKm3dJffl4eNRTSPRpEyRo0aJACAwOtjgEAAAA0XE07lX/t37j867KStfO3Z2RJMthdsPKWLVumESNGKDIyUoZhaN68eSdd43A4FB0dLR8fH8XHx2vVqlU1HxQAAABA1XkH/lakpPIjWVL5kawTJcuwSR7eNZPPjSwvWfn5+YqNjZXD4ajw/Ny5c5WYmKjJkydr7dq1io2N1dChQ5WVlVV2Tffu3dWlS5eTvvbt21dTPwYAAACAP/P7KYP+pypZu6Wi/NLvPf1/e5ZWHWL55MZhw4Zp2LBhpzz//PPPa+zYsbr11lslSTNmzNCCBQv05ptvauLEiZKk1NRUt2QpLCxUYWFh2evc3Fy33BcAAACApKYx0uaFpd+fdiTreOn3nnXvGVlSLRjJOp2ioiKtWbNGCQkJZcdsNpsSEhKUnJzs9s+bMmWKgoODy76ioqLc/hkAAABAg9Wk42/fn3Iki5JVrQ4ePCin06nw8PByx8PDw5WRkXHG90lISNDVV1+thQsXqkWLFqcsaJMmTVJOTk7Z1+7du88qPwAAAIDfadz2t+99G5U/F3ziWVlZUvGv0wXtnjWTy80sny5YExYvXnxG13l7e8vbu+4trAMAAADqhMgeUp97Jf8mks1e/tzvR61OjGTZ6mZdqdWpw8LCZLfblZmZWe54ZmamIiIiqu1zHQ6HHA6HnE5ntX0GAAAA0OAYhnTxlIrP/b5QlRT8er294mtruVo9XdDLy0s9e/ZUUlJS2TGXy6WkpCT17du32j533LhxSktLU0pKSrV9BgAAAIDf+X2hKil9EPFJo111hOUjWXl5edq2bVvZ6/T0dKWmpio0NFQtW7ZUYmKiRo8erV69eql3796aOnWq8vPzy3YbBAAAAFAP2Gylz8UyXZLz1x2/mS5YNatXr9bgwYPLXicmJkqSRo8erVmzZunaa6/VgQMH9NhjjykjI0Pdu3fXokWLTtoMw52YLggAAABYwLCXlqySEyWrbo5kGaZpmlaHqK1yc3MVHBysnJwcBQUFWR0HAAAAqN/+FSGVHJcu+pf01f9JLftKty2yOpWkynWDWr0mCwAAAEADcmJ6YEndni5IyQIAAABQO5yYHuis2xtfULIq4HA4FBMTo7i4OKujAAAAAA3HiVLFFu71D1u4AwAAABYomy5YVP51HUPJAgAAAFA7nChVdXwLd0oWAAAAgNqhbLrgiZJVN+tK3UxdzViTBQAAAFjA+MOaLEay6g/WZAEAAAAWYAt3AAAAAHCjsjVZv258we6CAAAAAHAWykaymC4IAAAAAGfvxEYXZdMFGckCAAAAgKpjTVb9xe6CAAAAgAX+uCaLkaz6g90FAQAAAAuwJgsAAAAA3Mg4sSaLkSwAAAAAOHtl0wV/XZPFFu4AAAAAcBbY+AIAAAAA3OjE9EDWZNU/7C4IAAAAWIDdBesvdhcEAAAALPDHUkXJAgAAAICz8MfpgUwXBAAAAICz8MfdBClZAAAAAHAW/liq2MIdAAAA/9/enQdXVd5/HP/cQDbIQsISEgikgGIjhEAIGQrILiJSQNpBRI0ITHUiixlAcIRg1ULpiGiJDGhH7BQLgkKnUhZBBUpFwpIYdoJhadkD3EAwBJPn94fj/XETkrCcm5ObvF8zd+Q895xzv+c5OvrxOc9zANwD5mQBAAAAgIWYkwUAAAAAFmIkq+biPVkAAACADRjJqrl4TxYAAABgA0IWAAAAAFio9OOBDu+MK95ZNQAAAICah/dkAQAAAICFeFwQAAAAACxUJmSxuiAAAAAA3L0yS7gzkgUAAAAAd4/3ZAEAAACAhZiTBQAAAAAWKh2qSq826CUIWQAAAACqB0ayAAAAAMBCpV8+TMiqOdLT0xUbG6vExES7SwEAAABqjzIjWd4ZV7yzag9LSUnR/v37lZGRYXcpAAAAQO3B44IAAAAAYCFCFgAAAABYqPR7sVhdEAAAAADuAS8jBgAAAAAL8bggAAAAAFiIkAUAAAAAFio9B4vHBQEAAADgHpSZk8VIFgAAAADcvTKPCzKSBQAAAAB3r3TIYgl3AAAAALgHPC4IAAAAABZidUEAAAAAsBAvI/YOJ0+eVK9evRQbG6u4uDitWLHC7pIAAAAA3EqZOVneGVe8c/ztDtStW1fz589XfHy8zpw5o4SEBD366KOqX7++3aUBAAAAuNnNC1341JUcDvtquQc1PmRFRkYqMjJSktS0aVM1atRIFy9eJGQBAAAA1c3NI1leOh9LqgaPC27ZskWDBw9WVFSUHA6HVq9eXWaf9PR0xcTEKCAgQElJSdqxY8dd/dauXbtUXFys6Ojoe6waAAAAgOVunoPlpcu3S9UgZBUUFKhDhw5KT0+/5ffLly9Xamqq0tLStHv3bnXo0EEDBgzQuXPnXPvEx8erXbt2ZT6nTp1y7XPx4kU988wzWrx4scevCQAAAMBd8Cn1uKCXchhjjN1F/MzhcGjVqlUaOnSoqy0pKUmJiYlasGCBJKmkpETR0dEaP368pk2bdlvnvX79uvr3769x48bp6aefrnC/69evu7bz8/MVHR0tp9OpkJCQu7soAAAAALfH+V/p7Qd/+nNguPRyrr313CQ/P1+hoaG3lQ1sH8mqSFFRkXbt2qV+/fq52nx8fNSvXz998803t3UOY4yeffZZ9enTp8KAJUmzZ89WaGio68NjhQAAAEAVcpuTxeOCHnHhwgUVFxcrIiLCrT0iIkJnzpy5rXNs27ZNy5cv1+rVqxUfH6/4+HhlZ2ffct/p06fL6XS6PidPnrznawAAAABwm2rIwhfeW/lt6t69u0pKSm5rX39/f/n7+3u4IgAAAAC3dPN7sbw4ZFXrkaxGjRqpTp06Onv2rFv72bNn1bRpU4/9bnp6umJjY5WYmOix3wAAAABQys3ByktfRCxV85Dl5+enhIQEbdq0ydVWUlKiTZs2qWvXrh773ZSUFO3fv18ZGRke+w0AAAAApfC4oDWuXr2qnJwc13Zubq4yMzMVHh6uFi1aKDU1VcnJyercubO6dOmi+fPnq6CgQKNHj7axagAAAACWI2RZY+fOnerdu7drOzU1VZKUnJysJUuWaMSIETp//rxmzpypM2fOKD4+XuvWrSuzGIaV0tPTlZ6eruLiYo/9BgAAAIBSeE9WzXcna+EDAAAAuEfGSK81+OnPTdtLz//b1nJuVmPekwUAAACgFnE4/n8Ey4tHsghZAAAAAKoPQlbNxBLuAAAAgE0cddz/6oUIWbfAEu4AAACATRjJAgAAAAAL/bzCoA8jWQAAAABw71wjWYSsGoU5WQAAAIBNXCNZPC5YozAnCwAAALAJc7IAAAAAwELMyQIAAAAAC/08gsUS7gAAAABgAQdzsmokFr4AAAAAbMKcrJqJhS8AAAAAmzAnCwAAAAAsxHuyAAAAAMBCvCcLAAAAACzE6oIAAAAAYCEWvgAAAAAAC7HwRc3EEu4AAACATXhPVs3EEu4AAACATVhdEAAAAAAsxJwsAAAAALAQS7gDAAAAgIV+DlkO740q3ls5AAAAgJqHxwUBAAAAwEJN20tySBEP2l3JXfPeeAgAAACg5uk2Uer0jBQYZncld42RrFvgPVkAAACAjbw4YEmSwxhj7C6iusrPz1doaKicTqdCQkLsLgcAAACATe4kGzCSBQAAAAAWImQBAAAAgIUIWQAAAABgIUIWAAAAAFiIkAUAAAAAFiJkAQAAAICFCFkAAAAAYCFCFgAAAABYiJAFAAAAABYiZAEAAACAhQhZt5Cenq7Y2FglJibaXQoAAAAAL+Mwxhi7i6iu8vPzFRoaKqfTqZCQELvLAQAAAGCTO8kGjGQBAAAAgIUIWQAAAABgIUIWAAAAAFiIkAUAAAAAFiJkAQAAAICFCFkAAAAAYCFCFgAAAABYiJAFAAAAABYiZAEAAACAhQhZAAAAAGAhQhYAAAAAWKiu3QVUZ8YYSVJ+fr7NlQAAAACw08+Z4OeMUBFCVgWuXLkiSYqOjra5EgAAAADVwZUrVxQaGlrhPg5zO1GsliopKdGpU6cUHBwsh8Nhay35+fmKjo7WyZMnFRISYmstqBrc89qHe177cM9rH+557cL9rlmMMbpy5YqioqLk41PxrCtGsirg4+Oj5s2b212Gm5CQEP4hrWW457UP97z24Z7XPtzz2oX7XXNUNoL1Mxa+AAAAAAALEbIAAAAAwEKELC/h7++vtLQ0+fv7210Kqgj3vPbhntc+3PPah3teu3C/ay8WvgAAAAAACzGSBQAAAAAWImQBAAAAgIUIWQAAAABgIUIWAAAAAFiIkOUF0tPTFRMTo4CAACUlJWnHjh12lwQP2rJliwYPHqyoqCg5HA6tXr3a7pLgQbNnz1ZiYqKCg4PVpEkTDR06VIcOHbK7LHjQwoULFRcX53o5adeuXbV27Vq7y0IVmjNnjhwOhyZNmmR3KfCQWbNmyeFwuH0eeOABu8tCFSJkVXPLly9Xamqq0tLStHv3bnXo0EEDBgzQuXPn7C4NHlJQUKAOHTooPT3d7lJQBTZv3qyUlBRt375dX3zxhW7cuKGHH35YBQUFdpcGD2nevLnmzJmjXbt2aefOnerTp4+GDBmiffv22V0aqkBGRoYWLVqkuLg4u0uBhz344IM6ffq06/Pvf//b7pJQhVjCvZpLSkpSYmKiFixYIEkqKSlRdHS0xo8fr2nTptlcHTzN4XBo1apVGjp0qN2loIqcP39eTZo00ebNm/XQQw/ZXQ6qSHh4uP70pz9pzJgxdpcCD7p69ao6deqk9957T2+88Ybi4+M1f/58u8uCB8yaNUurV69WZmam3aXAJoxkVWNFRUXatWuX+vXr52rz8fFRv3799M0339hYGQBPcTqdkn76j27UfMXFxVq2bJkKCgrUtWtXu8uBh6WkpGjQoEFu/15HzXXkyBFFRUWpVatWGjVqlE6cOGF3SahCde0uAOW7cOGCiouLFRER4dYeERGhgwcP2lQVAE8pKSnRpEmT1K1bN7Vr187ucuBB2dnZ6tq1qwoLCxUUFKRVq1YpNjbW7rLgQcuWLdPu3buVkZFhdymoAklJSVqyZInatm2r06dP67XXXlOPHj20d+9eBQcH210eqgAhCwCqiZSUFO3du5fn9muBtm3bKjMzU06nUytXrlRycrI2b95M0KqhTp48qYkTJ+qLL75QQECA3eWgCgwcOND157i4OCUlJally5b65JNPeCy4liBkVWONGjVSnTp1dPbsWbf2s2fPqmnTpjZVBcATXnzxRX3++efasmWLmjdvbnc58DA/Pz+1adNGkpSQkKCMjAy98847WrRokc2VwRN27dqlc+fOqVOnTq624uJibdmyRQsWLND169dVp04dGyuEpzVo0ED333+/cnJy7C4FVYQ5WdWYn5+fEhIStGnTJldbSUmJNm3axLP7QA1hjNGLL76oVatW6csvv9QvfvELu0uCDUpKSnT9+nW7y4CH9O3bV9nZ2crMzHR9OnfurFGjRikzM5OAVQtcvXpVR48eVWRkpN2loIowklXNpaamKjk5WZ07d1aXLl00f/58FRQUaPTo0XaXBg+5evWq2//pys3NVWZmpsLDw9WiRQsbK4MnpKSk6OOPP9Y//vEPBQcH68yZM5Kk0NBQBQYG2lwdPGH69OkaOHCgWrRooStXrujjjz/W119/rfXr19tdGjwkODi4zDzL+vXrq2HDhsy/rKEmT56swYMHq2XLljp16pTS0tJUp04djRw50u7SUEUIWdXciBEjdP78ec2cOVNnzpxRfHy81q1bV2YxDNQcO3fuVO/evV3bqampkqTk5GQtWbLEpqrgKQsXLpQk9erVy639ww8/1LPPPlv1BcHjzp07p2eeeUanT59WaGio4uLitH79evXv39/u0gBY5L///a9GjhypvLw8NW7cWN27d9f27dvVuHFju0tDFeE9WQAAAABgIeZkAQAAAICFCFkAAAAAYCFCFgAAAABYiJAFAAAAABYiZAEAAACAhQhZAAAAAGAhQhYAAAAAWIiQBQAAAAAWImQBAAAAgIUIWQAAoEoNGzZMYWFh+s1vfmN3KQDgEYQsAABQpSZOnKi//vWvdpcBAB5DyAIA2K5Xr16aNGmS3WXUWHl5eWrSpImOHTtmdymSfrrfwcHBZdqfeOIJvfXWWzZUBADWImQBgBc7f/68XnjhBbVo0UL+/v5q2rSpBgwYoG3btlly/vLCj9Wh6LPPPtPrr79u2fnsUl3D4ptvvqkhQ4YoJibG7lIq9Oqrr+rNN9+U0+m0uxQAuCd17S4AAHD3hg8frqKiIn300Udq1aqVzp49q02bNikvL8/u0m5LUVGR/Pz8FB4ebncp1crP/WKFa9eu6S9/+YvWr19vyfkqEx8frx9//LFM+4YNGxQVFVXhse3atVPr1q31t7/9TSkpKZ4qEQA8zwAAvNKlS5eMJPP111+Xu09xcbH54x//aFq3bm38/PxMdHS0eeONN1zfr1271nTr1s2Ehoaa8PBwM2jQIJOTk2OMMSY5OdlIcvvk5uaW215cXGz+8Ic/mJiYGBMQEGDi4uLMihUr3Orp2bOnSUlJMRMnTjQNGzY0vXr1crVPnDjR9efx48ebKVOmmLCwMBMREWHS0tLczpOfn2+efPJJU69ePdO0aVMzb948t3OUtmjRIhMZGWmKi4vd2n/961+b0aNHu/VXRddQUX+W1y+FhYVm/PjxpnHjxsbf399069bN7Nix47b65VYOHDhgevXqZfz9/c19991n1qxZYySZPXv23HL/FStWmMaNG7u15eTkGEnmn//8p+nTp48JDAw0999/v9m+fbtrn9zcXCPJrFy50vTo0cMEBASYzp07m+PHj5stW7aYpKQkExgYaPr06WMuXbpUbr3l+eqrr8zw4cPLtL/22mume/fud3w+AKhOCFkA4KVu3LhhgoKCzKRJk0xhYeEt95k6daoJCwszS5YsMTk5OWbr1q3m/fffd32/cuVK8+mnn5ojR46YPXv2mMGDB5v27dub4uJic/nyZdO1a1czbtw4c/r0aXP69Gnz448/ltv+xhtvmAceeMCsW7fOHD161Hz44YfG39/fLQT27NnTBAUFmSlTppiDBw+agwcPutpvDlkhISFm1qxZ5vDhw+ajjz4yDofDbNiwwXWesWPHmpYtW5qNGzea7OxsM2zYMBMcHFxuyLp48aLx8/MzGzdudLXl5eWVaavsGirqz/L6ZcKECSYqKsr861//Mvv27TPJyckmLCzM5OXlVdovpR04cMCEhISYGTNmmJycHPPZZ5+Zhg0bGl9fX3P9+vVbHjNhwgTzyCOPuLV9+umnxuFwmN69e5uvvvrKHD582PTr188t3K1evdpIMn379jVbt241u3fvNtHR0aZHjx7m0UcfNRkZGWb79u2mYcOGZt68ebf87YqUF7LWrl1r/Pz8yv17GgC8ASELALzYypUrTVhYmAkICDC/+tWvzPTp001WVpYx5qfRHn9/f7dQVZnz588bSSY7O9sYY8odHSrdXlhYaOrVq2f+85//uO03ZswYM3LkSLfjOnbsWOH5evbsWWYkIzEx0bz88suu6/L19XUbYbp8+bKpV69euSHLGGOGDBlinnvuOdf2okWLTFRUlGt0q7JruJ3+LN0vV69eNb6+vmbp0qWutqKiIhMVFWXmzp3rdtyt+qW0Pn36uI28GWPM448/btq3b1/uMaWv2xhjZs6cacLCwsy5c+dcbe+++6558MEHXduzZs0y4eHh5sKFC662p556ysTExJiCggJX2yOPPGKmTp1aae0369u3r2nUqJEJDAw0zZo1c+vzrKwsI8kcO3bsjs4JANUJc7IAwIsNHz5cgwYN0tatW7V9+3atXbtWc+fO1QcffKDY2Fhdv35dffv2Lff4I0eOaObMmfr222914cIFlZSUSJJOnDihdu3a3XYdOTk5unbtmvr37+/WXlRUpI4dO7q1JSQkVHq+uLg4t+3IyEidO3dOkvT999/rxo0b6tKli+v70NBQtW3btsJzjho1SuPGjdN7770nf39/LV26VE888YR8fHxu6xoOHDhQaX+WdvToUd24cUPdunVztfn6+qpLly46cOCA276V9cvx48f15ZdfKisry63dz89PHTp0KPe4H374QQEBAW5tWVlZGjJkiBo3buxqy83NVZs2bdz2GTZsmBo2bOhqO3HihEaMGKF69eq5tQ0ZMqTC2kvbuHFjud8FBgZK+mkuGQB4K0IWAHi5gIAA9e/fX/3799eMGTM0duxYpaWl6fPPP6/02MGDB6tly5Z6//33FRUVpZKSErVr105FRUV3VMPVq1clSWvWrFGzZs3cvvP393fbrl+/fqXn8/X1ddt2OByuAHi3Bg8eLGOM1qxZo8TERG3dulVvv/226/vKruHy5cv39PuVqaxfMjMz5evrq9jYWLf2vXv3Kjk5udzjGjVqpEuXLrm1ZWVlafr06WXO/9BDD7ltl94nKytLL730kmu7sLBQhw4dqjDk3amLFy9KklsABABvwxLuAFDDxMbGqqCgQPfdd58CAwO1adOmW+6Xl5enQ4cO6dVXX1Xfvn31y1/+ssx/jPv5+am4uLjMsaXbY2Nj5e/vrxMnTqhNmzZun+joaEuvr1WrVvL19VVGRoarzel06vDhwxUeFxAQoMcff1xLly7V3//+d7Vt21adOnW67WuorD+lsv3SunVr+fn5uS2pf+PGDWVkZJQJS5Xx8fFRcXGx2/nXrVunvXv3VhhyOnbsqP3797u2nU6njh07VmaEMTMzU/Hx8ZKk/Pz8Mvvk5ubK6XS6tWVnZ8sYo/bt29/RtVRk7969at68uRo1amTZOQGgqjGSBQBeKi8vT7/97W/13HPPKS4uTsHBwdq5c6fmzp2rIUOGKCAgQC+//LKmTp0qPz8/devWTefPn9e+ffs0ZswYhYWFqWHDhlq8eLEiIyN14sQJTZs2ze03YmJi9O233+rYsWMKCgpSeHi4fHx8btk+efJkvfTSSyopKVH37t3ldDq1bds2hYSEVDjScqeCg4OVnJysKVOmKDw8XE2aNFFaWpp8fHzkcDgqPHbUqFF67LHHtG/fPj311FNlzlvZNVTUn+X11wsvvOCqtUWLFpo7d66uXbvmOuZ2JSQkyNfXV6+88opSUlK0Z88eTZ06VZIqDFkDBgzQ9OnTdenSJYWFhem7775T3bp13YLR8ePHdenSJVfIysrKUp06ddweGc3MzFR4eLhatmzp1ta6dWsFBQXd0bVUZOvWrXr44YctOx8A2IGQBQBeKigoSElJSXr77bddc3+io6M1btw4vfLKK5KkGTNmqG7dupo5c6ZOnTqlyMhIPf/885J+GhlZtmyZJkyYoHbt2qlt27Z699131atXL9dvTJ48WcnJyYqNjdUPP/yg3NxcxcTE3LL99ddfV+PGjTV79mx9//33atCggTp16uSqxUrz5s3T888/r8cee0whISGaOnWqTp48WWbuUWl9+vRReHi4Dh06pCeffLLM95VdQ0X9Kd26v+bMmaOSkhI9/fTTunLlijp37qz169crLCzsjq45KipKH3zwgaZPn67Fixdr4MCBGjdunN555x01adKk3OPat2+vTp066ZNPPtHvfvc7ZWVlqW3btm59tWfPHjVo0MD1suJb7ZOVlVVm9CsrK8vSRwULCwu1evVqrVu3zrJzAoAdHMYYY3cRAADci4KCAjVr1kxvvfXWHY8QebPU1FTt37+/0lCyZs0aTZkyRXv37nUt9FEdLVy4UKtWrdKGDRvsLgUA7gkjWQAAr7Nnzx4dPHhQXbp0kdPp1O9//3tJuuNV7rzdd999d1urNQ4aNEhHjhzR//73P8vnyFnJ19dXf/7zn+0uAwDuGSNZAACvs2fPHo0dO1aHDh2Sn5+fEhISNG/ePEsXYPAGERERmjdvnkaNGmV3KQCAmxCyAAAAAMBC1ffBbAAAAADwQoQsAAAAALAQIQsAAAAALETIAgAAAAALEbIAAAAAwEKELAAAAACwECELAAAAACxEyAIAAAAACxGyAAAAAMBChCwAAAAAsBAhCwAAAAAsRMgCAAAAAAsRsgAAAADAQv8HRN6ZNidsu6YAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(I, 500), ax=ax, label=\"Synthetic\")\n", "ax.plot(*ai.integrate1d(Y, 500), label=\"Poissonian\")\n", "ax.legend()\n", "ax.semilogy()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selection of the log-space rebinning\n", "\n", "In this section we see how to switch to log-scale at the integration level (and revert back to q_nm^-1 for plotting).\n", "\n", "PyFAI does not like negative radial units. Hence log(q) has to be prohibited. I would recommend the $arcsinh$ functions which is a well behaved function from R -> R with a slope at the origin of 1 and a log-scale behaviour." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_4158217/1556268601.py:4: RuntimeWarning: invalid value encountered in log1p\n", " ax.plot(x, numpy.log1p(x), label=\"log(1+x)\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = numpy.linspace(-10, 10, 1000)\n", "fig, ax = subplots(figsize=(10,8))\n", "ax.plot(x, numpy.arcsinh(x), label=\"arcsinh\")\n", "ax.plot(x, numpy.log1p(x), label=\"log(1+x)\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: log(1+q.nm)\n", "WARNING:pyFAI.geometry.core:No fast path for space: arcsinh(q.nm)\n", "WARNING:pyFAI.geometry.core:No fast path for space: arcsinh(q.A)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(Y, 500, method=method),ax=ax, label=\"q_nm^-1\")\n", "ax.semilogy()\n", "x,y = ai.integrate1d(Y, 500, unit=\"log(1+q.nm)_None\", method=method)\n", "ax.plot(numpy.exp(x)-1,y*2, label=\"log(1+q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.nm)_None\", method=method)\n", "ax.plot(numpy.sinh(x), y*4, label=\"arcsinh(q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.A)_None\", method=method)\n", "ax.plot(numpy.sinh(x)*10, y*8, label=\"arcsinh(q.A)_None\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Going to log-scale helps to reduce the noise at high $q$ as on can see in the log(1+q.nm) or arcsinh(q.nm). \n", "The maximum value for $q$ is only 0.56${A}$, so after taking the log scale this remain in the linear part of the curve.\n", "On the opposite, one would like to histogram on bins with larger numerical values. This is what we will see now. \n", "\n", "## Creation of a new radial unit\n", "\n", "Let's create the $arcsinh(q.µm)$ unit. \n", "$q$ in inverse micrometer has numerical values 1000 times larger than in inverse nanometer, and should emphathize the curvature.\n", "\n", "There are two way to define a new unit:\n", "* with a python function implementing the formula, using numpy \n", "* with a mathematical formula as a string, using numexpr (which provides parallel execution for array initialization)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A function implementing the formula:\n", " def eq_q(x, y, z, wavelength):\n", " \"\"\"Calculates the modulus of the scattering vector\n", "\n", " :param x: horizontal position, towards the center of the ring, from sample position\n", " :param y: vertical position, to the roof, from sample position\n", " :param z: distance from sample along the beam\n", " :param wavelength: in meter\n", " :return: modulus of the scattering vector q in inverse nm\n", " \"\"\"\n", " return 4.0e-9 * numpy.pi * numpy.sin(eq_2th(x, y, z) / 2.0) / wavelength\n", "\n", "Mathematical formula: 4.0e-9*π/λ*sin(0.5*arctan2(sqrt(x * x + y * y), z))\n" ] } ], "source": [ "from pyFAI.units import eq_q, formula_q, register_radial_unit\n", "\n", "register_radial_unit(\"arcsinh(q.µm)_Numpy\",\n", " scale=1.0,\n", " label=r\"arcsinh($q$.µm)\",\n", " equation=lambda x, y, z, wavelength: numpy.arcsinh(1000*eq_q(x, y, z, wavelength)))\n", "\n", "\n", "print(\"A function implementing the formula:\\n\",inspect.getsource(eq_q))\n", " \n", "print(f\"Mathematical formula: {formula_q}\")\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Litteral formula can also be provided:\n", "\n", "register_radial_unit(\"arcsinh(q.µm)_Numexpr\",\n", " scale=1.0,\n", " label=r\"arcsinh($q$.µm)\",\n", " formula=\"arcsinh(4.0e-6*π/λ*sin(arctan2(sqrt(x**2 + y**2), z)/2.0))\")\n", "\n", "# This uses numexpr which is multithreaded" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: arcsinh(q.µm)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(Y, 500, method=method),ax=ax, label=\"q_nm^-1\")\n", "ax.semilogy()\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.nm)_None\", method=method)\n", "ax.plot(numpy.sinh(x), y, label=\"arcsinh(q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.A)_None\", method=method)\n", "ax.plot(numpy.sinh(x)*10, y, label=\"arcsinh(q.A)_Numpy\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.µm)_Numpy\", method=method)\n", "ax.plot(numpy.sinh(x)/1000, y, \"1\", label=\"arcsinh(q.µm)_Numpy\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.µm)_Numexpr\", method=method)\n", "ax.plot(numpy.sinh(x)/1000, y, \"2\", label=\"arcsinh(q.µm)_Numexpr\")\n", "\n", "ax.legend()\n", "pass" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots()\n", "ax.plot(numpy.sinh(x)/1000)\n", "ax.semilogy()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Nota:* Expressing q in $µm^{-1}$ heavily distorts the curve in the low $q$ region, causing an oversampling near $q=0$. A factor 10 to 100 would have been better than the 1000 used in this example.\n", "\n", "## Conclusion\n", "\n", "We have seen how to perform azimuthal integration with variable bin-size in pyFAI, especially in the context of SAXS where it is desirable to have larger bins at large $q$ values to reduce the noise in this region." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total execution time: 3.341 s\n" ] } ], "source": [ "print(f\"Total execution time: {time.perf_counter()-start_time:.3f} s\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 4 }