diff --git a/plots.ipynb b/plots.ipynb new file mode 100644 index 0000000..142e4b5 --- /dev/null +++ b/plots.ipynb @@ -0,0 +1,4871 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "017ffd1c", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from sklearn.linear_model import LinearRegression\n", + "import pickle as pkl\n", + "import pickle5 as pkl5\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "from scipy import stats\n", + "from scipy.optimize import curve_fit\n", + "import mdtraj as md\n", + "from scipy.spatial.distance import jensenshannon \n", + "\n", + "import sys\n", + "blocking_dir='/projects/prism/people/hzr104/software/BLOCKING_OLD/MonoCV'\n", + "sys.path.append(blocking_dir)\n", + "import block as block" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "56d79522", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib.colors import ListedColormap, LinearSegmentedColormap\n", + "\n", + "new_cmap = ['#A6CEE3','#1F78B4','#B2DF8A','#33A02C','#FB9A99','#E31A1C','#FDBF6F','#FF7F00','#CAB2D6','#6A3D9A','#ECEC28','#B15928']\n", + "rtg_r = LinearSegmentedColormap.from_list(\"rtg\", new_cmap)\n", + "colors_IDPs = rtg_r(np.linspace(0,1,12))\n", + "\n", + "#Test colormap\n", + "fig = plt.figure(figsize=(5,5))\n", + "\n", + "for i in range(len(colors_IDPs)):\n", + " plt.axhline(i, color=colors_IDPs[i], linewidth=2.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "61420d56", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib.colors import ListedColormap, LinearSegmentedColormap\n", + "\n", + "new_cmap = ['#A6CEE3','#1F78B4','#B2DF8A','#33A02C','#FB9A99','#E31A1C','#FDBF6F','#FF7F00','#CAB2D6','#6A3D9A','#ECEC28','#B15928']\n", + "rtg_r = LinearSegmentedColormap.from_list(\"rtg\", new_cmap)\n", + "colors_multidomain = rtg_r(np.linspace(0,1,15))\n", + "\n", + "#Test colormap\n", + "fig = plt.figure(figsize=(5,5))\n", + "\n", + "for i in range(len(colors_multidomain)):\n", + " plt.axhline(i, color=colors_multidomain[i], linewidth=2.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "fd9d311a", + "metadata": {}, + "outputs": [], + "source": [ + "lambda_PP = '0.88'\n", + "lambda_PW = '1.10'\n", + "lambda_PWBB = '1.22'\n", + "errmethod = 'hline'\n", + "data_dir='/projects/prism/people/hzr104/binf_for_ERDA/Tors_stuff'" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e3bec317", + "metadata": {}, + "outputs": [], + "source": [ + "IDPs = ['K25', 'A1', 'CoRNID', 'ColNT', 'FhuA', 'Hst52', 'K19', 'PNt', 'Sic1', 'aSyn', 'Hst5', 'ACTR']\n", + "exp_Rg_IDPs = {'PNt': [4.96, 0.56], \n", + " 'Sic1': [2.86, 0.14], \n", + " 'Hst5':[1.34, 0.05], \n", + " 'ACTR':[2.55, 0.27], \n", + " 'K25': [4.06, 0.28], \n", + " 'A1': [2.55, 0.1], \n", + " 'CoRNID': [4.72, 0.12], \n", + " 'ColNT':[2.82, 0.034], \n", + " 'FhuA':[3.21, 0.22], \n", + " 'Hst52':[1.77, 0.049], \n", + " 'K19':[3.35, 0.29], \n", + " 'aSyn':[3.56, 0.036]\n", + " }\n", + "\n", + "IDPs_plotnames = {'K25':'Tau$_{K25}$', \n", + " 'A1':'hnRNPA1$_{LCD}$', \n", + " 'CoRNID':'CoR$_{NID}$', \n", + " 'ColNT':'ColN$_{T}$', \n", + " 'FhuA':'FhuA', \n", + " 'Hst52':'Hst5$_2$', \n", + " 'K19':'Tau$_{K19}$', \n", + " 'PNt':'PRN$_{Nt}$', \n", + " 'Sic1':'Sic1', \n", + " 'aSyn':'αSyn', \n", + " 'Hst5':'Hst5', \n", + " 'ACTR':'ACTR$_{AD}$'\n", + "}\n", + "\n", + "multidomain_alt = ['TIA1', 'hnRNPA1', 'hSUMO_hnRNPA1', 'THB_C2', 'Gal-3', 'mTurq_GS0_mNeon', 'mTurq_GS8_mNeon', 'mTurq_GS16_mNeon', 'mTurq_GS24_mNeon', 'mTurq_GS32_mNeon', 'mTurq_GS48_mNeon', 'Ubq2', 'Ubq3', 'Ubq4', 'C5_C6_C7']\n", + "multidomain = ['TIA1', 'FL-A1', 'hSUMO-FL-A1', 'THB-C2', 'Gal3', 'GS0', 'GS8', 'GS16', 'GS24', 'GS32', 'GS48', 'Ubq2', 'Ubq3', 'Ubq4', 'C5-C6-C7']\n", + "\n", + "exp_Rg_multidomain = {'GS0':[3.2, 0.044], \n", + " 'GS8':[3.37, 0.036],\n", + " 'GS16':[3.45, 0.06],\n", + " 'GS24':[3.57, 0.075],\n", + " 'GS32':[3.75, 0.097],\n", + " 'GS48':[4.11, 0.21],\n", + " 'Ubq2':[2.19, 0.18],\n", + " 'Ubq3':[2.62, 0.018],\n", + " 'Ubq4':[3.19, 0.092],\n", + " 'C5-C6-C7':[3.75, 0.075],\n", + " 'TIA1':[2.75, 0.05],\n", + " 'FL-A1':[3.12, 0.078],\n", + " 'hSUMO-FL-A1':[3.37, 0.13],\n", + " 'THB-C2':[1.91, 0.076],\n", + " 'Gal3':[2.91, 0.06]\n", + " }\n", + "\n", + "multidomain_alt_plotnames = {'TIA1':'TIA1', \n", + " 'hnRNPA1':'hnRNPA1', \n", + " 'hSUMO_hnRNPA1':'hisSUMO-hnRNPA1', \n", + " 'THB_C2':'MyBP-C$_{MTHB-C2}$', \n", + " 'Gal-3':'Gal-3', \n", + " 'mTurq_GS0_mNeon':'mTurq-mNeon', \n", + " 'mTurq_GS8_mNeon':'mTurq-GS$_8$-mNeon', \n", + " 'mTurq_GS16_mNeon':'mTurq-GS$_{16}$-mNeon', \n", + " 'mTurq_GS24_mNeon':'mTurq-GS$_{24}$-mNeon', \n", + " 'mTurq_GS32_mNeon':'mTurq-GS$_{32}$-mNeon', \n", + " 'mTurq_GS48_mNeon':'mTurq-GS$_{48}$-mNeon', \n", + " 'Ubq2':'Ubq$_2$', \n", + " 'Ubq3':'Ubq$_3$', \n", + " 'Ubq4':'Ubq$_4$', \n", + " 'C5_C6_C7':'MyBP-C$_{C5-C6-C7}$'\n", + "}\n", + "\n", + "multidomain_plotnames = {'TIA1':'TIA1', \n", + " 'FL-A1':'hnRNPA1', \n", + " 'hSUMO-FL-A1':'hisSUMO-hnRNPA1', \n", + " 'THB-C2':'MyBP-C$_{MTHB-C2}$', \n", + " 'Gal3':'Gal-3', \n", + " 'GS0':'mTurq-mNeon', \n", + " 'GS8':'mTurq-GS$_8$-mNeon', \n", + " 'GS16':'mTurq-GS$_{16}$-mNeon', \n", + " 'GS24':'mTurq-GS$_{24}$-mNeon', \n", + " 'GS32':'mTurq-GS$_{32}$-mNeon', \n", + " 'GS48':'mTurq-GS$_{48}$-mNeon', \n", + " 'Ubq2':'Ubq$_2$', \n", + " 'Ubq3':'Ubq$_3$', \n", + " 'Ubq4':'Ubq$_4$', \n", + " 'C5-C6-C7':'MyBP-C$_{C5-C6-C7}$'\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "33f5a8e8", + "metadata": {}, + "outputs": [], + "source": [ + "def load_pickle(filename):\n", + " with open(filename, 'rb') as f:\n", + " loaded_obj = pkl.load(f)\n", + " \n", + " return loaded_obj\n", + "\n", + "def load_pickle5(filename):\n", + " with open(filename, 'rb') as f:\n", + " loaded_obj = pkl5.load(f)\n", + " \n", + " return loaded_obj\n", + "\n", + "def pearsonoutput(x,y):\n", + " return stats.pearsonr(x,y)[0]\n", + "\n", + "def spearmanoutput(x,y):\n", + " return stats.spearmanr(x,y)[0]" + ] + }, + { + "cell_type": "markdown", + "id": "1ed25f8a", + "metadata": {}, + "source": [ + "# Rg IDPs" + ] + }, + { + "cell_type": "markdown", + "id": "e83db1b3", + "metadata": {}, + "source": [ + "## Rg distributions all force fields" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "7daf3c7b", + "metadata": {}, + "outputs": [ + { + "data": { + 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MuE7BXaZZMbOjFVx4NUnnu/vdU+wCAKhQ7j5oZt9RMJdQlaS/mdkPJN2m4AaPJygYB7VKulSTjLncfcDMvqHgppAqSdeH/dntCuZvfXK4vym4KDneXEGSJDNrUJBJmFKQGfECSa8xsx9H58UrgGvCNp4i6Soze5uCvvU4Sf8btl2aefPJAwBK77OS/i98faHyzN5z9z+a2c0Kxm2TVm5J6xP7JD0Urr5FQeb5OWZWFZaqPjF8b904h5nsPSBrBPcAZC2sRf1XSc9VUAblnZK+kb5N2Mn9TJOU5TSzEzXakT2WTWAvPP/dZnavpMdJepyZnRy9+xQAMOeNXOyrVjAf0URzErmkryso4TKekbs345LeEj7SRefiOyp8TMQVzEv0XncfnGS70ROYrZB0laR5kr7g7l/PZj8AQEX7qMKbSxQEst4WPtJ9R9IXNPUNlf8t6UkKstUbJZ0feb9TQUWVUzRJcE/BnEEm6WFJr5B0a9i+L0h6/xRtyEmYQfEiSX9U8H34R6S9/6ngYu6BQp4XAFCRfqsgwHaUpCea2fPd/U9T7DORDyvIHp/KSJ+4fuQGF3dPmdmfJL1W0tMU3PR5Yrj9eDdnjmT13ZVnWwFJUqzcDQBQcS5Ke/01M/uJmf2Hmb3MzD4t6UEFwb+fT3KM9Ky9bMvAjLhsguMAACAF/cQJCrIefqcg67xHUlJSh4K7I78p6WR3f4+7j3vnv7tfKel0ST9VUKazb7ztFFzUfJOkHyjINNiiIEtwUNIeBXPrfU7S0e7+FnfvneA4GcxsvqQ/K7iZ5nvu/sFs9gMAVLawbPOzJb1dQSZAl4K5zzdL+qWk57j7W5VF5lo4R+vzFAQHb1YQHOtX0Dd+XdKJ7v7HLJp1Yvh8t7t3STovbNf7wjllCyqcm+gJkl4k6cuSLlYQmDxao3Mh3Vfo8wIAKks4lvt82qqJbtzM5lh/U3Bj5VRODJ+jQbvfh8/nhs8nhM/r0jcys4SCbPTd7r4r54YCaWycinrTP6jZIkkXSDpDQXbg3ZK+7O4PFPxkwCxnZgd/Sd09miWQ6zFucPczp7utmX1S0scnOIRL+pSCOfSuC9d90t0vDPetlrRD0oLwvaPcfcOUX8TouZdL2qrg5oQDkpaFg1YAAGYFM2tUcLfnqQrKzLysCGXPAADIipldrOBGlo+6+2fCdf+moI/qlfRkd78ni+MMS4rnO64Nj/F9Sa+X9A53/998jwMAQD7S+sR3uvv/pK1vkLRX0m5Jxyi4CSYpqTEs0zmy3fGS7pV0tbs/t5Rtx+yTc+aemZ1iZvvNbJ+ZnT7O+0sV1IN/v6TTFExq+XpJd5jZ2dNtMIDyc/dPKChz9kcFNaUHJW1TMGns00YCeRP4F40G9m7LJbAXnnuHpL+Gi/Mk/Wsu+wMAMJOZWY2CjMNTJV0t6ZUE9gAAZTYm+8Ddfy3pi5LqJf3WzOYVuxHhjZ7/ruCC6U+LfT4AAMYxbkaeu/couF65RtKrFEzvcF96YC90bPi8vohtxByRz5x7z1MwefPmCebJ+pKk1eOsr5X0UzM7wt078zgvMCdN567GfI6R7bbu/mcF5cImev96jZ2PaGQQOK2vyd2fNZ39AQCYicwsrmDe2rMk3SjpRdnOzwcAQDGYWUzS8eFitATZhxXM1/cMST8zs+dNVO46x3MeL2ljWKJ0ZN1qSb+W1CDpXe7ePt3zAACQi7Q+0SWNl7H+ewWxk4+Ey+PNt1cVPtcXvIGYc/IJ7p2l4Af4mugbYTnOl4bv36VgcudNkt6hoP7tQgVZfF/Nq7UAAADA7PVOBfMYSUFJl/81G/d+mM+5+4MlaxUAYC47SsEFyL3uvj39DXdPmtm/S7pTQWWX/9LoBU2Z2fMl/WfaLvFw/T/S1n3P3b8XOef5ks4zszsk7ZK0RMG0L9WSvuTu3yzEFwYAQI5G+sSN4Ry0UX+Q9C1Ja8PldeNs8w8FFdDebGaHKujnkpLeVIgbZDC35BPcWx4+jxd5foGCD2su6Y3ufn+4/otm9gJJT1UQvf5qHucFAAAAZrP0kmbnTbiV9CNJBPcAAKUwbvmxEe7eZmYvlvQ3SR82szvCai2StEjBdC1R6euuGuf9yyUtDc99hqR2BaWqv+HuY240BwCgRKbqE3eEN6acMtF27v6Imb1Uwc0vp0tqlHQ/gT3kw9w9tx3M9ktqkfQyd/9V5L0fSnqNpA3ufnTkvfcrqMe+091XTKvVAAAAAAAAAAAAwBwUy2OfxvB5vGjyUxRk7f11nPd2hM/z8zgnAAAAAAAAAAAAMOflE9wbqSe7PH2lma2QdES4ePM4+40EA8edOAQAAAAAAAAAAADA5PKZc+8hBfXRnyXpG2nrX5L2+u/j7Lc0fN6XxzlntYULF/ratWvL3Yyc3bu9I2P5cStaytSS8rvjjjsylk8++eSJN95xV8Zi//7qjOXa448rWLuAueqOO+7Y6+6Lyt0OZKrU/q5QKq3fzLpvC/u1aH/2yDLpuAX0aUAx0d/NXLOtz6u0Pqxgwj7uvppqHbYz861yjNtyGncCswj93cxV7v5uzvZPBVDwPmWCcSHXOYHs5drf5RPcu0bSkyQ9P5xH73uSjpP0YQUlOe9z903j7Hdi+Lwxj3POamvXrtXtt99e7mbkbO2H/pSxfPvnnl+mlpSfWWZC6qT/nxdmftB44OcZSbA6pgJ/FoCZxsw2l7sNGKtS+7tCqbR+M+u+LezXov3ZSz+c0O2vmbv/30Ap0N/NXLOtz6u0Pqxgwj7ucYes1i8/O5zxVjnGbTmNO4FZhP5u5ip3fzdn+6cCKHifMsG4kOucQPZy7e/yKcv5bUnd4esvSNov6UZJIxHFr4zTKJP0HAXBv1vyOCcAAAAAAAAAAAAw5+Uc3HP3nZJeLqlHwfx5Iw9J+qm7/3Cc3c7WaFnOa/NoJwAAAAAARWFmC8zsdWb2YzO738x6zGzAzLaZ2eVmdl652wgAAAAAI/Ipyyl3/5OZHa0gyHe4pF5J17j7VRPs8mRJN0hKKcjyAwAAAABgptilzPFxv6QhSSvCx7lmdqWkF7t7bxnaBwAAAAAH5RXckyR33yHpS1lu+2lJn873XAAAAAAAFFFC0q2SfiTpand/VJLMbK2kj0l6g6RzJH1H0qvL00QAAAAACOQd3AMAAAAAYJY4y92vi650902S3mhmw5LeIulVZvYRd99a6gYCAAAAwIic59wDAACA5O76z8vX6+RPX6N3/+wuDQwny90kAECexgvsRXw/7fUpxWxLqe3vGVQy5eVuBgAAAIAcFCRzz8yqJbVKqs1me3ffUojzAgAAlMvv796hy/6x+eDrlfPq9IHnHl3mVgEAiqQ/7XW8bK0oIHfXR357r35+21YtaKjWT9/0JB25pKnczQIAAACQhbyDe2Z2pKR3S3qOpEMkWZa7+nTOi9L5y/27JUl3bTmg2zYd0FFLm/Spc4+TWbb/1QAAzD4j/eOPbtqUsf6yWzbrLU8/TC11VWVoFQCgyM5Me31vuRpRKH+5f7ce3NWpn90aVBfd2z2od//sLl31nqeVuWUAAExtZEwGAHNZXmU5zex1ku6W9DZJh4bHsRweqBCb9vboWzc8ols37ddl/9isK9fvKneTAAAou6FkSvft7MxY1zUwrMtu2VSeBgEAisbMWiV9OFy80d0fKmNzCubWx/ZnLD+0q0s7O/rK1BoAAAAAucg5g87MTpX0XY0G6vok3S5pu6SBgrYOZXf9hjalT7/w+3U79LzHLStfgwAAmAEe2NmpweHUmPU/uGmTXn/GIaqvpkgBAMwGZhaTdJmkZQrGu+8qb4sKYziV0p1b2jPWuYLx3lueflhZ2gQAwFTWb+/Qe3+xTnu6BvTiJ6wsd3MAoKzyufJ0voJMPZf0dUkfc/fugrYKM0Iw4DuQse6ebe3laQwAADPI3ds6xl2/v2dQP791q15/xiElbhEAoEi+JukF4eu3u/vdE21oZm+W9GZJWr16dQmalr+HdnWpe2B4zPrLCe4BAGawL1z9kB7eE1yG/sFNj5W5NQBQXvmU5TxdQWDvSnd/D4G92euBnV3qHUxmrNvR0a+2LhI0AQBzl7tPerPLxX97dNysPgBAZTGziyS9M1x8r7v/YLLt3f1idz/F3U9ZtGhR8Rs4DbdtOjDu+gd2dmrD7q4StwYAgOzcvmm0pLRPsh0AzAX5BPcWhM+/KWRDMPPctmn/uOvJ3gMAzGVb9vfqQO/QweXqREzV8dGPVLs6+/Xbu7aVo2kAgAIxsy9Ien+4eIG7f7WMzSmoweGxFVrSXX7X9hK2BgCA7EWTEABgLssnuNcWPnM73yw2MJzUXZE5GEZMVIoMAIC5YN3W9ozl45Y364wjFmas+9b1jyiZ4l5SAKhEZvZFSReEix9w94vK2Z5C+/vGtkkvjv5u3Q6l6MMAADPMUJLqKACQLp/g3h3h8+GFbAhmlhs37FXf0PgDPjL3AABzWfQmlxNWtuo5xy5RImYH123a16sr7t1Z6qYBAKYpLMV5frj4AXf/YjnbUwx/vCezfzp17fyMDPTt7X26Y5LMPgAAyqGrf+xcsQAwl+UT3PuWJJP0ajPLZ39UgD9NckHynm0dcudOTgDA3LOzo09b9vceXDZJj1/RogWNNXrRE1ZkbHvpLZtK2zgAwLSEgb2RUpznz8bAXv9QUtfctztj3VOPWKgTVrVkrPstpTkBADNMV//Q1BsBwBySc3DO3a+W9G1JR0v6npklCt4qlFX/UFLX3L97wvf39wxq24G+ErYIAICZ4doH9mQsH7qoQc11VZKkx69ozXjvzi3tupLsPQCoCGb2eY0G9t7n7l8qZ3uK5W8b2tQ1MJr50FSb0FFLmnTaIQsytrvi3p0aHKb8GQBg5ujsI3MPANLlHJgzs9WSviCpRdJrJJ1mZt+S9A9JeyVNOQJw9y25nhelc/1DbepOG/C11FVpYWO1HmnrObjuHubdAwDMQdc+kHnzywkrWw++XtpSqwUN1drXMyhJSqZcm/f1CgAws4Vj3A+EiylJHzSzD06yy0WVOg9ftELLKWvmKRYzHb+8WQ3VcfWEc/G19w7phg1tetaxS8rRTAAAxiBzDwAy5ZN1t0lSek3GoyV9LYf9Pc/zzhhmtkDSCyWdLekJktYo+JraJN0u6RJ3/235Wjg90QHfyavnKR63SHCvvcStAgCgvHoHh3XTI/sy1qUH9yTpsEWN2tez/+DyI23dpWgaAGB6YpHXU0W0GovYlqLpH0rqL5EKLU9cO1+SlIjHdMra+bphQ9vB9363bjvBPQDAjNHJnHsAkCHfIJsVtBWVZ5cyv3f9koYkrQgf55rZlZJe7O4Vdcv+4HBqTFbCE9fO04HezLtj7ia4BwCYY258eG9GibKFjdVa3lqbsc1hixp06yaCewBQSdx9k+bAGPeWR/cdzMyTggothy8ejVM+6ZDM4N5taf0ZAADlRuYeAGTKJ7h3ScFbUXkSkm6V9CNJV7v7o5JkZmslfUzSGySdI+k7kl5dnibmZ3dnv3rTBnyNNQkdtrhRe7sHMrZbv72z1E0DAKCsrnswc769E1a2yizzWvBhizKTOR5p65G7j9kOAIBSi86bftzyZsXS+qdDFjYoETMNp4JCPbs7B9TRN6SWcG5ZAADKqYvMPQDIkHNwz91fV4yGVJiz3P266Mrwjs83mtmwpLdIepWZfcTdt5a6gfnq6Mu8C6a1vkoxMy1qrMmYgyF9Tj4AAOaCB3Zm3tjyuBUtY7ZZOb9O1fGYBpNBhl9H35C2t/dp5bz6krQRAICJ7O8ezFhujQTtEvGYFjfVaEdH/8F1P/vnFr31zMNK0j4AACZDcA8AMsWm3gRR4wX2Ir6f9vqUYral0Noj5TcbqoP4r5lp7YKGcjQJAIAZYXt7ZsbDspbaMdskYjGtWZAZyLtzS3sxmwUAQFb29WRWY2mqHZuRt7y1LmN5R6TvAwCgXDopywkAGQjuFUd/2ut42VqRh/a+zLs5G2pGm792IcE9AMDc1D+U1N60jIeYSa311eNuGy3NeefmA0VtGwAA2dgXydxrrh1byGdMcK+D4B4AYGZgzj0AyERwrzjOTHt9b7kakY+JMvckae0CSooBAOam6DxFrfXVisfGn0fvsEWZN8PctYXgHgCg/KKZe43jBfciWenRrHUAAMqFspwAkCnnOffSmdl8SW+W9GxJx0iaJynh7onIdmdJWippr7v/eTrnnOnMrFXSh8PFG939oTI2J2fROfcaakb/Kw8hcw8AMEdFL24ubBw/a08am7l3345O9Q8li9IuAACyNTZzL5uynP1jtgEAoBwI7gFApryDe2b2H5K+KWkk4jNy+7qPs/lxkr4mqc/Mlrt7R77nncnMLCbpMknLJA1Ietck275ZQWBUq1evLkn7shEN7tVXj5blbK2v1pLmGu3uHIjuBgDArLY9krm3oKFmwm2b66q0qLFGbd1Bfzmcct2zbVZ+9AEAVJD9PZnBvaZxMvcWN9coHjMlU8GwvqNvSB29lEEDAJQfZTkBIFNeZTnDwNQPJTUqCOrtlLRhkl1+pCDYVSvphfmcs0J8TdILwtdvd/e7J9rQ3S9291Pc/ZRFixaVpnVZaO+NzrmXOeA7bnlLKZsDAMCMsL29N2N5QcPEmXuSdGikNOedlOYEAJRRMuXaHxnrjVeWMxGLaUlz5g0sG/Z0FbVtAABkg8w9AMiUc3DPzNZI+rqCoN4WSWe7+0pJH5xoH3fvknRduHhWHu2c8czsIknvDBff6+4/KGd78jVmzr2aeMbyynmZZVoAAJgLonPuzZ+kLKckHR4pzXnnZoJ7AIDyOdA7KE+rsVNfHVciNv7lgOUtmWO+DbsJ7gEAyq+TzD0AyJBP5t67JFVL6pF0lrtfN8X2I25VEBA8IY9zzmhm9gVJ7w8XL3D3r5axOdMyZs696sy7OaNzMAAAMBdEy3IunKQspzR23r07t7QXukkAAGQtm5KcI1ZExnwP7+4uSpsAAMhFZyRzr6Vu7NyxADCX5BPce5aCefUudfdHc9jvsfB5TR7nnLHM7IuSLggXP+DuF5WzPdM1VXAvOtADAGAu2N4emXNvisy9FfPqVJMY/Zi1t5v5agEA5RPth5prJ74gGr2h82HKcgIAymxgOKnB4dTB5ZgR3AOAfIJ7q8PnW3Lcb2RE0JTHOWeksBTn+eHiB9z9i+VsTyFMVZZzR+TiJgAAs93gcEq7O/sz1s2fYs69eMy0dkHDpNsAAFAq+7qzz9xb3lqbsbyBzD0AQJlF59urr06ovjo+wdYAMDfkE9wb+aTfP+lWYzWHzz15nHPGCQN7I6U4z58NgT1Jau/LHPQ11GQO+hZMcTETAIDZZldHv1Jp8xS11FWpKj71R6jDFhHcAwDMDGPLck6c7bC4qVaJmB1cbusi+xwAUF7R4F5dVVx1VQT3AMxt+QT32sLnVTnu9/jweVce55xRzOzzGg3svc/dv1TO9hRK/1BS/UOjKe5xs4ySYpLUXFeVMdADAGC229bem7Gc7Y0uhy1unHojAABKYF+kLOdkmXvxmGlJc+2E7wMAUGpd/ZmVxuqq46ojcw/AHJdPcO8uSSbpnGx3MLMqSS9VMFdfruU8ZxQzWy3pA+FiStIHzWzXJI/zJzncjNIZmW+vviYus8xAXsxM88jeAwDMIdsP5Dbf3ohDF5K5BwCYGfZFMvcmm3NPGluaEwCAcursI3MPAKLyCe79Lnw+28yeneU+n5O0PHz9mzzOOZPEIq+XTPGomNv22yPBvYbq8e/mpDQnAGAu2R6Zb3ZBQ01W+zXVVmlJU3bbAgBQTNE59xprJs7ck6TlrXXFbA4AADkhcw8AxsonuHeZpE0Ksvf+z8xeMdGGZrbCzC6V9B4FWXt3ufsf8zjnjOHum9zdcnhcWO42Z6u9NxLcqxm/k5xPcA8AMIdsyzNzT5JWL6gvdHMAAMjZvp7MspzNdVME91oI7gEAZg7m3AOAsXIO7rn7kIISm72SGiRdZmbbJH1sZBsz+76Z/UNBEPCVCgKBnZJeXoA2o0jaezPv5iRzDwCAccpy5tAPrppHcA8AUH7RspxNNZOX5VxB5h4AYAbpjGTu1ZO5BwB5Ze7J3W+X9CxJ2xUE7pZLeoKC7DxJeq2kJ0qKh+9vlnSmuz88zfaiiDqiZTknKNWSbTkyAABmgzFlORuz7wdXzye4BwAov2hZzqbayTP3FjXVKBGzSbcBAKBUxmTuVcdVT+YegDkur+CeJLn7LZKOlXS+pHUKAnsWedwv6YOSjnP3u6fbWBRXNLhXP8EdMLmUIwMAoJL9ef2ucebcyyFzj+AeAKDMhpKpjLGe2dRz7sVjpqUttcVuGgAAWYlm7tVVkbkHAJN/op+Cu3dL+rKkL5tZs6RVklokdUva7u77pt9ElMrYOffG//Fgzj0AwFzR3jekZMoPLjfWJFSbwx2iLXVVWtxUoz1dA1NvDABAERyIlOScV1+tWBZZectb6sbMOwsAqGxmtkDSCyWdraAK2xoF14fbJN0u6RJ3/235Wji+8TL3mHMPwFw3reBeOnfvlHRfoY6H0mvvi865N34nSXAPADBX7OvJDMrl0wcuaa4luAcAKJu9kZKc2WagL28lcw8AZqFdyrwe3C9pSNKK8HGumV0p6cXu3luG9o2rKzrnHpl7AJB/WU7MPtlm7lXFY2qpm3wCdgAAZoP90QuieZSmXjW/rlDNAQAgZ/sjmXvZ3qiyopX+CwBmoYSkWyW9XdJh7l7n7o2SDpH0/XCbcyR9p0ztGxeZewAwFsE9HBSdc2+i4J6U23xDAABUqr2RC6ILG2pyPsZq5t0DAJRRNAt9YWN2fdlygnsAMBud5e6nufu33P3RkZXuvsnd36jRoN6rzGxVeZo41rjBvXEy99x9zDoAmK0mjN6Y2X8U66Tufmmxjo38RYN79ZOkt89vqNaje3uK3SQAAMpqX3fmBdG8MvfmEdwDAJTHX+7frZs37stY1zs4PMHWmRY11qgqbhpKcqEUAGYLd79uik2+L+kt4etTJG0tbouyM7YsZ0LV8bE5KwPDqZzmSAeASjbZnHs/klSMT/EuieDeDPOX+3drZ3t/xjoy9wAAc92+nvzmKUq3qKlGtVUx9Q+lCtUsAACy1jWQeUG0qTa7KRZiMdPS5lptPdBXjGYBAGam9IuDMyZK1jlO5p6ZjbPdEME9AHPGVGU5rUgPzEA9kTs4GybJ3FuQZSkXAAAq2djgXu79X8yM7D0AQNl09WWO85pqJ7vHN9OKeZTmBIA55sy01/eWqxFR0cy9iebbi5bvBIDZbLJP9a+bYt9zJf1r+PoBSddK2iipR1KDpMMlnSXpWAXZepdL+n3+TUUxpVKuvsFkxrr66ol/PLKdhB0AgErl7trfHQnu5VGWU5JWza/Xw3u6C9EsAABy0jWQeaGzOcvMPUla3kJwDwDmCjNrlfThcPFGd3+ojM05aDiZyigRbSZVxcfPHSG4B2AumTB64+6XTPSemV2gILC3S9Ib3f2KSbY9R9L3wu1vcvcv59tYFE/vUDKjBmtdVVzx2MRJlpTlBADMdvt6BjWYHC2lWVsVm3Q+2smsJnMPAFAm0WwHMvcAAFFmFpN0maRlkgYkvau8LRo1MJw5vUFVPDZuSU5pbJ8HALPZVGU5xzCzJ0n6rIIMvadPFtiTJHe/UkFKd6+kz5vZqXm0E0XWE7mbs6Fm8ouX42UupFJMtA4AmD22R+YYWtBQM+Egciqr5xPcAwCUR3SeolyCe2TuAcCc8TVJLwhfv93d755oQzN7s5ndbma3t7W1Fb1hY4J7kyQjkLkHYC7JObgn6Z3hft9394ez2SHc7gcKJmKdMXd+YFR0vr3JSnJO9H50XiIAACrZ9vZIcC/PkpyStLy1dsy6A/SbAIAS6I4G92qyL8u5oLE676x1AEBlMLOLFFzvlaT3uvsPJtve3S9291Pc/ZRFixYVvX0Dw5nTCFXFJ76c3dlH5h6AuSOf4N7pCubQuzXH/f4ZPp+RxzlRZL0DmR3lVJl744leBAUAoJJtO9CbsTydktSJcQag9+/szPt4AABkYyiZUt/Q6FgvZlJ9DmO9mJmOWNxYjKYBAGYAM/uCpPeHixe4+1fL2JxxDQyNLcs5ke4BMvcAzB35BPeW5rnvyPZL8jgniiyaudcwRebeeKLlywAAqGTjleUspPt2dBT0eAAAREXLkzXVVimWY4npI5Y0FbJJAIAZwsy+KOmCcPED7n5ROdszkfR50CWpKj5xPxYtRQ0As1k+wb328Pn0HPcbydjjNvUZqGdM5l7uwb0dZO4BAGaRQpblHM99O/hIBAAorq7+zPJkjXmM844iuAcAs05YivP8cPED7v7FcrZnMtHMvfGqooyI9nsAMJvlE9y7TZJJeq2ZnZjNDmZ2gqTXKL9yniiBsZl7lOUEAMxt26KZewUO7t1PcA8AUGTRzL3m2tyDe0csoSwnAMwmYWBvpBTn+TM5sCeNN+fexJl70X4PAGazfIJ7F4fP1ZKuNbNXmY1f18MCr5R0raSRWlbfzuOcKLKeSE3qfDL3ohdBAQCoZMUuy/lIW7f6BpNTbwgAQJ7GK8uZq6OWjs3cc/e82wQAKB8z+7xGA3vvc/cvlbM92RgYzmHOPYJ7AOaQnCM47v5HM7tU0n9IapV0iaQvmtn1kjZK6pVUL+lwSU9XMMfeSPDvUne/YvrNRqH1Ri4u5jPnHmU5AQCzRc/AsLrSbnxJxCyvbIfJpFx6cFenTlo9r6DHBQBgRGekPFlTHn3Z0ubaMeu2t/dp5bz6vNsFACg9M1st6QPhYkrSB83sg5PsctFMmIcvmrmXmCxzb4CynADmjnyvUr1eUo+ktyoI3C2W9NIJth35i/u/kt6d5/lQZNHMvfoaynICwFxnZgskvVDS2ZKeIGmNgs8ObZJul3SJu/+2fC0snr3dAxnLzXVVmqBQwbTct4PgHgCgeMZm7uV+CeDaB/aMWffL27bqfc8+Ku92AQDKIhZ5vWSK7WdEXebBHDL3KMsJYC7JK7jn7ilJ7zCznytI5X6ugjKdUYOSrpD0JXe/Ke9Wouh6BqafudfRN6TewWHV57EvAGBG2qXMzwr9koYkrQgf55rZlZJe7O69ZWhf0eztHsxYLnTW3oj7dnQU5bgAAEhS15jMvdzLco6HGzsBoPK4+yaNJmFUjDFlOWME9wBAyj9zT5Lk7jdKutHMqiWdIGm5grs6uiXtkHS3uw9OcgjMED2D0Tn3cs/ck6RdHf06dNGMuLEHADB9CUm3SvqRpKvd/VFJMrO1kj4m6Q2SzpH0HUmvLk8Ti2NfJHOvUBdDo+7dTnAPAFA80YuchbpZZUd7f0GOAwDAVAaGMoN7k5blJLgHYA4pyCf7MIB3WyGOhfIYM+deTX4/GjsJ7gHAbHKWu18XXRne8flGMxuW9BZJrzKzj7j71lI3sFj29ZQmc++hXV0aGE6qJpHfTTUAAExm7Jx7ZO4BACpLdM69yctyMucegLlj4r+GmDPcfcyce/mU5ZSC4B4AYHYYL7AX8f2016cUsy2ltrerNJl7Q0nXhl3dRTk2AADdA9Ofc288uzr6lUx5QY4FAMBkxpTlnCRzb2A4NWaOPgCYrQjuQX1DSQ2nDcwSMVN1Ir8fjV0d3MEJAHNI+h0dsyr1bEzmXl3x5pOlNCcAoFg6+4sT3BtMprR1/6yabhcAMEONDe5Nfs2S7D0AcwXBPai9N7PTy7ckpyTtIHMPAOaSM9Ne31uuRhTD3hLNuSdJ63cQ3AMAFF7v4HBG9kI8ZqqrKty9OBt2dxXsWAAATCT34B7z7gGYGwjuYZzgXv4Dvl0E9wBgTjCzVkkfDhdvdPeHyticgtvXXZo59yRpPZl7AIAiGK8vM5u4lFmuCO4BAEohOudeIjZ5XxYtSQ0AsxXBPaijLxLcy3O+PYk59wBgLjCzmKTLJC2TNCDpXeVtUeFFM/eai5i59+DOLuaFAAAUXLTEdKGz0DfsZs5YAEDxDQzllrnXSVlOAHMEwT2ooy9z0De94B5z7gHAHPA1SS8IX7/d3e+eaEMze7OZ3W5mt7e1tZWmdQUw9oJo8TL3BpMpsh8AAAW3vydSYnoa0y+Mh74LAFAKY8tyTp65R1lOAHMFwT2MKctZP42ynO29Q+obTE69IQCgIpnZRZLeGS6+191/MNn27n6xu5/i7qcsWrSo+A0sgOFkSgd6M4N7jUUM7kmU5gQAFN7eSFnOprrC9mWPtvVoKEnmOQCguKJlOZlzDwACBPeg9mhZzmne0bmrk9KcADAbmdkXJL0/XLzA3b9axuYUzf7eQbmPLjfWJJSIFfcj0/odBPcAAIW1P5qFXlPYspyDyZQebesp6DEBAIgam7k3+dism7KcAOYIgnsYZ869/DP3JEpzAsBsZGZflHRBuPgBd7+onO0ppn3RTIciZ+1J0r3bO4t+DgDA3DJmnDeNCi0TeWAn/RcAoLii85NTlhMAAgT3MKYs53Qz93a2k7kHALNJWIrz/HDxA+7+xXK2p9jKEdx7YGcnpc0AAAU1Zpw3jbnVJ3I/wT0AQJFFM/cSU5XlHCC4B2BuyDm4Z2ZvNrPGYjQG5dHRl3kRc7qDPspyAsDsEQb2Rkpxnj/bA3uStK9nIGO5ubawZcxGLG6qOfh6cDilh3d3F+U8AIC5qbOvcHOrT4TMPQBAsQ0MRefcmypzj7KcAOaGfDL3vi1pp5l918xOK3SDUHpjM/coywkAkMzs8xoN7L3P3b9UzvaUSltXaYJ7j1vRkrG8fjvz7gEACqe9wDdxjuf+HZ3y9IlqAQAosFzn3OukLCeAOSLfspz1kl4v6WYzu8fM3mFmrYVrFkopOhdD/TQHfZTlBIDKZ2arJX0gXExJ+qCZ7Zrkcf4kh6so+3oiZTnrilOWsz4yx+2V63cW5TwAgLlp7Jx7he/P9vUMjrkpBgCAQhoT3ItNfjm7m+AegDkin+DeBZIelGTh4zhJX5e03cwuMbOnFrB9KIHoRLN11dPN3CO4BwCzQCzyeskUj1lTsntfd2ky99YsaMhY3ryvtyjnAQDMTdEKLdGbSgqFefcAAMU0MJxZljNBWU4AkJRHcM/dv+Tux0l6qqTLJPUpCPLVSXqVpOvN7AEze6+ZLShoa1EU0U6vrmp6g74t+7k4CQCVzt03ubvl8Liw3G0ulL3dmZl7zbXFydxbs6A+Y3nbgT4NJ1MTbA0AQG5KkbknSQ/s7CrKcQEAkIL5ydNNVZYzmsQAALNVvmU55e43uftrJC2X9E5Jd2k0m+9ISRcpyOb7mZmdXYjGovDcfUynN907OrsHhtUfmewWAIBKEc3caypS5l5rXVVG4HAwmdLGtu6inAsAMLckU+OM86Z5E+dEyNwDABTT2Dn3psrcI7gHYG7IO7g3wt073f1/3f1kSadIulhSl4IgX7Wkl0r6s5ltNLMPmtmS6Z4ThdM/lNJwanQC9ETMprwDJhu7KM0JAKhQ0cy9piJl7pnZmNKc927rKMq5AABzS+eYedXjisUmvxiarwcI7gEAimhgKFqWc4o59wYI7gGYG6YfxUnj7ne6+1slLZP0Bkn/0Gg236GSPiNpi5n92syeXchzIz9jSnIWaB4G5t0DAFQid9e+ntLMuSeNLc25fjvBPQDA9LWPE9wrlkfbuqncAgAomlwz97oHhpVMS2QAgNmqoMG9Ee7e5+4/lPRcSf8zsjp8rpL0r5KuNLMHzexlxWgDstMZSVWf7nx7I3Z19hXkOAAAlFLPYFL9Q6ODx6q4qbaqKB+XJElr5mcG927ffKBo5wIAzB3tvZlZ6IWeb29hY/XB1ymXNuxm3j0AQOG5+9jgXmzq8RnZewDmgqJcrTKzp5jZDyRtl/R2BYE9k5SUdK8y5+b7SZjJV7zb4jGhYmXu7Wgncw8AUHnGm2/PrDhlzCTp8MWNSj/6fTs6tb9ncMLtAQDIRkeRM/dWzcu8OeX+HZTmBAAU3lAyMwMvbpZVmeno9U4AmI0KFtwzs/lm9h4zWy/pRkmvkdSgIIi3TdInJK1x9xMUBPW+Iqk7fP9fJb2rUG1B9qKTzBYsc4+ynACAChSdb6+5SPPtjWiqrdKqSPbezY/sLeo5AQCzXzS411Bd2P4s2ncx7x4AoBgGhqPz7WV342X0eicAzEbTDu6Z2Vlm9jMFWXpfknSMgoCdS7pC0gslHeLun3b3nZLk7hvd/f2Sjpa0Idz+tdNtC3I3JrjHnHsAgDlsvMy9Yjt2WXPG8k0bCe4BAKZnTHCvwGU5V82ry1h+YCdlOQEAhTd2vr3sLmVTlhPAXJBXcM/MlprZh81so6RrJL1UUo2CIN0uSf+tIKD3Anf/o7unxjuOu++Q9OVw8bB82oLpGVOWs0CZezs7mHMPAFB5Sp25J0nHLGvKWP47wT0AwDS190Yz9wpblnPlvLGZe+4+wdYAAORnbHAv28w9ynICmP1yvmJlZr+V9HxJI6ODkSy9v0j6tqTfuXtygt3HsyV8rs21LZi+aOZeoeZioCwnAKASlSNz74jFTUrETMOp4KLo1v192rKvV6sX1E+xJwCgEMysXtLTJZ0s6Qnh8+rw7U+6+4Vlalrexs65V9ibVRY2VqupJqGuMDOia2BY2w70jSnXCQDAdAwMZV5izjZzj7KcAOaCfDL3zlUQFDRJeyV9UdIR7v5sd/9NjoE9SepVEODbnEdbME2FzNyztJtn9vUMqn8o1x8FAADKa19PJHOvrviZe9WJmA5f3Jixjuw9ACipUxVMKfFpSedpNLBXscZk7tUUNnPPzHRMpKz0/cy7BwAosHzLcnYS3AMwB+Q7597fJL1C0kp3/6C7P5pvA9z9b+6+1t0PzfcYyF+0s5vOnHstkeyGPZ0DE2wJAMDM1FaGzD1JYy6QMu8eAJTcAUnXKrh59eUKppuoWMWec08aW1b6/h0E9wAAhTUYCe4lsizL2U1wD8AckM8n/GPd/cGCtwRlEU1Tn07m3vyGarWnDSJ3dPRRUgwAUFGiZTlLMeeeFFwg/e1do8s3P7JXqZQrFstu8AoAmJYb3X1++goz+1y5GlMIHX2ZmeiFmn4h3bHLM29MeYDMPQBAgY3J3Itlm7nHnHsAZr+cM/cI7M0uY8pyTmPQN6++OmOZefcAAJVmX3ekLGeJMvfWzm/IuMHmQO8Q5c0AoETymFpixitF5l5XX+aNonduOVDwcwAA5raB4eice9nd/BjtBwFgNso5uGdmKTMbNrMX5rjfc8wsaWbkRc8ghczcm9eQeQF0J8E9AECFic6511SizL1YzHR0pLwZpTkBAPkaM+dedeH7s+WtdRnzru/tHiRTAgBQUAND+c251947OPVGAFDh8p1zL98aUTaNfVEEXQPFy9zb2dGX97EAACi14WRKByKDwMYSBfck6dilmeXN/k5wDwCQpzGZe0Uoy1mdiGlZc23GuvXbOgp+HgDA3DWmLGfWwT1uNgEw++Ub3MMsEc3cq6/K/yLmgobM4N6mfb15HwsAgFLb3zso99HlefVVSmQ5p0MhHBOZu+i2TfvVPzTrKsUBAIqsfyiZcTE0HjNVJ4rTn61d2JCxfDfBPQBAAUXLciayLMt5gOAegDmglMG9kVpTpHPNIGPKck7jjs4lLZl3bT7a1p33sQAAKLXofHsLGmtKev4lTTVantaX9g+lmL8IAJCzsSU54zIrTgGdQxZkBvfu2dZelPMAAOamwbwz9yjLCWD2K2Vw7+zweVcJz1kUZlZvZueY2cfM7DdmttnMPHxcWO72Zcvd1RWZE2E6c+4taarNqLm6vb2PjAMAQMXY2z2QsRzNSC82M9Pphy/MWMe8ewBQOczszWZ2u5nd3tbWVrZ2REty1tcUr8T0mMy9re1FOxcAYO4ZW5Yz28w9gnsAZr9JP+Wb2dMlPX2Ct19mZidOcXyT1CDpCZKeIckl3ZJjG2eiUyVdUe5GTNfAcEpDydH6Y/GYZd1Jjqc6EdOCxmrtDTMf3KXH9vbomGXNU+wJAED5RTP3FpY4c0+SWuuqMpavuHeXTlo1T888dknJ2wIAyI27XyzpYkk65ZRTfIrNiyaarVCM+fZGrJxXp0TMNJwKvtwdHf3a09WvxU21U+wJAMDUxpblzC5PpX8opf6hpGqnkcQAADPdVLfwnSnp4+OsN0n/nuO5TNKwpK/nuN9MdUDSnWmPr0haWtYW5ahznKy96ZZrWdJcezC4J0mPthHcAwBUhmjm3sLG0mbuSdLRkT5z074e9Q2SBQ8AyF40c6+huniZe1XxmFbOq8uYb/2erR165rEE9wAA0zcwlF/mnhSUqV7aQnAPwOyVzaf8if5q5hoFukvSR939thz3m4ludPf56SvM7HPlaky+Cjnf3oilzbW6b0fnwWXm3QMAVIp9PeWdc0+SWuqqtLylVjs6+iUFWfAbi9CXXrPpz/rK7Rdpb/9+1VlCdRZXrUt17mqwuI6tX6Hznt2kPQ/2anN7Sju6ypaAAgDIUXs0uFfEspySdMjChszg3rZ2Ms4BAAUxtixn9jNMHegd1NIWbjYBMHtN9Sn/R5KuT1s2SX9VUF7zPyXdNMX+KUndkh5z9/a8WjgDufusuIV+THCvAKnqS5szO81HCO4BACrE3q7InHtlyNyTpCOWNB0M7knSht1dhTmwu5I77tTX//Hf+kH3wwdX92lgzKb/7GyXXrFGS4eH9c6eXj29s1fJy16k+MmvkY48R0qU53sDAJhaZ3TOvSKW5ZTCefceGp1jcN22jqKeDwAwdwwmM4N7iVhumXsAMJtNGtxz982SNqevSyvbuN7dbyhSu1ACXf2FH/RF74h5dG/PtI8JAEApjMncayh95p4kHbWkSTdsGL1IOu3g3p4HpLt/po77f6sPVvfppvo6xZOu0x5yPWGjqyopbVsgbVto2rbQtHO+NJwIPu/tSiT045Zm/bilWfOHHtSTrnuvnnTtB3TaYS/Q8lPfKi08YnptAwAUXPRiZtEz9xY0ZCzfs61d7j7tKR8AABgYysyvyCVzLzoHLQDMNvl8yn9G+Ly+kA1B6RUlcy8a3GvrYWAHAKgI+yJz7i1qqtaBntLf7XnkksaM5U17e9U3mMyvfPY/viVd/RFtSMT1/5YsVH9vrV52Q1JnrXO19kY3Dkpvpkza1So9uMp0xRNj2rI46MP3x+O6orFBV0hS25+16vI/6dTEPD2ntkZP7h+b/QcAlcTM5klK/0M7cvWw3swWpq3vd/cZXZ5k7Jx7xc3cW9pSq9qqmPrDeZHae4e0ZX+v1kSCfgAA5Gp6ZTnJ3AMwu+Uc3CNbb/aIZu4VYs691roq1SRiBzvf7oFhtXUNaHEzNa4BADPb3u6xmXvlCO611ldrcVON9oRlQpPuunPLAZ1++MIp9oy481Lpqg/p6ro6/aJ7vl5xufSER5KKTTF9Xsyl5Qek5QdcZ92T1B2HmS5/SkwPrcy8UWdrVZW2qlu/XrZEZ/b06sUt0mIqsQGoXHdJWjPO+gvCx4hLJL22FA3KV3TOvfoiZ+7FzLRmfoMeSss0v3tbB8E9AMC0jQ3u5VCWs4/MPQCzW/a3O6CgzOzNZna7md3e1tY29Q5FUIzMPTMbk723kXn3AAAznLtrb/fMmHNPko5c0pSx/M/H9ud2gPsul/7w//T3RK12/X2eLviV65SNPmVgbzwnP+L69GVJXfjjYZ34SErysQe5vqFe739LXJc/2TTMp0sAKKtSZ+5J0iELI6U5t7YX/ZwAgNlvYHg6ZTnJ3AMwu014C5+ZrR557e5bxlufr/TjzVXufrGkiyXplFNOyeNS2/R1RoN7BRr0LW2u1eZ9o7W+Hm3r0VMOyzHbAACAEuoZTGbcFVqdiKmxyJkOkzlySaP+vnHvweV/Prov+503/kX69Ru1vzem/pvm69S942/m1QkNHLNMyYWNiu/vUXx/j2L7exTv6h93+2O3SsduTWn7sri+/IKUti7MHFgPxE0/PTOuGx6f0huuLMtHGwDIm7uvLXcbCqUjMsdQsefck6S1C+szlu/e1l70cwIAZr+BoczMvUQs+8y9Az1k7gGY3Sb7lP9Y+OyR7TZpZFKW/ESPhzKJluWsL2BwL92jbT0FOS4AAMUyZr69xpqyzhcbzdy7a2u7BoaTqklM0Vdv+af0i1erd4+0+aZFWtE3dpPhRU0aePxKDR65VKoe5yPZ4LCqtu7Xxl/9QyfW1Y15e8XOpL744yo9dt4i/WLJVq2rrcl4f/v8mD71yuA18+4CQOmNzdwr/vD7kEgJzvXbOzWcTCmRQ4YFAABRg8n859yLlqkGgNlmsr+IlvaY7L18HpgBilGWU9KYspyPUJYTADDDzaSSnJK0sLFG8xtG2zA4nNLdW6eY0G7XvdJPXqKODa5Nf12o2r7Mj1x7F1er86VPVNfLT9Pg8SvHD+xJUnVCQ4ct1iu2bNZrtmzR33vG9uOxviEd+rMdev+GY/TJPfvUkkyOcyDpK3d8RT5OGU8AQPGMmXOvBGU55zdUq6l2tF/pG0rq4T2MAwFgpjGzejM7x8w+Zma/MbPNZubh48Jyty8qmrmXW1lOMvcAzG6T3cJ3SY7rUWGimXuFLMuZ7tG9DOoAADPbtQ/syVh2l/5y/+4ytSZw5JJG/ePR0bn2bn1sn049ZP74G/d3yH/8ErXdmtK+B+aNuZNq3ZEJLX/mk5Wsyi1oeVtfr27b1qtja2r007NOVfWjo/MEm0s1f9qgU1dV63dP3qWvL27Rb5oaM/b/4X0/VGN1o978+DfndF4AQH5SKR+TuVdfU/zgnpnpkIUNumfb6I0o92xr1zHLmot+7mzs7N6p23ffLkk6buFxWtu8VjEjqxDAnHSqpCvK3YhsjZ1zL4eynMy5B2CWmzC45+6vy2U9Kk+xMvcWN2eW59p2oE/9Q0nVFuj4AAAUWkdk4NdSV1Wmlow6cklTRnDvn4/t1zujGz10ZfC87mfafUOPDjzcFN1Cv36Kae2pJ6nK889GvH9gQD0vOEHD67ao7u8Py1Kj2XhdW+s02JXQWxcO6Nyn7NJ7li7Sgfhon/+Nu76hhkS9Xnnsq/I+PwAgO10Dw0pPmK5JxJSIlSaIdciCzODeuq0d+vcnluTU43qs4zFdu+Va/fbh32pL15aM9+oT9VrTvEaHtByicw8/V09c+kRVxcrf9wNAiRyQdGfa4yuSlpa1RRNInxddyjVzj+AegNmNue/msDHBvQJl7tUk4lrRWqft7cFEP+7S5n29Omrp2AuOAADMBNESZq315b/AF513747NBzSUTI0d0PbsVfcN1+jAw60Zqwfj0reeH1PdkWt01lDme3kx08BJazTwpMPU8j9/VaxntJTpQHuVBtqrNL+jSt96zh69ccUSdaddTP7cbZ9XfaJe5x35oum3AwAwoejNKg01pRvyH7Iwc969e7a1l+zcI1Ke0i8e+oV++dAvtbF944Tb9Q736oH9D+iB/Q/oiseu0KqmVfrIaR/RGSvOKGFrAaAsbnT3jHIgZva5cjVmKtHgXiKHzL323kHmAAcwq1GHIk9mNs/MFo48NPq9rE9fb2aNkx2nnKJlOeurCjfwO3RR5sCOefcAADNZdD6G1hmQubekqSYjg7B3MKn128fOu5e8/efa+Y/MjxvtDdInXxnXw8c06NyhQwrbsIFhdb3kFCUXjP2I09dWo5rLW/XNbW2qS2UOxC+8+RP6ym0XFbYtAIAM0ZKcDSWYb2/EmgX1GcsP7upS/9D4c7IWQ99wn86/4Xx95p+fmTSwN56tXVv1tr+8Te+7/n3a1bOrSC0EgPJz99L9YS6AgaFoWc7JL2VXp70/nHJ1DwxPsjUAVDaCe/m7S1Jb2mNVuP6CyPpvlqV1WShW5p4kHbYo84LfowT3AAAz2NjMvfxLWBaKmemIxZn96a2P7c/c6MBmtf3+Xg33jt6gk5L0xX+L6+EVplcPHq1qFf7CbqqlXp0vfaIGD1885r2h7io1/qpVn92xV1VpteFSJl16/yW6dtOfC94eAECgvS/zZpVSZu411VZp9fzRAF8y5Vq3tb0k597Tu0evveq1umbzNeO+XzPoOnvvEr1k81KdvjGhxz2W0pHbXGt2u5bsd9UNBP3VNZuv0Qsvf6F+uP6HGkpRzg0Aym0wmVtZzobIPLOU5gQwm1GWcw4r1px70tjMvUfbegp2bAAACi2a6TATMvck6aglTbp984GDy/98bL/e8vTDDi73/OGHOrAxs8/906mmh1eY/k1H6chUa/EaV51Qz/MerxXX/UZt9zZJGi13kxqMK/GnefrCM3t0/qENSoalcIYlvf+G9+tTQ5/SC484r3htA4A5Ktqf1Zcwc0+STlk7T1v29x5c/tuGNj3p0AVFPef9++7XW655i9oH2oMV7lpyQDp6h/TEtiYdtS2p5u3dMt8+4TFSkjYul+44IqbbD+/Vl4e+pJ89+DP9b1WVDh/iwjAAlMvAUDS4N3mJzcaahA6kBfTae4e0av4kOwBABZswuGdmPyjSOd3d31CkY5eMu68tdxumo38omXH3SzxmU3aQuYhm7lGWEwAwk0Xv6JwJc+5JY+fdu23TfiVTrt7rr5ftulW7rtqv9I9zO+dJv3haTAtStXpa/9isuoIz08LjulU7f0hbb8i8eLt4v8l/36gvPL1f739C7cH1SUkfvfnj6hrs1iuPe3Xx2wgAc0i0P2uoLu39vE8/cpF+c+doEO2GDW36wHOPLtr5rt1yrT5844fVNxzM937MFtfr/5zUmraRLdqzOk5M0pE7pCN3pPTyG6Q9LdIdh2/Tp49crNfV7p9yfwBAcUTn3Js6cy+z3zsQmX4BAGaTyT7pv1aST/L+dFR8cK/SjZe1V8gJZsfL3GMSWwDATDQwnMyYi8EsKC02EyxrrVVjTeJg+7r6h3Xfjg4d4kl1/fpSDfVkfpT79vPiGqwyvWBgrWpLWKChcdnAuOutf1irrk7o25sHdf5zE+quGx2Mf+72L6hrsEtvOfFtfD4AgAIZM+deCctyStIZhy+UmTRSlfm+HZ1q6xrQoqaagp/rVxt+pU/f8mm5XHX9rlddl9Kz1hXmEsbiDumcO1zn3CHdfcg8LTjH5UrPUQeAucvM3izpzZK0evXqop0nlfIxZTkTscn/Ekf7vej0CwAwm0w1554V4YEZoKs/s3Mr5Hx7krR+W4dqEqM/Xl0Dw2rrHv/CHwAA5dTWldk/NddWKT7FoLFUYmY6cklmNvyf7tmp4dt/rfb7MieXv/Jk0wOrTfNTNTotuaSUzZzS/Adjuvi7SZ28MXNw/j/3fEtfvPXzci/W/WQAMLeUuyznXVvatSZt3j1J+vb1jxT8POvu+K4+c8un5HKdsiGlr3w3OWVgr7ppWE0r+9S4vF/1iwdUu2BQNS1DStQPT7rfCY9JX/peUteeYBos7bcTAGYkd7/Y3U9x91MWLVpUtPOMF9ib6qbAxmhwj8w9ALPYZLfxHVKyVqDkijnfniSZmZY012bMt7BxT7cWN9VOshcAAKW3uzMzuNcyQ+bbG3Hy6nm6c0v7weW/3L5BL/3jX5V+j9aeFumnZwbLzx5erfiU928V33BMSqSNxxM9pg/+KqUbHpfSD54ZV19tMDC/7MGfqGOgXZ84/VOqjleXqbUAMDt0RMtyljhzT5KOX9GiTftGx4Hrd3QU7uCppA78+cM6f/sf1NAf1+uvSenJD44f1KtfPKDaRcNKLIypZmFSjVWdEx52qDem7h216tpeq97dNfJU5sXj+kHpmXe7HlohLT4gzeud4EAAgILJtSSnJDXUZF7fPNBD5h6A2WvCT/ruvrmUDUFpRYN7xbijc3lrZnDvvu2desphCwt+HgAApmNPZ3/G8kyZb2/EiataVV8dV+9gkKn3zju/pcHOzIHtt58X00C1qdmrdfrwsnI0c4z/fHVc//WHWsX392Ssf/q90uM2JfWt58V096HB1/H7x/6k9fvu0/ef+0MtrOOzAgDkq70vM0OhocSZe5J03PJm/fGenQeX79vRqWTKp58V39+p1P+9QR/pukuJ3lpd9JOkWsYJsnlLtQbPOkydKxcrGRu9aaQq2afmod1qGdyl5sFdqk+OBh2r6lOad3iv5h3eq9SwqWdXjTY93KTE7szPBEdtl/qqpf0NYtoJACiygeHMSiWJ+NR/c6NzzTLnHoDZrPy3daMsxpTlLHDmniStXZA5797d29oLfg4AAKZrdzS4N8My92qq4nr2sUGZzYahXh29cVPG+3850bR+bfCR7plDq1StmVEz7JHlps6Xn6a+U9bKI+Pw+V3SR3+R0n/8JanEcJBx8WjnJr38jy/TA/seKENrAWB2KPece5J06MLGjPFl98Cw1m+fRvbeQ1dKd/xI+t8n6wdt/9DdqtWHfjU2sOcxU98TD1H7q85Q7+qVGYE9SRqK12lf7Vo92vwkrVv4r/rnopdr3fx/0f2tZ+uRpidra8Pjtaf2MA1V16lpZb+OP7NNVU/s0mAiMzOwblCa3yPd9Lp/VbK7O/+vCwAwqYGhSOZebOrL2JTlBDCXENybo8aU5SzCHZ2HLCS4BwCY+XZH5txrrZ95pSH/9aQVkqS3bvudNDwaKWuv9/BPBAABAABJREFUly57RvBxrt4Tevrw8rK0b0KJuPpPP0JdLz1VyfkNY95+wW2u/7osqWX7ggunu3p36z+ufLWu3nR1qVsKALNCe29559yTpHjMdOzy5ox1N2xoy/+Au+/T0FUf0m2DbfpWU7Mu+HVSS9ozNxle3KSul52m/qccLiWy+5qTsWr1Vs1Xe81K7a4/UlsbT9LGljN0x8IX6955z9Wu+qN0+GFdWv3cNm1fkRqz/4J/bND95z5P/Q9tyP9rAwBMqG8oM3Ovumrqy9hNtZnBvX09BPcAzF4E9+aozhJk7q2aV694WpmSrfv7tJ9OFQAww8z0zD0puGu1qSauMx9dl7H+mpPs4Nx1Zw2vVO2k0ymXT3Jpizpffpr6T14rj5QwO3SX9PkfJvW0e4MLp/3JAZ1/w/n65l3fVMrHXkwFAExsJmTuSdLxkeDe3/IN7t37f9J1n1FHckAfXLhAb7rKdfS2zE0Gjl2urn8/VclFTXm2NsJMXdVL9FjzkyRJ8xqHtfIZ+7TujEENRL6die1teuQl/6b2yy8vzLkBAAeNTEswoiYx9WXs1rrMGzV3dfRPsCUAVL4J/yqa2eqRx0Tr830U/8vCVEqRuVediGnFvLqMdWTvAQBmmj2d0cy9mRfci8dMb0yuV6JrdIA7HJP+clLwUa7G4zpraGW5mpedRFx9ZxyhAx95vpILGjPeqh2S3vnHlN75+6TqBoIsvu/c8x19/KaPK5lKjnc0AMA4osG9cmTuSdJxy1sylu/cckAdkazCKe2+T7r87Up6Uh9avFCn3xbT09dnlsgcWjlPvWcdI2VRqm06XrliqZ7V3ae7X9yjTYsz34sNDmvnhz6snR//uFIDA+MfAABmEDObZ2YLRx4avT5cn77ezBonO06x9Q5kXrvMKrgXGctFb+QEgNlksr+Kj4WPRyPrN6W9l88jejyUwZjgXhEy96RxSnNubS/KeQAAyNeermjm3swryylJz1z3u4zlfx5lOtAUZME9fXi5GjTzgpLjse4Bdb34FA0evnjMe0+7z/WZHyU1vzO4ePu7R36nD//9wxpODY/ZFgCQaXA4lZHlEI9Z0cZ5U5nfUK3lrbUHl1Mu3fTI3uwPMNgr/d/rpeSAft3UKN9SrVfckJnNnWytV8/zT5DixS9INBgzta1r0Zl/TajzmV366+NtzDbtv/yVNr3sZRraubPo7QGAabpLUlvaY1W4/oLI+m+WpXWhnkjmXm0WZZcbaxMZVcQ6+4fVN8jNggBmp8k+BVvaY7L38nmgzLqiZTmLdEfnIQsyg3v3bJvGROoAABTB7kjmXssMzNyr2rFJsY2ZJc2uOiX4GJfwmJ45tGq83WYsr61Sz/Mer56zj5FH7sBdsV/65E+SWtQeBPiufOxKve6q12komWPGBwDMMdGsvebahMzKN/w+PpK9d8NDOZTmvPojUtuDao/FdPlAs971+8zAXqqhWt0vPFFeW9o+u3dPjU78ZYPWrOzWxeeYBiNlOgceeFCPnHee9v/kpyVtFwDMRr2Dkcy9LObci5mpJTLNQvRmTgCYLSYrwH9JjutRQaKZe/VFuqNz7cL6jOW7t7bL3cs6yAQAYET/UDLjYmjMxk7CXm4Ld/xVjT+5RENp90c9ukR6aEXw+ozhZWpRTZlaNw1mGjx+pYaXtarhynuV2Nd98K0l7dKFP0nqU6+Ia/c807q2dXrv9e/Vl878kmriFfi1AkAJdPRlzm/eWl/eTPTjl7foz/fvPrh8w4a27MaC9/9OuuOHkqRv17boHb+UatKGrx43tb/zmbL+8tz0kRqO6bArGhR720J95lVtesvvpGUH0trX3qHdX7pIdccfp7oTTihLGwFgMu6+ttxtyMbYOfeyu3bZWl+l/b2jfeLuzgGtiSQfAMBsMOHVK3d/XS7rUVm6BkqTube8pU41iZgGhoM7Lff1DGrbgT6tml8/xZ4AABRfdL69lroqxWbaDSiDQ0reuTlj1dUnxyQzuZtO6T9cKk/VtYJILWhU18tOVcNV61X9yJ6D6xd1Sp/8cVKffEVcOxeYbth2g97913frq8/4quoSdZMcEQDmpjGZe3XlzUQ/YkmjqhMxDYZjwV2d/dqwu1tHLW2aeKf2LdLv3yVJuq+6SnV31Wt+d+Y8e13/cbqGjlmu6rs2j3eEkmmtPlGfrGnTh1+1TuddZXriw2nt7O3TY6/5D63+xjfV+NSnlq+RAFDBevKYc08aW4llF/PuAZilil+cHjNSqebci8VMaxZkBvIozQkAmCl2R+fbK3OWw3hq/36dUmkxyK5a6e/HBgHIZPdReqD7sDK1rIAScfWc8zgNHrkkY/X87qBE58q24ILpzTtu1juufYf6hvvK0UoAmNHaezODe61lDu5VxWM6eklmIO+a+3dNvENyWPr1m6T+DqUkfT81X89clxnY6z1ptZLNdWUP7I3Y74t0QfJoXfO8pK45KfPmIOsf1Ja3vlUdf/hjmVoHAJVtTOZeFmU5pbH93x6CewBmKYJ7c9SY4F6RMvckaW0k9f3ube1FO1fJDfVLO+/Rsw+L67B5MyzTAwAwpd2RgV65L4SO4a743+7IWPXXE01DVUGfM3jgSfpr90qlfLydK0w8pp7nPE4DxyzLWN3aE5ToXLM7+CJv23Wb3v3Xd6t/mEE6AKSLZu61zoA5ZE9Y1ZqxfNV9kwT3/vYFaes/JEl/aGjQk/+WUCytf+trrdHA6UcUoZXTVLVK7xo6WVvOGNKvTo8E+JIp7bjgAu279NIyNQ4AKldPZM692izLcs6L3LAZHfMBwGxBcG+O6orMT1CszD1JOmRhZnBv3db2op2rqAZ7pPsul679lPSzV0hff4L0mWXSd56qq1/VoI3vbtLu8xv1u5fVSX+7SHrsb9JA95SHBQCUz+5xynLOJPX33KzhvaN9dsqkP58UfHxLDc5TsudI7Rmu1739C8rVxMKKmXqfdZwGjluRsbq5T/r4T5NatSe4yvuPnf/Qe65/jwaTg+MdBQDmpGjm3kzo005c1ar0cNf67Z3aur937Ibb7pD+9kVJUpeZrtvbouO3ZN65Mvy0Y6T4zLyEMVy1UP/uZ6jxhCF9/1kxpSLv7/nMZ7Xzq1+W+2y4GwcASqNvzJx7+ZXljI75AGC2mHDOvWyZ2RGSzpP0REnLJTVK6pa0Q9Jtkn7r7g9P9zworM4SZu5Fg3vrt3comXLFYxWQ6eYubb9DuvNSaf1vpMGuSTdf3BDTC4+KSX/9dLAiViUd8Szp+H+TjjpHqmYCXwCYSaIlWmZClkO6+b+5WOmXAe843NTWGvSfQ+2naeQ+rb90rdIJdftK38BiMFPv2cfI46bae7YdXN3UL/3nz5L6xKuCOfhu2n6T3n/9+/XlM7+sqvjM+n8DgHK4a8uBjOX9PeW/AaKlrkqHL27Uw3tGb3r88/279YYzDhnd6MErpL98QvIgJPbtphadd0XmcXrWzNPw2oWlaHLehuJNOt3O1iNH3qb/qevT2/7oSqRF+dq//V0N7G/Tmgv/WxabmUFKAJhJegaiwb3srl1Gq7GQuQdgtsr7E6WZrTSz30l6UNJnJb1I0pMkHR8+vyhc/6CZXW5mKwvQXhTAwHDy4KTmkpSImaqLeAfkgoZqNdaMxpF7B5PauGeGZ7T17pdu+R/pf58sfe9s6c5LpgzsjSs1JD10hfTrN0hfPFz61esK31YAQN7GluWcOXPuxfbulq/PnFPoylOCwF7cYxpqP+Xg+jv7FmvfcE1J21dUZuo782j1n7Q6Y3Vrr/TxnyW1+EAQ8rx+2/V67dWv1bWbry1HKwFgRonewJk+Biunk1a3ZixfvT5SmnPrP6W9GyRJD1dVqefBBi1Om6Y9FZOGn3a0ZDP/5tBkrFprF79aLzhkjb7xYqk/cu9J3y8v1y1veZF8eHj8AwAADuqNlOXMes69SFnOPV1k7gGYnfKK6JjZyZLWSXqBJMvi8S+S7jKzk6bfZExXdL69ptqErIgDJTMbk703Y+fdcw+y9L52gnT1R6S2Bw6uHuhIqP3ROu28rUWPXrVID/16qTb8dok2/nGZ1v9+oTZevVCb/7pA226apwOP1Kt/wNRrps6Y6UAspoHhXum+35T5CwQApIuWaJkpmXu1t92sJd//L6Wn7W1bIK1fE/TXpw2u0OGJ0Yu2LtN13bPsPioz9T31SPWfuCpj9YKuIMC3oDP45tzTdo8uvf9SDae4UApgbjsQydSLzjlULk9YPS9j+bbN+9U2cqF1eFC6+6cH3/t2davOvSWzdGXf41cpNb+x6O0smP2PqlVH6GULD9P3XiJ112a+Pe/Gh7TuJc9WarD8mZUAMJP15FmW8/+zd9fxcR3n/sc/z5IYLZmZMaaww8zYtEnbtElTZrqF29vb9tdbxpTbFIJNm7Zpw8zsgGNmJoHFrIX5/bEra3cFtmVJK/i+X6997Z6zc84ZWdbOznlmnkmeuVdS06y0yCIyJB3xUD4zKwAeBApju3YAvwGeBrYADUAWMB04E/g4MAUYATxkZnOdc9VHW3HpuY7Bvb6/kTmlKIvVe9uHX67cXc07j53QzRH9bOMj0FgBy/8A+1cCEAlDzfZM6nan01QZIBLs/EtEuAW8BAg2QtsqF3W7Mwi9mc+qKcZLc4w3ZhpNaUZ6JEJu7JEXjlAQiTDhgjBz3vIwqcwY+GNRRUSGlrK6xJl7yeszpEwkgm/1uoQ1ex5d6jk4a2FufR5js7axuWXuwfefrh/PFXnb8NkQ6ria0XTaLCwUIW3N3oO7R9ZE1+D7xnu9VGcbb5W9xTde/gbfXvZtPKZUZyIyPFU2JgX3sgZGm1aUncb8cbms2VsLRAdOPrGulHefMBFevwXqywB4Oy3AzFcDpAfb27HWDC/BE6alpN5HK90/lWsL8vnnNW9y+b1Q0BD33vr9rHjnOSy+6xE8WVq6QUSkM40tifcv0/2Hl5YzM+DF7zWC4Wh70hQMU9cSIrcf7n+KiPSnnuTp+AIwiuhY8r8CH3TOJc9vrgXeAt4ys18CfwLeEzvuC8DXe1xjOWp1zYkLreek9326lskjMhO2B9TMPedg23PR1JvBRiIho3prJhUbsgk19XwtQl8Elmx1LNnqaPXCiunG/cd72DzeR1l8wcXRR35jhGO2wkXbHuKksSdRmF7YxZlFRKS3lCXP3MsYGB2+tO1riTS2j1Rt9sPz86OBvdHBTCYEcxjpdhBgJq2xr3PV4XSeqSjg3KLKlNS5z5jReOYcCEVI27D/4O4xVdE1+L75Hi91mcb9W+8nPy2fLx77xT7NSCAiMlAlz9wrHCAz9wAumDf6YHAP4NG1Jbx7QTY898OD+/7dlM+1axMHqARPmoEbxDdjvb5CLis4nReufpET7wsnpBvN3FDOm1ecxuK/PYZvxMBeT1BEJBUaezhzz8zIzwy0zxInuta6gnsiMtT0ZGjz5bHndcANnQT2EjjnWoEbgLVEU3Re2YNrSi/qLC1nX0tOy7l+fx3VjQMgDUldKdx9Lbz2W8KNTRxYl82WB0ZSuiLvqAJ7yQJhOGGj4zt3hPnSP8JMLOs4q6I608PzCzx85YWvcMbfz+CLz32RPXV7eq0OIiKSqKElRF3caFCvxwbM+kQ5K55J2H51ttGcFg1YHd84GsNItxBLA4ntxEstk/uriv3LYzSeO5fW6SMTdk84AN+4K8yImmi7evu62/nTmj+looYiIinV1BpOSF/mNRtQNzGT6/LS5gNs/dc3oLkagBWBAMe+kNgGNxRl0Dpv8KecNgtwav6ZbLgyiz0jEt/L3t3I2xefTtP6lampnIjIANZhzT3f4d+nSx60mbwcg4jIUNCTO1hTiM7au805Fz5UYQDnXNjMbgN+CEzuwTWlF724+UDCdnMw0kXJ3pOT7mfWqBw2ltYBEI44ntlYxpWLU9hZq9gKt1+Bq95F1aYsytfkdJl6E6JrJWwea2wZC5vGGjtGR2+yprVCWhDSg5De6pi1B05eH2F8RefnOXaLY8mWMC/PNe451UNJYcfZBQ7HYzse45ldz3D93Ov54IIPkh0YROtMiIgMAskLq+dn+AfEjC9rqIdtJQn7nlsQa3MiXhY0Fx/cvyxtB6+0Tj64vSlUzP5gJmP8jf1S137l8dBwwQLci5tJe3vXwd0TD8B3bwvz/Wu8bB9j3PzWzeSl5XHNzGtSWFkRkf61r6YpYTs/04/Hk/o2rc3Y/AxG56ZTUhtNhz2e/Uze1r7W3uMVBVy2P/GYyOlzYQD9DEfFjAV5J7P5ypUEHyhjSmn7W1nVETZeey1TfvIj8s65JHV1FBEZYDqsuec//DkqyWupl9Y2d1FSRGTw6klwrwXIAHYe4XFt5TVUIsWagomNY8Zh5qw+WufMHXkwuAfRdRZSFtwr2wC3X06kqpR9ywuo253RabEWHzy52HhykYd9I8B1ctM3I9PHlrcraVjfQMOGBpr3NvPiLz5B7YEG/JtKCGwqxVub2Nn2AKescyxbH2LDnAj/Wuxj9QRPh/O3Rlr505o/cc+me7hk6iV8+bgv4/X0z+9LRGSoS+7gJXcAUyX/qXuIHz5VlgfrJkbbh0VNxaS59nZgnK+WSd5KdobbUzk/VTeB9xZu7Lf69iuvh8Zl0/FU1uPf1Z5+tKABvnVXmJ9f7uGtGR6+/cq3yQvkcd7k81JYWRGR/lNSk9imFQyglJxtlkzM5+E10cErX/HdjddFZ2S8GUjjmNcT+zgHFo/GO37oLVMwI2shOy/fyrpHtzG3fZwKaS2w+9P/RcVn1zL1w19OXQVFRAaQ5DX3DjctJ0B+RmI7qJl7IjIU9SQt57bY8+gjPG5U0vGSIsnT2jMC/RMsOndu4n+Z5zaW0xI6rMmfvWv/Krj1Ilr3l7PjyaJOA3uNAfj3ScYnPu7ltnO87C2yhMDbuEgWl7dO4b+bjuWnTaew6+ZdVDxeQfOuZgiDmYdwcQ7Ny2ZQe8My6q5aSmhMXofrmDPmrPPyP3c57v5FKz96sIkztwcxl5i2s661jrs33M27HnwXb5e93ev/JCIiw1GH4F7GwLgRmv3UAwnbz81vb4OOa+z49WtZ2o6E7afrx1MbHhiByj7h81J/6aIOKTrTg/Clf0U4/80IDseXX/gyL+97OUWVFBHpX/uqEwcTFmYNjDYt3pKJBQAcZxu40Pv6wf2PV+UzOW5R8ogB1yzr59r1n0kZ05j8znN4aUHiwE5vBFp+eiuvffF6XKTvs+uIiAxkzjkag8lr7h1BWk7N3BORYaAnwb1/EF0779ojPO46ouk87+nBNaUX1TQGE7Zz+2HNPYguXpsXl/O6oTXMy1u7yF3ZV/a8AbddQt3merY/XkxLTWJj35AGfz/Vwyc+7uXuM7zUZrV3uEZE0rkgOJH/bTqO/20+notCk5nkcvBwiFQxZoQmFFJ3zXHUX7qItPxgp8U8jV4mrfbzsb8Zd/4iyCcfCXHS+gh5De2Bvo1VG3n/o+/n52/+nNbwAFizUERkECtLGr2ZNwBm7vn27iCyuyph3/MLol/XJrfmMjKc2eGYhYF9ZFv7z9LsfNxfM7VvK5pqPi8NFx1D85JJCbs9Dm56PML1T4UJh4N89pnPsrp8dYoqKSLSf/Ynz9zLSn2blmzSiEwKMwN80d9+S+CNtDSOWZ54s7ZyyVjCYwv6u3r9qiVojDrjeB44rWNfMvfBN3jyqpNoqqvu/4qJiAwQzcEI8ePefR7DewSpmhXcE5HhoCfBvV8BG4ATzey7h3OAmX0HOAlYFzteUqiyMTEoVNBPozo9ZiyakJ+w74l1pZ0X7gs7XsLddjnlb4TZ88KIDuvr7RgJX77Ry79O8dCQEf3CkOV8nBYcy381L+b/mk/kyuA0xrkern1nRnBqMVPOL2fsSZX4s0NdFvU3ejjtbfjcfyLc8oswP/1DiA89GmbZ2ghZDWH+tOZPXPvQtWyo3NCzuoiISCcz91J/I7TowVsSttdNgNKCrmftAQQswtnpmxP2PVE3gcpQWt9UcqAwo+nUmTSeMZvkcTaXLnd85Z4IgepGPvTEh9hWo8QRIjK07U9ac69wAKblNDOuHl3CCZ72PsyjVflMTe4SXnli/1YsRUZ4clm86BQevMRLS9J42/Ebann50lPZuum11FRORCTFGpKyjqUf4ZJCyVlZkgfBiIgMBUcc3HPONQIXAG8AXzazF8zsSjPLjy9nZvmx/c8DXwGWAxc555o6nFT6VWVDYnCvPzt+ycG9J9eVEom4zgv3pp0v4267gn3P+TmwJrfD2y/ONb5+vZeyAsPnPCwJFfOxlvn8sGkZ7wnOYnok/9Az9A6TGeRNambaRWWMW1Z56AOA8RVw7grHZ+6P8LtfhfnUfWG8qzZx3QPX8vuVvycU6TpQKCIinSutG2Az9yIR/C8n3sR7LjZrLzPiY05z12sPLUvbQZ61f8UK4uXfQ332XkzLwgnUXbKow0rSi7c5fvynMLPW1fGRJz5CSUNJSuonItIfOs7cG3jBPYB3Rx48+Pr1tDQWJq21VzmjAG95HYEVO/u7aimRZemcPPUMVl2RRlVW4ntjS0KUX3cDrz5yS+cHi4gMYY0tySk5j+wW9ojsxHZwW3k9zvXD/UcRkX7U5SejmW3r6gE8C4wlOk76ZOCfQIWZlZvZTjMrBypi+9uS5Y8DnjOzrX35A8mhVTUkpoXsz/UYZo/OSWiQy+paWLW3pm8vWrYB99dr2f9qJrW7EtfXCxvceraHX1zmwfw+rm2dwY+aTuYjrfNZFC7G16PJrYfHPJA7oePIIXeI0Uj+MJy6zvH/7gzzg1ta2PLHX/Che9/DxsqNfVVVEZEhqWyAzdzLeutZInXtgzVafPDq7OjAkiWNI7ttk/wW4byMTQn7nq0fT2mw47qyQ1FoajF17zgOT0Zihz2vEb7yzwgX/2svn3zoQ1Q3V6emgiIifWx/dWKbNhBn7qU17GNS6RMHtx+pyWf6/sQyvuNm9XOtUs/Mw/Rxp9FyRQH7ipPasQbI+OJPefTnH09R7UREUqMxmDiIPc1/ZPfnCrMCCfcfa5tDlCYtyyAiMth198k4GZgUe+7sMZboGnoQDfIZMAKYEHtu29dmbNyxkiLhiKO6KSktZz92/PxeD/PH5SXse7IvU3PWleDuvJrSVxw12xPXKarJhG9f5+Hh4z1Mj+Tz9ebjODM0nkxSe3O3+kOnU3fZIpqXTiI0KrdDqrF4Ew7AB56I8OlvreKhT1/FzU/9PxqCDf1XWRGRQawsaeZefopvhBY8cmfC9vJZRlNatBFY2jTqkMefENjFCE97GxDGw79rpvVuJQew0Kh8at91AmmjIh3eO3+F4yM3b+Hbt91IY7AxBbUTEelb+5LScg60mXtF+55m1tvfweOiMzFeT0tjYdJae1XTCggX56SiegNCWtGxjHjXseycmtiOBcIw6XfPcP/Hz8J6J5mMiMiA15A0cy/dd2RpOT1mjMtPHOi4sbTuqOslIjKQdBfc2xV77OziseswynRWblcf/BxymMrrWojPgpmd5iNwhFPbj9ai8fkJ23227l5LHdx1DQdeqqFqU+I6eeW58NUbvGyc6OWq1ql8oWUxRW6AzG7wewlNKabplJnUXXsCVR89k+ZLZ5M133W5Tl96EC58I8Ipn7+bX3zhTB7f9JDSDYiIdMM5N6DW3Cva+jCsTkxu8OyC6B28aS15jAgfuo3ymuP89MRZ3C80jGVvMKuLI4aeYF4e1VedSOExjWCJ7eD4Crjh5g3c9s130hpq7eIMIiKDT31LiLrm9n6C12PkpPu6OaL/eULNjCh5EYiOEH6wLp+Z+xLLeI+f2f8VG2AavYWMOv9Y9iwOd3hvxtP7+efZMxidM7B+tyIifaExac29nty7HJsU3Nus4J6IDDFdfjI65yY756b0xaM/f0BJlDyisz9TcrZZMD4PT9yIw42ldeyq6OVR9OEg3PN+Kp7byoG1iaM/q7Pg29d5CeRk89XmYzk/NKnX1tPrEwEfTVMnsOesc3HXTWPsmbXkjG/qcNMSILMFrni8jrTrv8jPfnA1O2uGx1oVIiJHqr4lRGNr+40zv9fIDBzZaNDelP7qC7hQe1t0IBfWTIpuH9s4+rDPszSwh3H++oPbDuMf1dN7r6KDQHMgj/JlJzDxnEp8SYNifBE4419befSmi2htrO/iDCIig0tJ8qy9TD+eATbFq7DsZbzhaD07m7W3fOxk9hQcfns3lDUFRpBz6tnsuyiD1qSvJnN2e7l35jTOnzB8ZziKyPBwtDP3AMbmpydsbyxRcE9Ehpb+nbIlKZe8FkNBZv/PUshO8zFjZGJn5PF1Jb13Aefggc9S/cTLlK1ITAFanw7/d62XUbnF/HfzUia47C5OMgCZUZ45k/XzLyN8wWQmX1ZF0fxawlkd04+NrIELb13Pqisv5NZ7/lspyEREkiSvt5CfEcBSeCPU9+pbCdvPzzecx8iPpDO7peCwz+MxODewPmHf8sbRvFAxvG4C1gZGs2/KsUw7v5ysqR3bwBmv7eW1K86mabcSSojI4Lcveb29AZaSk0iY4r1PA7FZe/X5zNmTWOSuGZfxUO3kfq/aQBUxP953voeKD0yhNnF1CfLrjZ9kjeXbs0biwh1n+ImIDAVNR7nmHtAhLeemMg3uE5GhRcG9YWb/AJi5B7BoQn7C9j/e2NN7aSSf+yG1D/yT/a8nXqPZD997p5f8wiI+3DoPP6mboXE0Ih4/e7OOYdXEK2k6YTozL66kYFEtwUDHf7/p+xzHfePf/OHDy/jJC98l4joGAkVEhqOy5JScKRjs0iawZxPBvYnBxufmR7+ind4yGe8Rfl07xr+f8d7qhH33NC6kOTI4272eKs+Yzr78+Uw8vprcU6poTmoni3bVsv7KS6l95eUU1VBEpHeU1CQP4BxYwb3ifU+S1nIAgOXpaSx4PTGt5OtjJrGpYCLP14+jIpTe2SmGpcCKnaRnTqfpmrnsTprU6HHG1RSy6R0XECzpxYGyIiIDRPLMvbQepOVMDu5tLq0jEtESNiIydCi4N8wkj+pMVcdv6aSChMXAN5bWsXx75dGddOMj8OS3aLn/h+x7LR9c+wWCXvjR1R7SRxfx4db5+IbAf/2wJ8Ce7IWsGHU1rUunMfuSA3hmNxL2JH5R8Tg4/5VmFn/pDv77V1eyqnxVimosIjJwlNYltod5KVxvr/i+3yRsbxwH+0cY5uDMlslHfD4zuDpzNUZ7e1ARyeKfwyw9J8CurMUcyJ3HuPFNFJ9XQWlh4vsZ9a3svukmyv/yZ61VKyKDVvLSCwMtuDdx061A+6y9+bsSP2//OuNSAEJ4+GHZEurCqWuTB6JA/jjSrzqZN5Z2zDAQWb+HLRedR93TT6egZiIifSd5zb20HqTlzMvwJyy90NgaZm91UzdHiIgMLoM/wiFHZKDM3CvMCrBofH7CvttfPcr14Wr3En7uV+x6qQAXav+vHTb4+RUesqdM4CMt8/EPsf/20SDfIlaOvYKCE0cw44Iy6ie1dig3pgre/+tNPPnZa/n6E//F3vq9KaitiMjA0CEtZ6pm7oVCeF99O2HXswui7dTC4GiKI1k9Ou1kXxWnpG1P2PdI3SS2tOR1ccQQZcaW9EXU+EczPruVGeeUsSopxumJwIEf/Ii9//VfRJqbOz+PiMgAlrz0wkBKy5lbsZKCA28CsDwtjcWvJt6c3TlmBBsKJx/c3h3M4ftlS2mMJM7uG+58/iwmLzuDP57RQnVSmk4ag+z5+Cco+c53iLR27AeKiAxGHWbu9SAtp5l1TM1ZqnX3RGToOOooh5mdbGafM7OfmNktZvbnQzz+1BsVl57ZVzNwOn5nzhqZsP3YmpIOadIOW3MtPP8T9r2ZSagm8Qbtn8/z4J05ge/amUMusBcv6M1kS94pbJh8AbNO81B8RgVN2R3TcF74puOc/3mQb3/3Qr7/6veoaKpIQW1FRFIrOYVZfkZq2sOiJ28l3NC+3eyHl+dER+bPbchna+v+Hp/74oz1FHja15tzGLdUzCPkUre2YCpEzMf6/LOo8xcxzhPilBNKeXgZJLeQdQ8+xNZLLyW4b19K6iki0lP7awdOHy9Z/Ky9h+s6rrUXXjyBuf7EtJLbW/P4YdmSYZdO+lC85uOnt2zne6c3smpyx7a86o472fGud9GyfXsnR4uIDC5NwaNPywkwNim4t1HBPREZQnoc6TCzy81sM/AC8GPgs8AHgPcf4nHDUdVYjsr+6oGTsmXOmBymFrfPSAhFHHcv333kJ4pE4D8fo3JVFfXbEocxvjjX2HtMIe9tnMamhuExU63BX8SagguomHUCcy6swzezsUOZkTXwmXuDLP3C7Xz7m+fw2zd/RUOwoZOziYgMTckjNkdkp6Y9zHr0PwnbL8w3mtKN3HCAGS0FR3XuNAvzzsyVCft2B3O4v2bKUZ13MIp4/KzPP4cGXwHjwmGunVLKH6+EhrTEcqHde9hy9VU0LF+emoqKiPRAxz7ewEhrmdawj5F7HgXgtbQ0liTN2jswIZfWUbm8P+sNZvjKE97b1FLAT8oX0+qG7uDMHonAAzfv4kcz67jrDA/hpBhfy/oNbL/qamruuy819RMR6SUNLYlpOdN7kJYTOq67t6lEwT0RGTp69E3ZzD4O3AtMBewQDzrZlhRoDUUor29PQ2aktuNnZlx/4qSEfX9dvpNguONss269+BOaX3uUvW/mJ+zeVwhPnJvPx1qPwc8wG/VpRkX6FFaOuZyMUycw4cxKwjnhDsXGV8BH7mtm9id+zbe+eir3rL6LcKRjORGRocQ5x5q9NQn7JhYm57jqexlb3ya0qz5h32NLol/NljaOwtsLX5tm+8s5NpA4cOY/NdOGX3pOIORJY13+uTR5cxkXCvPFrFJ+dj3sGZFUsKqGnTfeSOWdd2odPhEZFPYPoOws8SZt+jMeF8YBj1fnMzNpYnT9wmkABCzCTdnLmexNXIN9bfMIbq2c00+1HUQcvPmrPfzLVfO/7/VSltSku6Ym9n35K+z78lcI12sAp4gMTo2tR5+WEzoJ7pXWd1FSRGTwOeJPRjObCvycaGyolOhsvbZv3A74MDAfuBj4BVAf238bMI1oQFBSoLS2mfh7VLkZfnze1I6EvHrp+ITFbUtrW3hiXenhn2DzE0Qe/y6rXy3CF2q/Cdrqgzsuz+ZDLCQw3AJ7cSLmZ1f2EjbNvYAxl3jJn1mPo+ONytHVcOODTYy56f/46dfOY9XeN/u/siIi/WRXZSO1ze0jQXPSfBTnpHVzRN8o+tevE7bXj4ddIw0PxtKmkV0cdeSuyFhDtrUP7gnh4cdliykNZnRz1NAU9GawtuBcWjxZjAuF+UFzKb99t+P1GYmBVAtHKP2/77D7q1/WOnwiMqDVNQepj5vd4PMY2WmpX6/O31zJuG33APBqWhpLX0vsk5VNyqO5OOfgdpqF+XD2q4z3VieUe7Z+PM/Ujevz+g46Djb8YR+TR47iSx/w8srsjgOCau67j22XXELdk0+moIIiIkcneeZeWg9n7o3NT0/Y3lxWR3NQg9pFZGjoybf+j8eOCwPnOefWQHQWVkyZc24dsA54xMx+DNwHvA9odM594qhrLT2SPKJzIKRrWb6tkuMmF/LcpvY0LLe/soOLFow59MGV2+BfN/HSqhEUVSUGKf92ToBr8paQ5VL/Mw4Ezb48NhafQ+GZuxk/4w1q1nqp25mBJa27VFQLl/x7HweefC93Xr6Eiz79UwpzR6Wo1iIifWPVnsRZe/PG5eKx/k0ukBVsxL25ifikBo8tjbZlC5qKyI30XrAxyxPk6sxV3NZw3MF9tZE0flC2lG+Ofo1cb7DXrjUYtHqzWVtwHvOrHmV8qInbD5Tw/84vZPuoDN75YmL2gIb/PMD6t95k6k9uJmPB/BTVWESkax36eFmB+L55ykzYcgfecDMR4NGqfK5NXFaPhtisvXgZnhAfyX6VXzecSkmoffmGWyvnMClQx9S02j6u9eBzdWguxZ50fnH5DlZNNm58MkIg7n54qKSEPZ/8FNlnn83o//ka/jGH0c8WERkAemvNvZx0P0XZAQ7UtwIQDDtW7anh+CmFR13Hoagl3EJpQymVzZXUtdZRH6ynrrWO2tZaGlrr8eMh3eMlw5tORsYIMvwZ5PhzGJExgmKPh/zIEWZjE5Gj0pPg3plEZ+I90BbY645zbo+ZXQSsBz5qZvc6557qwXXlKO2vSVqLYYCkazlzVnFCcO/VbZW8uq2CE6cm58mK01IPf3sPz281ijclBvBemufluFlLKXD9PwtjQDOjMn0i1dPGMm70GqaWrKNsQxZ12zPwRJKCfHVQdOdbrL//LJrffRGnf+zb+NLSuzixiMjgkpySc8G4/k9R+aG9D+CC7Z+91Vnw2qzo9skNY3v9eosC+9kb3sSTzTMP7isJZfGT8sV8beQbBDzDqxPW7MtlVeHFzK5/hezmvfzgQAX/mZ3Fz0fm85EHHRmt7WU9u/ax7V3vJP/DH2TsJz6F+TVwSEQGjn1J6+0VpnBN9TbeYD0TNt8BwGOZmZz0VOJsi73zR9IyIrvTY7M9rVyfuZyf155KMHa7IoiXn5Ydw/fHvkb2MBuQciiGcXpkGhOas/nDMWvZNN7LZ/4TZuKBxHL1Tz3F1ldeofjTn6Lwve/FfKmf3Ski0p0OM/d6mJYTYMbIHA7UVxzcfn1H5bAO7jWFmthctZmRpxcwYXQGozMDFKX5+NoXluCrayGzxeELk/DwRiDNCyEv1HqhwgtBH1RnGQdy4UCeUV48juZ0R+4njIIGKKpxjKyGhRv+zriccYzLjj4C3tR/VxEZKnryjW5y7PnlLt7v8BfqnCs1s78AnwM+CCi4lwId1mIYAB0/gPEFmcwYmc3msva815/52woe+vSpFGV3EqCLROA/H+WNLTvJfznxhuzeEUbWmYsZTeedRYGI+didvYiyydOYUvQ6Y+buZfemXBq2ZOBLWpG9sDYCv3uQN+5+jJyPf4i57/045h2+aU5FZGhYnRTcm9/fwT3nOGvbioRdTy00wl5jSkseY+JmK/Smi9I3UBnJ5K3W8Qf3bW4p4NcVx/CZorfxpH6iR79q9WaxOvdMpvIqo5q3cGV9AwuzWvjhdUVcc7+HsVXtZT0RR+3vbuHAg/9h9m//RNqMGamruIhInIG43t64rX/HH6ylFXi2PJ8b2sdxEgHKz19KemXXa8GN9dbxrsyV3Nm49OC+ykgWvz6wgP8a+dawa68Ox1RG8d9ps/hL3r389w1e3vFihEuWO3xxY3dcYyNl3/8BNfffz5hvfYuMBQtSV2ERkUNIXnMvvYdpOQGmj8zmlW3twb03d1Z1U3qIqC+DsnVQV0LJzjW8vvYtKvaVE65oIrsywugqx9M1o/AkzKxv6ups3Uhc+qfZD3uKYP0EY91E46lFxgOv/d/B973mZWr+VOYUzmHuiLnMKZzDrMJZZPn7pg8sMtT1JLjXlhh/d9L+ZiAt7v1kb8WeT+jBNaUX7E8e1TkAOn5tLls4lp88sengdmltC5/7+9vcduPxeJJ7by/8mI2rHif4/Aiy4tr6Fh+UXjSHKd6Cfqr14Nbiy2FD/lnkZ+xhSu5yfLNLWbM5D++mdPyhxH/zvJogfO83vHr7XUz56jcYdfYFAyLdj4jIkXLOdTpzb1t51zcZe9sZFSvw17aPRA0bPLE4OhJ1WR/M2mtjBtdlvk1tJJ0toaKD+19vHMWtlXO4sXA9w+2j3ZmXrbknU+8fwZS615kaDHGzlfCzdxSQvTyTs1cmdlYDe8rZfOUV5H/q44z74Ec14EVEUm6gLb1g4VYmbfoLAHdn53DOE4nvlywcS9Po/G6DewBL0/ayI1zIiy1TDu5b2VzMXVWzeG/BxmHXXh2O3NpqPhU5mQftZf56ppcX5jk+/GiYWXsTy7WsW8+Od76Lguuuo/hzn8Wb09UtHBGR1GloTZy5F+hhWk6A6cWJEwDe3FlFJOI63m8crGr3wb4VsH8lkV0raHx7NTX76thbnQEVPnLqjenA9H6oSnoQpu+H6fsdly53RICdo2DtROPNGcb6CY7NVZvZXLWZ+7feD0Rnoc8unM1p40/jtPGnMb9oPh7r+e9bZDjpyV9K27fw5GOrY8+TuziurZcxugfXlF6wr0PHb+AE9+aMyeXC+Yn/NV7YfIBfP7MlseCGh9j/zPfZ+vII8usT36r+wClMKdRi60eqOm08b4+4nJKiBSw8ppoZF5eyb0ErrZ2E/vP31lD1yc/zxrsupmH1qv6vrIjIUdpV2Uhtc3tHMTvNx+QR/TtK8P07Hk3YfmOmUZlrFIcymN6a36fX9lmED2QtZ7Qncd2iJ+snck91f3T3BiAzSjNns7bgfFo9GaQ5+EpdFccuPsAfr3RUJf338IYi1P3sV6y55jJatm5NTZ1FRGKSB3CmeumFsTvuJa25jBqPsXJ/DuPbJ0oQMWieOpaCdXu7PkGcyzPWMMlbmbDvkbrJ3Fc7pYsjxONJ5zLO5LO1OdSPiPC/13v5wwUeGpIT4jhH1V//yraLLqb2kUdwznV6PhGRVGlKnrnn7/mgujH56WQG2o+vaQqypby+myMGgYYKWH4L3HI2kR/OofbHH2DP9/7Ahh+tZvcjRu3KXHJ2+smpT20A0wNMKYVLXnd8468Rbrk5zCceCHPcxghprdG2x+FYX7me36/6Pe95+D2cec+ZfO3Fr/HYjsdoDDamtP4iA11PZu5tBxYCo5L2byAauDu9i+OOiz23dvG+9LHkNfcG0sw9gCsWjWNLWX1Ces6fPbmJpZMLOHlaEZStp/IfN/Lk6pEcuz/x2LVnjqHo5NmwYmc/13pocOZld/YiKtMmML32Rc6ed4C9M/y8tK2QWau9BBK/U5G9aju7rnkXracfy4yPf5HMhQtTU3ERkSOUnJJz3tjcfh2xOaG5lNF7K4D2az66pH2tPQ99X5cMT4gP57zGzbWnUOMyDu6/r3YamZ4Ql+bt6PM6DER1gZGsLLyE6bUvU9C6lxObW1iYXsIt78wj+5UsTtqQeOPTt24bWy6/jOJPfJLiD35Qa/GJSEoMpLScFgkxaeMfAfhzVh6XPpz4fnDGBFrzMw/7fD5z3JD9Bj+pPZ36uPXU76meSbYnyDk5e3ql3kOOGXN8x/KD+v08Yyv4x6J0Xp/h5YYnIyxbn9iWhcrL2fu5z5N1778Z/b9fJzBhQooqLSKSqKEl8UZU2lHM3POYMa04O6Ev+MaOKmaOGmQzl4NNsOlRWPl33OYnaNjnpWZHBnV7R+NC0X+fI+lNOhytmY5wWoSIP0xOjp9Ahh+XnkbIn0bIl07Il07Y58eZF+cMwg6LRCAUwd/ahL+uFm9tE9QHidRHcOHuf085zXD6GsfpaxytvuiMvhXTjBVTjdLCaO0rmyu5f+v93L/1ftK96Zw6/lQumHwBp44/lQxfRrfnFxluehLcewtYBByTtP9Z4AzgVDM7zzn3eNsbZnYc8AGiiXjX9KSicvT2Vw+cjl9nvB7jw6dN5XuPbKCyIRoDjjj49N0rePBD8yn8+3XctTefc9YmNlU7p6QzZv5cTIG9o9bgH8GqwkuY0LCScazhnbNLeWVGJqvW5rFknXWYrht47g12PnctobnTmHjTx8k971zd3BSRAS05uLegn9fb+9Kuv4Jrb8f2jIC1k4yssJ9jmor7rR4FniY+kvMqv6lfRn2k/fvA3dWzyPSEOHuY3jANejNZn382xc1bmVL3OhmulU83VbP2+Eb+PrWQi5/2kB33dcoTilBx8y+oefQRJnzv+6TPnZu6yovIsJQ8gDOV2VlG7nmUzPpd7PV5aV2dxejq9kBSxMCzZAFwZDMl8j3NfCT7FX5dt4xm2vsZf6mcS5YnxElZJd0cPbw5/xjOiRRwYdmL/C6nlZuvyODZYyLc9FiE0dWJZRteeIGtF11M/hWXU3jDDaRNm5aSOouIAIQjjqZgYnDvaNJyQnTdvYTg3s5K3n3CxKM6Z79proHXfg+v/BrXVE3d3nQOrM2nperw2vygF0qKDVcYIC0vk+y8PKwgj3O+cw/Vwfa2+qXffOqIqtWStH1SyW2Emj2UvB7tYwfrfbTUdn2PMBCCxdsci7dF67C/AFZMM9ZPMLaOMQ7kQnO4mSd2PsETO58gw5fBGRPO4NxJ53Ly2JO1Tp8IPQvuPU00UHdO0v7bgK8CAeABM/sPsBWYBlwe2++AO3paWem55mCYiob2SZNmkJcx8IIwBZkB3nfiJG5+avPBJVlr6hvZ+8dr+Wt9Hec9l9hwVRR4yTn/BMyjXMy9xZmXXdlLqEybyPSaFzmJGpYe08i/5uTjfTOTBTs6HuNbt5V9X/gCe4oLGHX9DeRfcw2+Aq19KCIDT4f19sb3X3BvZKSSWdt3E44bKvH4Eg+YcXzjaPw9ypbec2O8dXwo61V+U3cyLXFfCf9cOZdhnZzLjPKM6VQHxjKt7lUKW3Yzr7WVmbkl3H5NHv5Xszhuc+IhoY2b2faOayi66SZGfOTDeLOzOz+3iEgvcs51nLmXouBe0d6nmL76pwDcGSrg4tcSW5LwnGmQlwOtR54Gbbyvlg9mv8bv608iSDStmsP4zYEFVIcDnJ+zi6GybFJvC3nSCWWfzVca1rCjbiM/HZ/LFz7o46qXI1z+qsMXiSscDFL9j39S/Y9/kn3GGYy46QNkHHus1loXkX6XHNhL83nwHOVnUWfr7g14zTXw6u/g1V/jGmuo25POgbXFtNR0fz+3IgdWTjFKRwfIGVnE9PwJjPK2z1JsuzscH9jrDWbgz4hQvy86u858EbJGN2Gz87AdtTTuCxBu7brPO6YKxrzhuOiNaL1qMmHrGGPrGNgzwjiQ28irVQ/z6NaH8fkCHDf6OE4bfxpnTDiDcdlapkmGp54E9x4g+jkwPn6GnnNup5l9Ffgp0fX13hF3TNsn8DPALUdRX+mhkqROX36GH+8A7QHNH5fHxceM4cFV+/ES5mf+X/JiZBfLHk3HG9fuNAfAXXIsnrSBNQNxqKj3F7FyxKWMadzA+IaVXOevpmRZHX9dWMCcVwJMLut4jKe8ivKf/ozSX/2S3Esupvh9N5A+e3b/V15EpBPOOVbsqk7YV9cU4sl1pf1y/a+V3km4qb0z0+yH5+YbPufh+MbULEk80Vcdu2F6IqG4G6Z/rpxH8ZVfo+KxXxFprDnEWYamoDeTDXlnUtS8nSl1y/G7Fm4K1vDayc38cfYIrnkK8uKWgLBIhIpbbqHqnnso+tAHKXjPe/BkKG2MiPSd2qYQjXFrEgW8HrLSer4m0dHIqVpLRsMe1voCzH8ykNBva8zysWfxKCKt+7s+wSFM81fy/qw3+HPDcURig2HCeLijag4vNozlpsJ1TE2rPcRZhikz9mctIDc0iT+Xv8azaZX8dlkeL87z8sHHwszb1fGQ+mefpf7ZZ0lfsIARN95AzrnK0CIi/aexNZSwfbSz9gAmF2Xi9RjhSLSB2lnRyMaSOmaNHoCpOZuqozP1Xv01rika1CtfVUxrXdefw1VZ8OpsY/kcL3mjR3FqeByLIrlYPyz70BUX8tBQkkHVu07Hc0yI/KZdFOzcBjvqqd+bRrCh+7BEXiMs2epYshWIG34a8kBlThMlBS+wd8QL/KTou0QmjWPSwmUsnXUmS0ct1aw+GTaOOLjnnKszsxyia2IGk977uZmVA98Cpsa91QD8Hviacy5+bJj0k30DfL29ZJctHMvuinreU/pDdqdtZvH9meQm/gjUnT8fX2Fuaio4TDjzsi9rHmUZ05hQ/zajmzbx+YwDrDk/wP11+UxY5T84fT6epzVE/b33UX/vfXDMHMbd+CFyzjlHHUIRSandlU0JN0HT/R5G5qZ1c0TvSa/cxqQ12w8G0ABemG80pRvHNhaT5VL3+TjdX8ENSTdMATJnnkTauDlUPPoLmrYsT1n9UsqMAxlTqQmMYVrtyxS27uGElham5pbwzeuLWPiCn1PXJbaDkZoayn78Eypuu42ij3yU/HdegycwsL93icjgtL82KSVnlj8ls6ws3MrYHf8mAjy/o4AzkjJlHjhxJpFAT8YVJ5oXKOXdbgV3Ni5N2L+9NY+vl5zIeTm7uCZ/M5mecBdnGN5afLlszj+HY1p28O99y7knO8BPrs1h6VrjmhcjjOxkLE/z6tXs/fwX8I0cScF115L/znfiGzGi/ysvIsNKY9J6e+m+ox+4kubzMnNUNuv31x3cd/fyXXzzsnlHfe5eE4nAijvgyW9CUyUNZQHK3i6iubLrvsRrs4yHj/VQOTaD0yLjuSk0mqzgwLv3FjEflZlTqZwzFd+sZkY0baO4dBfsrqdhXzqNBwLRHN6HwReBkTUwssZxzA6IBv52A3+jKutv/H2ih+r5Eyg4+TSWLL2IBcXH4DFlfJOhqUffsJ1zwW7euwu4y8ymAKOARmB9d8dI30teby+VazEcDg/ws7y/8WzNKmY/mEVx0iDMipMm4ps6JiV1G45CnnS2555ISeZsJte9wfzWvcxPL2PNKQHuWpZH8ZoAp692pIU6OXjVevZ+7vMEC3MY8a5rGXnNtfjHju33n0FEJHm9vYmFmUed3uVwjf3T12lpaO+URgwePjbawTipIfXt2bxAKdfzJnc3LKY17uuhNyufkVf/Lw3rn2dPq4fxgYYU1jJ1gt4MNuSfxcjmLUypW05xOMTNNWX89rQ8fjA3hw89GqEwKdNcuPwApf/3f1T8+U8Ufexj5F1+uYJ8ItKrBkofb/LGP5LRuJe/ksvJrybegN07LY/GiUW9dq2laXtxGP9qXJCwBp/DeKxuEssbR/G+gg0cn1mKskl2woyK9ClUB8Zxaf2bXL1nC7dMyuXz87JZsgkuey3C9E4mWIbKyii/+Rcc+M1vyb3oIgre+14yFszv//qLyLDQkDRzL83fO4GZU6cXJwT37n1rD1+5cDbp/tTMek+wbwU89EXY+wbN1T7KVhbSsD+906IRg5fnGPee7CGvcATnBycwq7UATwpn6R2JkCed0qy5lE6di39SE4UtuxlZvxPf7kqaywM0VfhprvLjwkf+ey9ogJPWR2D9TvjHHVTk3MFtU9Ph+IVMPfcqTph7Hum+zv9dRQajox8+1wXn3HZge1+dX45Mh4XWB/jMvWlrfsbLux5g4sPZHRb7fmryXA7MPoHz2JOSug1nTb581hecQ25rCWMb1zGvZTf/RzlrFgT48/F5ZG5M47y3Ih2CsQD+yjpqf3sLNb+7BXfCIia85wPknHGGZvOJSL9JDu5NKuyfVB0565+n5bU9ENfZemSpsbfIWNI6huJwZr/U41AWBfYzzlvLXQ2L2RkuTHgva85pfHm/44TMEq7I28bEwJGvmTTomVGWMYOawGim17xEXrCUT1XX8GJOC9++qZAT3/Jw6fIImUkry4f27afk6//LgV/+isL3v5/8d70Lb7bSxIjI0RsI2Vkya7cwZd2vWRkIEHg2m0Dc/djGNKPxuDm9fs1j0/Yww1/Ofxrn83YwcY2dqnA6Nx9YxKKMcm4oWM9If1MXZxnewp4A23JPIjM4iw82rOSaun38YFIB/z07nTm74dLXIhy7pWOGFhcMUnPffdTcdx8ZCxdS8N73knv+eZgGr4hIL4rPtgLRNfd6w+KJ+WSn+ahviTZWtc0hHlq1n6uXju+V8/dIUxU8/X/w+p8INhrlq/Op2Z4BnQTqIgbPzzf+fZKHovwirg9OZnLL4M5oFvRmUJo5k9LMmXiLWihs2UNe635GN5dAdQvNlX6aq/0EG7wEG72EGryEWw8/GDuiDkasbIaVr8Etr/H06K9StXASE8+9nBPOvZ5A2sDoi4v0VJ8F92Rg2TdAFlo/HJPW/563ttxF0WM5jKtMfO+5iTP56THvJ1Ll5UA4k2vzN2nx9BSoDYymNjCa9FAtoxs3MKd5Mz9tLWfXeB//npXFtpIsTnnbmL+zY4fQHNirb7P31U8TLMgm98orGHPlO0mbMSMFP4mIDCdrkoN7I/rhi7xzFP72+4TiUoxUZsM9p3lIc17e03gMDdR1c4L+Vext4FM5L/FU8wwebpiOedu/KjqMVxvH8GrjGI7LKOXK/K1MDgycuveXFm8OawvOZ2zjOibUv80pTc38vWU/P11YwCeXZHHZaxEufKPjbPZQWRllP/oRB37/ewquu47C69+Lr6j3ZrOIyPCTvK56v/fxImHmvv416glxb+kYrk1au23/CVMIZ/RNnfI8Lbw/+02OD+7in43HUBlJHDTxdlMxX2ou5F35mzk/Z6f6jF1o9BeyMf9MMoOVfKd6JavryvnhmHx+eI2fsRWOC1+PcPoaR3oneZiaVq6kaeVKSn/wAwre+U7y3/Uu/KNG9v8PISJDTmltYvuWEeidmXV+r4dl00bwWNya63cv35Wa4J5zsPJueORLhOvrqVifTeXGbFy48wbrtZnG3Wd4GJlXzAeCk5nYMgDXCjxKYU8a5RnTKM+YBrmOtBH15E0sIa+1hMLW/QQi0QE7kZARbPDSUuejtcZHfa2f2jo/nhov3i7+/dpMKYkwpWQ7PPZz1gZ+Tu2MEYw/+VTGX3gdgTkLUpLeXORo9Epwz6L/8+cCY4FsoB7YB6xzznW8uy/9bn916kd1HpJzzFv+X7y57ynSH89jYnni26+Mn8KPFt1ExBNt1B+sncLu1mzekb+FaVo8PSWafbnsyD2e3dmLGNm0mTGNG/hMTQ3BjBqeOzuDO1qzGbU2wGlddAj9VfU0/flOtv35ThrGjyD7gvOYfOV7SJ82rf9/GBEZ0pxzHWfu9UNwr/ChPxHa05iw79ZzPDSlGTc0LGB0JJutAyi4B+A1x3kZm/jz73/HiAs/Q2DklA5lXm8axetNo1icUcb/Rl5ksWdrCmqaQmbsy5pHefoUJtavYGTzFr51oJIL0hv41ikjeOg4L1e9HOGctx3+pKWfIrW1VPz+91Teeiu5F19M3hWXk3nssZhH60CIyJFZtSexXevv7CwTtt5FXsUK/ieriCufTXyvbHwWwanjOj2uN83xl/Pl3Gd5onkGzzRPJxy3dmyr83JH1WzeairmoyPWMMLX3M2ZhrdGfyGb8s+kIFjFn8rf5qH0av5ckMufLvBy9xmOM1c5zn8z0iGrDkD4wAEO/OY3HPjDH8g971zyr72WzOOO0w1SEemxdfsS7/GNzcvotXOfOrM4Ibj3xs4qnt1Yxhmz+nFwQsVWePCzuK3PU7U1kwNrRhJu6TyAuX483HmmF8+YAm5snc7E1qEX1OuUGS2+HMp8OZRlzADnyAhXk9+yj/zW/eT6SknLa4bx0DZc0kWgudJPSXk6FeXppJX58IW6bovSWyF9bQWta//Dtlv+QyjbyJk5mrzjjiPr7Mvxzz9RfTQZ8I4quGdmS4HPA5cBnd0hazCz+4CfO+fePJprydHZnzSqsyBrYKVCtEiQmW9+g0dKnqPoyTxmlCa+XzN7HO4d1+Nd44i/R7ayuZiVJcXMTavkkrztLEw/oLUVUiDsCbA/ax77M+cwomUXYxvWcE5jBefQxN55Xu5flE3J7ixOWA1TSjs/R9aeCtwf72b7H++mekI+njOXMfWCd1C06Hg1piJy1PZUNVHT1D7KIM3nYVRu3+bat9oaMu/+K/GjnN6eYrw62wjVz2BKfQZb6WRhmwGitWQL+//yaTJnnkTesus6DfKtaBrJlXybUzyrOW3sCk4oWUcg0tkCrENT0JvJ1rxlB9ekPam5hHv37udXBXncem4O958Aly6PcNbKjoNcXEsLNffeS8299+IfO5bcyy4l77LLSZva8d9ZRCTZzooGnt+cOBpycn/MSI9Jb9jLtNU/5R/p2Sx+IkBWXEriVr9Rd+Jc+qtjFrAwF2dsYGlgD/9oXMi20IiE99c2j+DL+07mhsL1LMvar/5iNxr9BezIP5NjQ9WcXbaKZwIV3Jmbw0PHe3n4OGPRVseFbzgWbe9kDHcoRO3Dj1D78CP4J04k/6orybv8cvxjUr+2sIgMLuv2Jwb3JhT2Xvs2Ojed2aNz2FDSPsDyq/eu5vHPnUZOeh/fKw21wsu/wD37Q+p3Q9nbxbTWdX7NPSPgrjM97J6ayTtCMzimZQQ2SNbU6xNmNPkKaPIVsD9rHubC5ATLyG0tIytUQVawknQayCgKMqUoyJQ5dUTCUFcRYOuBLJr3p1FQ3v29RV+9o+mt/TS9dT/8/n48mY7s6SPJPPFkMs5+B2nzF2PeAbA+o0icHgf3zOyHwOcAD50lAo7KBt4NXGtmP3XOfbmn15OjkxzcG0hpOb3Beqa+/EluLdnMGY9kUZQ0Ca98XBaVx02mcO+zfDInj1vqT6DOJd6QXddSyLqyQmanVfKBwnWMDzT0408gB5mHivTJVKRNIjdYytjGdYxr2c3HQjWEimp48cIM/tGUTcHGAMvWOTJaOz9N/u5quP0hDtz+EDuyvFQtnET2Kacw+4JrKRyrm54icuSSZ+1NLMzE08d398b/+nNEmiIHt1u98KfzPLhIBs37r8Zynu/T6/cOR+Oml2nc9Arf+n9f5/HmmewJ53co9WJkAS8ev4Ds1kZO3/M25+56HecGbuCytzX4R7C24DwKWnYzuWkVX6qs4KL6Rn5bkMet52bwr2WOC96McMEbjpxOJo4E9+2j4ne/p+J3vyd94THkXXQROeecg39c3896EZHB6Y5XdhKfI+eY8XlM7MWbn91zzH7zf9kSDuJ9vpi5Sek4d59/DMGc3ptlcbhGe+v5ZPZLLG+dwH1N82hy7X3eRufnNxXH8Ez9eK7I28b89AoF+brR5MunKfc0FodqOe/Aal71lXJrXjYrpvtZMR3GVETbtdNXOzI76dMFd+2i/Oc3U37zL8hatoz8q64k+/TT8WRpzVkRObT1ScG9iQW9275dtWQc33tkw8F2dH9NM999eAPfu2pBr14nwa7X4IHP0Lx5M2Ur8mgoTeu0WHUW/P00D68t8HNxeCofaBmLDw14T+bMS21gDLWB9gEkvkgLmaFKsoOVpIdrCYQbSRvbwIJRjfjnVhFs9rDxQBZ7yjLI3+sj7xC3jiONRu2qcmpX3Qd/uA8LGBnTxpFx/DIyTzqDjEWL8Obn9+0PKnIIPQrumdnvgA/RHtSrAl4CtgANQBYwHVgGFABe4Itmlu+c+8jRVnqgMLMc4AvA1cAUIAxsAv4G/NI510Xoon/Vt4QSZit4PUZuxsCYuZfWWELeSzfx5+31XPWEn0BS6qryMZlUnrkI54uOjJjgq+GzOS9wW8Ox7AoXdDjfhpZCvrr/ZC7K3cmVeVtJ94Q7lJF+YBa3Ll8NYxo3MLJ5C2c0N3GGNVE6z8uDS7Io35PJpM1eFuxweLtI4JvdECb75W3w8jZKf3g7b49Np3nuZPKPO4nZZ1xB4aSZ/fuziQxDg6W9605/p+Sc8MQPiLy+lfjxT/8+2UNpodG871JcKL9Pr9/7HAsCJcz3l7A+NJLHm2ayM1zYoVR9IJOHpp7MQ1NPxrNjD89nVXFS1n78NgyytJtRlT6RqrTxFLbsZlLjGn5dWs5Gv58/5efyr1Myuf8EOGul49LlkQ6Dmdo0r1xF88pVlH7v+6TPm0fOueeSc955mtEn0g8GS3vX2Brinjd2J+x730mT+y0N4lWeF/DsfZmtr4xk7p7E96omFlB26mwKNqRmgIcZnJC2m1n+cv7asJjNoeKE99e3FLK+rJCpgRouz9vG4oxyfMOhjeqhZl8uu3OXMSVcz+8q17HW9vF0po8X8zP4y3le7j7dcfrqaKBvXGUnJ3COhhdfpOHFF8HnI3PRIjJPPonsk08mff58zNcrK8WIyBEayO3dgfoWSmvbp4P7PMaovM4DYT01tSib8+aO4rG1iWvvzR6dw/tPntyr16JyGzzzXUKv30v5qmyqtxeD69heN/vhgROMB473cIJnPP+vZQpZDIx7t4NFyJPWIeDXxuNCBMKNBMY0MC3cQCRUx9sNtewvCVK8B+bu6nw5oXiu1dG4fg+N6/9OxW1/ByAwpoCMRQvJOPEMMpcuJTB1qrKPSb864m9SZnYB8GHAAXXAl4A/O+c6/AmYmR+4EfghkAt80Mz+5Zx7/KhqPQCY2STgWWBybFcjkAYcG3u8x8zOds5VpaSCcW5/ZUfCdmFWoM9nKxyOnKq1VLz6MVa85eHaNzvW58DYLKrOWojzJ055LvQ28dmcF9gYKubp5ukdOmxhPDxQO4Un6yYwKVDLpEAdkwK1HJNeQaGvBelfzb48tueewK7sxRQ3b2V04wZGhWu5qbEWCmspO9nLi6dksH9fJiO3+Ji7Czzd9K/H7GuGfRvgyQ2Ufu8vbMz3Uzd7HGnz5zF6wfFMXnQagZGjtMaDSC8ZTO1dV5xzvLkjsXqTRvTdyPFx6+/Af/f9tMR1xvYVwn0nGsG6uYRqlvTZtfuaGcz1lzHHV8amUBFPNM9ka6io07KR5vH8rnk8d1fN5Jyc3ZyWvZfi4bDekXmoTJ9EZdpEcoJljGtYww/L9/DJqhr+kpfDfcdm89hSL8dsd5y2xnH8Jkegi0ymzWvX0rx2LeU//zmBadPIPu00spYtI/PYpXjS+zatrMhwM5jau/+s2Edtc/sHR2FWgEuOGcOLmw/0+bXP9yznvYE7eOWFUUzdm/heXVEm5ctSF9iLl+9p5qPZr/BiyxQebJpLkMQ+5bbWPH5WvpiAhZkeqGF2eiWz06qYmV5NwCJdnHX4avVmszvneHJdhBta9/P5uq3sdqW8mOnn+WMy+NxSPwt2OM5aGW3XktebBSAUovGNN2h84w0O/OKXWHY2WccfT/q8uaTPnk3arNn4x41VP06kjw309i551t7Y/Ax8fRAsuXzhON7eXZ0QSPzG/WsJ+Dxcd/zEo79AXQk8/yOCL9xOxbp0qrcW48Idf44I8MxC4++necjPyOXzrbOYFB4m6+r1o4j5aPbl0kzuwX0TcmDCaNi3uIF/sIeq0hJG7g0xd5dj1h5H2mGsNtG6v4rW/c9S88izAHgy/GTMmEDGkiVknHwOGUuW4s3O7qOfSqRnM/c+GnsOAec655Z3VTAW8PuDmb0NvBC73ieAQR3cMzMv8ADRhnA/8D7n3JNm5gGuAW4BFgN3ARelqp4QHfHym2e2JuxbMjE/NZWJCTQfIGf1j3i89DmmPZnOubs6ltk/bxQ1x84ET+df7M1gtr+c2f5ydofyeLhpDhtCiYvfNjkfG1oK2dASnVlgOOamV7Isax/HZ5aR6Rk+awINBGFPgJLMOZRkzCavdR+jmjZT0LKXkeEQV4XrobiexpHG6ydlsK8kA/+eAFN2G5mHiMfmVwfJf3UHvLqDCA+xDWjK9NIwoQjvtMnkTZvNqKnzyZo4hcC4cXjy8tRhFDlMg6m9685tL+9g+Y7E4eST+ih12ehX/kjgD3+hpSZxlOUfz/fQSjYt+6+i62zmg4cZzPIfYJb/ANMbXuNf4VO5t/FUatM6Bk1rImn8q2Y6/6qZzhhfAwsyDrAgvYI56VVDuy02oy4wig2BUWSEqhnVuIn/rtzGp6pqeCA7i3snZPOLaX4yWhwnbnCcusYxf1fXo1tat26lcutWKv/yFwgEyDp2KVnLlpF10kmkzZiB+TWyV6SnBlN755zjtpd3JOy79rgJpPv7dg0YI8Lnff9kcuYT7Hoqj1lJgb3ykWnkX3geEU9n07dSw2NwWvp2ZvnLubdxPpuS+osArc4bXeIh1mcMWJg5aZUsyjjAwowDONdvSwcODuahOm0c1Wnj8ESCXNKyi/cd2ElduIyn8gI8fmEmfzw/wClrHWeujjC1pOtTufp66p9+mvqnn27fmZVJ+qxZZMyeTWDqNNKmTiEwdSq+URq8KdIbBkN7t25fUkrOPuq3BXwebjplCj9+bBOt4fZBHV+9dzWltc18+qwZeLq4J9mtpmp4+Re0PvF7KlZ7qd4+AiKdn2fVZOOOszwcGOnnytZpLGsZg2cI9BUHm7Eui7HMwo2cyf5Rjbx1XBl3UEZaWQNzdzlm7o0+cpsOfa5IU5CGVdtoWLUNbv0nDvAVpZM5eTTps2eRvvA40o8/C98orUcrvaMnwb0TiM7au727wF4859xyM7sduCl2/GB3A9CWiPlq59wrAM65CPD3WKP4V+DC2GiXp1JTTbj5yc3Ut7TfOMvL8HPh/NR8gHhCzQQ2/JIXt92Hb62fc1emd1hzLeiFkmUzaJh2+HWc4Kvhw9mvsjo4hn83zqfadb6+g8NY2zyCtc0j+FNFhNH+Rsb56xnnb2BKoIa56ZVkKo1n3zOjJm0cNWnj8LgQ+S17GdG8g8LWPWS6EKfTCKMbYTRUH+thdW0WlSXpZO3xMa7s8L7kZDSGydhYChtLgdcoB8pj74Uy/IRHjcA3YTzZU6aTO2UmaZMm4Z84Ef/o0UoNI5LoBgZJe9eVl7ce4NsPrU/YN7EwkzF5vTzrKRJh9F3fwXvfk7RGEoMsL8w11kz20LLnSlx46I3aW+DZzgLPdq569BmWj57D45OO5/VRs3HWcWTq/lAW++uyeLxuEoZjnL+e6YEapqfVMDWthrH+hiE5Y6LJl8+O3OPZmXMs+S17uKR5G++t3c3qNB/35mTz6IJMnlnopajGccJGxwkbI8zcQ9era7S20vDyKzS8/AoAzu/DP2M62fPmkzZnDumz55A+a6bWNhI5fDcwSNq717ZXsrG07uC2x+C9J07q02v6Wmv5nf/HbPTtIvRUHrOTAnu7R/mpPWchFQMosBdvlLeej+W8ys5QPk82z2BNsOu+ZqvzsrK5mJXNxVAFP2AeSz2baa0oZ0PBNqbW7CMQGcIDU45AxOOnPGMa5RnT8LgQJ7WWcHHVHhrC+3huKtyxIJP66gBnrI6weItj7OHMAWpopPmtFTS/tSJxf0Y6aVOnkTZlCoFJkwhMmhh7nqT1jkSOzA0M8PZuXdLMvQkFfbeG69SibD5x5jR++fQWQpH2QXY/f3Iz6/bV8t8XzWFy0WF8n45EYMfzuDfuov6ZR6ne6qVudw7WSfpNiGZ1ueMsD29P93CZzeKUxiKyCXRaVvqPYdFAX2gKlzCF8hFNbCmu5tXjavmbVRKsbWJ6LNA3c59jUln3mcei54TwgWbqDuyg7o0dcOdjwP/RmgahfB9WmEXaqCJyJkwhd/Jc/BNn4R01Hl9hId78fN2jlEPqyf+Q/Njz80d43PNEg3t5PbjmQPP+2PMzbQ1hkr8B3yGat/p9QEo6f1vK6vjr8sRpcZ86azrZaf37weBvriC4+16Wr/4rBW/Dxet8+CIdP/0a89MpPXUOLUVHPv3cDI4J7GeWv4wnmmfySsskGl3XDWMYD3uD2ewNtt9k9RJhZlo1x2QcYIyvkVxvC7neVnI9QTI9wa4mEcpRiJgvmrosfRIeFyKvZR8FrfvIbS0hM1xDPhFOza2D3DqYCZWtXtbVZlFZkUag1MfYUus85Us3fE1BfDtKYEcJTS+8QfzAm4jXQ/PIXMLjRuKdOJ6MSVPImzaHgqmzSBs5Bm+2bpLKsDMo2ruu7K5s5BN3vUU4rs1J93v44ClTem/0t3MUbHmS3N/+gtCOOpJn5e0vgNvO8XBm3QTur5vfO9ccoPwuzLL9a1i2fw37skbw0XeeiqfqRFq6+LrpMPYEc9gTzOHZhvFAdJb9SF8j4/0NjPXXM9LXRHHsMcLXPOgDf8480XX50ifii7QwonkHn63dwxcrSngpM8CLGem8tCSDh473kV/vOG6T4/iNjnm7HL5ufnQLhgit20D1ug0J+0PFeXgnTSJz2nSyp80ifdo0AhMm4C0cgScrU7MgRNoNmvYuedbeogn5rNtX22GmQ28JVKzF94/P0LyulXP3dBwYs3+Un7qzl+INDPybkpN81dyU/Tr7Qrk81zKVjcFiaroYGNqmlEIejpwAZfC508EbCTOproRp1XsZW5vDCF8T2Z5g9OENkutpHZb9xoj5qE4bT3XaeHCOJaEqzqrdR7PbzxuL67l7WTo7WgLM3QnHbHcs2HF4MyAOamqmZe1aWtau7XjtnCw848bgHzuWzPETSR83Ht/YsfjHjMU/ZjTeggKtfyTSbsC3d8nt2YQ+mrnXZt7YPD52xjR+8+zWhH7j4+tKeXJ9KefMGcVZs0dy2sxixuYntRkHtuBW3EX9o39n38ZGgrvT8LZE7zN21hRU5MB/TvTw1CLjOMbwrebJFB+iHZLUKXYZFIczOCkcHRTUnB5i54w6tsyq5jUrZ0+4gfElEWbuhZl7ogG/7MNchSLQAoHSEJTWwPoaGthKA08mlHFAOMOLyw5g2Zn48nJJKywivWg0geKxeEeOwTdiBN6CgugjLw9vbq4yugwzPYnylAATiS62eiTayneTmGHgM7NMYFls85HOyjjnnJk9CnwMOK+/6pbsew9vSGiYinPSGJ/cEPWBUON+qnffT922l2nYv5dQdYhxe43Lt3c9nKFsagE7rz+DnF0VR3XtNAtzScZ6Lk5fT2Ukk73hXPaG81gfHMnucEG3x4bxRBdYj6VkSZZhQbI8IQIWxix6A9ID+C3MqGvH4EKtRILNRFoauKtqJpkWItMTIssTjD1CZHmDlLtc8mggYJolGC9ivoM3PAH84SZygyXktZaQ21pKRriGwkCYU4pqoQiYBZXOw7r6TCor0wjW+Mms9DDmAIeVF7sznnCEzP3VsL8a3tgEQG3sAdASMBpzArTmZxAsyIG8HLxZ2fiycwjk5JGWnRd9nZVDIDP6nJaVS3p2Lv7MHHwZmVh6OhYI6IaqDHiDqb3rTENLiA/d/gZVjYlLAn/wlKkdO2VHKhgksGM1tuJOmre/jWdlmFBzx7/pF+YZ/zw3i08EjyOjMcz9R3fVQWVsQwXpox/kq66W5S0TWBUcy45QAZGu56IB0YBfaSiL0lAWbzZ1TJ+WGWtT226kpnvCBCxMwCIELEyahTu0vWmeEOmx9wIWxmcu2oZbtB33WQQvrt/TroU8aZRmzqI0cxYeF2JSawmLGvbwtcq97PK18FJGOi/NyeDHiwL4WjzM3+lYuN1xzHbHyJrDu4avvAbKV9H0xiqS76GGfEZrtp9QTka0PcvLJZCTRyCngEBuAYGcfNJz8/Fn5WCZmXgyMvFkZuLJysSTkYGlp+NJT8fS0tSuyaA2WNq7YDjCGzuqeHxdacL+s2Z3/Kw8Gt6WWtK3P8m+rY/RtHYL09aEya+Hgk4+vytGplN39hI8/Tx49GiN9dVyne9tnIOKSCbbQiPYFipkY3Bkl1lg2oQ9XrbljWNb3jjoZCaalwhFvmaKfY0U+5oo8LZE+4GxdinTEyLNwqR5wqRbmHRPiAwLDa2AoBmN/kIa/YXAfKa5MIubS/EG97Fq/AFWTAvxqM9PqMrH5FKYVOqYVOaYVM4hl2TojKeuATZsIbhhCzVAchMZ9kJzboBgXjquMBsbkY8/Lw9fbh7+vEIC+SNIKxhJxojRBHIKScvJw5+VE23rdINUhpDB0N41B8NsLqtP2De+D2futVk4Pp8vnDuT3zy7NSH7WcRFg3yPrythDJWck7+D40MbyC/fiZVU4srDZFd4SG8xIIOuEmSX5keDes8tMBYyiv8JTmaM0+DxwSYdH7MiBcyKFABTCBNh1+h6No2t4pHjK/iDp46MqvDBNJ4z9zrGHegmG8shGOBrCkNTE5Q3ARW0sJ1DNZWhgBHO8BLJ9OMyA1hWOuRkYtlZ0UdONt6cPLy5efhzCwjk5hHIySWQkU1aVi5pmbl4M7Iwnx88PvB4o8/mBQ2WGXB68i38FaLBvWOJTtU+XMfFnl/uwTUHkjm0/12u6aZc23ujzazQOderOUpKa5v57bPRtfScaw+atYYdZbXN7Ktp7rAI7TuWjMfnPfw/wroHf0do/fP4WusA136d2PN3WkJ4IhG8kQiesKPuCw4LQ04dzK8Gb0Isr/PAXlOGl5p5E6ieN+GoA3vxzGCEt5ER3kaOoYQLMzZSGs7mzdZxrGgdx4HIkadFa3J+msKdf7lPn5SfsP1QtwNnT4keQwsBQnguiOCLhPG6CIbD7c3AcPgtgj92s9Jn0duh8TcjvRbBgzt4kzKeN1YuerOy/T2HgYsu2Bt/lNE2qqjj78ninl1SibbjzFyvZwW/Km8rwfQMKtKnAOCJBMkKVZEVqiA7WEFWqJL8UA2n5NRDTv3B2pd4vGxsTaekLo2mOh/hBi+ZdR6KaxzFNT0P/AGktTrSKlqgogWo7rJcBGiOPbp6P+iHoC96czXi4eDDedq3McMZ4AEXjShDN8/RsnawvIv9gtqOdXBwHcsO2SHib8omvO78Z2grcti/+bQcSDv8v7ux2WMZmzWW3IsuJHPJksM+TnrVgGjvmoNhvv/Ihk7fc84RcRCJPbeEwuyrbmJPVRP7a5oTBrgAXHtqC3sbfkLTs9uY/3Lsg7qztso5LAKeiMMiDsIRCIfxBCPkVUcoqE5Ov5H4d9CQFl1jr3pqMe+vnUqGG76DOTIsxOnp2zk9fTvNzsuWYBGbQsVsChZRFsk5/M+QmMaIn8aI/2Cq5d5iuINBwrTYzdZ0C5PhCZEeS9kdcRDBCDtPp99qPAfbaBf7KHYJ+zr7ST2xoGL0jAsOtqkjIlVMrt/LNXV7+YzbQ8hfytYix+pxAX5+VoCGeh8LdsDC7Y5p+x2F9Z2c/BB8IYevuhWqW2F3+61QB7TEHnVdHZzEASEfhH1G2AsRnxHxQsRrsdeG8xoRT9triHii++L/LRPaJotrrw62dW3lLO4LinXZVh22Q7VpWUXgbf8O6Pf4WVi88CgvmnSJk08m56wze/WcctgGRHsH8INHN9DUGk5o3xyws6KBt3ZW0xRMbE/G5Wcwa1TnWU8s3MqMlT9gp6tnxfbtjN/ciEWItmsu+myRSDSVWChCen2E7PoIOfXgi7Sn6+lK9agsKs5ZSCQwuAJ78cygyNtIkbeR49N24xyURHLYEBzJ+uBIdoQKCXZ5q7ZzYTyUhjIpDR3ZTJM0C5HhiQ5E8VkEHxG85g4OQPHGnouv/t+E435UNhmfOfxEomUt2mPr2L9r32r/3G37zIv2Lz2xvmP8J+HBs7mOfcF2nX12xtXBwJjX/rM2tnCK28k0t53M4u00ja1gW8DL0/4A5U1+sio9jDsA4yocYysc4yp7FvRr4w1DVlUrVLXCjlpgX8L7odijoZNjQx5o9Uf7bqFY3y3sMyJ+CHsN54m2aXhirz2G8xz8oeP6cG3/UpbwDHH/eu3/WLHtTsoksG4347nOynRR3mEECiZxTNExXZ/wKKTPm0f+lVf0ybnlkAZMe/e757ZSUtN+x6TtfuNjaxMHsBRnp5F5FO3M4/vupD5YjcMx/6VtFJbW4g024g/WxT7U2v46HGPDjv8LO8LBEEQieCOOtBZHegukN0NGC6QFk6/QfRuxZwT8+2QPr8zKwN88k4KSJVSHirjHwniJ4DFodR6CsUfYeaJ9Ek8ELxEMCDkPzc6LB0fAE70PGIr1R9r6L22f3233Ag/ev3NGhPhbR4ktQMHZH06o722Vszv9OYp8TVycu/Mw/9WHDy8epkRymRLJBaIp0mszW9kzq57dc+p522qoDNaSdaCFUeWOyaWOKaWOCeUccRayI+FrdfhaQ1ATAproOOylXTD26KoNDHmjg2TCHgh7HZHY64g32t8Le2P3Mb1t9zWj7eLB9rGtPfREn9sHhBpxL9vbxVhb2KFtjN9MKpsouW3s2NjtnZ9N5aT0To7taIm/gPPTeri8WcEkOOkTPTv2CPTkE/LXwDuBD5rZr5xz2w51gJlNJZqSMwz8qgfXHEjGxr3e22WpxPfGAr3aGFY3Brk1KSVLd6YXZ7NkYv4RXSNjxetMWrHv0AV7oC7PT928SdRNG43z9U/Uf5S3nosyNnJRxkaanI/ScA6l4Wz2hPPYFCymLHLk6UCPRjNpNJMGydlttIQDABfm7CTH2/7NKeLxUxcYSV0gbnSyi+CPNJMWbiAt0kBauJ60cAPH+Bs4Lr2etMJqfK6VRjO2BPxs8vvZH/RT1+gnVO/FV+ulsAZGVzlGV0FeY//8bB6iXwqjXwyTu8iHSNg9aB3mNJODNlAFpE2fruBe6gyI9i4UcUfU3nXlgnmjmTNpLT9+8xXGNzre8UbffJteNwH+cKmfE900zqspTrh5M9ylW5j5gVLmB6Kd9ibnY1con12hAnaECygJ51AZSc0IVofR4ny0uFhAK+Xx2EnAovbNJsd4O8AM28NxtofJ3t34Ru+laVIVj6d52BUMEKnyMaEMppQ6Jpc4Rlcfeg2I3mKAPwT+UPsNkqGlYxtWxepevYInI0PBvdQZEO0dwF2v7qS2+fA7A2fNHtnlrFlzYSZuuYPtGemUlBRx7uu9k9Z43dgM7h9/MVfMKWVoTTeL3v8Z461jjLeOM9O3EnLGjMblvBWZwXczFlJYOoGyzM6zvBytFuejJXzo2zOZ04sTtlccSWrLAWXmwVd+Qsy0PczzbOci28Fk/3Zscgk7ZxlvBPz80+ejotVHTrWH0ZUwJtZ3G10ZfQ705Q3SCPjaRrwA3YU4h5ZVVLGqT86ce/HFCu6lzoBp7x5YuY+1h5FOenzh0c3ae+PAE5S3RH+cU94Ks2hb3//91mbAa7ONF2dlsCp/AcG6hYS3TAO8lPX51Y9M7rGJa/Y+1sXIvumBagX3DlMuAeZGCpkbifu+UAStRWGq5rZQZi1sdPWEGmqI1NbjqWvBVxcivc6R2Qi5jY7cRshthJzDTPHZV3yR6IODt2a7+t7nung9MD2dX88TIw8vFhEuXcP5FYezaHAnJpzQL8E9i5/1ddgHmX0F+C7RD/wbnXNPdlP2bODPwHjgK865H/WwrgOCmb0buCu2OcM5t6WLcucCj8c2T07OZW1mHwbahkjMAjb2QXVTpQg4kOpKSJf0+xnY9PvpHZOcc8WHLiZdGYTtnf52Bj/9Dgc//Q77n9q7o9Rb7V2szFDu4x0NfTYMP/qdD099+XtXe3eU1N7JIehzW/qa/o8dniNq77ocGmZm7+vmuH3AfcDlwGNmtpboIqtbgEYgE5gOnA0H8y/8Byg1s/c5524/3AoOVc65PwB/SHU9+oKZveGcOzbV9ZDO6fczsOn3I0NNf7V3+tsZ/PQ7HPz0O5Thbij38Y6GPhuGH/3Ohyf93ocPtXdDj/5+pa/p/1jf6C7vw60cei6lIzoncx7EJVFP1Jbq94rYwwGDObgXP0m5u0T68e8d7pIlIiIiA4XaOxERGQ7U3omIyHCg9k5EZIg5VIJRO4zHocp19v5gFr8I3bhuysW/1zcL14mIiPQdtXciIjIcqL0TEZHhQO2diMgQ093MvRv7rRaDy3ogQjQwOh94pIty82PPJc65Xl98doDT1PyBTb+fgU2/HxkoBlt7p7+dwU+/w8FPv0MZjAZbezcY6bNh+NHvfHjS731gU3sn3dHfr/Q1/R/rA+bcoTJvSjIzex44FXjaOXd2J+8b0fUHpwK3O+fe389VFBEROWpq70REZDhQeyciIsOB2jsRkaHlUGk5pXO3xZ7PNLMTOnn/GqINIQzu9QVFRGR4U3snIiLDgdo7EREZDtTeiYgMIQru9cxtwGqi6wf+y8zOBjAzj5ldA9wSK/eIc+6pFNVRRETkaKm9ExGR4UDtnYiIDAdq70REhpBeS8tpZtnAaCAHqCOam7m+V04+AJnZZOAZYHJsVyPRYGl6bHsFcLZzrqrfKyciItJL1N6JiMhwoPZORESGA7V3IiJDx1HN3DOzUWb2/8xsDVANbATeiD1Xm9kaM/ummY06+qoOLM65HcAxwP8D1gAOCAJvAl8EThwODaGZjTCzG83sTjNbZ2YNZtZiZnvM7D9mdmWq6yiJzOwrZubaHqmuj0SZWa6ZfdnMXjaz8ri/o2din6P5qa6jDE8Dsb0zs0wzu9DM/sfM7jWznXGfa9/sz7pIz+j7w+BmZkvM7Btmdr+ZbTCzCjMLxp5fMrOvmVlhquspciQGYns3GOnzXdqo3zk8qB87+Ki9EzO7If7zuZvHOamuqwxMvXFPJhZX+omZbTSzJjOrNLMXzOyDZmZ9/CMMGT2euWdm1wG/JTpTD6JTupO1nbwO+Khz7m89upgMWGYWBHxxu5qBMJAVt+8R4B3Oucb+rJt0ZGazgLdpH5GFc04fmClmZmcCdwNtAyFCQD2QH1dssXPu7f6tmcjAZGZnEB1t2plvOee+2W+VkR7R94fBzcx+BXwiblcz0ZtCOXH7DgCXOede6c+6iUhq6fNdQP3O4UL9WJHBycxuAP4CRIDybope45x7oV8qJYPK0d6TMbOlwGPAiNiueqLfGdq+Qz5OtC/ZcrR1Hep6NHPPzK4H7iDagW/7grYeuA+4K/a8jmhwz4Bc4C4ze8/RVlgGHB+wHPg4MM05l+GcywamAH+KlbkQ+H2K6icxZuYh+jtJB3SjbYAws2XAQ0Q7RE8CpwBpzrkCIBM4FvgOUJOySooMTFXAU8CPgOuAktRWR46Qvj8MbsuB/wJOAgpiv79con2DG4jeJCgC/mNmeSmrpYikgj7fhzn1O4cH9WNFhoTdzrnR3TwU2JPu9OieTKx/+CDRwN4G4DjnXA7RgWCfJDpo9DzgZ31Q5yHniGfumdloYDPRf/AI0dl7P3TO7e6k7HjgS0S/2HuABmCGc0434IYIMzvTOddVpB4z+x3wkdjmxM7+n0j/MLPPAD8nGoDfAnwDNIIylcwsk+hi1lOBfwHvdM5FUlsrkYHPzLzOuXDSvh3AJDRzb1DQ94ehzczOIzoSE+C9zrm7UlkfEek/+nwX9TuHPvVjRQa3uJl7O51zk1NbGxmMjuaejJl9G/gfoAmY55zbnvT+V4HvEs38MNc5t6l3az+09GTm3ieIBvYc8AHn3Ke6+kLunNvjnPs0cGNsVybRQJ8MEd113GL+FPf62L6si3TNzKYQHTVXAXwuxdWRdtcT7RA1EU1drA6RyGFI/hIpg4++Pwx5r8a9Hp+yWohIv9Pn+/CmfuewoX6siMgwdpT3ZN4Xe/5bcmAv5pdE03R6AWWBPISeBPcuIBrYe8Q5d/vhHOCcu4PodH0jmoJDho/muNfelNVCbiEalP+8c667fNrSv9oatPuccwdSWhMRkYFF3x8Gt1PjXm9NWS1EZCDS5/vQpn7n8KB+rIiIHLHYmrwTY5uPdFbGOVcPtKWEPa8/6jWY9SS4NyX2fP8RHtdWfkq3pWSoOSPu9epUVWI4M7MPAWcDTx5uQF76npml0T5a+Tkzm2pmfzKzPWbWYmYlZnafmWlAhIgMR2fEvdb3h0HAzNLMbLKZfZLo2twQTcf2QAqrJSIDzxlxr/X5PoSo3zk8qB8rMqQUm9mbZlZvZk1mts3M7jSzM1JdMRmy5se9XtNNubb35vZhXYYEXw+OyY49Vx3hcdVJx8sQZ2b5wFdjmy845zamsDrDkpmNI7qwaRPta1vIwDAZCMRejwdWER3l2go0El2Y/DLgMjP7nXPuY6mopIhIf9P3h8HFzJqBtE7eegl4t3OupZ+rJCIDlD7fhy71O4eVyagfKzJUZAJLiN7jzyI6IWcK8B4z+wvwYedcKIX1k6FnbNzrvd2Ua3sv18yyY7P5pBM9mblXEXuefoTHtZWv6LaUDAlm5iE6ansM0AJ8KrU1GrZ+D+QB33TObUt1ZSRBQdzrrwJB4Dog2zlXQHSa+t9i7380tjC9iMiQpu8Pg1IJUAo0xO17Bvisc25XaqokIgONPt+HPPU7hw/1Y0UGv33At4CFQLpzrpBooG8Z8GSszI3Az1JTPRnCcuJeN3ZTLv69nC5LSY+Ce28TXTvvBjPzH84BsXLvJ7pW38oeXFMGn5uBS2KvP+6c0++9n5nZe4GLif7N/jS1tZFOeJJef9Q59zfnXBDAObeb6MKxK2Jl/sfMejLbWkRkMNH3h0HGOTfZOTfaOZdNdLT+F4FFwHIz+38prZyIDCT6fB+i1O8cdtSPFRnknHOPO+e+6Zxb1ZZlwzkXds69DJwP3Bcr+nEzm5GyiorIIfUkuPfv2PN04I5Yvu0umVkAuBWYGdv1zx5cUwYRM/sx8MnY5uecc39OZX2GIzMbCfwcCAMf0jT6Aaku7vVu59zfkws45yLAT2KbRcDS/qiYiEgq6PvD4OecK3PO/QS4gOigvq+b2SWHOExEhjh9vg9d6ncOS+rHigxhsb/fL8Y2PcClKayODD3xbUhmN+Xi36vrspT0KLj3F2BT7PU1wDoz+4yZzW2byWdmPjObY2afBtYC1xLt4G8EbuuFessAZWY/BL4Q2/wv59zPU1id4ewHwAjgD8AGM8uOf9CeI5+4/YGuTiZ9Ij639IZuyq2Pez2pj+oiIpJS+v4wtDjnlgMvxjY/nMq6iEhq6fN9yFO/c/hRP1ZkiHPObQEOxDanprIuMuTsi3s9rptybe/Var297h3x1HjnXNjMLiPaYS8iupjuwdQLZhbq5LwGlAOXOefCPa6tDGhm9iPaR3d8yTn341TWZ5ibEnv+WOzRnbYREDcDn+2rCkki51ylme0l2mC5bopa/GF9WysRkf6n7w9DVtvNvyNdp1tEhgh9vg8L6ncOM+rHiojIUVgT93o+iQNBSHoPYF3fVmfw68nMPZxzm4DFwGNEG+z4h7+TfY8AS2KRfxmCYqlW4jtuP0plfUQGicdjz3PMzLooMyfu9fY+ro+ISL/S94chrW2Ur9KoiAxD+nwXGdLUjxUZwsxsGtEJPaC/X+lFzrmNwK7Y5gWdlTGzLODU2ObjnZWRdj0K7gE45/Y65y4EFgLfIhrAexvYGnt+JLZ/oXPuYufc3i5OJYNcrOPWlmrli+q4pZ5z7gznnHX1IPq32Va2bf9nU1fjYesvsecJwLuS3zQzD/D52OZe4K1+qpeISJ/T94fBycy83dzIaytzNnB8bPPZPq+UiAwo+nwfPtTvHLbUjxUZpA7je7wBbe12BHiwzyslw83tsedrzWxyJ+9/Asgmup7vXf1VqcHqiNNyJnPOrQZW90JdZBAysx/Q3nH7vHPuZ6msj8hg4px7wcz+CbwD+K2ZOeBe51zQzCYAPyQ6Sxrga7GFjUUEMLMCwBu3q23AUqaZFcXtb1aO9oFH3x8GtQnAf8zst8ATwHbnnAOItV3vAf6HaPaOSkC/W5FhRJ/vIkOf+rEig9okM7sH+BNx3+VjQfnjgW8C58fK/j4200qkg6O4J/Nj4IPAaOAhM3ufc+7N2Jq8NwHfjpX7Qyx7pHTDYn3xwz/ALEI0X/btzrkb+6RWMiiY2URgZ2wzQnRdxe78WOssDAxm9k3gGxAdQZna2gxvsenmDwOnxXa1AI1AQVyx/+ec+0Z/101kIDOzHcCkwyh6m3Puhr6tjRwJfX8Y3GKjK+PT87QCtUAGkBW3fztwtXNuRf/VTkRSSZ/vkkz9zqFL/ViRwamT7/ItRNPo5wBpcfv/AnzYORfqv9rJYHI092TMbCnR5d5GxHbVAelEl3uDaDrOy5xzLb1S2SGsJzP3grHjnuvlusjg40l6PeoQ5bP7sC4ig5JzrsHMzgQ+AFxPdNHYHKLpS14AfumcezmFVRQR6W36/jC47QPeCZwBnACMIbomR5jo+gkrgfuAvzrnmlJURxFJDX2+iwwT6seKDFqlwKeAk4BFQDHRoHwz0aDfy8CfnXMvpaqCMvTFZurNA74MXEI0O0wDsAa4jej/Qc36Pgw9mbm3ExgPXOecu6dPaiUiIiIiIiIiIiIiIiIiHXgOXaSDt2PPs3qxHiIiIiIiIiIiIiIiIiJyCD0J7t0GGPBeM+tJWk8RERERERERERERERER6YEjDu455+4F/gPMAO4ws4zerpSIiIiIiIiIiIiIiIiIdNSTNfcmAunAz4ALgD3An4kumLsXaDrUOZxzu464piIiIiIiIiIiIiIiIiLDXE+CexEg/iBL2j4U55xTOk8RERERERERERERERGRI9TTIJsdYltEREREREREREREREREellPgnu39XotREREREREREREREREROSQjjgtp4iIiIiIiIiIiIiIiIikhifVFRARERERERERERERERGRw3PEwT0zSzez0WaW2RcVEhEREREREREREREREZHOHVZwz8zyzex7ZrYZaAD2AnVmttXMvm9mI/q0liIiIiIiIiIiIiIiIiJy6DX3zGwG8DgwsW1X3NttB+8FznPObej1GoqIiIiIiIiIiIiIiIgIcIjgnpn5gDeBBUQDedZlYVgLLHHOBXu1hiIiIiIiIiIiIiIiIiICHDot59W0B/YqgA8D44BA7PkjQHms7Fzgmr6ppoiIiIiIiIiIiIiIiIgcaube34kG7BqB45xz6zspMxt4A8gA7nXOKcAnIiIiIiIiIiIiIiIi0gcONXNvCdFZe3d1FtgDiK2zdxfRlJ2Le7d6IiIiIiIiIiIiIiIiItLmUMG9UbHnlw9Rru39kUdXHRERERERERERERERERHpyqGCe9mx56pDlKuOPWcdVW1EREREREREREREREREpEuHCu6JiIiIiIiIiIiIiIiIyACh4J6IiIiIiIiIiIiIiIjIIHG4wT3Xp7UQERERERERERERERERkUMy57qO25lZhMMP7Fns+VDlnXPOd5jnFBEREREREREREREREZGYIwmyWTfvOdqDet2VExEREREREREREREREZEeOpzg3uEE6xTQExEREREREREREREREelj3ablFBEREREREREREREREZGBw5PqCoiIiIiIiIiIiIiIiIjI4VFwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREREZJBQcE9ERERERERERERERERkkFBwT0RERERERERERERERGSQUHBPREREREREREREREQ6ZWZ/MjMXe0TMbMpRnGucmX3azO4zs81mVmVmrWZWbmYrzOwPZnalmQXijpkcd/2jfdwQd97uytWZ2fZYPT9kZllH+c8o0qsU3BOR5Aby1lTXR0RERERERERERFIvFtS6Jn4XcEMPzpNnZr8EtgI3A5cB04F8wA8UAYuADwH3AntiQUD/UVT/aGQDk4nW8w/AOjM7KUV1EenAl+oKiMjRM7MTgfcCJxFtdHKBVqCSaIO5EngVeNI5V56iamJmXmAOcCywNPa8EMiIFfmWc+6bqamdiIgMNWbmAy4F3kG0zRkNZAFNQAmwGXgLeBF4zjnXlKKqiojIMGVmru21c84O85gzgGdim885587og3p9lujN1mrn3M8Po/ytwPsP9/yH+7OKiMiA8A4gJ2nf+83sm84519kBycxsOvAAMDtu93LgCWAHUAOMAKYBFwDzgWKiQcBVsbJXdnOJs4BPxV4/A/yim7JvdbE/+fy5wGLg+ljdJgIPm9ki59zObs4v0i8U3BMZxMwsD/gj0UY2mQ/IBMYDpwOfBpyZ5TjnGvqvlgnuAa5K0bVFRGQYMbN5wF1EB5EkyyY6QnQ6cGFs33LghP6pnYiIyID3WWASsBP4eUprIiIiqXZj7DlI9N7ee4i2EWcBTx3qYDMbESs3MbZrFfBR59wrXRzyX2Z2PPB/wLkAzrlG4D/dXCM/bnOXc67Lsl3p4pjbzex7wHNEA5P5wP8QnV0oklIK7okMUrEp6Y/RfiMyCNxPdPbBfqJT5EcTHWFyDjA2tq/DCEnn3I7O9vcBb9J2JVABzOiHa4uIyDBhZlOBZ4mmdYFoe/NPoiM0K2gf/HIc0TYym45tlIiIiPTMR4CyVFdCRESOXqxvdVps81Hgp0SDexAN+h0yuAfcRntg7xXgAudcbXcHOOeWA+fFZpK3HmG1e5VzrszMvgg8GNt1GQruyQCg4J7I4PUJ2gN7O4ALnXMbOitoZgacDHwUiPRL7Tq3HFgPvAm86ZzbHlvE9i8prJOIiAw9P6U9sPcY8C7nXE1nBc0sDbiEaDspIiIiR+/x2ABSEREZ/G6gfULA7c65t8xsLTAPuMrM8rrqawHE1qi7OLZZB1x3qMBevMNJDd1PXoh7PfJQP7dIf1BwT2Twek/c6491FdgDiOW/fin2SBnn3HdTeX0RERn6YulY2jqPTUQ7j112upxzLcC/Yg8RERERERHh4GSBtvVUq4mumQdwB/B9IAN4F/CHbk7z2bjXfxnEa9W1JG2nE10nUCRlPKmugIj0WPwCtM8dzYnMbLKZudjj1sMof6yZ/cLMVppZhZkFzazSzF4zs5+YmdYsEhGRHjOzC8zsXjPbb2atZlZmZg+Y2XlJ5dbH2q74xdKn0T6AbbVzrqqHdZgT1zbed5jHfCHumI8mvfds23tx+95lZk+YWYmZtZjZTjP7i5nN7nh2ERGRI2Nm+Wb2ZTN7LtaWtppZrZltM7OXzez7ZnZG7OZt2zE7Ym3VpNiuSXFtW/zjhpT8UCIi0p/Opj2d5j9iAyMB7qQ9M9iNHY6KibUvZ8ftuqPXa9h/5sW9bkHpp2UAUHBPZPCKXxuouD8uaGZZZnYX8DrwKeAYoJDoTdQC4Hjg88CrZjapyxOJiIh0wszSzOyvwCPAlUTXjvUTbecuAR4zs6/Hyi6gfaDLvXGn6ZX20Tm3Hng+tnmxmY09jMNuij03An/tqpCZpZvZv4G/EV3zbxQQINpxvgF428wu7GHVRUREMLPjgI1EZ1acRrRN9AM5wBTgJODLwDNAXoqqKSIiA1t84O72thfOub1E2w+AE81sThfHzwZGxF43AW/3dgX70VfjXr8ay5ImklJKyykyeG0F5sdefwr4r768mJmlE224j4vtagbuIZrqswrIjdXnImAm7fm4RUREDtffgctjr7cCvwP2AQuJtnUZwLfM7HHaU28eIHH9g22AI9oOTTGzS5xzD9IzvyN6Q9RLtGP7na4KmtkpQFun9u+HWEfiz8AVRNeg/Ruwi+gage8huvZfGnCnmc1yzh3oYd1FRGSYMrNM4N/AyNiu54EHibY3EaJtznyisylmJR3+YSCTaIq1YqA8ti/ZW91U4RYzm0V08EoT0bb8JeAO59zz3RwnIiIDhJnlER1wCbCdjkv93E77rLwbiA4YSTYu7vVO51yoN+vY18wsB1gMfBG4NO6t76emRiKJFNwTGbzupv0m4xfNbAbwR+A551xdH1zvp7QH9lYClznndnVS7nNmdhbRXNwiIiKHxczeQ3tgbwNwQlyA7K+x1JgvEM088Ung2Nh79znnwm3ncc4dMLMngXNju/5pZn8gGkR73TkXPIJq/YvoTc1i4CYz+243IzQ/FPf6lkOc9zqibfjX489nZr+LXfMKojPjPwD88AjqKyIiAtEBl203VH/rnPt4VwVjSyo0tW075x6P7f95bFejc+4/R3j9c+JeB4jODJwDfNDMHgLe55yrPMJziohI/7qO6OBKgDs76Qf9C/gNkAVcb2b/Hd8vixkR97q6T2rZi+KXUOjG551zj/Z5ZUQOg9JyigxePwNei9u+nOjCttVmts7Mbjezj5vZ3KO9kJlNpP2mZQVwYReBPQCcc08756qP9roiIjKsfDLu9ZeSZ745514G/hHbvJr2lJz/6uJcFbHXaURn/b0E1MXWh/21mb3HzEZ3VyHnXCtwa2xzConrRRwUG9X6jtjmWufcK92dF3jaOfc/yR1k51yExJn45x/iPCIiMoR0sbZdhwftqdC6Mj3udbcDTpxzr8WtoXS06oimyv4K0dno1xKd7fB4XJmLgefMLLeXrikiIn0jPiVnh7XynHMNRGeJA4wBhvqyAiuABc65nx3pgWb2o7h2vNv7tGb2407a/mYz22dmj5vZ582soMc/hQwpCu6JDFLOuSbgLKJBvua4tzxER0VeD/waWGtmK83smqO43Lton+n7S+fc/qM4l4iISIJYcOyE2GYp8FAXRe+LPbeNIK0Fnkou5JzbBCwF7k96K43o+rAfJ7oI/F4ze9jMlnZTvd8TTfMJibPz4r2HaAoziKYxO5Sbu3rDObcF2B3bPOoBOiIiMiw1xr2e10/X/CUwxjl3tXPuB865vzrn/u6c+4lz7nyiaa7LYmXnAz/pp3qJiMgRigWgjo9tvuqc29xF0dvjXt/YyfsVca/ze6Fqfe3KuMe7gf8G1sbeWwx80syOKJ5iZpOJDjZts+AQhyyKPT8O3BZ73Ec0NeppRNvPjWZ23pHUQ4YmpeUUGcScc43A583sO0RnDJxDdGH0cUlFjwHuMbPbgRtjMwOOxClxr5NvlIqIiBytY2hfq/X5btqpV5O2H4zNruvAObcTuDyWtvoa4AyiHdS8uGIeoiNMzzWzTznnftfJebaa2VNE29grzKyok3XwPhh7biYaNDyU5J8j2V5gAqARmSIiw8uVhy4CRINj3+7m/SdpX3/2d2Y2DfhrNzdnj5pz7s1DvP+CmV1FNMW2ATea2Tedc3v7qk4iItJj3c7ai/MU0b7LOODSTvpK++JeTzIz30Bed6+zNNRm9n2igzM/BXwEqCQa9Dtc3yM6yHQfMJZo3/fv3ZRfGHv+uHNua1JdCoi2/58A/mNmxzvn1hxBXWSI0cw9kSHAOVfhnPu9c+4a59x4otPhrwR+S3RWQ5v3AV/rwSXGx71e3/OaioiIdKoo7vWWrgo557YDVXG77j3UiZ1zm51z33XOnUc0WDaT6ILv9wJta0L4gF+b2eldnKYt6Bcg2pYeFJv1tzi2+a/DXEMoOTiYrC09WtphnEtERIYI59x/DucBvHiI86wDvh/bzAK+CWwys11m9rfY8g2T+vSH6bxeL9GeotOL0k+LiAw4ZuYD3hu369fdpIkO0z7BwE80o0m89bTP3sugfVbaoBFbSuFzwBuxXV+OrVd7SGZ2HNFsaLtovx/b5cw9MxtPtG9cD2zrpC5VzrlPEl2uIoNo+y7DmIJ7IkOQc64k1vH7ODCVxM7fl8wso4tDu9K2HkLYOdfcbUkREZEjlxX3uuEQZd+OPTcBjxzJRVzUZufcbc65q4EltKcI8wBf7+LQ+4C2lNQfTHovPlVnt+saxdXjSGfQi4iIHBHn3H8DV5G4TvsEojcZfw1sj6WmntnPVXs27vWsfr62iIgc2oVAt2uTdyMhNWcsMBa/jML1Pa1UKjnnwsDnY5se4MeHeeiPic5W/xrtwcFjuinfNmtvdfL67El+GXu+wMz8h1kXGYKUllNkiHPOVZjZdURzM/uAbKJpyZ47gtO0zf7zmlm6AnwiItLL4tcGSj9E2ba0mm/H0lP3mHNulZl9Brg7tutUM/M754JJ5UJm9meinbI5ZnaKc+5FM8sErosV2+ScO5K2VUREpE855/4N/NvMxgKnAicTTVPdlg77QuBkMzvJOddfGVri119S+mkRkYEnPkB3G7DjMI55NzADWGhmi51zK+Leuxl4Z9u5zeynsSUUBpVYeulngDOBU8zsIufcw12VN7MriK6R9yZwF9GZjSGi6UlznXO1nRy2KPa88hDVWR17ziIaiN3dTVkZwhTcExkGnHN7zGwTMDe2a+wRnmIP0dkNAHOAFd2UFREROVLlca/Hd1Uotn5eW3s0o5euHT+SNEA0Dcr+Tsr9Afgq0ZGaHyQ6K/5dtM9uP6xZeyIiIv3NObeP6Po+f4eD7elviK4nm0d0/Z539FN1RsS9ru6na4qIyGEwsyLgkthmHfAx51zTYRxXBfw8tnkjcfcNnXMvm9nDwEVADnC3mZ3vnKs7zDp9BnjdOffyYf8gfed7RIN7AN8AOg3uxVKbtqXH/mJsFl6rmW0mel91AfBSJ4cuij2vOkQ94ted11IOw5jScooMH/Ef/PVHeOwLca8v64W6iIiIxFsd9/q4bsq9O+51UWwmwtFqTdrutI10zu0CHo1tXmNmebSn5AwSHdUqIiIy4DnnNhMN5rWtPXtKJ8XaUkhbL18+fn3bTb18bhEROTrvJTrDDKLriR8ysBdzN9FZaQDvNrNA0vvvJzpxAOAk4EUzO7G7E5rZcWb2ONGgYfL5UsI59wTRmXgAx5vZRV0U/SjR1NMPOueejdu/Jvbc1bp7i2LPh5q5lx/3+lDrucsQpuCeyCBlZqOOoOxkEhuOdUd4ub8TvXEJ8CkzG3OEx4uIiHTJOVcNvB7bnGdmxyaXiY1+/FDS7sWdlMs0s+wjuHz8oJXdhxhB+rvYcybwnf/P3n2Hx1VcbQB/525V791yL7jjTu+9d0ggJISWhDRKQtqXkBCSECCkQugdQu/dYMBgDO6927J6b6tdbb3z/aGyO7srWbK2SXp/z6PHurN3745M4qs7Z8456HowBYDXpJQN4d9CRESUeKSUbQBaug/DVXXq2eySEua1gyKEOALAqd2HOoD3I3VtIiKKiMCSnE8N9E1SynoAH3Qf5iAoMUBK2QjgRPg3dcwB8KUQYqUQ4nYhxNVCiIuFENcLIf4qhNgI4GsAJx/sDxJFfw74/rbgF4UQ6QB+i64NND8PenlL958hffeEECkAJgGQUDe/hjOp+8+m7mdpGqUY3CMavlYJIR4OtwAaSAgxBsBLAAzdQ19KKfcM5oOklBXwlxvLAfCOEGJsP595rBAiczCfQUREo97Dgd93Z8YF+j8AJd3f92QaXBnmOmMBlAkhftffvQoAhBBHAbg3YOjpA8zxHfj7GdwQMM6SnERElDCEED8WQlwohDD1c87F6CpFDYTPENjX/WfOAO6nVwohThZC9Jnl133PfRX+TMAnu58ziYgoAQgh5sMfdKoC8MkgLxEYDLwq+EUp5U4ASwDcD3/1lCUAfoOuZ8EX0LWZ8mfwJyjUouu56/NBziWaXgWwo/v7RUKIM4Ne/yWAPAAPheln2xPcC5e5Nxdd98iyAZQsPbL7z4/6PYtGPPbcIxq+zACuBnC1EGI3gM8ArEdX3yIdQAG6MgrOA5DU/Z4OAD84yM+7GV2l0hahK018hxDieQArADSjq272THTV0J4OYAKCeigIISZ0zzlQ4G6VE7ozMwK9HNSIl4iIRqZH0FW+ZB66Hmw2CiHuQ1cw7WQA3+k+byO6HjR/DOASIUQDgKUAvpJS9vTKy0HXLsrfCSFWoetetR1d9ysjgHHo2jl6IvyLjNsB/Km/CUopfUKIhwH8PmB4X/fnExERJYr5AP4BoKW7pNkadC3U6gAKAZwCfwadhJqF0OMj+DMvXhFC3I+unrQ95To3SSmrAj7vJwAqhBDvoyvjoAFdm3HGdH/eKfDfc7cAuHHoPyYREUVQYEDuWSml3ueZ4b0OoB1dPclPFUIUd/d87dWdZfYDIcSf0FUe+kQAM9C12SQZQBuAcnRVdXkbwDtSSi8SiJRSF0LcCeDR7qHfoWuuEEKUAvhp9/hRQojgoGRa95/hgnuHdv/Zb0nO7o00Pf+tXhjwxGlEEl39HIlouOl+SDsJA++BsAXAd6SUq8Ncazz8OzOfkFJ+p4/PTAXwGAbWbH1cd3+iwPcfB2DZAOfb4yop5eODfA8REQ1D3T30PkTXA144Lejq1dOKriBfZsBr50spXxNClKBrw8vEQXz02wC+211OZiBz3A//JrlfSyn7DQp2v++T7rlDStnvvXsw5xIR0fAmhOhdlBnov/lBz1WfSimPC3r9UYTJmgjDDuD7UsqQ0mvdz35rAEzt4729z2lCiL+jK7g3EK8CuFZK2TTA84mIiIYFIcRT6OpbOBDKuqkQ4kF0taH4g5Tyd/18xvXoynDcCWD6QQRhaQRh5h7RMCWlPKW75OYp6GqAPgvAeAAZ6Ar42dC1+LgWXbtn3h3qbhcpZQeAi7t7JXwbXQuPxejKDGxD141lOYDnggN7REREByKlrBZCzANwPbo2ksxEVwDPga4djD+RUm4CACHE4ehqrn4cAEvANaoATBJCzEXXTtDDARyCrsyBNHSVgGkDsAtdfRyel1L29Psb6By3oWu3pRddm16IiIgSyfcAPAHgBABHoytAl4uuVg2t6MpW/xDAw8FZFT2klB1CiMPQVcHldHT190lD+PYud6ErEHgYurL4Cro/z4que+4+dGXRPymlXBuRn5CIiCiBdD/HXg6gHsCk7jXUcOetQde9cg66shR7zO3+s8/MPSHEyQD+hq7M+GsY2CNm7hERERERDZAQYgr8jeBfl1KeF8fpEBERERERUZwJIT5C16aaG6SU9/Vz3jMAvgngV1LKP3ePaehK0kgGMEVKuTvoPYXo2mzzE3Rtsvm+lJJ934mZe0REREREg/C9gO8fiNssiIiIiIiIKO6EEGehK7C3C8CBgm7bu/+cEzA2DV2BPQD4v4CS3ZnoqtI2B11V2nYA+JGU8sOhz5pGAgb3iIiIiIgGoLvf3nXdh7sAvBfH6RAREREREVEcCSEMAO7sPvy1lNJzgLds6/4zMLg3N+D7K7v/dKGr53wNgPsBfADgTZbipEAsy0lERERE1AchxLHo2kU5FsBN6OpbBABXSCmfidvEiIiIiIiIiGjUYnCPiIiIiKgPQogyAOOChtlrj4iIiIiIiIjiRov3BIiIiIiIhgEngC0Afg7g0jjPhYhiQAjxCyGE7PmK93yIiIiIiIh6MHMvAeTm5srx48fHexoRs6mqTTmeXZIRp5nEWPU69bh4HgBgS9MWAMCkGvVl66yZB7zkmjVrlOMFCxYc/PyIRpE1a9Y0Sinz4j0PUo20+104o/YeGCT4/jXTYlWOB3IPJKID4/0ueoQQ0wCsB9D7D5iUUgz0/aPhnhcvw/ZeG+Z5sedZscfMnK77o3OzOt7ffZPPjDQa8H6XuEbz/W7Y3o8Gqvu+tcViPqg1zcHgvYyoy2DvdwzuJYCFCxfK1atXx3saETP+F28rx2V/OTNOM4mx24Ju4rd13eRnPzEbAPDCn73Ky9O3b8OBCKGuH/D/r0QDI4RYI6VcGO95kGqk3e/CGbX3wCDB96+t0w5RjgdyDySiA+P9LjqEEBqAzwAcCeBLAIcDgwvujYZ7XrwM23ttmOfFnmfFHpu+vQkAsO2Q6cp4f/dNPjPSaMD7XeIazfe7YXs/Gqju+9bsCWMPak1zMHgvI+oy2Psdy3ISERERERER+f0IXYG9ZwB8EOe5EBERERERhWBwj4iIiIiIiAiAEGICgDsANAG4Mc7TISIiIiIiCssY7wkQERERERERJYiHAKQA+IGUsiG4TBQREREREVEiYOYeERERERERjXpCiGsBnAhgqZTyyXjPh4iIiIiIqC8M7hEREREF8fh0fL2vGdWtnfGeChERxYAQogTAXQA6AVwf5+kQERERERH1i2U5iYiIiAL4dImL//sl1le0wmLU8NeL5uDcQ0viPS0iIoquBwBkALhVSrn3YC4ghLgOwHUAMHbs2AhOjYiIiIiISMXgHg1KeZMDRoNAcWZSvKdCREQUFZ/vbsT6ilYAgMur46YXNiDJZMApMwvjOzEiIooKIcQVAM4EsB7A3w72OlLKBwE8CAALFy6UEZncCFTe5MD/VpWjrdODMVnJGJOV1P2VjNxUM9jnkIiIiIjowBjcowFZurUOb2+qwavrqgAAly0qxV8unBPnWREREUXO0q11AIA3N1Qr4z5d4ofPrsOj31mEo6bkxmNqREQUJUKIfAB/B+ADcK2U0hvfGY1sDrcXF96/Ag0drrCvW00aTplRiDsvnIMksyHGsyMiotGm5xkw2EkzCmI8EyKiwWPPPRoQp8enLHa+sq4KTo8vjjMiIiKKjrIme8iY26fj2idXY83+ljjMiIiIouhOADnoyrjbLoRIDfwCYO45MWDc3NfFqH8vr63qM7AHAE6Pjjc2VOPepTtjOCsiIiK/Zrsbm6vaICWT8IkosTG4RwOyr9EOr+6/qbm9OlaVNcdxRkRERNGxv8kRdrzT48NVj32NXXW2GM+IiIiiaEL3n98HYAvz9cuAc3vG/hrLCY4Uui7x+Bf7BnTus1+Vw+b0RHlGREREfrqUeGlNJW59ZSPO+tfnuPmFDfGeEhFRvxjcowHZ3dARMrZ8V2McZkJERBQ9rQ43Wjv9i4nBXX/anV7c/OKGPsu3EBERUXif7WrAngZ/drxBCBw/LQ+HjsnEmKwkGDX/XbfD5cULqyvjMU0iIhqF3F4dD3y6F+9tqUVPwt4r66qwvbY9vhMjIuoHg3s0ILvrQ4N7n+1siMNMiIiIomd/s5q1Nz43BefMLVbGttfY4NX1WE6LiIiiREp5nJRS9PUF4PcB5/aM/zR+Mx6+HvuiTDleMC4Lly8Zhx+eMBm3nT0TZ8wuUl5/fMU++HSWRCMiouhq7/Tg7g92YE15aAuGT3dw7ZOIEheDe3RAPl1ib0No/6HttTbUtTvjMCMiIqLoCC7JOS47GWfPKUJGkql3zO3TUdHcGeupERERDVu76zvwadDm0JOm5yvHx03Ng9noX6KoaO7Eh1trYzI/IiIanWrbnPjTu9uwtzF03RPoyjonIkpUDO7RAe2ss6HT4wv7GrP3iIhoJClrUh/qxuekQAiByXmpyni4jHYiIiIK7/EVaq+9ibkpmBh0b01PMuH8Q0uUsYeXD6xHHxERDYwQIkcIcZUQ4mkhxFYhhF0I4RJCVAohXhNCnB/vOcaKT5f472d70Njh7vOcVfta4HB7YzgrIqKBY3CPDmj1/tC09B6fse8eERGNICGZeznJAIBJ+SnK+J4wvWiJiIgoVJvDg5fXVCljJ00vCHvud4+aoByv3t+CDRWt0ZoaEdFoVAvgUQCXA5iOrrVhD4ASAOcCeEUI8Y4QIjl+U4yN9RWtqGxRK7JML0pDbqq599jt07Fyb1Osp0ZENCAM7tEBre0nuPf5rgb2QSAiohGh1eFGW6en99ioCRRlWgEAk/NDM/ek5P2PiGikk1LeFtB/jw7C86vLlUowWckmzB+XGfbcimYHZhSlK2N3vL0NS7fWYenWumhOk4hotDAC+BrADwBMklImSSlTAUwA8Ej3OacDeCBO84uZnXU25XhqQSp+cuIUzC7JUMbZd4+IEhWDe3RAq/c39/lai8ODzVVtMZwNERFRdJQFZe2NzU6GUev6VWlsVjJMBv+6bmunJ2SXJxEREam8Ph1PrNivjB0/Lb/3/hrOyTPUrL7V+5vRbO+7ZBoREQ3KCVLKJVLK+6WUe3sGpZRlUspr4A/qXSGEKI3PFGNjR60a3JtemA6jpmFmsRrcY9UyIkpUDO5Rv+rbnaho9i9eGjSBOUE7WNh3j4iIRoL9Qf32ekpyAoDRoGFCrlqac00/me1EREQEfLi1DlWt/udJi1HDMVPy+n3PzOJ0FGVYe491CXy8vT5qcyQiGk2klMsOcMojAd8vjOZc4i04uFecmQQAOKQwTdnYua/RjvKgjaBERImAwT3qV3C/vXHZyTi0NFMZW84dLERENALsbw7ut6cG8ybnqaU5GdwjIiLq36Nf7FOOL5hfglSrsd/3aEKE9OT7bFcDnAGlPYmIKGqcAd8b4jaLGAguy1mS1RXcs5oMWDguW3nt011MbCCixMPgHvVrdZm6cDkpPxUzi9UeCGvLW2BzekBERDSc7W8KDu6pPeSD++4Fb4AhIiIiv81VbVgV9Dz5nSMmDOi9h0/MQarFHwR0uH1YsacpovMjIqKwjgv4flO8JhFtjR0uNAWUfDYZBPJTLb3Hx0xVs8zZd4+IEhGDe9SvNeXqw9jkvFTkpFpQGFAmxatLPmgREdGwVtfuRFunf6OKySBQnJGknDMxKHNvR207N7cQEREFWbq1Dku31uGOt7cp49ML01DRPLCyZmajhmODFlaXbquDrsuIzZOIiFRCiEwAv+w+XC6l3BHH6UTVzqCSnEUZSdA0fynO4HvQl3sa4fbqMZkbEdFAMbhHfep0+7Clqk0Z68lamBWUvce+e0RENJxtrFTvd6VZyTAEPNwBQKrFGNIDaH1FayymR0RENKzoUobcI0+aURD+5D4cPy1PuRfX21z4lM+dRERRIYTQADwFoAiAC8CP4juj6NoRXJIzU93YWdXiQEaSqffY7vbhwc/2xGRuREQDxeAe9WlDZSu8ATsj89IsvTe2mcUZyrmfsfY0ERENY5uCNrMEl+TsEdx3L7h8NREREQENNhc6A3rkJZsNmF2S0c87QmUmm7F4vNrz6JV1VRGZHxERhfgHgLO6v/+BlHJDXycKIa4TQqwWQqxuaBie64Eh/faCgntCiJC2RFuq26M+LyKiwWBwj/q0Zn9oSc4eUwtSYTL4d1FWNHeinaXJiIhomNocFNwbn5MS9rxJQX33gu+VREREBJQHld8cm50MTYg+zu7b0VNyleMPttQOaV5ERBRKCHE3gB92H94opXy0v/OllA9KKRdKKRfm5eX1d2rC2hFUlrMkKynknODgXvAzIxFRvDG4R31aXdasHE8OWNC0GA0YF7TwubfBHpN5ERERRZKUMqQsZ5+Ze0HBvXXlLfCx/w8REZEiXHDvYEzOT0VOirn32MV+R0REESWE+CuAm7sPfyal/HscpxMTUkrsrOtQxoIz9wBgRlE6ArelVLR0osHmivLsiIgGjsE9CktKibXlrcpYcCmySXlqcG9PvXpjJCIiGg7q2l1o7PA/pJkNGooyQh/uAKAgzYI0q7H32O72YXsty7MQEREFCg7ulR5kcE8TAodNzInElIiIKIgQ4i4AP+s+/LmU8u54zidWqlo70eHy9h4nmQzISjaFnJdmNYVs+lzOtkRElEAY3KOwWhwetHX6y2xajBqKMq3KORODgn17GxncIyKi4Se4315pdhIMWvjSYUIITMpjaU4iIqK+SCkjlrkHAEsmZB/4JCIiGpTuUpy3dB/+XEp5VzznE0vh+u2JPkpHzypW+8Wu3NsUtXkREQ0Wg3sUVrPdrRynJ5lCeiQEL27uqWdZTiIiGn6CFyDHZPW/ABmcub66jME9IiKiHm2dHtic/owIk0GgMN3azzv6V5yZ1Ge5bCIiGrzuwF5PKc5bRlNgDwB21AaV5AzTb6/HtMI05fjrfc19nElEFHsM7lFYLQ41uJdmMYacMzFocZOZe0RENBwFluQEgMyk0JIsgYL77jFzj4iIyC/cppm+MuIH6nCW5iQiigghxJ3wB/ZuklLeE8/5xEO4zL2+TMxNgSEg2aGsyYH6dmfU5kZENBgM7h0EIUSOEOIqIcTTQoitQgi7EMIlhKgUQrwmhDg/3nMcqqYONbiXag0N7lU0qQ9texvs+GBzbVTnRUREFGmNQU3R0w8Q3Bufoz7gVbV2oiUo452IiGi0imRJzh6LxmdjiPFBIqJRTwgxFsDPuw91ALcKIWr7+bqln8sNWztq1eBecWbf2eUWkyEke/zrMmbvEVFiYHDv4NQCeBTA5QCmo+vv0QOgBMC5AF4RQrwjhBi2tUOCM/dSw2TupViMSAsI+nl1iUa7K+Q8IiKiRBacuZceZkNLIJNBC3kA3FLdHvF5ERERDUfRCO5lJJkwoyh9yNchIhrltKDvCw7wlRp8geHO69OxuyGoLGc/mXsAMLWApTmJKDExuHdwjAC+BvADAJOklElSylQAEwA80n3O6QAeiNP8hiy4515aHwudwb0TatuYmk5ERMNLY0don9kDGZejlqbeXN0W0TkRERENV8HBvdLs/hdNB+owluYkIhoSKWWZlFIM4uu2eM850sqaHHB79d7jdKsRadb+n/+mFqgxTgb3iChRMLh3cE6QUi6RUt4vpdzbM9h9k7wG/qDeFUKI0vhMcWiCg3vhMvcAoCgjKLjHutNERDTMhGbuHTi4F5yFsLmKwT0iIqK2To+yaUYTwJjMyBS0mVeaiWSzISLXIiKi0Wkw/fZ6TM5PRWBl6O21NrQ62JaBiOKPwb2DIKVcdoBTHgn4fmE05xItwb2D0izhFzoLmLlHRETDmJQypM9selL/ZTmB0OAey3ISEREBW4Puh4UZVpiNkVl2sJgMOG1mYUSuRUREo1Nwv72SrAMH95LNRowJOm9VWUtE50VEdDAY3IuOwAjXsNxa2Bzcc6+PspzM3CMiouGsvdMLt89flsVi1GAxHvjWXZqVBBGwfXNfox02pycaUyQiIho2tgSVqY5Ev71A43JCr/f2xmos3VoX0c8hIqKR6WAy9wBgSkjfvaaIzYmI6GAxuBcdxwV8vylekxiKkMy9PoJ7wZl7NczcIyKiYaQhuCTnAPrtAV3ZA5Py1N4L22psfZxNREQ0OgRn7kU6uDe9MD1kbEMFS2MTEdHA7DjI4B777hFRImJwL8KEEJkAftl9uFxKuSOO0zloTQPsuZebaoFR86cu2JzeqM6LiIgokkL77R24JGePWcXqAiP77hER0WgXXKY60sE9TRMhYyuZPUFERAPg9PhQ1mhXxooHmrmXr2bubWZbBiJKAAzuRZAQQgPwFIAiAC4AP+rn3OuEEKuFEKsbGhpiNcUBC87c6yu4Z9AE8tMssZgSERFRxIUE9waYuQcgpIfQhywJRkREo5jT48Puhg5lrDQrssG9cLZUtbM0NhERHdCzK8uhS/9xbqoZVtPAuillJJlQGFC9zBd4ISKiOGFwL7L+AeCs7u9/IKXc0NeJUsoHpZQLpZQL8/LyYjO7AXJ6fLC7fb3HBk0g2dz3za4wqO8eERHRcNFoC87cG3hwLzgbobzZEZE5ERERDUc7am3KYmduqhkpfWwSjSSflNjI7HkiIjqAqtZO5XigWXs9gktzEhHFG4N7ESKEuBvAD7sPb5RSPhrP+QxFi0PN2stKNkOI0PInPQrTGdwjIqLhqbFDvecNpixncHCvuq2zjzOJiIhGvuCSnKURLsnZnw0VrTH7LCIiGp5q253KcXHG4IJ7UwrSDnwSEVEMMbgXAUKIvwK4ufvwZ1LKv8dxOkPWHFSSMzul/ywGZu4REdFwNZSynMlmI/JS/aWpJSuzEBHRKLalWs2ei3S/vf4/ux1Oj+/AJxIR0agVvN452DZDU/OZuUdEiYXBvSESQtwF4Gfdhz+XUt4dz/lEQotd7VeQnWLu93xm7hER0XAVEtwbRFlOABibE7uFSyIiokQWnLkXy+Cey6tjxZ7GmH0eERENP0129dnvQOudwXJSLSgZZClPIqJoYnBvCLpLcd7SffhzKeVd8ZxPpAz2ZsfMPSIiGq4agstyJg2uN9C4GC5cEhERJSqfLrG9Nn7BPQD4cGt9TD+PiIiGl9BKZYML7gHA4gnZkZoOEdGQMbh3kLoDez2lOG8ZKYE9AGixh/bc60+y2TioHkVERBQZQohkIcTpQojfCCFeEULsF0LI7q/bIvQZBUKIe4QQO4QQnUKIZiHEciHENaK/hqzDRKNtiJl7DO4RERFhb0MHnB699zjNakTmIEpdR8LSbXXQddbIJiKiULou0eIYXKWycBjcI6JEwojMQRBC3Al/YO8mKeW98ZxPJC3dWoc1+1uUsbZOTx9n+xVmWNHu7IjWtIiIKLzFAN6J1sWFEAsAvA8gp3uoA0AagKO6vy4WQpwjpXT1cYmEJqUMKcuZMciFSAb3iIiIwpTkzEpGrPcANdhc2FDZinljs2L6uURElPgaO1zwBWwASTYbYDUZBn0dr08/8ElERDHCzL1BEkKMBfDz7kMdwK1CiNp+vm7p53IJyeb0KseplgPHgNl3j4gobloAfATgLgDfAFAbiYsKITIAvIWuwN52AIuklGkAUgD8EIAHwCkAhu0Glw6XFy6v/+HMbNBgMQ7uV6P0JBOykmObmUBERJRotlS3Kcelcdr8snRbXVw+l4iIElt1m1M5PpisPaBr/TPFPPigIBFRNDC4N3ha0PcFB/hKjfUEh6rDpQb30gYS3GPfPSKieFgupcyWUp4kpfy5lPJ/ACKVRXcLgEIAnQDOkFKuBgAppVtK+R8Av+s+7zohxNQIfWZMNYbpt3cwWQbM3iMiotEuJHMvTvfGD7cyuEdERKGqWzuV4+wDtCDqixACk/KH3VIvEY1QDO4NkpSyTEopBvF1W7znPFjBwb3UAfTTY+YeEVHsSSl9Ubz8ld1//k9KuS/M6/9CV5lOA4DLoziPqAkuyTnYfns9GNwjIqLRTEoZGtzLid29UQvYl7OzrgP7m+wx+2wiIhoeQoJ7B5m5BwCT8xjcI6LEwOAehQguy5lmOfBiJzP3iIhGDiHENABjuw/fDXeOlLIDwPLuw1NiMa9Ia7RFJrg3LiclEtMhIiIalqpaO5U+7Rajhvw0S8w+f2pBmnLM7D0iIgpW3RqZspwAMInBPSJKEAzuUYiDydzLTbHAqMW2YToREUXNrIDvN/dzXs9rM6I4l6gJydxLOvD9Lhxm7hER0WgWnLVXmpUM7SDKXB+sQ0szlWMG94iIKFhNW+Qy98bnJoNLoESUCBjcI4WUEh1BmXupA+i5p2kCBSzNSUQ0UhQHfF/Vz3k9r6ULIYbd9sWG4J57B5m5l5VsQtoANsIQERGNRPHutzd3TKZyvKqsGS12d/iTiYhoVIpkWU6L0cANnkSUEBjcI0WnxweflL3HFqMGs3Fg/zMpzmRwj4hohAisb+Xo57zA19LCnSCEuE4IsVoIsbqhoSEik4uU0My9gwvuCSEwJispElMiIiIadrbVBGXuZcf2npiXZkFJpv8zdQks21Ef0zkQEVFiq4pgWU6ApTmJKDEwuEeK4H57A8na61GcwYVNIiJSSSkflFIulFIuzMvLi/d0FKE99w4++25sFnduEhHR6LSv0a4cl8Rhw8s8luYkIqI+uLw+ZWOnAJCZfHAbO3swuEdEiYDBPVIcTL+9HkUZzNwjIhohbAHf9xe1CnzN1udZCSpSmXsAUMqyLERENAr5dInyJjXJvyAt9s+Fc4OCe5/ubIDT44v5PIiIKPHUtqlZexlJJhi1oS2JT84PDe65vfqQrklENFgM7pEiOLiXNojMvaJMZu4REY0Q1QHfl/RzXs9r7VLKjijOJyoaI9RzD2Bwj4iIRqfq1k64ff7FzKxkE1IG8QwZKeNyklGQbuk9drh9+HJvU8znQUREiac6wiU5+7rGluq2IV+XiGgwGNwjRUhZzkFk7hWkWaCJSM+IiIjiYHPA97P6Oa/nta1RnEvUhGbuHfxiZGG6FUbeBImIaJTZH5S1Ny4nJS7z0ITASdMLlDGW5iQiIqBrI0qgSAT3wlmzvyUq1yUi6guDe6ToGELPPaNBQ34cSrAQEVFkSSl3ACjvPjwt3DlCiBQAR3cffhCLeUXS2xuq4XD7y3UZNYEkk+Ggr2fQRFx6DBEREcXTvia1396E3PgE9wDgpBlqcO+jbXWQUsZpNkRElChq2mIT3FtbzuAeEcVW7OtlUEILKcs5yBJlRZlW1LY7D3wiEREluicB/AbAZUKI26WUZUGv3wAgFYAPwDMxntuQtQdtZkm3miDE0DLvSrOSQzIYiIiIRrKyRjW4Nz5OmXsAcMSkHCSbDb2bd+raXdha046ZxRkHf1FbHfDVfwFbDeB1AT53958uwOcFCmcBh98AZI2PzA9BREQRVxWFspzhrNnfAinlkJ8riYgGisE9UgQH9waTuQcARRlWrIvkhIiIqF9CiCwAgSlnPVn5yUKI3IBxZ2BfPCHEbQB+1304IUzw7m4A1wAoBPC2EOJKKeUaIYQZwNUAbu8+70Ep5c6I/DAx1NbpUY6HUpKzx1j23SMiolEmJLiXG797ocVowJGTc5VynJ/saDj44F7dFuDpC7sCe30pXwGsfQo47hddQT7DwffvJSKi6IhV5l5duwtVrZ0Yk8XnQiKKDZblJIXNqS52Dja4V5zBkmRERDG2DkBDwFdp9/jPgsb/PZiLSinbAJwFoAnADACrhRDtADoA3AfAjK5ynDcO/UeIvfag+136IDPVwxnDspxERDTKlDUlTuYeABw/LV85/mRH/cFdaN9y4NHT+g/s9fB2Akt/BzxwLFCx6uA+j4iIoiak515ydIJ7APvuEVFsMbhHitCynAzuERGNVlLKNQBmArgXwC4AJgB2AJ8DuBbA6VJKV/xmePDaQzL3ohPcc3p8Yc4kIiIa/ny6REWzumA6Po4995ZurYNRU0uhrd7fgtfXVWFpQDbfAW1+BXj6AsDVPuC3eAA4G7ZCf+Rk4OmLgE0vD/zziIgoqmpiVJYTANYyuEdEMcSynKTocA6tLGdBhiVkzOnxwWoyhDmbiIiGSko5/iDfdxuA2wZwXh2Am7q/RozQnntD/5Uo2Rx6jR21NswtzRzytYmIiBJNdWsn3D699zg7xYyMCGyWGYrsFDNKMpNQ1Z2lISWwpbodiydkD+wCK+8H3vslAKmOTzweKJgJXTOiUndil68DOzsqsbN5O3YaBSqMRsjuHktG73aYVv8O5o1/hdWchnn583DtnGsxNYI/JxERDUy70wNbQCKDURODTmQYjDXlDO4RUewwuEcK2xAz9yzG0CDenoaOoTUxJyIiirBoZO6Fs62mncE9IiIakUJLciZGj6HZJRm9wT0A2FzdduDgnq53ldZc8c/Q1+Z+A5h+Du7a/xZeq1uNdl9AtmJSaPaHVwh4BdDpdaDN68B7Ze/h/bL3cW5uNm5oaUOhj1n9RESxElKSM8UMIUQfZw/dthob7C4vUgaZLEFEdDBYlpN6eXw6HG7/g4YAkBImC2Gwdtd3DPkaREREkRSNnnvhbK0ZeEkvIiKi4aSsMbH67fWYVZKuHG+qaoMuZR9ndwsX2NOMwGE/AGaci6dqP8eTtcvVwN4gSEi8lpaKs8YU4e9ZGbBFcWGZiIj8YlmSE+gqWf11WXNUP4OIqAe3EVCvVoe60JliMULThv7QweAeERElmvbOoLKcSdH5lWhrNYN7REQ08izdWodPdzYoYz4pB9fbLkom56fCatLg9HSVDLU5vShvcoQ/ece7QPM+YMW/1HGjBTjqJqBoLh6pWoa/V7zb72cKAAahwSv1fs9zaRoeyczAy2mpOHXlHwf6IxER0UGqCpO5F21f7GrE8dPyo/45REQM7lGvZrtbOR5sv72+fLG7ETefMi0i1yIiIoqEWGXubatph67LiGyWISIiSiT17S7luCDNGqeZqIyahplFGUrfo03VbeFPlhJY+ziUHnuWDOC4WyGzJuC/lR/ivsoP1esLDROs+Si2ZKHEkoViSzYKLRmwaCZIKZHaXIaJm1+H5urAOqsF/8jKxF6z+ntGq8GA53c8H6GfmIiI+lLTFhTcS45+cO/z3Y1R/wwiIoDBPQoQHNyLVIPZ6jbngU8iIiKKoVgF9+xuHypaHBiXIKXKiIiIIqXepgb38tMtcZpJqFkl6Wpwr7KP4N7+FUDDDnXssO9BZk3APyvew8PVy5SXTMKA60tOxLSU4rCXE0LAnjMB2464HlP3fIETylbgGEcnXktLwX8yM9EYpkc9ERFFT3WMy3ICwPZaGxpsLuSlJc59kYhGJvbco14tjuhk7jW0u+D29l+ehIiIKFacHl9vqS4AMAiBZEv0Ftv+93VF1K5NREQUDz5doqEjKLiXQIuYs0sylON9jfaQzaxwdQDrn1HHiudBFh2Ku8vfCgnsWYQRPxhzcp+BPQDQWuww1LbB1wlsnXQ8dsw8C8JgwkU2O96urMYNLa1I0vlsTEQUK9VxKMsJACv2MHuPiKKPmXvUqylKZTl9UmJ/kx1TCtIicj0iIqKhaAjKNEizGqGJ6JXNrGjuo88PERHRMNVsd8On+0tZplmNSDYnzvJCZrIZpVlJqGjpWtSVAD7b2YDz5pX4T/r8b0Bns/9YMwDzr8T9lR/iyZrlyvVSDVZcV3ICJiSF6aHk8iBp5R4kLdsOU5m6mOszGbDDUgKz0YnkLCe+Nd6Bo8c4cW1RPmwG7rUmIoq26uCynDEK7n2xuxHnHlpy4BOJiIaAv01Sr5bg4F6EynICwK76johdi4iIaCgagzIN0pOiU5KzR3kLg3tERDSy1NvUMmeJlLXXY/YYNXvvkx31/oPmvcCKf6lvmHYmnrPvxQNVHynDyZoZ3x9zUkhgz1DZjLSnViDvp88i/bHPQwJ7ACA8PogONzytGtr2JaN8WS4sr2TiwQ9sGNvqCzn/kU2PDPKnJCKivui6RG1b7MtyAsDnuxohpTzwiUREQ5A4W+so7qLVcw8AdjO4R0RECaKxQ73fpUfwfhdOZXPngU8iIiIaRura1Y0yBenWOM2kb7OLM/DOptre4093NsCnSxg0Abz/G8AX8PtAUhbkjPPw0vYHoMO/GJtisOCHY07BGGtO75ixrBFpz66Eeaf/2oPhsRthWG/EXet1bBkv8dZCDWundO27/vvav8OoGbH4oK5MRESBGjtc8Pj8/6Ynmw2wmqLXjsFkEL2fV93mxLNflePyw8ZF7fOIiJi5R72i1XMPYOYeEREljlhn7jU73CHZ8URERMPZcMjcm5iXimSzfxG3xeHBhspWYPdSYMfb6slzv4EPbLux01GjDF9WcIQS2LOs3IPsO97sM7AnBeBLt0K3GHGgfA0BgVllwC9e0vHj131I6ex6x92r78bymdErF05ENFpUxbjf3pR8tR3R1pr2qH4eEREz96hXcOZeRIN7dbaIXYuIiGgomoKDe9boBvcAYENlK46bFqZPDxER0TAUnLmXn5Z4mXsGTWBmcTpWlbX0jn22tRrzd/9SPTF3Chyli3HXxnuU4UOSizE3dWzXgS6R8uoapL65Puxn+dKtcB4zDY5jD4GxsruPn5QQbi+E0wutxY6SdV/AVpkEqYcG7o7aKjGj3If7z9SwYaKG+8/QkN/qw7Sqg/7xiYhGvZrgkpzJ0Q3uTS9KUwJ62xjcI6IoY+Ye9Qotyxm5xc69jXal4ToREVG8NEWxDHVf1pW3Rv0ziIiIYiU4c68gPfEy9wBgVonady9102NA486AEQHM/w4erv4Ede623lENAhfmL4YQAsLpQcZ/loYN7HnGZKHj9Nlov/JIuCfl+wN7ACAEpMUEPSMJ3vG5KDmiFVPOq0XBglZYs0Mz+rM7gF8/r+Pq93ww6MBdFxpQnxFyGhERDVB1jDP3ZhSlK8fba21cCyWiqGJwj3oFlwyLZOae26ujrMkesesREREdrFaHRzmO5P2uL+srWqP+GURERLHg9elotKnPjomYuQcAs4r90TEDfDiz42X1hInHYX9yOh6v+VQZPj5rJgotmdAabci6401Y1+xXXpcGAfvJM9Fx4UJ4phYChoEtrRjMEtlTHJhwSiM6L5kDQ5Yn5JxT10n89VEfClqAv1xsgCMx46ZERAmvujUocy/Kwb3S7GSkBJSDdrh92FzV1s87iIiGhsE9AgBIKaOeycB0dCIiSgQhZahjkLm3vqIVUnLXJhERDX9VrZ3wBdzT0qxGJAUsZiaSjCQTxuckAwCO0TaiSARk1pmSIedcir/sfwMe6esdTjck4ZyqLCR9sBk5//cKTBXNyjX1JDNsFyyEe0bxkObmLCrAH7+lIWuGDRDq7whFLcDvn/FhdpnEvecKeHXvkD6LiGg0inXmniYEpgdl732+uzGqn0lEoxuDewQA6PT44PLqvcdGTcBijOz/PLbXsO8eERHFX6sjepnqfWnr9GBfIzPYiYho+Au+nxUkaNZej57SnN8wfBz0wgX41FmNz1t3KMPn5y+CVTcg5f3N0DrVzDpvbiraL1sMX3FmROa2LsWCx48zYNyJjTClqgE8ow5ctVTHMZuBu5b/kZuEiIgGqaYttsE9AKHBvV0M7hFR9DC4RwBCS5SlWIwQIrTR91Bsr2XmHhERxV9zHIJ7AEtzEhHRyLC/yaEc5ydov70ec0oykIcWnKCtU8Zdc7+Jv5S9oYxNSirAgrQJMG+vgaGpQ3nNPSkftksWQ6YnRXR+z6SnYfk4Eyae1oDMyaEbgY7eKjHvN8/j5WX/jujnEhGNdLXtalnOrOToB/eC++6t2d+CTrevj7OJiIaGwT0CEJv+Q9uYuUdERAmg1R66oSUW1pW3xuRziIiIoik4cy8/LbGDewvdX+Pblk9hFP5KNe1JY/DknldR5fKX3NQgcHH+EgiPD0lf7lGu4Z5SAPuZcwBTFMqPCoHf5WZjf5IBRQvbMOaoZgiTrpwyrgEYf+N9WPfKg5H/fCKiEcinSzR2qJs6M5JMUf/cvDQLclP9QUS3T8fXZc39vIOI6OAxuEcAgNZO9YaXYon8Q0tVayfanaENw4mIiGLF7dVhc/nLXgkBJMeoTxAz94iIaCQoawoqy5me2GU5Nei41PiJMvaO4Vg8W7dCGbu04HCUWLOR/PE2aB3+bA9pEOg8akrXLw1RYtc03JyfCx8MSBvjxISTG4AMtUxniguw/upe7L/3ryzRSUR0AM12N3y6/9/KdKsR5gi3H+pLcPbeCvbdI6IoYXCPAABtQZl7yeboZDHsqGX2HhERxU/IZhazEVoUF+sCbatph9PDkixERDS8BZflTPSee6ltu5Dnq+89dkkj7vLko9HjfzZNMVhwQ+kpEA43Ut5cr7zfNbsUeoRLcYazy2zG3vTDAQCWdB+mndQA5wR3yHmOBx5D1c9+Bt0d+hoREXWpt6klOfNjuBElpO8eg3tEFCUM7hEAoDWoUXhKlLIYttew7x4REcVPS1BJzlRrdEty5qX6S5V5dYnNVW1R/TwiIqJo8vp0VDQPr557OXWfK8fv64vgSN+ojM1LHY91tjIkv7sRmt3VOy7NBjgXT4jJPAGgIWkSapOmAgA0k8Shixux/QgXfEH7kGxvvY1N37oYvjb+XkFEFE59u0s5jmUJ6UMK05TjLdXtaLZzQwYRRR6DewQgtOdetPoPbWPmHhERxVGLQ32oSo1SpnqPiXkpyjH77hERJSYhRI4Q4iohxNNCiK1CCLsQwiWEqBRCvCaEOD/ec0wElS2d8AaVObNGow9dhJhcLchoXKeMPaEthDF1lzJ2ZOZUaK0OpLy/WRl3zh8PmWRGLJWlLYKrrev3EyGAs8c24X8XSbQHJQ+aN+xE2Te+iRJT9HtIERENNyGZezEM7qVZTRibnayMrdjD7D0iijwG9whAuJ570VnsZOYeERHFU0vQjsloZ+5NyFWDe+y7R0SUsGoBPArgcgDT0fWs7AFQAuBcAK8IId4RQiT3fYmRb98w67dXuP8NaNLfu26/no/N6S3KOeOsuRhjzUHK62sh3P5z9WQznPPGxmyuvZ8rjKhemQmpdx0bAfzUXIe/XmlCdZZ6rnvvXjw3dhxmWRP7vwMRUawFZ+7F+n41vUjN3vuCpTmJKAoY3CMAQHuMynLuqLVB19n8m4iI4qMlKFM9NUqbWXqEZu619HEmERHFmRHA1wB+AGCSlDJJSpkKYAKAR7rPOR3AA3GaX0LY36gG92KZCTFoUqJk34vK0OuGI2HMXKuMHZk5DYbaNiR9ukMZdy6eCEQ5w78vzhYzGrf4F4ZzfTp+4arFb680YNsY9dxcoxFPlI7FcSmpMZ4lEVHiqrepwb28GN+vZrDvHhHFAIN7BCC6ZTmTAwKFdrcPlS2dEbs2ERHRYISU5YxycK80KxlGzd8op7rNibp2Zz/vICKiODlBSrlESnm/lHJvz6CUskxKeQ38Qb0rhBCl8Zli/JU1qf32EjlzL715I1LbdvYeS2hYnpcGzdjROyZ0C7Jd+Uh9ZTVEwCZUX0YSXLNKYjrfYI1bU9HZ5C+5ucjpwpUuG/74DQO+mK424UvSNPyjpAQnpjLAR0QEhCnLGeP71eT8VOU5sKK5E+VB91AioqFicI8AhAnuRXCH4pgstTnAtlqW5iQiovgILsuZYolunyCTQQvpt8C+e0REiUdKuewApzwS8P3CaM4lke0bRpl7JXufV47bs2ehOXW7MuZum4eU/TZYv96njHcePgkwxHm5RApUr8yC7vUvDl/b2oqFPoF/nqvh1cPVAJ9JCPytuATtH34Y65kSESWc4My9WN+vLEYDJuerGy6W726I6RyIaORjcI8AAK3BZTkjuNg5Jktd1NzGvntERBQnzUGZe2kWUx9nRk5waU723SMiGpYCUwCiuzMkge0P6rkX60yIgTJ4OlBQ8Y4ytjHvUNTLWmXM3XIYct5TA36ecTnwTC2M+hwHwm0zon69v7SbBuCu2krkSTOeO86Ah07VoAecbxICVTfehPYPPoj5XImIEklwz714bEYJLs3JvntEFGkM7hEAoC1osTM5ipl722tsEbs2ERHRYISWoY7++uzEXHXH5voK9t0jIhqGjgv4flO8JhFPHp+OiqAWC4mauVdQ/jaMXn/5M7c5A2+a1MCkzzEORY0axu8pU8Y7LloECDUrLp5adiej1VzUe5yh67i3thpGaPhwvob7z1QDfPB6UfXTG1F3z99g+3gZbB8fKCmViGhkkVKiIThzLw6bUaYHBfdW7GmCL6AENBHRUDG4RwCinbkXFNxjWU4iIoqT5qCynKnW6PbcA4AJuWrm3sbKNj7UERENI0KITAC/7D5cLqXcEcfpxE1lS6dy/8pIMsFqSswkxuKyV5Xj2oLDsLxzszLmbl2M8/d8pox5xufCHedee6EEdqcfCa8w947McXXip21dIb1P54QJ8Ok6mh95BI5162I7VSKiBNDq8MDt8/+rmGI2RL3XejjjspORHvC82erwYGs110SJKHIY3CO4vD443L7eY00ASRF8SCvJSFI2Pu5vdsDu8kbs+kRERAPVGpSpHouHvNxUM3JT/QtyDrePJaqJiIYJIYQG4CkARQBcAH7Uz7nXCSFWCyFWNzSMvL46ZcOk3561owKZTWuVsfcyCtGhB2Qd+qxIaZiIk8pXK+e5DimEeX15LKY5KG5DCvamLVHGrmwux2noyujrL8DXuX59zOZJRIlPCJEshDhdCPEbIcQrQoj9QgjZ/XVbvOcXCSH99uJUQlrTBI6YlKuMfc7SnEQUQQzuEdqCsvaSzUaICJYhsZgMGJ/jz1qQEthZx9KcREQUeyGZezEI7gkhMG9sljL26c6Rt+hLRDRC/QPAWd3f/0BKuaGvE6WUD0opF0opF+bl5cVmdjFUFtRvryBB++0Vlr+lHHekTcQHnt3qOR0TcebeVbDo/k2neqoVnskFMZnjwWi0TkCzeUzvsQBwW/kG+Gq62kH2GeB7/HE4d4zKZFMiCm8xgHcA3A7gfABj4zudyHtvc41ybDIILN1aF5e55ARs8gSANzZUxW0uRDTyMLhHaI9iSc4ehxSmKcfbaxncIyKi2PL6dLQ7/Yt4AkBKBHvM9ue4aeoi78fb62PyuUREdPCEEHcD+GH34Y1SykfjOZ9429swDDL3pERh+RvK0Ia8WdjhrlDGju/IwFn7Vihj7XPHA4YEXiIRAnvTD4NX8/+9p/ic+OXeBvg6uyrxfDpHw31nqQE+6Xaj8oYfwtfaGtv5ElEiawHwEYC7AHwDQG18pxNZwUkMGUmmOM0EmBHUd29XXQfcXr2Ps4mIBif2BYcp4bQ6goJ7UVjonF6Ujnc3+39X2M5yZEREFGPB/WWTzQZoWuQy1ftzwiH5yvG68hY0293ITjH38Q4iIoonIcRfAdzcffgzKeXf4zidhLC3sUM5LsxIvMy9tNZtSG3f03usCyPetAogoCJniTEXh+2uRZbL//M4jBYsnzgPRyGxy6W5DSnYX3AqJtX4A5jfKpZ48eM67DuzGADw2WwNZi9w3Xv+xWNPZSWqbr4FpQ8+AGFIzD6JRBQzy6WU2YEDQoi/xGsy0ZBIwb38NAtyUsxo6q4g49Ul9jR0HOBdQ1drr8XTW5/GuoZ1SDIkoSi1CEUp3V+pRRiTOgYlqSURrdxGRLHH4B6FBveiUKIsOHNvGzP3iIgoxuLRb6/Hlqp2lGYloaKla3VRl8B/lu3G/501I2ZzICKigRFC3AXglu7Dn0sp747nfBJFcOZeYQKW5Szcr2btNRYeiZXuPcrYbNMEZG9Rq6u+N24JVnrGJXxwDwDqMhcgt20TMhz7escen+DBomVNSD4+BwCwdJ6GCXUSJ6+TvefYv/gCDffei/xbbgm5JhGNHlJKX7znEG3B65yZSfHbUCmEwPSidKXX3tYoJjxU2Crw6OZH8dru1+ANKD0dztSsqfj+3O/jhLEnQBMJnLlORH3i/3MpbCZDpDV1qAuqm6va8OGWEZX1T0RECa7Zrt7vUq2x3eM0Z0ymcryxsjWmn09ERAfWXYozMLB3Vzznkygcbi9q2py9x5oA8hKtLKfuQ0GF2m9vRfESNPn8i6hGGLBonwGWNkfvmE9oeH3SUdjszEGbbxhk1AsNe4rPhU/4M1GykwT+1NkKxy7/z/XoyRp2lKgZGU0PP4L2d9+N2VSJiOIhJHMvOX6Ze0Boac4t1ZEP7u1t24tff/5rnP3q2Xhp50sHDOwBwM6Wnbjxkxtxyevn46PyjyClPOB7iCixMLhHIZkM0cjcy0k1w2ry/8/N4fahMSjgR0REFE0tMbjf9WfOmAzleHNVOzw+9lsgIkoU3YG9nlKctzCw5xectZebaoEpwfrTZTV8BWunv6et15iMT4zqvX+8qRBjl+9Sxj4vnoP65GxICKy0F8ZkrkPStBtOWwsqUuYqw5dON2Hmh9VIQVfQ1WcQuOcCDa2paoCv+le/hnPHjphNl4go1oKDe5lxLMsJANOL0hD4L3F5swN17c4+zx8Mr+7FHSvvwHmvnYc39rwB3efFgl06rvrAh2ve8+GyT3046ysdx2/QsWinjmkVEha3GsTb0bYXP132U1z67FFYtvlpBvmIhhGW5aSQm15KFDL3NCEwLjsFO+r85Tj3Ndr7eQcREVFktdjjV5YTACbkpCDNaoTN2bWLstPjw+qyFhw+KSem8yAiolBCiDvhD+zdJKW8N57zSTTB/YESsSRn0f43leP6khOxoW2lMrakKRMZu9WSnK9MPqb3+xWOQpyaXh69SUZQdfJ05Dj3Ic3b1Dv24NFGvG04HH/3fQIAaE0VuOsCDX94RofB17VYKzs7UXnDDzHhpRdhyMyMw8yJiKIruEJZPHvuAUCa1YQJuSnYG7AOumx7PS5bPPagr/lJxSfQpY5ntj2Dr2u/RpJT4viNEqet0VHYGny2GqxzmyQ+nq3h3YUaanL8Ycdt3nb8eM2dmP/1PbhnwS3IPejZEVGsJNZWu2FCCJEshDhdCPEbIcQrQoj9QgjZ/XVbvOc3WLHouQcAE3JTlON9TQzuERFR7LQE3e9iHdzTNIFZxWr23rId9X2cTUREsSKEGAvg592HOoBbhRC1/XyNuqZlwZl7BRmJE9zLrf4YeZXvo6DibWV8S3IWGl3VvcdGGLDkyxblnPb8LOzM8i+u7nJlod6TFN0JR4rQsCf9SLh9/kXbwlQN59WtxukGf1bfrhKBh09Rs/c8lZWouvkWSN+Ib71FRKOMlDK0LGecg3sAMDuoisvH24f2HCilxIs7XkTFlq/w3fd9eODfPnzno3CBvVBmj8BpayX+8aAPv3zei0P36BAB2XprDV5csvqPWGfpKlWdyXsFUcJicO/gLAbwDoDbAZwP4OC3WiSA4B0t0Qrujc9NVo7LmLlHREQxFFyWM9bBPQCYG/RQ99G2upjPgYiIQmhB3xcc4Cs11hOMt71Bz26JlrmX3rwRBp+/xJnHlIZPjC7lnCNcpchfX6GMtc8qwgRDkzL2pWMYlObs5jBl4Y7l6s+ZY9uK7zqMmKoV9Y59dKiGD+epyz/2L75A1c2jLk5NRBEghLhOCLFaCLG6oaEh3tNRdLi8cHv9rQ9MBoHkKFQoG6w5Jepz4Oe7G+HyHlzQTEqJt7b+D5Of+BT/eNCH09ZKWD0Hfl848/YCv3pBx70P+HDyWh0mb1eQr8FoxHeLCvBUehreqqxG5kQ7gjMAiSj+GNw7eC0APgJwF4BvAKiN73QOXizKcgJd5cgC7W9ywMteQ0REFCPNcS7LCQAzitNhEP7d83sa7NzsQkQUZ1LKMimlGMTXbfGec6ztTfCynFn1XyvHLbkLsMqp9pU7Y6MRmu5fmHSnJ6FjbA7mm6uU81bYizCc/Gm5G6uq1AXiybXv4PuYjzT4sxAfPVlgV4m6BGR77z3YPvooJvMkopFDSvmglHKhlHJhXl5evKejqLepGx4ykkwQQvRxduyMzU5Wev853D58va/5oK714Ie3YM59y3HG6j6CbRrgnl4Ix7HT0HnYRDgPHQvX9CK4J+RCTzaHfUtxC3Dt+zr+db8PZ36tw+KW8AqBv+Zk4facbKQvace4E5pgTj/IKCIRRQWDewdnuZQyW0p5kpTy51LK/wFwHfBdCaotKJMhWpl72SlmpFv913b7dOyq7+jnHURERJHTGpy5Z419cC/ZbMSUAjXhY6glWYiIiKJJShnSL70wgcpyGrx2pLdsUcY25hyCGq9/0dQoBcatrVHOaZ5RAgiBQ83V0ODfdFrhSUOFe/gkZ3p14IpXO+Hw+Bd5jboLi2rexdWm49CzpO0zCNx9vkBHirqZt/rnt8K1d18MZ0xEFD117U7lOBFKcgKAEAKzS4ZYmtPrwtPPXIzcu97B4p2hgT2RJOBcMg6t3z0G9lNmw3XoWDiXTELnsdPgOGUW7OfMQ9t3j0bHabPgLcwI8wFAdgfw7Y90/Pt+H879UkeSS+L91BR8s7gQtSU6Jp7agNxZ7YDHGfb9RBRbDO4dBCnliCo2HFKW0xydxU4hREjfvQ0VrVH5LCIiomCJkLkHAHMi3G8hZtx2oHYzULUWqPgaKPsC2PsJsHtp15g+on49IiKibrXtTjjc/n/j06xGZdNmvGU0roUmvb3HbZZMPO8rU845qiYThua23mPdINA+MR8AkKq5McuqZk+ssA+f0pwAsLNJx88/DFrQdpThxNYynGmc3zvWkibw1/MBXfNnseh2Oyp//CPodlYSIKLhryEocy8zKXymWjwEPwcuG8RzYMdbT+OVuxci54HNmKFWmIaeLOE+aRKarz4BnYdNhUyx9H0hgwbPtCLYLl2M9ksXw3VIEaQWmtmY4QAu/0THf+7z4aLlOmp0I64oKsTqFAvyZnUA/z0SKP9qwPMnouhgcI/Q6gjuuRe9WtQhwb3K1qh9FhERUaDg+138gnuZyvFX+5rQ4fKGPzmedB2o2Qh8fi/w+FnAX8Z1PcQ9dDzwyMnA42cAT54LPH1h19i9M4H3fw1Ur4v3zImIKIL2NqhBn4l5qQlR4qxHdlBJzr3Z07HLU6mMHb9FnW9HaS70gN8DjkhRs/pWOIogh1lroftWefD+bvX3ibENS3GxtxiTtILese2lAi+fmKSc5969B9W//g3kcPuhiYiC1LeHluVMFNOL0mEMCKSVNTlCyl6H1V6Dii9/h5xXvRgfFA90Z2mwXXoU7DMnAobBLfP7CjPgOHUW2q46Cs754yCNoe9PdQKXfK7jP/f7cMqXwE+z8vBeSjLQtLvrefDrhzDsbphEIwiDe6OcT5dod6qLnclRytwDQoN76yva+jiTiIgosppjVIb6QArTrShI8++m9PgkPtsZ30b03pYWtDz3HOrvvgt1t16P2u+eiNoLp6PmmrNQ8+d70fLRGuju0ACkTQhsMZuw3mKGs6MW+PLfwIPHYfsNKfjtsWZMzEqcxV8iIjo4wQuPk4Ke6eKpCE1Ibd+ljH2VORZNvvbeY7MXmLy5RTmnbXK+crwwuQ4m4c9ObPAmY7c7fMmyRCUBfPeNTng0f+BOkz5Mq34Z3zQsgYD/nvziAhdqDx2jvN/23ntofvSxWE2XiCgq6m1BWczJiRPcs5oMmFqQpowdsIqL1wXHvy6B/R0T8oOWUO1FVjguOQZ6evKQ5iVTreg8eiravns0OhdNgAyzLpzqBC5druPv9+v4clcWnrWmAboXeOcW4LXvA57OIc2BiA5O4tTSoLiwOT3KBoskkwGGMOnYkTIuR30Q3Flng8PtjWpAkYhopBNCpAG4GcCFACYA8AHYCeB/AP4lpXT38/a+rnkbgN8N4NQpUsrdg71+rPl0ibbgMtRRzFQ/kDljMvHhtrre4/e31OKM2UVxmYv98y9QddNP4GsPLselAei+b+8Bajemo3ymF1/N07Ez3YQKkxHNBv/fYbKu4zhHJ061O3BUbid+f5wBvz3GgjuWu4FaCUgG+oiIhqM9IZl7iRPcO9uwQjm2p47DOmFTxk7ZmwaT0x/c86RYYC/JUs5J1nyYl9SArx3+cpwr7EWYYhlem1GrbRJ7i87GtKoXesdSXHU4smk9jsk6BJ/6tnUNCoHfnNyERxoKIatqe8+tv+ceWGfOQMphh8V66kQUQ0KILACBD0M9yR/JQojcgHGnlHIAqWWJoz6kLGfiBPeArtKcW2v8G1CW7ajHNUdP7PN838s/xe6X65HSqebnNE5IheH0xYApcs+0MskM5xGT4VowDpb1FUhduws+t/q5qU7gss8kbF+n4cVFFlxQ3AjDhueA8i+Bo24CFnw7YvMhogNj5l6cCCGuE0KsFkKsbmiI3279WJbkBLpKoOUHZCv4dIkt1e39vIOIiPojhBgHYCO6AnGzAAgAFgALAdwNYGX3w9vB8gCo6+crAetJhmrrDN3MYtTi92vQ/LGZyvHH2+rh8sauZ53t42Wwvfca6q47BeXXXh0msBeGS8PYtWac+4QVCz8xwtSm/v05NA3vpKbgJwV5OHbcGPw6NxtfpiThN8daMO6ERphShsX/VIiIKMieoMy9iXmpcZpJqBMNainolrzF2O1WS3Ies1ktF9Y4bxwQ5neA4NKcK+2F8A3DjSlNGbPRkD5HGStu+gLf8BYhBf5n8XajB89enA8tPd1/oq6j6sab4KlR/y6IaMRZB6Ah4Ku0e/xnQeP/jsvshiCRy3ICwOwSNSv8633N4Vs07HgXePtmVD71DkwO9Z61dXYqDGcuiWhgL5C0mOBcMhGTzq5D3ux2dFhDz0lzArOWm7FsRSHsdgPQUga8/ytg90dRmRMRhcfgXpxIKR+UUi6UUi7My8uL2zxaO2NXkrNHSN+9itaofyYR0UgkhDAAeBPAeAA1AE6WUqYASAZwGQAbgHkAnhnCx6yQUhb281U2tJ8iNlqCSnKmWuObMT4pLxXpAXOwubxYsacpdhNo2ITWv/0czZ9VDDqjzuwFTl0n8Y8HfPjpaz6UNIb2WOjQNLyRlorvF+bjopJCfDbehLGnNiCtlOVaiIiGm9Cee4mRuZcGB+YLtSTnjswJqPe19h6n2yXG7lSz71xZofOva3eh2FMFK/zPx226BV80J04gc8CadmOvZQZcmr9Mm4DEvIpXcZ6rVDn11aStsP/6WiCgh6KvpQWVP/4JdJe6QE5ENBzUJXBZTgAoSLeiIF1t0fD5rjBJHw074Hj3aTh2qyU3l87TMOusMwbdX+9gGEwSuTM7cMP3u4KI3jAfWVKhYef7+dhVngrp6ujqx77hf1GfGxF1YXBvlItHibKQ4F7l8Cp1QkSUQL4DYHb39xdKKZcCgJRSl1I+D+D67tdOF0KcGIf5JYwWe1BwL0799npomsC8sWpC5fuba/s4O0J2vAtsfweuR69F/T3/Qkd58D1fwjbdibePAZ44UcOjJ2t46FQNry8RsFtCL6cBOGKbxD0P+3Djm0BBc/hG6rvMZvwsPxcXTyjE+lNcyFvSAriGVXUfIqJRy+nxobrNvzFDCGB8TmIE947Qtih98pxJhfhSr1POOWuTBVpA6r4rIwnOnPABO5PQMdusZqytdY8Je26i82kW7E4/QhlL9rXhG231KBU5yvgfxTvIvuH7yphz0ybU/fGOqM+TiOJDSjleSikG8PWdeM91sBraE7ssJwDMKclUjkP67rXXoPOTu1D2dboyXJ0NNBwzAU0OtY9stHVauzaAGHWgOQXoDPortboFvCvSsfLLPLg7BfD6D4F9n8V0jkSjFYN7o1xrUCZDCjP3iIiGk56C9suklF+Gef1/APZ1f39lbKaUmFqCylDHO7gHAPNKM5XjD7bWwaeHD5BFhNeNjmfvRtnfPoO7Xf35dbOOpy804erzUvHEkUa8vVjDews1fDhfwzMnGPD9Gwx48gQNbWmhvzpqEjh8sxf/fEjH75amYbzNHPbj95pN+GV+Lr59dCZefexoeJr3RuXHJCKiyNnXaFfKWo/JSoI1SmXAButYbYNy3J41A6s6tytjR21RS163TS5QstSCzTdXKccbPUVwy+G5bNJmKUGddbIyNta+BVfJqcrYrpZdeLukEdZZs5Tx1hdfRO3tf4z6PImIIqXT7YMtoMSlQQikJMBzX7A5Y9TSnMt2NEDveQ70uoAXvoX2tQIi6JnthdOScCLGx2iW4WXbAbsV2DUu9O81s9yEze8XYH+lCfjfFUDDjjjMkGh0GZ6/pVLEhGbuRf+mV5qVDEPAA1V5swPNQRkVRETUPyFEMoAjuw/fDXeOlFICeK/78JRYzCtRJVrmHgAcUpiGtIDSnM12N1aVNUfnw5r3wfncb1D5chX0oHoq9fkafvxdE96YGv6tpXoqzhZTcOzso6F/+3jYT50FT2l2yHlCl5i5qgV33u/EN/7citSP2yDDBCvLTSb8NsmL018/F0+v+RccHkdEfkQiIoq8kJKcuYlSplLiGMNGZWRPxgTs9fgz74qbJHLr1QyO9on5/V51irERqcL/Hqc04YuOogjMNz7K0hbBpSX1HgtInFH9CQ7TJinnPWR7F+JbF8EY1DKk5fnn0blpU0zmSkQ0VPXBJTmTTND62dARL1PyU5Xn0QabCyv3drdo+Ph2ODetQ9M29X774TyBxQUzYEqApfxcGzD/m5fis5Nz4Qp6rE5yCjg+y8SXq4zwPXkh0FEf/iJEFBHx/xeB4qo1KJMhxRz9XZhmo4aSrCRlbENla9Q/l4hohJkO/318cz/n9bxWKIQIjcgc2EwhxGYhRKcQokMIsUMI8ZAQYt5BXCtuQnruJUBwz2jQMLNYLbXy0GdRyGarXAPvP45DxTtOSJ/6q9/ymQI3XSlQn6U+9AoJHOktwv91LsJvnItwkrcU6TADBg3uQ4rQcf58dJw5B74wpdmET8f5SMXDK5Pxgz+2o/iddmhhgnx1GnDn5gdx2ksn44END6DNxTLdRESJZm+DWkY5UfrtTRLVGCMae491zYTPTF7lnLM2qHXD7IUZ8KZa+72uQUjMN1cqY6+3T4RvkP1pE4VPM2Nv+uHKWIqrDjfYvEgW/prbHbIT/3G/j5zrroMwB2Tge72o/PFP4G2O0uYjIqIIqrepGzoSrd9eD6NBw0nT1c0mL6yuANqqIL98ABWrsiAC7jvNqcCWowswXT+Yx/noKHfUY9aMQ7HyW1OxqyT0Hpm51YIvXveg5f4LADc3cxJFC4N7o1xIcC9Gi50szUlENGTFAd9X9XmW+lpxn2f1LRddgUQHAAuAqQCuAbBGCDFsajU1B5ehjkGP2YGYH9R3b215C6SMYGlOWy3kM99E5ccGeB3qPf6pEzT862wNbpP6MDbPm4fbnItxpfsQjJF9ZGgIAc/kArR/83B0nDYLvszkkFM0IXC8KQV/35CMJ+/24aoPvDD69JDzWtzt+Pf6f+OUl07Bo5sfhVf3hpxDRETxsSckuJcYmXvHamrWXkf6FKxx+TfICClx2Bb1ftI+uWBA1z7OugcG+O9X9d5kfGkvHMJs46vFUop660RlbE79F7jaukQZe8+xCmtz2pF1xRXKuLemBlU33wzp5f2ZiBJbfVC/vYwE7LfX45KFpcrxu5tr0fHsjWjeZoK3WZ33k6cYca7WR5mVOBIQmJM+DtqFR+KDY1MQVCAGefUa9j3VhPW3ngjooc+BRDR0DO4dJCFElhAit+cL/r/L5MBxIURiPP30obUz9j33AGBC0E7/jZXcrU9ENEhpAd/3txUu8LW0Ps8KtQvAzwFMA2CVUuYASAFwKoA1AASAXwshbu7vIkKI64QQq4UQqxsaGgbx8ZHVak+8nnsAMLM4HWaD/9exFocncvdErxvy+StR+1knOhssykvvLhB4c4mm9B2a6svEL5zz8T33LBTKAWZmaAKeaUVo/9bhsJ88E770pLCnmX3A6WuAJ+7x4TtbHLCEebhzeB24d829+Obb38T25u1hrkJERLG2t1EtyzkpNzEy94L77VVnTcMOd3nv8fRyidQOfzBKN2iwjcsd0LWzNCcWmcuVsdfaJiKabXGjrSxtEdyaP2tRg44ry1dgolEtOXpX8wsQ82cj9YQTlHHHlyvR8J//xGSuREQHK1xZzkTV4fIiN9WfKZ3nq4Nh9zLUb1Iru3x5iEDJhMnIlJbgSySMbJGEBYcejs8uG496tZ0gktyA5d1WLPvWYng3vhaX+RGNZAzuHbx1ABoCvnq2XPwsaPzfcZndALWFZO7FJpMhXOZeRDMVBspWC6x7GvjqQWDD88DO94HylUD9NsBWB8RjTkRECUBK+YyU8i4p5U4ppad7zC2l/ADAUQBWdZ96mxAio5/rPCilXCilXJgX1MclloIz91KtiRHcsxgNmFWiPsC9t6U2Mhd//5doWbYJrXvUe+7mcQJPnuj/FdAgBb7rmo6bXIdigt7nf8r+aRrcM4rR/u0j0HH6bGxxOsOeZvIJnPGGCU8tN+HapjakhgnybWvehsveugz/WPsPuHyuMFchIqJYkFKG9txLgMw9C9xYom1TxpanpEKH/9nt5C3qfd42Lgf6IDaynmjdDS0ge6/am4qvHQPL/EtEXs2KvWmHKWPWjr34racAAv6NPtW+Jjzc/i4yzj8f5smTlfOb/vsAOr74IibzJSI6GHVBmXuZCRzc04TAkZP9m05+aHgVjetSAZ//3+QOK/DOSak43lsSjykOigaBeXlT0PKNxdg4NfR+W7jGjvdv/Q3e3PYKPqn4JObzIxqpGNwb5Vo741OWsyjDCovR/z+/Jrsbu+o7+nlHBEkJ7P0UeOFK4N6ZwOs3AO/+DHj1OuDZS4BHTwXuOwy4Zyrw74XAl/8BOltiMzciooGzBXwfWhMx/Gu2Ps8aBCmlE8Cvug9TAZwYietGU2sC9tzrEVya873NtUPf8LLuadjfehJ1a9VgXV0m8LfzNPgMXQ+NFmnAD11zsMRXqCzuHTRNg2dqIS7eX4arKsqxvCPcvV0AK1w47ZV0vLW+Dj9pbkW6z6ec4ZM+PLzpYVz0xkVYU7dm6PMiIqJBa7C50OHyZ7+lmA0oSI9/5sASbRuswv8c67ZkY5Xurw5g8kgs3B5UknPS4AJzuQYH5pvVquevtU0a1ns/m63j0GgZr4zNK3sbJ2OcMvY/2zK83fQpcq65Blp6wAYkKVH9s5/DU1cfg9kSEQ3ecMrcA4AjJ+VCABgnanG2bQU6qtW+sE+eqOFk02QYhtHyfb4lA4WnHY0vTsiAJyh/ZOI+H9p/8Vvsb9kXn8kRjUDD51+HBCOlHC+lFAP4+k6859qftuDgXozKcmqawJQCddfnJzui/JDQ2QJ8eR/wtxnAk+cAW18HDtTXp2k38P6vgHumdwUBq9dFd45ERANXHfB9f1v5Al+r7vOswfsy4PuJfZ6VIJrtiRvcmzMmAwbNH1jb12gf2oaXqjVwPXsTqr7IAgIasTtNwF8vNKAjuWssRZpwo+tQzIhSY/avHA5cX1WJc/eFf3jzNfpQ/0EezvlU4rWyGpzWYQ85p6y9DFe9dxWe2/5cVOZIRER92xMma0+ICGwEGaLgfnvNWTOwwenvt7dgt4TF5c+68yaZYC9WN9IMxEnWXRAB2YDlnjSs7YxfFYJI2Je+GB6Df9+XBh9+Wb0F2fBn+UtIPOVeDpmWguyrrgI0/7KRr7kZ1bfcwv57RJSQGmxBmXvJiR3cy04xY0ZxOn5sfAVtO9X2BjuLgX0z0jFLz4nT7A6eSRgxY/ZibLt4DOoz1dfm7/DBe/vfUNFWHva9RDQ4DO6Ncq1BZTmTY1SWEwDmlGQqxx9vj1JwT0pg9WPA32YC7/8SsA1+bdvr7YR73dPAg8cBD50ArLwfaNkf+bkSEQ3cNqC3XtSsfs7rea1WStkc3SklruD7XSIF95LNRkwvVNshvrquqo+zD2DD/yCfugjVX6TB51bv6f86R0NFfteibJZuwc+c8zBBTw93lYja5e6ntKYEmranwfZ+Dm7f1YZ/1jUgP2jBUELiT1/9CQ9tfCg+JbyJiEahpVvr8M6mGmUs2WzA0q11WLq1Lk6z6hLcb+/r9EI4pD9b44idagCyfUI+oA0+KFlg6MBck/rs+Oowz97zaEnYU3SuMpbrasJNNvX3ogrZhP/ZlsE6bRpyb/iB8ppj1So03ndf1OdKRDRY9UFlORM9cw8AzinpwFmuL9G2Xy3G8+YSDWd7J0SmukqclBZMh3buJDRlqTfOIzZ58cGPL0C7qz1OMyMaORjcG8WklGjrVDMZYpW5BwCzS9RSYavLWtDu9PRx9kFydQCvXAu89VPAE5oRAABILwYmnQiMPQIonAvkTEZLejGWpaTgb1mZ+FZRARaPL8WCCWNxbkkR/s+1Dy9+cTt23LcAvvuPAD7+I1C1NrLzJiI6ACmlA0BP45PTwp0jurbXn9p9+EGEpxDYuCWh62roukRLUFnOWJWhHqiF49TsuRdXV8DtDe1H1y+fF/ji72hc7Yaz2ay89PzRGlZN7fq1r1BPxs9d81EkU8JdJS5cbSaUfZCHues1vFpRg4vbQyvI/nPdP3HvmnsZ4CMiipHaNrW8WWG6tY8zY8dqr8JkzR9w80gDPjf5N4UYvRKH7lbvn7bxuThYJ1t3Kcd73RnY6Bx+WRSBmj1m1CZNUcbObdyEI13q7wUPt7+LSk8DLNMOgWXaNOW1xvv/i4b/MMBHRIlluJXlBICzW55E+55kQPcH8eoygbpJwzNrL5ghcyKyzpgAR5p6bz7iKzteufFsePQIrwMTjTIM7o1iDrcPHp9/gcxi1GA2xu5/EnlpFkzK8z9AeHWJL3Y1Ru4D6rYCDx0PbHox9DXNAFl6GNyzfoJWy6WoWZ2JPasy8drudPyq0YLLdQNuzs7GY5npWG+1wNNdfmav2YTX0lLxh9wcXDSmCIdb2/CdnU/gzpfPx+upKdhhMoG3JSKKoSe6/zxeCLEkzOsXw18y88mBXlQcoOaWEMIC4I7uQzuAjwZ67XiwOb3QA+JBKWYDTIbE+hVo0fgsJJn8mXaNHW68t6V2cBf54l50bt+Nxi1qFuCqKQIvH9n1nzRHt+Jm5zxky/gu0LbceCp82eoiotQF6tZmoPXTLPyqqg3/qa2HVVcfAh/b8hj+sPIP8Olqjz4iIoq82nZ1kbQgAYJ7ObXLleM1cjLWuvx7jGaXSVjd/pu+N8mEzvyDz1IvNrZjQZKaqTjcs/cAoCxtERwG9e/l93X7kAL/5iC39ODOlucBIZB91VUh/feaH3uM/feIKGG4vTpaAqq1CAGkWxM3uJdb/THG7HoKhWXvonG3+lz0zkINZ/mGd9ZeoLbcKbBeMweOZPXmueTjerzyq4u4eZNoCBJr2zrFVGtQv7141KKemJeq9HJ4euV+nD67aOgXXvc08PYtgLdTGXY709DhnQtHgwWOdyvha1EDf9O6v76Frlp3jRlAcyrgNAu4TIDTjN4/O80CHVbAbjVji9WMr60CtiSgpVBios+DBav+iuPGHDf0n4WIqG9PAPgJgNkAXhZCfFtK+ZEQQgNwIYCHus97V0qpBOCEELcB+F334QQpZVnAy8cIIf4PwOMAPpFSVna/xwTgGAB/BrCo+9w/SClbI/xzRVRzUNZeVoq5jzPjx2Iy4PCJOfg4oP/sMyv345y5xQO7QN0W6EvvRPXKTKXPXmsy8N8zNEAIpMCEH7rmIB0J8PPrOtovWYzkT7fDsk0t+2avsWLvu3mYv6QV/9Ub8MPCPHQE9Pt5aedLsLvtuOPoO2DSEveBnYhouAvJ3MtIvODem9pU1Pn8ZTqX7FTPt5XmdK3wDsH5GXuxprOg93inKwvbXFmYYW0Z0nXjSRcm7Mo4BrOb34HWXeW9wOfET9q9+FNADG+Naydet6/AeelHIvuqq9D4z3+iJ7Kpd3Sg+pZbMPaxRyGMXFoiovhq6FBLcqZbTdAOoiRzLBWWv4m2siTA5X/WsVuApVNLcJS7BDD2095gmGnTi5B1eh0cb9cj2en/7zLntZ14S78gjjMjGt74G9go1hq02JmZFPvFvjklGfgwoGfD5up26Lo8+BuwzwM8fRGw75OQl5r2laD+awByb8hr4WgA8tu6voBwu0jC7yxpSwY+mWPEh/Yn8VT2U73jy2cKzNsjkeoM+zYiokGTUnqFEOcAWAZgPIClQggHuv4J61mBWwfg8kFeWgA4sfsLQohOdGXoZQDoiaboAP4ipfzrUH6GWAguyZmVnADBrTCOnZanBPe+2teMXXU2TClI6+dd6Lr3vfZ9NGxIgrtdDXY9eLoGW7KAAQK3i2ORIhMo481ihOOUWfCMy0HKx9sh3P6yaj6XARWf5aCo3IFHFtXjexPy0GLwZza+W/Yu2j3tuOuYu5BmPsDfDxERDZrHp6PRri4qFqRZ4jSbLkL3ILtuhTL2WYo14HWJJbvU58iOIZTk7DHR0o651gZscOb1jr3cOhnTC1YNNW4YV3ZTDspT52F8x5rescuayvBOynSsN/g34P6z9VXMt0zB2GnTkH7mmWh/663e1xyrVqH+7ntQ8ItbYzp3IqJg1a3q5v54JDAMRlJHOTIa12P7znxlfOk8gbb2U/GxwYRLMnfHaXbR0TLmUKSdsxXOV6tgDcg3mfjmdlx1WD4eW8lscKLBSqyaVBRTbQ41cy8jDje+KfmpsASUAm3r9GBrzUE2VJUSePMnYQN7jTVzUP+VRCzqp2Q4gHNXSvzzAR/+71kfjtiqw+iV+Nc5BlzzEwP+c6aG5tSoT4OIRonujLs5AP4AYDO6dh54AKwBcAuAw6SUg91avqn7vS8D2AmgE0Bm958bAPwbwKFSyl8P/SeIvhZ74mfuAUBJZhKmFqg3iGe+Kj/wG7/4O+zrt6F5h1rOZdkcgdXdffYucU9Bij2BAnsBPNOK0H75YfAWZYa81laWDMNr2XhkWTuKAoJ/APBF1Re44p0rUN4+gL8jIiIalHqbS3l0yk4xwxJQPjoeMprWw+j1B50aZTqaUv0bRQ+pBFIc/nudz2yAvTAzIp99Xoa6QXSbKxufdJRE5NrxVJ08E63mwt5jAeCO6j2wwv/f2ind+EPzU/BKH9JOOy2k/17z44+j7c23QEQUTxXNDuU4NzW+G1IOJK/qI3RUW4B2f96NVwPemlkCX8c0fGwbA48cxjtI+mArnA7PKUlwB6QbaRL4iS0blx2aGbd5EQ1XDO6NYiFlOePQaNZo0DCjWK31v2z7Qe7U+PROYP0z6pjBjEbbiWj4NHwvP6cJ2Dhe4IWjNDx6soZlC0yoG5cCb5q1j7y8wZm9X+Knr+v47799uPBzHZoOfDpHw0+uN+BXy38Fl2/kpNgTUfxIKW1Syt9JKWdLKVOllOlSyoVSynuklO4+3nOblFJ0f5UFvdbU/d6LpJTTpJQ5UkqTlDJDSnmolPJHUspNMfnhIqAlaDNLVgLv4jx2ap5y/PLaSjiCglqKui3wffhX1HyVCQT0ZKjPAB4/qevXvBM8Y3CcN7EXIPX0JNguWoDOJRMR/AyrezR4V6XhX496cHSZ+t9yb9teXPzmxVhZszKGsyUiGvlCSnImYL+99zATWtL+3uPFO9U+rR1jsoEI9didZm3FbKv6TPlUyyFo8Mb/72VIhMDu9KPgEf5F8LFeN25uURfJt7r34/H29yE0DdlXXQVDZqbyes1vfgPn1q2xmDERUViVLWrmXm6CbugEALOzERmNq1C5U61A8uV0gRrXaQAE2nULvrRHoG1RohEC3klHwnFqOvSA5z6zF7hZFuL8WazKQjQYDO6NYm0J0HMPAGaXZCjHgSXJBmz9s8Anf1bHUvLQ6DkPDW9vU4adJuCp4zX88tsGXHWjAX/8hgFfHpmGktmzMPuoY2A+7wjYvns0Wm84AW1XHI72ixbCdu48dJwxB/aTZ8Jx3CFwHDkZnQvHwzV7DNxTC+AZlwNrjhuaSX2g7JHeCVy6XMdfH/VhWoWEyyzw5t43cd5r5+Gj8o/YPJaIKIpCMvcStCwnAMwfm4WcgAdRm9OLNzdUhz+5uxxn3eokeBxqpfX7ztTQaRGY5cvGxZ7J0Zxy5GganIdNgu3iRfCMyQp5WW8x4UfPCfzyDTeSXP77psPrwPc+/B6e2fYM76dERBFS155Ywb3c6o9RUP6OMvZmUh6E6P53X0ocvlNd3ugYN/SSnABQ1+5CXbsL55jXwwz/hhunNOJfdTOhD/Nbj9uQgj3phytjl7bW4XifusD6ePv72OTaB0N6OnKuuw4I6LMnXS5U/vBH8LYM3z6ERDS8DafMvZI9z8PdZADq1OfSj+blwNfhz45+3zY2FgXIYk8IzJp7ESqOVyvPpDiBW6zFOGt6UpwmRjT8MLg3irUGl+WMQ+YeEBrcW1/RimZ72EST8PYsA974kTpmTkVTx4loeOFzZdhpAv50qQFvHqZhT7FAgUjFDc7Z+D/nIiz2FcAQ+H8JowF6Tip8JVnwjs+FZ0oB3DOK4ZpbCtfCCXAeOQWOE6bDfvocdJw3HxNObsSUc+tQtKQFSbnh5z+mCbj9aR+uft+HJJdEZUclfrrsp7j2w2uxpWnLwH9mIiIasOHScw8ATAYNlywqVcaeXtlH2ckv/g7b6u1o26c+FL21SGDrOA1FejKudc2EhuFVzsVXlImO8+bDcfRUSHNoCbh5WzT862EvJlX7n3R90oe/fP0X/P7L38Pj84S8h4iIBqc2OLiXEd/gntHdjmS7/36oS4FtKf4qKOPrgOw2f0lO3WhAR0l2ROeQa3DgnGT1mW23Nxcf2MZG9HPiodk6DnVJU3qPBYDfV25DjvAvsOqQ+H3Tk7DrTpjHj0fWN76hXMNTXY2qG2+C9PZTcYCIKEqCM/dyUhPzmU/oHpTsfQ7lu9QNFJvHCczLnqw8ue1zZ2CXKzOm84uVTfYKpM86HJsOU9eis2wCN2eNRfu6V+M0M6LhhcG9Uay1U13szIzTYmdWshmlWf6HBimBz3Y2DOzNdVuAF64E9IAHCM2EJsfJqH/+M+VUpwn48yUGbC/tulXO9+bhVud8zNFzISK08KkZJTIndGL8SY2wXb4YphlWaObQbL5T10r87SEfFuzqeu2rmq9w2VuX4ccf/xjbm7dHZC5ERNQleMNIVkriluUEgG8uHgsRcFvaVNWGDRWt6kl1W6B/dCfq1qobZCpzgOeO1WCSGq5zzYIVakbfsGHQ4Jo/Dm3fOgLuqYUhL6e3C9zxlBfnfumDCNjO+vKul3HV+1eh3sFm7EREQxFclrMgPb4ZEGmtasnH9XIc9BR/H7wlO9RnrtZphZBR6BF4hHk/phrVe8xzrVNR7UmO+GfF2r7UReg0+wOiWbqO2+rqlHOqfU24rfZhAEDK4Ycj6/LLldcdK1ei/q67oz9ZIqIgFS3DI3Mvv/IDGJoa4d2vzu/zw9JwtEjFvCR1PfS9EbCBpE9CoHjxMdgyW31mLWgS+OqWX8K554s4TYxo+GBwbxTbWtWuHNe0dvZxZvTNHqMuTi4bSGnO9mrgmYsBl/pz1DcchvqXvlLGegJ728Z2rZae7R6Pa90zo7ro6c3NQP3JR+MP1wD6FGfI6zk24NaXdPz8RR8m1HYtTC6rWIaL37wYN31yE3a27Iza3IiIRpOaoAXK/LTE7o+zo9aGmUH9aG9/K2BRU/fB99S30LzVAo/dfx/zCeDfZxvgMQlc6p6CYqlm9A1HMtUK++mzYbtgAXxZ6s+j6QKXfyLxm//5kNHhD/BtaNiAS9+6FGvr1sZ6ukREI4KUMjRzL85lOdObNyvHL1gmQBj8mXtLgh6dmmeNico8hAAuS1kPq/BniXukAf9tnA1fcNPYYUbXTNhVfBFkwDLRcfZWnN+pPjN/4duJTx0bAAAFv7gVyQsXKq83P/EE2t54I/oTJiLq5vXpIc98iZq5V7r7KVTtToUW0HCuKhuwzpyN+nY3Fht2K+d/7ShAkzcxA5WRoAkNBccdg/VjfMr4mCqBlddcA/eeNXGaGdHwwODeKGZ3q+UyUizx290fXJrz050N8PrC968DAHhdwLOXAu1VyrAt+1I0f6qWLwsM7FmkAd9zzcJZ3gkxK1O2McOMb16YgrQxnTClhpYoWbhb4s7HfF1BvpquxckP93+IC9+4EGO+NwbGjGGadUFElCBq2tTNKyWZiV/D//hp+crxmv0t2FFr6z54HHr9PjRuTVXOeX+BwN4igQXefBzlG1nN172l2Wj/5hI454Qu1s4uA/72iBdz9/p/b2jsbMTV71/NPnxERAehye6Gw+1fZDMbNGSlxG+RVOgepLeo5TC/SPYvdBY2S4xp9P9bLzWBlhklUZtPlubEBUmblLHd7ky83T4+ap8ZKx2dLlSkzFbGflm3D2O86jPpX1r+h2pvEzqWf46Miy+GITNTeb36179B0+NPRHu6REQAujZz+gIaoKZbjbAYI5+9PVRpLVuRXrcWbXvVTYsfLbFiirXrOWeqsREFmq33NR0aPrKpbRtGGoNmwHc/34NdBeo6cEENsP7yK+Daxk2bRH1hcG8Us7vUXREp5vgFkSbmpiI5oK9Oq8ODL/c2hT95x7vAq98Dajcqw3LyKah/axek27+L0mUE/nKxhm1jBXJ1K251zsc8X15Ufob+6ELAVpkEqQPp4xyACF1oXLhb4s7Hfbj1BV9vH6HMwzIx+Y7JyDgsI+R8IiI6MCklqoL6LxRlJnbmHgDMKclQS1YD+MdHO4GNLwIf/hb1G9Ihff5f49qTgBeP0lCEVHzLPS1i5aYTitGAzuOno+OsuZBJ6u8saQ6BXz3vwzkrdfR0nfdKL/7y9V9w9QdXo9Mbv+oERETDzZ76DuW4IN0CTcTvvpLZuBYGn//f8UaZhubUmt7jxTvVZ6u2ifnwJkc3y2GhuRKzTDXK2Iutk1HuTu3jHcNHZcoc2Ey5vcdJUuKuuhoYAjIT23Q7bmq4H20+Owxpaci5/nrAGHBv9njQ9N//wtvYGMupE9EoFdxvL1FLcpbuegpNVUkwO/3/nnZYAefC6dBE17OdEMDR1r3K+z7qKIVbjuwlfKdLx3fW7UNFjnpPT2sFtn3zcjhe+Ud8JkaU4Eb2vwzUr9DMvfjtajFoAoeWZipjb6yvDn9yy35g6+vqWMkCtFRPgru8Vhl+8kQNW8dpyNQtuMU1HyUyvg9bXocRtook5M60wZrjDnvOgj0Sf37Ch98858PcPTqMKQaUfq8UpT8sRVNnHwFPIiIKq93phT0w+8CoISeO2QcDJYTAOXOLlbF3NtWiedULcFS50b5f7e3z/DEanEkafi+OQdJw7bM3QJ5J+Wj7xuGQRerfgYDAFct03PCWDpPX/1C4qnYVvv3ut1Fnrwu+FBERhbGpqk05Lo5zxntu9TLl+EXjDGjmlt7jJTvUhcBoleQMJARwSfJGpAh/aVAfNDzYNAv6cE8YFxp2pR8Nn/D/PjHL3Ynr2lzKaeXeetza+BBc0gPzuHHI+uY3ldd9ra2o/PFPoLvDP/cSEUXKcOi3Z3I1o3D/69i3L00ZXzHTgCVVycja6q9MttBcqZR/tulmrLCH9iEfaVpsHnxzZxm2Bd3GLZ3Ant/+F+0fvBefiRElMAb3RjG7K3HKcgLAkgnZyvF7W2rh8qrZhfB5ga8fAGTAeFIWXKUXo/7pt5VT108Q+HCegFlquME1G1kyMW7uUhdo3JwGnDcWY45p6jPIN6dM4tcv6Lj7ER+O3agj59B0nP/6+fig7IMYz5iIaPgKV5JTxDH7YDAOLc3E2Gx/AGu62I+M8g9Rt1btx1eWDyw9VOB6MR+zROyz0+NBplnRetER0BfmhWTDH7tZ4rZndaUP37bmbbji3Suwu2V38KWIiChIcHBvfE58e7jm1qjBvbeT/VVNsmwSU6rV+4BuNiqLpNGSprlwUbJaTWavOwPLOqIfXIw2pzEd+9IWK2Pfa6nFsR51Y81G917c3vQUdKkj5bDDkHrCCcrrnWvXou7221kim4iiKjhzLxH77RXvfRGuNom0GnXtteGQfFikmmxhET4cZt6vjL3eNgmeYd7bdSCaGl24auc+rJyh/qxGL1D5kxvR9NRTcZoZUWJicG8UC+yjAEApixkPhxSmI83qv8nZnF58sqNBPWnlfUCzmp4uD/02qv/zGmRAJqLdAvz3DA1CCFzjnomxUt0ZE38CNamzUTnjSJSe3IrSY5uQ1EeQb2wDcMPbOv5znw/HLmvCrz68CVe9dxUcHkfY84mIyK+6NagkZ0bil+TsoWbvSdxmegK2vUlwtqgPq4+dbMB0mY3Z9jRs6igPvdBIpQm0HXkofGdNgGZS+zNMqZL46xM6xtX5FxNr7bW48t0rsap2VaxnSkQ0rGyqDA7uJfdxZvQl2cqQYtvXeyyFhrLU5t7jRUElOTvz0uBNid2mzkPNNViUrGaG/691Ktp9ppjNIVrqrZPRZPH3edIA/K1yO2bo6iajjzvX49+tXZV1Ms4/H5ZDDlFeb33xJbQ891zU50tEo1dlc2Jn7gndi9I9z2JjudpyZ/sYganWcWHfc5SlDBr8zzh13mS83x7+3JGmvcKF2eecjncOUwN8QgL1d/wJDffdx00jRN0Y3BulXF4fXF7/TUITQJIpvsE9gyawcFyWMvbGhoDSnE17gGV3qG8qXYKmVR1w7lIXMx89WUNzusANYiHm+nKRqFospdicfQaMJSaMO6kRpcc1ISnPFfbcLDvwzU913POwD94VX+Pb730bNR01Yc8lIqIuVa1O5TjepcUGa+6YDIzLScbZ2pdY6N2B+o3qZpUvDxHYV2rEt93ToY3EPnsD0D5xCjzfORamNLUiQVa7xB1P+XDYNv/vOzaPDdd/eD3e2ftOrKdJRDQstDs92Nto7z0WAijNjl9wL7fmE+V4S+ZkCGt97/HioJKctrGxf/a7Mms7LCJgo6luwv9ap8Z8HhEnBPakHwG35v/dyQzgv5W7MMGQo5z6v45leMH2KYTBgJyrr4YhT60kUPenP8P+1dexmDURjUKhPfcSK3Mvt/ojmGw1MO5Wg467ZmQgTQ8/1xyDA4db1Oy9V9smos2XWD9btLg7PRi/ZB6ePkVAD3rMbfznv1B3zz0M8BGBwb1Rq8XuUY6TzcaEKFO2OKg050fb6rrKh+o68MaPAW/AIq05Bc7c09Hwv/eV93w9VWD5LIFzMAXfwIxYTHtIHKYsbMw5EzZzPlILXRh/YhPGn9yAtNLOkFJjAJDfBvzqBR2nPLYF1z5/CdbWrY3DrImIhoeaoMy94RbcE0LggllZ+JXpWTRuSYPP5d+I4zYCT52g4TzPRGQmSOnpeGlPtsJ58RwkF6obZMwe4KbXdPzoDR9SOrvuqR7dg1uX34pHNz/KB0IioiCbg0pyFmVYYY3jJtC86o+V4/cy/cG7lE6JmeVBwb1xatApFryONpxs3amMfdIxBl81xy8oGilezYodGcdBD1g6yvK5cF9NHXI0dcPRP1pfwSeODdBSUpB7/fUQloDfTbxeVP30p3BXRr9cKhGNPpVBPfdyEixzr3TX09hUm4Zkp3/dtcMKZBdP7Pd9p1l3KL33OqUJL7VOjto8E00RcrDkkLm4/wLAGZQQ3/LwI6i94w5IXQ//ZqJRgsG9UaqqVb3xZackxs6PSXmpKAlYeHV6dHy4tQ5Y+wSw/3PlXH325ai+/00goC9fexLw4GkapulZOM1RjM32ipjNfSi8mhVbsk5BfcY8AEBSjgdjjmzBpDPrkTW1A14RerM6aqvEb//ViCfu+jZe3vFSrKdMRDQsBJflLB5GZTl7nN32HLJtbWjeqfY8ev0wgZTUdBzrLYnTzBJLe1oJbOcuQObU0LLVR2+R+NtDPizY5b+f3rvmXvzo4x/h4/KPQ84nIhqtQktyxq/fnsFtQ2bDamXsE4P/3/jDt0sYAmJ7rsxkeDLiE1A71rIHBZpNGXvJMQe+EdAfyWbOx760RcrYGHs1/tLkhgX+thoSEr9rehxv1n8MU3Exsr/zHeU9vpYWVH7/e/C1t8di2kQ0Sri9Omra1WotOQmyxgkAKa07kN3wFRr3qvfTjdOTkCNS+31vqubGqdYdytjHHWNQ7u7/fSNJrsjDWUXT8Z+LAEdQzLb16WdQ9X+/gfT5wr+ZaBRgcG+UCmk2myA3Pk0InDW3SBlbvmYD8OFv1RML56B5nReuMrUs5YOna7AmJeN61ywYhtn/vKUwYLdlNspSF6DnGdWc6kPh/HbMOL8OtsJ2SE19OExzAt97ywvvT36Lv7/9a3h1b+iFiYhGsS3V6gJSXbsTS7fW9XF24knqKMf4nY+gfkM6ELBA2JgOvLHEgCvc00ZtOc5w2q1FaDzxMOQvsQGams2RZQdufUnHDW/6s/g+rfwUz21/Dj6dD4RERACwsSpxgns5dZ9Dk/7nm52phdjv8/fbO03Mi5UAAG9KSURBVGaz+u98+wS1FGQsGYXEhckblbEqXwaW2kr7eMfwUpc0DXVWNVvksNZd+LUjT/k9xAMf7nd9gAZvK5LmzkXuj3+kvMe1azcqf/gj6O7w/eaJiAarpq0TgcU4CtItMBkSZz2wdPdT2O2woKRKnZN38tgBvf8oyz4UGv3lsiUEnmo5BKOpAEm6YQyuyBiLf18C2IL26tpefhV7v30lpJfroTQ6Jc6/dhRTIcG9BKpHfc7cYuX4lPK/Aa6AxVmjBZ6Jl6DxpY+U85bPFFg31YjrXbOQgmHawFwIVKfMwo6M4+ET/l2QBrPE4uM6UHJaJ/SCjJC3zSmTOOpXr+DOP5+NPa17YjljIqKE1uJQF48SJVN9oKZs+AucdQIdVWo50aeO1+C1L0GhHnpPGO1s5gJUzz8SY09pgSXTE/L6sZsl7nnYn8W3smYlfrH8F/DooecSEY02GytblePxOXHst1e9TDl+J8v/nJjfInFIZVBwb1J+TObVlymmJsw3VSpjL7ROHhn9kYTA3vTDYLOq1QLOr/sK1/omKWOtcODnjQ/CqbthmXYIkubPV153fP01yr97NUupEVFEVDSr65ulWYlTEtnkakHR/jewuVx9ZttbakFe6sDuWUYhcXmWmr23xZmDtZ3x29ASD2bLNPwgczzuvxRoDfpP7F69Fvt+dAP0zs7wbyYawRjcG6VCM/cSpx51dUsnCrvLpi0U23Gqtko9Ye43UPfCCki3fxGuPQl49GQNl7mnYIwc/unpzdax2JR1Osrb1AeejPRmTDt+D3DMROhGtfdFigu44KkyLL3uXDy08p/w+LhISUSjm0+XIT1ms5OHzwJbRuNa5FUuRd2GdGV8ZzHwxeQMtNafgRfqx8RpdonNZi7A3gnHYewpLcidaQvpYZvd0ZXF97OXfMhpk3iv7D3ctOwmuHyu8BckIhoFWuxuZZHUIATGxGuRVPcht/ZTZehjs39X/tFb1H/XHfnp8KTFv6/uOclbYIHaH+mZlqlxnFHkSGHAjtTD4RFq2sT3KpbjdJe6SL3DU4nbm5+GhET2lVfCPGGC8nrn6tVouPfeqM+ZiEa+4H57Y7Lify8AgNzqjzFlw1/Q6nWjeLtRec19yFiIQVRfKfFUYqqxQRl7vGkaOvX49cSNB0/uqbjVmo5HLtXRpLZ9hWvZZ9j9jcvgqakJ/2aiEYrBvVGqqjVxM/eEEFgyPhuAxC9Nzymv+dKmoHG9AbbP1yvjzx2nYbapEEf61JKew5nDlI1FD9nxebmaWm6EG9OLP8e47y6Ab8q4kPcds9GHyT+9Hzfffw42N26O1XSJiBJOg80FX0C9khSzARbTMHkAkhKTN96NjiornI3qPfqZ4w1w1Z8L6BYsdU5BszdxNugkEpu5ANtyTkbWHCfGn9wIS0boppdFuyTufciHc1bqWL5/GX700Y/g8IT27CMiGg02BZXkLM60wmyMz5JBRvNGmF0tvcf7LKnYp7d2HUiJYzarmyDjnbXXI0Nz4bQkNcPic3sJNnVmx2lGkeU2pGBH5rGQAYvSRunBb+t2YK5QK/As61yPR9rfhTCbkfP978OYr/43anroYTQ/80xM5k1EI1dFUHCvNDtBMvekD7k1n+KzhkykBbQEtFuB8WNnD+pSQgDnJm+GgP/ZtklPwSNNM0ZVeU4070WrZT5+73PjmUt8qMtUX/Zt34k9F14Ix7p1cZkeUTwwuDdKVQXd/HITKHMPABZPyMYp2mos0HYp486xV6LuwxXK2N4CYNusFHzTPW1QO1+Gg3q7xAlPOPDgmtCeBKntr6Hw2Ba0nnIovEFr1YWtwHX/KcOLv74Md3/1V3R6mZpORKNP8EaW4VSSM6fmE2TWr0btRjVrb81kgS3Zh8BrmwkAcMOI51pHRkZANNjM+dicdRqMeWaMP6UBOTNCs/isHuCKZTrufMyH5q9X4PtLv48Od0ecZkxEFD/Bwb149tvLrVFLcr6d4+9dN6UaKPLH/aBrIq799oIdbdmHIoPa8/ffjXNRJXPiNKPIajcXoixtoTKW6rPhrrpqFItMZfyx9vfxgX01DKmpyP3hD6GlqakWdX+8A7alS6M9ZSIawYIrkyVK5l5G00YIVzMMO9Vs59pD8mAwDr6VULHBhqMs+5SxFY5ifGov6eMdI5MuTKhJPwF/ddnx6oVelAfd/mVzC8quvBKtr7wanwkSxRiDe6OQlDJ0wTOBMvcAoDDViF9bXlTGtqUdgcbNDdDq1YfOp0424lrPbFgwTLIxBsmjA9e/5cQP3u6EHvR/2dyO7ViQ9ykMVyxAR5768G2QwGWf+lBy2+P4znMXYG3d2lhOm4go7mraErcEdb90HyZv+hta9yXD2+4v4aIL4IXjzVhiWgQEbGb5wl6M7c7M2M9zmHCYsrFp/DXwWDKQP8eGCac2ICkndNPM2Abg9qd9mPPMKvzgvWthc9viMFsiovgJ6beXG8fgXlC/vY+t/ueg4Kw9e2kOdEvi9Fw3CImLkjcqGRY23YzvuW+EUybOPIeiJmk66qyTlbEieznuapFIg7qQ/afmZ7HFVQZjbi5yf/ADCHPA2oOUqLr5FjjW8lmViA5ORXNQ5l6C9NyzVr6DZZ5UTFFbscI1sQR73AdXOvKspK0o0tTNI483T0elO37363hwG1KwL/1Y/KmzBR9c6MaqKWqih/B4UfOrX6H2z3+B9Hr7uArRyMDg3ijUZHfD6fE/EFlNGlLMiRMYy63+GFPW34Fx0n8H9EmB39acgpbX1Z0Xy2cKLMqfjmI58m9k96/2YGvWyfAIdXHa7LNjhutNjD0nBfZFU0Led+g+iR/+swx3PHwl7vz6TpYbI6JRozpoI0tWyvBYUCssfxMpTTtRt1nd3f7JbIH5ydNwZvNeFBvUjS7/bpyLJpbn7JOzoxWbMk9CpyEd1kwvxp3UiMJFrdDMesi5Z6yWuPSe9fjVs99hgI+IRpVNlcGZe/FZILXaq5DW5i9tWWEyYZfs+vfY4JM4Yquagd2WICU5A000NuM0q1qec5OciF95rh4ZJdSEwN70w9BmKlCG57Rswv858mAK2Hjrhhe3Nj6EGm8zzOPGIfvqq7tqzHWTLhfKr7kW9pUrYzZ9Iho5QjP34h/cS23djsKOClTtS1XGK4rN0DLS+3jXgZmFjm+nroYZ/oCVWxrwr8a5cOuja4m/w5SL3Zmn4o9tHdhxSidePiK0klvLE09g/3XXwdfWFuYKRCPD6Pp/PgEIvfHlpFggROKUsxQ+N4rK31LGXvYdg8Xbv4LF6esdc5qA2uMn4nBfYaynGDft5kJszDkLHcbQki4F9vWYPW099AsOhSdZzcTMtQG3PeND05NP4sxXzsDDGx+O1ZSJiOKmutWpHA+Hspx5le9j6oa/oHlHCmRnwMKYEXjvyCSc4ZwCTQAXJG1S3tfss+Kv9Qvg0I3Bl6RubkMqNmefhg5jNoQAsiY5MOmMemSMD930MrEO+O49W3H37WcxwEdEo0KDzYXqNv9906gJlGTGp7RZbs0nyvGbuf4MsXl7pNK7qN2UjI4xidnP7iTrTixIqlPGXtGPwZO+U+I0o8iSwoAdmceh06AuVJ9e9wWu905Qxpp1G35U+w983bAGSbNnI/Mb31Cv5XCg4rrrYfvkk2hPm4hGEKfHh3qbq/dYE0BRprWfd8RG6a6nsEEzY/YWddndMXXMkK9dYOjABcnqs2CFJw1Pthwy5GsPN3ZTDrZnn4bftDiRNacDfz9XgzvocbhzxZfYedaZcO3eHZ9JEkUZg3ujUFVIcC+xFjvzqj+Cye3fVeGUJrzYdBRO37NBOe+DIy34XvqRsZ5e3LkMqdiUfQbKU+ZCD+oxaPG2Yab5HeRcnAv3WHUHq1EHrlqq44r/1eOBlX/Hn7/6M5xedeGbiGgkCc7cGw5lOXNqPoPW1oqG7eouz7cXCcwRY1DlbgAATDI14xjLHuWcCk8a/lZ/KLwycTbsJBqPloQtWaf2ZhoYrTqKD2vF2BMaYUhRS7ZYPcBlL9bjnatORWvLwZXOISIaLjZVtSrHY7KSYDTEZ7kguCTn0mT//fuYzWra22dj5gJxmueBaAL4fu4mFBnVPq63e6/AV/rIWIT1alZsyzwBHqGuKVxT+RnOxkRlrFq24EH3UnilD6lHHYW8n/xYeV263aj84Y/Q/t57UZ83EY0MwS2HijKSYIrzPcHkakFh+RtYVZuBFH/cER3JGlBaHJHPWGyuwAKzWu/z445SrLCPnuSHHp3GDGzNPh3ftem4JKcJf7pcoCkt6KSGJuy5+GLYPvooLnMkiqbE/C2YoqqqVd2hnpNA/fZMrmYUVL6vjD2tn4RLtr4FQ8BzXG0mkD5nGnbbR+dimxQaKlMPxabsM+EwZIa8XuJajUnHVsO7ZHLIa0dsk/jL4z589fEzuPStS7G9eXsMZkxEFHvVbcOrLKfB04HCinfRuDUV8Ph/RbNZgc8XpmBep1r66tykLZhtUu+DW105+EftjJFR8itKfJoZW7JOQXnKXMjuTTIp+W5MOrUBSaWdIefPWdOCzWefhsb1X8V6qkREMbMxpCRnfNoeaF4Hsur95RmrjQbs0psBACmdEgt2qze4j0oXxHR+g2XrcODbyV/DAk/vmBdG3OD+CXa0jozNOE5jBnZkHqf0hzdIL35bsRoLoWapbNWr8LeWlyClhGXaIci44AL1Yl4vqm68Ca2vvhaDmRPRcBfcb29MVnwyzgMV73sJ9dKLMZvVZ8/yRWMgjZFZhhcCuCh5AwqNdmX84aaZqPHEvyxprLkMqdicdToO86Xjz3od7vumxI4S9RzR6UTlDT9Ew7//A6mHtmYgGq4Y3BuFwpXlTBQTtv4XBp8/m8xrTEZjRzZm1TUo531yfCbmioLgt486dlMONuScharkWb0LlD1SPfWYOXEFjGeOD2kwX9wM3PGkD4vf2IUrX/8GntjyBHTJmxsRjSzBZTkT6X4Xzrgdj0Bv6UTzbnVB9ZUjNRztGQ9D0L/zmgCuSFmD8YZmZXyNewxebA3d3EEBujfJbM46DU6tK0vSYJYYd0QLshe1wmNUF49zGt2oufwq7Pvv3/kwSEQjUmi/vfgE93Jrl8Ogu3uP3870Zzkctl3C5O/SgKqUXGzPGhfL6R2UAkMHLk9Zp4w1IgOPdiyC9MV/IToS2s1F2Ft0jjJm9XbgnqqdmCDUlhKv2b/Ac7au7My0k05C5mWXKT34ICVqfvlLND/7bNTnTUTDW6L12xO6F2N2P4P3OtMxvt4/rgPoPHxORD/LKny4ImkVjAhoXySNuKduzqjrvwcAHkMSNqcfjzxk4YH2Wnx8ngcfzQ3dRNP473+j7Ec3wNdhD3MVouFn9P2/nULKcuYmSOaetaMCY/Y8o4zVFp+Kw1d9oYytm6DBnX1iLKeW0KQwYH/agq4FSoNaxk2TXkxJW4H80z3wFWQFvQZcsELiD4868dJbd+G6D69DnV3tCUFENFw5PT402/2Lg5oAMpISN3PP7GxE6Y7HULs2A0L3P4TUZwDbZmVgmisr/PuEjqtTv0aeppb8eq19Ej7vKIrqnEcCmzkfG3LORn3GXABda4sFkxwYe0oj6nPUAJ/RJ+H8+wPYfOWl8DY0hLscEdGwJKXExio1uDcuNz4LpCV7nleOP0jL6P3+mM3q5oqPS+erQaEENttcix8bXlbGKnxZsJf9ALorN06ziqx6PQNVybOUsWx3I/5VVYEcXd1g9Z+21/GpYyMAIPWYY5B15ZUh/y3r/nA7mp94IrqTJqJhraJFzdwrzY7vhonc6o+AzhpghzqP8mmZcOcE14ocuhJjO85L3qyMVfsyRmX/PQDwaRZsyToFLvM4/L2pAdphHXjkFA3eoOiH86NPsPOCc+HcujU+EyWKIAb3RqHgnS3ZCRLcm7TlH9B0f7kStyULW8sNyG/0L87qAnhk3tH4uG0OXKNwJ0p/bOZ8bMg+G/XWiSGv5VmrMeW4MujHTA15bVwD8KcnfCh94Utc8toFWLp/aSymS0QUVcH99jKTzDBoibsAOH7bf+Hcr8NeozaAf+5YDSd2jodA33NP1dy4LnUlUoVLGX+oaSZ2uzL6eBf18Glm7LYeip3pR8MrugLAmekezD+hFmvnhGbpGVdvxpbTT4bt009jPVUioqioa3ehwea/h1hNGoozYr9AmmQrQ07d573HFUYjtqMdAJDXKjFdbS+EZaXzYzm9Ifup8RWcqK1VxqQ7D/ayH8BrnxSnWUXW/tT5aLSMV8bGuRpxT0MnrPBvspKQuK35CWx17QcApCxZgpxrrgEMBuW9dX/+C5qfUTcAExH1WFPWohy3dXqwdGv8Nq2P3fkE3jWkYMEOddx21OyofeYR5v2YZ6pSxj7uKMUX9tG50VMXRuzMOAYVqfPwg7Y2nFPSiL9dItAe/GtNeRX2XnIJmh57nJVZaFhjdGSUkVKGNJzNTYAyZaktW1G4/01lrLz4DCS/p/a3+XR6Evbop6POm4KHmmayp1AQn2bG7oyjlQXKHhZhx8ziT5B6Rhb0NHUnrlEHLvlcx60PNuOf//spbltxGxwedQcUEdFwElySMzslMTayhGOxV6N4x3OoXZuujG8tBVon5KLUc+BdnrkGB65O/RqGgLIsHhhwT/08NHmt/byTejQmTcTG7DPhMHT9d0gzSJw/sw7vnulBR9BfobnDhcrrv4fKO/4I3eUKczUiouFjY2WrcjyzOCMuG2LG7HlOOX64YELv98dsVh/8tmSPR03K8Mp404TEvab/YJEI6nmuJ6Oz/LtwtyyOz8QiSQjsyjgKbaZCZXiBoxK/tyVBC9is5JIe3NhwH7a7ywEASfPmIfd73wNM6nNs3e1/RMvzL0R/7kQ07DR2qL+Hx3N9c4HYgczG1SgvS1VKSLdkm9ExtaTvNw6REMAlKRuQG1TJ5ZGmGajyxKfEdtwJgaqUOdiWcTyOdHpxu7EWD1+uY19Qdyfh9aH+zjtRfu21rMxCwxaDe6NMe6cXHS5v77HZoCHNaozjjLpM3nQPBPwPbJ3JJVi1pQY5rf47olcDnp58IYCu+a5wFOMdW+L3WIiHxqSJ2JBzDtpN+SGvlaZvwfjTG6HPCv3lYkId8KfHfbA++AKueOVibGnaEovpEhFFXHVbUJZ6Agf3Jm799/+3d99xclZ138c/Z/psbymbuiE9JIGEhF5C7yBiBxRFLIDeFvBWb30AewOxCwiKgoBSFLGgFOk9kEJ6Tzbbe5mdep4/ZpKd2ZK2ZWZ2v+/XazJXm2vO7GSuc53zO4XG1T4ind35cdTA3We5OKPjwPO5ClcT789ZkbKtJeblR7WL6Io5+3mVJOtyFbKq5HwaPZMAyLGWz+XXsfo9HayZ3Pv4tj/cx4ZL30XX+vW9d4qIZImVPebbWzBx+Ht9j9n5LyZu6R6Ss9Hh4O+e+KguxlpO6mtIzixUYALc6/kO73Y812OPk2D1u/lD42xiWd6A1Ron64pOpcOVOqT4efWrua6rJGVbmw3wP7W/2NuDz3f44ZR9+tMYb2oFffWNN9L8cOqwpiIiDUnTMEB6px26xvUYr3i8LF6ZWtXeOmM8xet2U7ymsp9XDpzPRLgy941e8+/9qHYRbdHMnZpiqDX5prCq5DzKrJ+fd1Tz5sVdfc7D1/niS2y66CLaNTKLZCEF90aZnuNRl+R6MGmep6C49hXKqp9P2bZi/OlUPJXaovGNowqJulKHnPxj02xWB1ILCBIXdOaxuvhsduQeie0xnFuuo5l589/Af+5YYrmpfdOdFi5+xfKZH2/hO7/8IHevvpuYVRd1EckuPYflzNTgnr9tG6UrH6NhXeqcqf9YaijPHU9p9OCGRVvq3cXpvo0p27aHC7it7kgF+A5Q1OFhXdFp7MyNT3rvAD4aaWHMaY08eqIh2uO2yW7axuZLL6Xuzjux0WjvE4qIZLie8+0tnDT8wb3i+jdwRbrLqvcWFRMkXgZZvMkyIWnktbDDyXMTjxzmFA4er4lwi/vXnO/vPdfPP9sq+G7tEmr9RcOfsEEUdXhYU3QGXY7U+5urq97io0xL2dZmA3yu7pfdAb45c5j0859jevTgq/ra12n561+HNuEikjU6ghHauro7LziNoTgnPWW+uWY7pzvf4rmmQsa0dm8POyE4Y+h67SWb6Grlkh7z79VEcrm1bhFhm7nTUwy1TlcxK0vOp8s1nq+3NjJxaTM/vdj0GpnFNjWz85Ofourmm4l1dKQnsSKHQMG9UabnkJyl6Z5vz1pmrPxhyqb2gpksf30lRUnX0qALwmcdz1V5r+Mz3fPyWQw/rT+COg051jfjYFfeEawsOY9OT+qwNQZLReHbTLmgjdi8Cb1eOr4ZvnZfmM5v/ojP/OVj1HSkb9xyEZGDlS3BvcNW/4TaN/Pik8omNObBY8e7WdbeR1exA3Ceby1H+VOv2Su7yvhu7VG0j+KWmwfFGHbmLWJd4TKiJt6j8uRgF5dX1HDn+2PU9qj3dkSi1N9yKxsu/wChXUPXKldEZLBZa1nVY1jOdAT3yqq6W8t3GsP9BYmgkLVc8lJqQ8MXyxfQ7kmdZiDbGANn+Dbhm/gHMKk9T97pKuXTp32R/0xZQjZ34gs7c1hTfAZhk9oL7/Nbn+W9odRefe02wHW1P+WvtfH53204TEnPOfisZfeXv0LN938w5GkXkczXs36zJNeDI01zrH/a9Rhvez1MWd1jWOEZJcS8w1f+Os6znaWeHSnb1geLub1+/qie1iji8LGm+AxqihZzSXsH/1NYyy0fps+RWZrvf4AtF7+LjtdeG/6EihwCBfdGmV1NPYJ7aa7sHLvrCQobV6Vse6xsMUufr03Ztua4clxFRYxxdvDh3DdThvBsj3n4Ye1iWqKZWXGbCTrcZawsOpvdOXN77cs3tcxb+AY5540hUta7IH/6CssV33yVn954Pk9vfXI4kisiMmDZMOdebvN6cl56mo7q1AYqfzjNwdGRSeTaQysIOgy81/sGE5ypPTE2Bou5ueZoGiLpn2s3WzT6prKq+Dy63PFKyCmRCN81NTzx/iDPzu9deRB7azXrzz+Hqm99CzuaS9AikjV2NQVo6uxuPJnrcTKtLG8frxh8BY0ryWnfvnf9L3l5tJv4NfTwHZZZu1OPf3DWacOZvCHlLniHnKm/xrhS8+xOt59bF3+Am4/5KI3e/c+9m6m6XIWsLT5jb0MZAAN8vXIFHwqk3v90EeYnwX+yKrgVAP+CBZR+/OPgSKq2spbGe+6h+S9/GYbUi0gm29VjZLJ0dV6oMFWc73iF+20hR25Nvf8PzxreqYSMgfflrGSutzFl+0udE3i4ZfqwpiXTWONks2c+2/MWMycU5tft1TxxSZgHT3L0GpklvGsXOz78Eaq//R1inZ19n1AkQyi4N8pU9gjuleWlr4LPxMJMX3VryrZtk85k9/Ovk5dUJxvwGsKnH7t3fa67lnN9qUN27grn862apTRFMq/yNlPEjItt+UfzTtFZBB2pLV0NMLVgBdNPr8IumtTrtYWdcPnjHQQ/8hlu/+11dEW6eh0jIpJJes65l+7GLH057K1bqV1ekLJt9RTDqvm5HNvRu0f1wfCaKJ/Me6VXgK8ynMfN1cewO5zdPR6GU6e7mJVFZ9HiHg/E5+H7dmsDk45p4lcXQVuPwQNcwQjN997Hhg+8l641vYdcExHJJKt6DMl5+MRCnMPc82HSpj/uXY4AvyvunnbhkpdSK0rbJ5ewrXBgeWSmcfp3k1Pxc5w5m3vte7X8cD51+vW80jEuDSkbHO3uMtYXLiNGdy88A3y5egNXtqce20WYz9f9khcD8bnf/UccQcnHPpYa4IvFqPryV2j43e+GPvEikrF2NmZG/eYnnY+zyuembG1qebNpbA7BsuFvnOEyMS7zvcpYR1vK9kdaZvBM2/AMEZqxjKEydwHrC08hP2b4ZW0d+fPb+X+XO6kq7n140x/+wOazz6H+zt8Mf1pFDpCCe6NMZXOPli1prOycsOUhctu37V2PGSd3dTk57dXUwFH1/HIKtjekTD57hm8jC92pTTgrw3l8Uz0S9qvFW87bpRdT6+vdaifHNDNv9msUXFxEuLT3TUhFLZz8/af4y/uOZ8OqnpPAi4hkBmttr2E5izMsuFfQsALz5BtEAt0VXREH3H2WgxNzFuIehFu0AkeQ6/JfZLqrPmV7fdTPTdXHsK6raMDvMVrEh3I5kyr/bCBeKXlBRydfz6/mocvCvD2tj158K95hy6WXUnXjTUSamnrtFxHJBCt39Zhvb+LwDsnpDjYxbuff967/JzeHKmc8oDd9t2XhttTgXv3CKcOavuHicLfhn/IbLvGvwk0kZV+bJ5ef1h/Jz+sW0Blz9XOGzNbsndhriE4DfLFuB1f3aJDVaYPcUH87tzU9TMiGyVm8mJIrr4x3SUlS+73vU3vbbeopLzJKLd+Ren89Nn/46wLH0cilzue4I6+QZatSr0WB2Yc2xcJgyHWEuTrvVXJNMGX7nY3zeah5+qgeohOgwVfBOyVnE3P4+GJTMx/3NPD1Kw3/WNK7TBepq6Pu1lup+cEPiQWDfZxNJL0U3Btleg7LWZKmbuvOcAeHrflZyrYXKs6l4LXV+JOmHAj4nYTnVvR6vTFwWe5y5rhSh++sjuTyzZqjNQfffkQdHjYVnsg7fUxyDjDRv4Y5Z+7EHD+RiLv3ZeKINQG6PvBJnrv+SkK1motPRDJLU2eYrnD3/Dxel4Ncj3Mfrxh+FX/9Gg3rUq+//1hq8BaXcszmwbs985sIn8x7hQXuqpTt7TEP36lZyssd4wftvUY6axxsLTiWzfnHESNe8BsTjfH9jjpyT2vm3jMMoR51rsZC84MPsumcc2h64AFsNJqGlIuI9G9lz/n2JhcN6/uXb3sEZzReWWaBu4q6m85f8nLqXHsd4wvpGpva430kMcZysm8r1xc8y5zGbb32v9Q5ga/sPo71Wdo4p9UznlUl59HpTP0OP9tYx6ea23sd/6f2Z7m65la2h2vIWbKEkquuSp2DD2j49e1U33yz8leRUcZay4ubUhswzho3/L3krnb9nXd8TnI2eFNGIIv43LRVjBn29CQrc3ZyVd5ruEi9Pj7SMoOf1S8kFBvdIYF29xhWlpxPm6uU8zo6uauhln8vs9x4mZOaoh4HW0vj3Xez7T3vpWvt2nQkV6Rfo/uXPAr1nHA2Xd3W57x5I96u7ow44nBzT1slZ72ZWoAzRx5OzN1360SPifGxvNeY565O2V4byeEb1UdTpSHH9qvFO5G3yy5id848LKktVDx0MmfK60x8t4Pmw3sPA+OOwpjHX2Xd6aex7uavEGloGK5ki4jsU89eeyW5HoxJz+TqfSna+QJtzzaB7U5TYx48dIKDyzsXYhjctLpNjI/kvsExnu0p2yM4+Fn9ETzWMm3Ut948GDU5s1hTfNbe3gcGuKijg8+Oq+b+y8K8MaP392dbWqm+6Wa2XnopHa9qcnYRyQyhSIxV6ey5Z2NM2nz/3tVXfV7WJxrjTKqzHL0hNXNqGKG99noa6+zgR8/9go+tfhxXNLUXX100h2/UHM1DzdOJ2sy5tzlQXa4CVpWcR7MntXHRtU2NXN/QhKPH/cjGcCUfrfkhj7e/gn/RIsquuQbjTa3DaH7gQXbfcAM2FEJERof1NW3Ut3f/5n1uBxVlw1sH6A428iHn09zlL+K9L/Soy5wzHetKf5X7NFcTV+Qux9kjwPdKZznfqDl61E9tFHLmsarkPLbnLWZWOMaDu6uZVBrg+qucPLG4dx4b3LiRre97H/W336FGJZIx0n+lkWHTHozQnDRZutNhKPS7hz0dnq56xlb+O2XbPRMWcdbjtXiSro3BPA/OebP2eS63ifHR3Nd7DdHZEPXzzZqj2Rka3sngs1HMuNmWv5RVJefS4Srqtb/E7OCYBW9jLi1n99TcXvvd4Rj2/r+w9rRlVP7gexp6TETSrldwLydzCi1llU8x9lc3EmpLbbhy11kOjmASsyKlQ/K+TmN5f86KXnPWAjzQPIu7G+cRU4DvgLV6xrOi9EIavN3D7YyLRvlusI7cZc3c+h7T57wNwXXr2fGRj7DrM58ltHPnMKZYRKS37/9zHW3B7uBRrsfJxpo2nlwzPCNzlNS8SE77jr3rdxd1Bxbf1aPXXqAsj84JRcOSrkzgxPLeTf/lZ/+9jWktqWVdi+GRlhl8o2YpNWF/mlJ46KIOL2uLzqTaPzNl+0da27inqprxPepLu2yI7zT9kc9V/ZTI7ArKPvtZnIWpQejWf/yTHZ/8JJH61J48IjIyvbAx9bc+e1w+LsfwVnFP3vgH1vpg2htuCpKKn1GXk9j8fddlDqeFniquyX+51xCdW0KFfKXqeJ5tnzC6y4HGQWXuAlaUnI/TUcwttfV8s7mBP58B3/igg/qeAwaEI9T9+Mdsv/wKQtu393lKkeGk4N4oUtlzSM5cD4409GSYvfxmnNHu/uqVbj8r19X0mk+h4cgKNsdqe768F5exfDj3TRa5d6Vsb456+WbNUrYER+7QLYMp3iX9ArbnLSJK6nAnDixz3G9y/El1bDhvHA35vf/fuIIRWu++h/WnnUrN939AuEbDdYpIevTVcy9T5D/7VzrWpdZaPXmkYfksJ8e1jmNzqKqfVw6cMXCWfwMfylmOk9RK06faJ/PT+iMIZ2EvgHQJOXNZX3Qaa4tOo8tdBMR78b27vYObfNU8cFmE+5Y56OqjHVXbf/7DlvPOp/ZHPyLa3nsoMhGRoWat5d9rUkdAOeaw0mHt6T550x/3Lq/zuHnZH59aYWyT5YQ1ffTay6Be+MOloq2a2579KSd7N/fatzFYzFeqjid/8QVgsqtqxxoHW/KPY2veEpK/6SODIR7etZMzO3rPa/R6dDMfqf4+GyfA1Hv/gGvs2JT9nS+/wpYLL6LtqaeGOPUikm49h+ScWz689X7OcDsTNvyWB2OFnP1man7VuHAym93Nw5qe/TnM1cjn859nnKM1ZXtrzMvtDQu4qfqYUV93GnAVs6rkPHbkLebsji4eraymZGyQ669y8uz83vcfgbfeYtPFF1H74x8TbWnp44wiwyO77gBlQCqbO1PWS9NQ2Tl2578Yt+uJvesW+HbhFC57MpxyXEt5Aa0zeg8F2R+nsVyeu5yjPTtStrfHPHy7ZgnvBEoGlO7RwhonlbkLebv0Ypo8E3vt90eaubjgLcZf0sW/z8ilsY+OkY5AkMbf/pZNp5/B7q/+H8HNvQuiIiJDqaqlK2U9XfPL9uTfuZrIY2+nbKssgXtOd3BMZzkl0eGZL3apdxefzHsZn0nNe1/rHM8Pao8iEMus+QkzXZN3Mm8Xn8+unAXEErfWEyNRfl1fy9xZzfzvxw0vzOtjqM5wmIbf3MXms8+h6f77seFwr2NERIbKy5sb2JnU+NMAZ8498PLXQOW2bKSs6pm963cXdlcqXvxqDGdSXWmwMIf2KUPTsz0beGIRLsl5h0/kvUy+Sb3H6bIuSs78FOOv+BGecdPTlMJDZAxVuYezpugsQq7ugmVBzHJLbQ031zXg7dHoqCrayKdrf8Jv3rmb4uuu7RXgizY1seva66j6+teJdXQMy8cQkeEVisR4dWtjyrZ5wxzcq1h3J6udURY/707JrzrzPTQePmlY03KgSp2d/E/BC8xx9W6IvylUxNerj+XOhnl0xvqeGmlU2NOLr/RCckwRP6+p48ttjfzufMMtlzho7dFZ3nSFaLj9Dtaffhr1v75d+Y6khYJ7o8iuHj33hju45w42Mnv5zSnbfjtmKouebic/eeJZp6H++NkH3TLTYeD9OW9zondLyvaAdfPt2qXcVncE1ZqH74AEXfmsLTqddYXLCDp6/81mhBr4bNlGWt8X4U+nu2nuPVonRCK0PPIIW86/gJ3XXEvn8uVYTeokIsOgZ36XET33IhHG/fAGYqHuW6+IA356sROHy80p7cNbCJzpbuB/8p+nyKT+rd7pKuXbNUtpjQ7/sN3ZLGZc7MhfzIrSC2lxx+cRcgCXtbZzR1sNL5wd5mtXONlY3vu10YYGqm/+BpvPO5+Wvz2OjcV6HyQiMsjufD61zLRoShFj8odnPnYTDTH/1esxNn69ezrHzz/z4gWK4jbLspU9e+1NHpW99nqa667jSwX/7TXnPIC3fBbjP3wrxadfnXWNdFq85awoOo9mT3cmuacn/J8qK5kZSh3xIEqMX7c8zvWxB3F87mo803sHNZv//BBbLnk3gbffHuLUi8hwe3tnM51J14VCv5vywuFpJAlQ0LiSqevu4ImmIo7oMQJZ45IZGTHXXn/8JsLH817jHN86XD3m4bMYnmmfzFerjmPzqO/FV8SqkvPYmXskF7d38uiuKsZMCnD9VQ7enN77fsS0d1J3222sPeM0Gu75PbFg797nIkMlc684Muh6DstZljc8hbc9Zr31HbzBhr3ry31+nquOcWKPIVfqF00lXHBocwc4DLzbv5rTvBt77Xutczw37D6BPzTOpk2VlvtnDI2+qbxV+i5258zb2xth727g3M5abhi7gxcvj/GHUx009xM7bX/6abZ/6DK2XHghDXf/lkhDQ98HiogMUCgS44Uew7SMGeb8ri/l9/w/wrtS8+H7T3GwdbzhrLap+O3wt5Ac72znswXPM9bRlrJ9S6iQr1Ydz5Ntk4homM6DEnAV8U7xWawtOp1OZxEAFZEIv62q5TJvIz+4HH52oYOG/N6vDe/cye4bbmDrJe+m7b//VYMYERkym2rbeGZ9Xcq2s+aNH7b3n/7OT8hvXgvATpeTr5V198q76JUY7qT6xlCel9bDxgxb2jJdniPEx3Nf4z05K/CbSMo+43BSsORibth9Ii91jM+qOZTCTj9ris5ke94iLN33HoeFI9y/u5LLWtp6vebN4AY+0vFz1n/qDAouugh6zLcV3rGDbZddTu1PfkIsFBryzyAiw6NnWW9eecGwDSntiHQx77X/5Q2Xi+OeT21IsWLsRNqnZn4vc6exnO3fwJcLnmGBu/eUELWRHG6sPoa/t04lNorLgtY42JV3BKtKzqeQPL5b18BvW2pYfl6QX53Xd/2no6mV2u9+l7WnLaP+zt8QbW3tfZDIIFNwbxTp1ZNhGIcpK9v9NOU7Htu73uBw8NXicq56IrWlSHtpDs2HTx7QexkDF/jXcp5vba99URz8s62C/6k8mT81z6A9Ooq7mx+gmMPNtvylvFV2CdX+mcRIzdxzrOX6lmo+MqmGO6+Kcsc5DqqL+j5XaNNman/wAzaesoyd111H2zPPYCORvg8WETkEz22ooyXQPbxhntfFYWP66l48fHJXvYjjHy+mbFtZYXj8GMOCQBmLA2P7eeXQK3Z08Zn8F5nibErZ3hj1cXfj4Xyh8iSeaZuoIN/BMIYm7yTeLr2QTQXHE3Tk4CDeA+EvldXkVwT43Cec/PlEQ7CP25Dg+vXs+tSn2X7Z5bQ99RQ2Gu19kIjIANz1wtaU9cPKcpk+THllUd3rTF33GwCCBq4fW0abM14tceTmGOe+0aMXxILJvYI2o50xcIJ3O/9b8BRHuCt77W+M+vh5/RHcsPvE7MrDjaEydyGri89OGT3Ga+HLjU38rLqOomhq7/aWWAf/23gX31tSiesLn8Q1rsfQstEoDb/6NVvfrV58IiNF7/n2+mg1N0Smr76NYPtWntxRSnlS8Slq4NeHvz+repmXOjv5WN7rfDLv5V6NPWM4uK9pDleFr6fWFqYphZmhw13KitILqSw5genhCLfW1fPJshruvzLMfcsctPfRadTR0EzdLbew7pSTqf72twnt6p1XiwwW3SWPIruae/Tcyx2engyuUCtz3vx/e9ejwA3lEznz+SBlSY0YYgbqjp8d7343QMbAmf6NXJf3ApN7VFhCfG6Cv7RM53OVJ/NI83T15DsAQWceWwqO562yS6jxzUxpUQkwOxzmrroaLimv55dXxrj1XQ4299cAOBKh/cmn2PXpa9h4yjKqbrqJjldeUaBPRAbsL2+n3jgfNbUYVxorBZ01VZT86EZIqlhr9cMvLnBQHPVzUet0DOktBOY5Qnw6/yVmuup67auP+rmzcT5f3H0i/26bTDCmW8cDZhzU+mfyVtklbM9bTMR4KIvF+H5dAz9trOPlY2N85tNOnlhkiPTxZw0sX86ua69j85lnUX/nnUSaet/PiIgcrIb2IA8vT80rz5w3blh6PThDbRz+6pcwxAN4PywpZo03XiYd22T57GOpY4WECvy0zBi+HoXZptAR5Mq8N6n5801EmnsP1VkVyeXOxvl8rvJk/tE6la4sGa6zzTOOFaUXUueblrJ9WSDAw5VVHBPo6vWa/wZWcJnnHv577XHknHxSr/2hTZvZ9sEPsfOaa4l1dg5Z2kVkaLV1hXl7Z3PKtrnDNN9eUd3rTNjwW27KLePsl1P3PTF9PtsKJwxLOgbbHHcd1xc8y4nerb32PRNbxKnBWwnWnU7AmQFTXaSJNU62u2ewuvhs2l0lHB4K89PGOi6dWsvvrwzz8PGGrj6qlR2BIE1/uJdNZ57J9s9+ho7XXtMUDDLoVEMzivQclrN0mHruzVzxPXyB2r3rvyguorkOzunRKrP65DkEywa3xc10dyOfy3+ey3PfpNjR+ya+07p5qGUG1+xaxi21R/Ja51jC2dKyMU2Cznw2Fx7P8tJ4kC+5CG6AkwNdPFhdzbtLG/nVZZabP+jg9ZmGaD9/1mhDA80PPMiOKz/KxpNPUaBPRA5ZezDCk2tTJwg/dlpJmlIDxV2tjPv6p4i1pV7Pfn2eg9Y8B+9vnoXXZkZFm89E+UTeq5zq3dRr/gWAukgOv2ucx2crT1GjmIMUMy4qcxfwxpj3sLHgBFrdYzk+0MWjldVcGWrmwbMMn/+Ek+fnGfoq6oV376bullvZdMoydn/lqwRWrFChUEQO2b2v7CAU6b6GlOZ6WDyleFjee/bb38LfGQ8s/jM3hwcL4mU/T9jyxUej5CXFbKwxbPzgsRk9d1Gm6NryBrvvupaWl/+MjfYuQzVGfdzbNIfPVp7Mr+vn89/2iVSHc8jk0Z8jDh8bC09mVfE5dLi6/3+OjUa5vbqW/2lsxtnjAwRsiJ8GHuezy7bR+ol34yjs0dvEWtqffpotF11Mx8s9auZFJCu8uqWRaNKYw+WFPopzhr5u0xnuYN5r/8tPiwuZ/ZqbnKSRfts9Ln4/8z1Dnoah5DYxLs1ZxUdzX8dvUocx7sBPqP5Mrjrzy/y94jgiZvTmy22ecawsuYANBScRdOSyKBjiZ811XDizjnuvDPP3pX0H+Yy1dP77SXZ8+COsX3YKNd/9HoGVKzUNgwwKjUk4SrR2halv757Q02GgKGfoK+ZOdKxi4taH9q4/5/fxV5vP1x6LpkSWAyW57DxrAYWbanqfZIAcBo7yVLLQXcULwWk81TWDDpvaazGKgzcD43gzMI5cR5hjc6o4KW83Mz0t2dSrflgFXfEg3/b8xYwNbGJ853p8sXYg3mrg3I5Ozujo5K/5udzxrkLu6HJy8juWU1fEmNTPlHvRxkaaH3iQ5gcexJGfT84xR5N7/PHkHnccnoqKYRtHXUSy03/WVNMV7q6wnFjkZ/rYvLSkpSDYwQ9e/BWmrSVl+78WG96Y5eCClgrKI+lJW39cJsZFOWs42beFJ7tm8kpwKtEe7cDaYh4eapnBY63TODF3N+fkb2eSpyNNKc4uMeOmzj+DOv8M/JFmxgY28uHWzby7bTe3FxXyq4vyeOxY+MCzMY7a3LugZ0MhWh59lJZHH8U1Zgx5y04h79RTyT32WBw5/Ux6KyKSpCsc5Q+vbEvZdvrcsTgHYeSU/Rm76wkmbHsUgC1uFzeWJRrfWMvV/4oxrUcxcMe5C2mdMZ7iNRrK6kDYSJDm5+6hffWTXHLt//FmaFKvPLw95uG5jok81zERgCJnF3O8Tcz2NjPV08oUTxs5jswaCrrNM44VJRcwPrCBye1v4bYhnMDHW1o5PhDgm2UlrPamlu23hKv4eOljnH3NfD70dAT/q6tT9od37WLHRz9G7iknU3LFh8k94XiVM0WyRM/59oar197MlT/gORrZvKuEa1ekNrK7d/a5tHgzq1x3qBZ6qpjkbOb3HUexPZraSLbJV8DPj7yUB2adzjnbX+WYiJdSV7CfM41gxlDvP4wG31TKO9cyqWMlRwRD3BKs4525bn53ZCH+DT7OeSNGcR/FZFtbT+M999B4zz04J06g6LzzyTv1VPwLF2BcCtPIwdP/mgEwxuQDXwQuBaYRH3FyA/AA8DNrbcbM2vzbF7alrE8uyRnyYcqWmnX80v2TvevveNz8KjaGb/0+SlGPTnRbLz2amGdo/zu6TYxTfZs53ruN57um8UxwBp22dwufjpibp9qn8FT7FMa5Ojgpdzcn5e1mjKv38B8Sb1W5O3c+u3PmURzazfjOdRSFKjGAG3hPWwfvauvgBb+fPy/I44tLvcyoMpy6MsZxay25/dwLxNraaH/yKdqffAoAV3k5uccdR85Ri/EvXIjnsMMwzszo8SKSbkOZHxljxgFfAi4ApgAB4B3gHuAum0HNzf7y1u6U9QuPmIAjDZU1OeEA33vpV0xqSx3m8qW5ht+e6eDwrlKWBjJ3mLEiRxfvyVnF6b5N/Ccwk9dCk4mSer0NWSdPt0/m6fbJLPDVsyyvknm+RgqdGXPrk9ECriK25y9lR95iioKVfKxzB+9r283Pi3P5/vtyqKi2nL08xknvWDx9dGSP1NXR/OeHaP7zQxiPh5xjjyH3+OPxL1yIb+5cHH7/8H8okREgm8p3h+Kvb1dS3979EfxuJyfNGDPk7+sJ1DDnja8DEDCGL44tI5Aoi5693HLK6tRbidapZQTGFiiwdwgijZV8MPdtzvGv55mu6bwSnEK4n2qf5qiPVzrLeaWzfO+2Ma5OprrbmOJpY5a3mcN9jThNmm/1jIPqnDnU+yqY0v4W4wIbMMC8UJh7d9fwcH4etxUX7Z27cY8nWM0Tp8FZM8dyxd878Dal1rJ2PPscHc8+h2fGdEqu+DCFF12o/FNGjWzN73rOtzdvGIJ7JdXP07XjIZ6qG8u1/0odPnpHfhmPTztxyNMwnEqcAT6T/yIvBit4NjCVRlL/xvU5Rdw792zuq7Qs9tdxWv5OjvDVD8YMS1nFGie7c+dT65/BxI7VjAts5PBQiB+G6lk/1c0f5hXQtt3Hea9bpvSe/QKAaOVuGu68k4Y778Tk5ZJ7dLxMl3v88XimqYODHBgF9w6RMWYq8F+gIrGpE/ACSxKPy4wxp1tr0z5BSmNHiDuf35Ky7V1HThzS9zzL8To/c/8crwljgT/n5/GPliK+9GgUXzj12JqjD6Nl1vBVcnpNlDP8mzjRt40XghW8FpxCXazvVjY1kVweapnJQy0zOdzXwMm5lSzNqcWXYS0aM4Jx0OSdRJN3Et5oOyXBHRQHd1IQqsGFZVkgwLJAgCqnk4fz83jkzFzuPtPJwq2W49ZZlmzsP9AHEKmqouWRR2h55BEAHLm5+BYswL9wIf4j4pWZrvJyZX4y6gxlfmSMOQp4AihNbGoH8oETE4/3GmMustamvclefXuwV0vOdy2awK7GQD+vGBreSJAfvfxLprWkzn3z5gzDzy50MMbmcXFL+ufZOxDFjgDvy13J2f71PNd1GC8FK+iid6//VV1lrOoqA6Dc1c4cXxO5h59GsGo9kcbdQMbEfzOONU6afFNo8k3B2BhXhap5V2ArT+a28IdzvNx7qoPTVlrOWh5jXHM/5wiF6HjueTqeez6+wenEO2sW/gUL8C9cgG/+fLzTp2PcGkpVZF+yqXx3KKy1/Ob51Pl0TppZht8ztI3lvJ1VLHj5c3hCzWxxu/h6WSmbPPEGlrN2WT7yZGoPiGBhDtUnzULDpwxMsSPAu3NWc5ZvA88Fp/FCcBqBPhq29lQXyaEuksMbgXEAFDiCHJdbzQm5VUxP86g2EYePLQXHUZUzj4kdqxjTtQUnlve1tXN6Rye3lhTxWH7vcv2/Jzfy7McsVzzn5sw3wvSMVYY2bab6xhupu/VWCt9zKQVnn41v/nxMGudsFhlK2Zrf1bR2sbG2fe+602GYNW5oe8wV17zM1Ndu4PbKMj72dOrFwxr4xcL3EHWMvEbnTmM52beVm2O3cXvkQn4ROw965CEWw5uBsbwZGMsYVydn5O3klLxKCpzhfs46MkUcPrbnL2Fn3pGUdm1jfGA9s0P1fCvUQG2xkwffncfDTbksWW1YutH2qhPfw7Z30P7007Q//TQAzvHjyD36aHKWLiVnyRKNZib9UnDvEBhjnMDfiGeEVcCHrbVPGmMcwHuBO4FFwH3AeelK5x6/+u8m2oPdzb6Lc9x8/KRpvLqlcUje74POp/iW626cxtJpDN8qLaF1q5/r/xHD2eNGOjZjCk1zJqSlVabPRDjDt4nTvZvYES3ijdAk3gpN7DVk5x7vdJXyTlcpv22MsMDfwHxfAwt8DYxzdars2UPQmUdVzjyqcubhjIUoClVSEtxJcbCS8miI65pb+FRzCy/7fTwzzs+D03K4/dzuQN+izZaC/dTHxzo66HzlFTpfeWXvNmdREd65c/DNmYtv3lx8c+bEM0BVaMoINZT5kTGmEHiceGBvHXCFtfYNY4wHuBr4MXBW4vmaQflAA/D3lVUp8y/MHpfPnPEFwxrcM8Eubnv1Z1Q0pgb2Vk013HqJAxxOPtN6DNZmV0/wQkeQC3PWcqZ/Iy8Fp/J812E0275btldF8qhqz6Psgi8AEO1qJ1S1gd+HGpjduIPZTTsoCmkYz75Y46DFOwEXEzjHxrigtYZVZjtPHdnOZ5c6WbTZcuoqy8KtFv++2lJHowTXriW4di3Nf/oTAMbjwTtnDr7D5+GbNw//4YfjnTED4xme+ZdFMl22le8OxZNra3tVip4+Z+zQvaG1lG97lNlvfwvC7dxVmM8vi4oIJZr2T6m1fOHRKK6k2F7U7aTytHnE3KqmGCx5jhDn+ddzpm8j2yPFbI6UsjlSyrZIcb89+pK1xrw80TaVJ9qmMs7VwQm5VRzhr2eSux1/mhq8BlyFbCo8kZ15RzIh0VuiNBbj2/WNXNLewXdLitngTc3fgh7Db86wPDvHyUeeijJrd+/zRltaaLzrbhrvuhvnmDLyTjmF/NNOI/e449SjT0aMbM7vXtiY2pDziEmF5AzRCGAmFuGwd37G2HW388DOMVzyQmqlX8xhqDplDisLZwzJ+2eKAhPgBvef+N2kNZzyn2U8NXkJQVfv8kNdJIf7m2fz5+aZLM2pYZa3mSmeNia728kbJcG+mHHtnYIhJ9zI+MB6xnRt4TMtLXQ5W/n78Tl894x8Cne4OGGtZdEmi2cf2Wi0uobWx/5G62N/A8BRWkLu0qPJWbIE/8IFeGfPxuHtu/5aRhfdNR+aK4EFieVLrbUvA1hrY8CDiUzxj8C5idYuT6UnmVDVEuCel7enbLtm2QzyfUMQ7LCWaWt+yXfddwGw1e3iC2PKWPiGi2ufi/U6vGH+JOqWTE17q0xjYKqrmamuZi72v8O68FheD03mnfC4XsOQAXRZF693juP1znhrxjJngOneFt6KXMw8s53DHdsYa5qH+VNkrqjDQ4NvGg2+aWBj5IfrKApVUhys5KRAIycFuvhaQxOrvB6eHuPn71Nz+KXbRUUNLNhmWbDVMndX38OS9Xqv5mY6X36Fzpe7A364XLinTcM/cybeWTPxzpyJ57DD8EycqEpNGQmuZOjyo+uB8cSH4TzPWrs1ce4Q8AtjTAHwHeATxpjbrLUbBuUTHaK/vp3aSOSiIycM35uHQ+T+53GKHrwT2lKDiesmwg/e48DhcPG+5pnYYHYF9pL5TITTfJs5xbuFVeHxPNs1nW095mLoyenLwz9tMfcnbRvfUU9FXZhydyflrg7K3fFHps3zk1bGQcRTzlzKmRuF+kgdb03cyt+mtvMTB8zbYTlqU/wxtmX/p7OhEF0rV9K1cmX3W7jdeGbMiDeGmTsv/jx7No7c3CH8YCIZ60qypHx3sMLRGL/+72Z++vTGlO3nzh9Pad7QVAp5ArXMfePrjKl6ho1uN/9vwri986KVN1je93x8eP6e/aKqTpxNqEhziA4Ft4kxw93ADHd88vOINeyKFrElUsKuSCG7o4XUxvKw+xhZoCaSyyMtM3ikJV6ZXeYMMMnTziR3/DHe1clYdyeFjtCwFPGDzjy2FhzLrtyFTOhcw/jAepZ0BXlodzWv+rw8UJDPMzl+YkmJ2TjJ8LWPuJhZaTnv9RjHrrO9GiADROvqaXnoYVoeehjj9ZJz9NHkHnsMOUcfg2/eXE0PIdnsSrIwv2sPRrj/tR0p206cUTYk7+Xt2M3cVz/PM10b2LpjPBe+mLo/6gR7xgm0TXBARvVtHDoOdyufWfEIH3vnHzwzeTH/qDiWrYW9y9sRHLzcWc7LScM9Fzu7GOMKUOLsotTVRWlifZyrk7HuAB7Tu74423W6S9jiPo5t+UspDu5kTNdWLmmv5N3tHawrcPPUqTl890w/JdtdLNpsWbDNUti573PGGhpp+9e/aPvXv+IbXK74aC3z5+NbMB/fnLl4pkzGWVg49B9QMoqCe4fmI4nnZ/ZkhD08AHyb+LjVHwbSlhn+9KmNhCLdF8rxBT6uOG7qoL+Pr30nFetuZ9KWP7HL5eS5WC6bt+dzzT8skxpSL9QWqD1mOk3zhnZo0EPhMpb5nhrme2roiLl5OzyR14OTek0km6w+6qe+08+rvH/vtrE0Mbk2xHRvK5FYJcbZwc68TnyREP5oEF8kI4cvH3rGQZtnHG2ecezMW4w7Gtgb6Ds8VMkRwRY+39TCFreLZ3L8PH1kDo8d68UdsczeZZmzE2bstszcbck/0PrxSITwxo2EN26Ef3RvtsYQG1OMe9IkcisOwzdlKq6x43AWFeIsTH0oCCgZbCjzow/vOceewF4PPwO+CuQBlwE3HsS5B9WOhk6W72hO2XbREcMQ3ItEyHnmXxQ8+Bucjc29dm8ZD997n5Nik8v7G2ZTGh0Zrb6dxnKkp4ojPVXsiBTxVmgCWyKl7IoWEutVVdtbdW4Z1X0UXgocQcrdnYx3dcSf3R1McHUwzt2JO93z/aRZmRnDmYzhzAh0xDrZPnYr68bX8/ipIbzN8Z7vM6osM3Zbxjcf2DltOLy3h18Lj+zd7h4/Bs/06XhnzcE7Ywbe6dNxT50azw81RJmMXFlTvjsYa6tauf7PK3hnd2uvfR8/6TDq2wZ5VO1YlHG7/smM5TezhU7uLy7kt4UFRIxhTLPlPS/EOGW1xdHHJb1hwWTaK4amolZ6cxlLhauJCld3zXTIOqiO5rM7Wsi2SDErwhPosv03Cq6P+qkP+Hk7kDpvo9dEEhW3Aca4ApTteTi7KHMFyHeEBzX4F3bmJIZEO4KSrh2M7drMMV1VHNsVpMrp5M8FeTyUn0dTUkBu40TDTyY6ubc1PvT1mW9Z8vopX9pgkI7nn6fj+fjw1478fHKWLCHnmKPxz5+Pp6ICZ2mphkuTbJF1+V1VS4CP/e4N1lal5mXHzyijvesAWoEfKGsp2/UEdStv4nvNXuauKeLCtakZVsgFsbNOxDl5IoSqBu+9s0RupIsLtr7E+Vtf4okrLual4FTeCk0k0kfHiD2aoj6aor4+9xksJc4uxrkClJzzGSLN1USaq4g0VdEadQ96fjHcYsa1t7ODKxakpGs7E7q2cm1zNdfRwtYiF0+dlMNPzvbT1uJhYaKDw7ydB9DBIRIhuGYNwTVrIDFaC0AsPwfHxHJ8UyrImToNz4QJuMaOjT/GjMFVWqrRzUYYBfcOkjEmBzghsfrPvo6x1lpjzL+ATxMfsiwtttS186c3dqVsO2veuF5d2Q+JteQ1r2Vs5ZOUVf6b3Z1b+Re51NWPZ9Z6B4t2wqI+5tiJOQ1VJ8+hrWLoJ24fqFxHmBO82zjBu43qaB6vByfzRmgyrbbvTClZLcXUBuDNwDhongnAJ85IPca5PYbHRPE5ohQ7g5QlCj8lzi7yHWFynWE8E+Zggx1YLAbDrlC8Nb0x4MDiwOI0lhxHGL+JZl2mF3b693ZbNzZGfriW4uBOxgd3cVVLK1e1tFHndPDfHD9Pj83hicleHnI6wVrGNcHMRKBvWrWlopZ+x67ui7EWZ20jsdpG2pavpG0fx0Z9bmx+LuTn4SgswFlYhLuwCFduHp68fFw5eThzcjA+Hw5/Dg6/D+Pz4/B5k559OLzdz7jdKgDKgAxlfmSMmQ1M2c+5240xzwPnJs497MG9aMzy4qZ6bn9uc8r2GWPyWF/dxvrqff2yD0EshrO+FteuLXjeeQrPf5/D19T3hWdHGXz7/U7mxMZxfvM03Pso8GSzKa5mpriaAeiyTrZFStgSKeWxte14y2fh8B34PBitMS+tQS/rg8Up2w2WUmcX+c4QOY4IuY4wOSaC1xHFY+J5qcdEcZkYbhPDZSwuYnhMDLeJ4jbxZZ8jgt8RwW8i+B1RnFkaMMx15DCPw5kHXBKK0eKrYsvcXSxf0MHdXgtdhulVlhlVMKMqnkeWtO/3tHuFq+sIV9fR8eIrKdtjDojkuokWeLEFOZjiAlxFRXgKi/CWjMVbMg5PWTm+0nJc+fnxPM/vx+HzYfx+jPI9yVDZVL47UOFojF8+s5mfPb2RSKz3te5Tp0znyMlFPLmmZkDv4wnUUtDwNs6GN2lqWcG64HYe9jhYXZZHYXMBkyotl66IMaUOFm22KUNwJmutKKNuccWA0iID5zExprhamOJq4VjvDi61q1gbHseboYn9jmrTl6B1sSucz65wfp/7vSZCibOLYmeQImeQYlfi2RnE74jgIZ6fexzxPNxFPG93EMNpusvAzkR+nxjplZhxU++fTr1/Op5oB2O6tjAmsJnPNrXwqaYWnszN4ekcPy/m+GlPNFZpKDDcv8zJwydYjllnWbLJcuSWfQ9/HWtro/2ZZ2h/5pnubX4PsUnjcE6ZgqdiKv4x5eSUjcNdVIKzqGhvA1JHbq4aykjaZGN+t7qyhavueZ2a1tTGKEdMKmRpRQnPrKs99JPbGDktG3HWPk9b/SsENm7kna2WGRt9XBWAnvOGd7lh85lzcY5zjMrAXjIDexuIXOx/h9dCU3gxWEFD7OBGALEYGqJ+GqJ+8o84O2Xfp3bF84syVxdlzgDFziD5zhAFzlC8ztQRxp0o/+15eE0Ur4ngdcSXM6m8F3F4qc2ZRW3OLFyxLgpCtRSEa/hARw1XtdTS7DC8UeHltbk+HnZ5MQ1u5u6wzNthmV3Z/1x9PTnaOmHdZrrWbaavNivWQLTAD0X5OEtLcJWV4Sobg3vcBHxjy/EUFePOL8CRm9v9yMmJBwSdTpXnMpCCewdvLuxtlr56H8ft2TfeGFNirR3UCe7q2oLc+8r27qzGxpdiFna3BNhW38HG2vaU+YfG5ns5fkZpr3NN3PwA3kAtYHkn2sCqWD1jN7ZRtDuAiVlMLLr3YaNRorEYhMMEOmK0dxhqOg35HWM4YT/XzLDfze5l8wiMz74uwuOd7VyYs5bz/WupjBayITKG9eExbI2U7LOFyr5EcRCwDgJRN01RH1tCvf8u5VcclbL+pX3cPziJke/ck8FFcWFxmRgOLBEchKyDsHUSsY7uCtCkyk/P3gwxiiMRPDRYjIn/v4rhIGYhisEBiYJVvICVfGm3e59N90pSMNKROH7P+R0mXnEbFw+E4oIyZwPTYtuZEqvk2PZdvLutBgcxdrmcrPN4WOv1sPYwD3+b46He5cLELOOboKLGMq3GUlEDU+oOrkKz379tVxi6mqGuee9nDCUe++k536+YgZjLEHUZrMNgHWCde5YT6/EobvzZ0L1tz5/WJO8z2L3PBuuM77MO0+u8JI6JfxFm77n2RodN4p/kLzZp2fax7YDkl4OzuxfkmJwxVBRU7PMlecuW4V8w/yDfaNQYyvwo+Y++v3OfC8w7gHMekkAoyt0vbiUcjRGJWsKx+HMgHOWZdbVUtfS+ZT3msH0PFZlswpY/07XhLbZu2ISJxDCxGCYag6jFEY1hIlFcwQi5TRGKmmK499OCLuiCfy0xPHqsm4amS7jBMXoKfj4TZY67jjnuOn7zpzsAg6tkAt7y2Vw57xjWF09hS+GEg5503mLivQMGueejk1jiMmhTGsw4jcWZqEj0miheRwRfIp90JvLV+DHd+die/M2JTRwTz9tMonlOMrNnS9Jl1jCQgmc87/QDxxIj4tpB8biV7JrUxJOuEC1OQ1F7PMh3WDUcVh1fLjvI2LcjBp62MLSFobIdiFemWKAr8diXGPEAoTWJR9Iypjvfs3vyJkc8T4sl5WExZ7yhWCyRt+3d5+zOR/fkiex5GIPZm1+apDwusZ0964mE9pXf9dh+oA5zF1LqTDQKyy2DMXP7PTbnqMXkHn/8wb+JDIaMKN8B/Oq/m+kK9z1EcXK5z3YvErWWpo4Q9e0h6tuDNHQEmd32GvPteq5zQMQZZWVxfC7Ype+0U2YN3kcdPPJoz/MmLSTKlhaLtTGsjUEsArEYNhYlbKOErCUWARMxeELxRnblQS+zuuC6ZouD/Q+13FFexM6zE6PDqbIo47hNjIWeKhZ6quiMuVkZLmdteCzV0XzqY7kH1Fu/L0Hris/RGznwBkD74iTWq4J3T8Mfj4kyw+xivtnC3I6tfLFjG99lF2/7vDzn9/Ncjp8tHjcht+H5BYbnF4ArYg96+GtHIIRj407YuJMwLxIGeveXTXx+T3wOwJDXEPI4CHviZcKoy0HUZYglnm1ymW1PPpXyO+n9mzHJdxT7+00l7c7zuvYGSYdEfjlOt5/FYxfjnTWLgrPTHjMarTImv7v3le3UtQV71WlGraU1EKE5EKa5M8Sb25voDKXmJ1NKcrji2Kk8s66WYDTAfyvvo7Bhefw0WGa+0oC7Kwo2/t88ZmNYGwUbxcaiOMIxXF1RbDBKexC8IShuh4mdhv5u+IJeB2s+djI5XSNvCMmBynWEOdW3mVO8m9kSKWVHtIjd0QKqogXURPOJHmJeAfH8ojKcR2X40PILR6JM50ppKGIxiWeXsT3yjBguE9tbpnPtrcOMDyVukuo/4/9b9pYk4s89gond/6Ps3uP3XNb3Xq2d4HV0Mc3u5LDgNj4Q2MGXbCUtjhhvzPTxxgIvD7m9RBtdzN0VH81setWB5U19MRZcLQFoCcD2WqJAFAgCB1J9GjXxMl3UGX+OmT3ls0RZb0+ZzWGIuRLltT3PTgc4DTgN1uGIl+GcJqmOsrsO1Pb4b2MwSb9Ok5LFmaR/k/fZ5M19/jEO4AP3VDgJTP/1GXNL55Lnjv9/dZePp+g97zmENzk4Cu4dvORxvir7PSp13wRgUDPDho4gP3lq4/4PTPKuIyfi6qOV2MTND1DQvAaAJwsLuL+kiKs2RDlh+f4qmg7sAh1zQMekUmqXTCNcmN1zKDgMTHa1MNnVwum+TYSsg93RQiqjBbiD9ayJVbDWTibE8A/jGMVBc9RLc3SkTKg6Azhm75qXEIebbRwR3sz0rt0sNtW821HDBHYTdECN00mVy0n1GBfV5U7WuFw86XLRGHbhaXYwsT4e7JtUHw8Clg5yh56D5bDgCFtc4cxpSTT0ercO318/YteYMQru9W8o86ODPXeBMSbPWjsI4fRUwUiUHz6x/oCP97ocLJlavP8DEyZs/TNVb29m3mt9ty4/UGEn/HuR4S/HOehwldKy+3JiwQlQ/NiAzpvdLJHGSiKNlVwb2Q1A0OFic9FEXjvnJGqjedTFcqmN5g2okvBQ7S1oJl+GR8QleRZfchZzjqMeG7XUmgDbXA1sn1zPW1PbedwVIWggv9MmGsTAtOp4w5jxTfQ5XN5gcBAPEPbN9ngeGSw1PfK5p/s9tvTqqxXcS5+MKN8B3P7cZpo7D2Ioin582LWCq13x8eibHQ5OKp0EwJVrIpQP+vxAB/+7DRb6qV9UQVtFmYJ6WSLHEeZY7w6O9cbnvIpYB7XRPKpi+VRH86mN5tEQy6U+mkOQ4R3uK4qDqHXQ1c9/xbWU8jeO2LteQiuLQxtZ3L6RG8xmyjzb2eiLscLnZaXXywaPm5WHOVh5GPz2TMvEBpi/3XL49njQryDQ9/scKG8IvCEL7ZZ405fRIF4OrOdlCs4/X8G99MmY/O6Pr+5gTVV/IfD+HTmpiKtPmobXHa9cD8W6+FfNAynH/PLVCGUHf+p+dRV4qTplngJ7++EwpMztCvH5XRtjOTTH/ImHj6aYP55fxHJpjvn3OdfrQMVwELIQstkwik53vZeHMPPNVpYE13OMYz0fMTvJd9aycqqH5bO93OXzUh12M7bWMKMq3nizvNEythk8QzyNvdOCMwrulPcZcQXqfdj3qBddvLa30at/0SIF9zJUcu3fvjrtJO8bWI3hIJhc7GdJRT+Vnaa7Mm3PUnQQ6tfWjSnm6YnHcObcFqK+kTmer8fE9nZFvyQWv6EIWyfr7WTucb2fHZEi3nBFsTEP5fVeAk4PAZeXoMtDzAxvJWa2C+JhuZ3F8uislO1eQkwxtVSYasabxsSjiaNMPfPdlXhiAawNUzXGxa4JLna5XLzpclKDi0CHk1i7C2+rYWwL5HdCXhfkBWziOb4+VBWdIgM0lPnRoZ570IN7LueBXyvH5Hv54NLJ5B9UnuNI6r1z8CIOeOYIwwtLDdM8+TTUfZBA13QOrRnYyOeNRZjXuB2HN3X+36g1NMX81MXyqIvmUhfL2xv8a4pld8OgdDIYxtkcxtkcjmEyRCEWtjSaLqocHdSVN1M7oZWnTYBmR5i2WJSCZsOkept4wKR6S0kb5IzS6YJlVMjK8l02CuX7qF80ldZpYxnabkIy1FwmxgRXKxN69E+zFjqtm/pYLg2xXBqjfhpjOTTF/DQlnkNproZqpIAnY0fxZCw+So4Jx6jorGGh2cw5ji1c59xKp6+RSl8XO91uduW6eGehk6cWu4gCk+vg8O3xYdLKGy3ljQc3PYRIGmV1fnfm3HG896hJOPaTf8QGIXvp8kLT1FLC0ybQOb5IedYhchnLWGcHY50dfe4PWweNsRzqo7n84K8rcBWN3/vIK5uQ9vwiXUK499Z/3hG9EIgH/CZ31TLNVDPLVHO2qSbfWQ8VTQRmdrDVHeY5l4u2oItomxNXm4PiFihph+I2KGm3FLdD4aEOPyYZy1irWuuDYYz5EHBfYnWmtXZTP8edCfw7sXp8z4lqjTGfAD6RWJ0NHHi3BAEoY/+dfkRA/1dGq6nW2syf3HMABis/6uc1XyU+kTqA21rb52CUxpirgTsSqxOstb3GoBxB+Z2uJZlD30Xm0HeRfiM+vxtqg5mfjqA8LxPo+jIy6HscGTLhe1R+N0AZlN9lwv+nkUx/36Gjv+3Q0d+220Hld6MzBD4wyYP57aspefK+XgMAWmvvoLtCVA6SMeYNa+2SdKdDMp/+r8gINij50QGeu7+BTfZ77pGS3+lakjn0XWQOfRcyQgxafjpS8rxMoOvLyKDvcWTQ9zhiZER+p/9PQ0t/36Gjv+3Q0d/20GlcwIO3O2l54j6OS963u9+jREREDs1Q5kcHe+7WoZhvT0REZBiofCciIqOB8jsRkRFGwb2Dt5buWY/n7+O4PfuqrbWDPvmsiIiMekOZH63u4/X7OveaAzyviIhIplH5TkRERgPldyIiI4yCewfJWtsJvJhYPaevY4wxBjg7sfrvvo6RAdNwN3Kg9H9FRqShzI+steuBHfs5dy5w0sGeO4vpWpI59F1kDn0XkvVUvstYur6MDPoeRwZ9jyNABuV3+v80tPT3HTr62w4d/W0PkbHWpjsNWccYcxXwG8ACx1lrX+2x/33Ag4nVM6y1Tw1zEkVEZBQYyvzIGPNN4GtAJ3C4tXZbj/1fAr4PRIF51toNh/o5RERE0knlOxERGQ2U34mIjCzquXdo7gFWAQZ42BhzOoAxxmGMeS9wZ+K4fyojFBGRIXTI+ZEx5iZjjE08Kvo494+AauITqv/dGHNU4nUeY8yngW8mjrtDgT0REclyKt+JiMhooPxORGQEUc+9Q5SoCH0GqEhs6iQeLPUl1t8CTrfWNg174kREZNQ41PzIGHMTcGNidVrPnnmJY44CngBKE5vaEud1J9b/DVxkrQ0O/JOIiIikj8p3IiIyGii/ExEZOdRz7xAlKkEXAt8AVhPv0h4G3gSuB45VRjg4jDGlxpiPGmPuNcasMcZ0GGOCxphdxpi/GGMuSXcaJbMZY76c1ENJLRpkRBnK/Mha+yZwOPBjYCPxoF4H8AJwNXDuSAzsKd/JfLqup5cxpsAY87/GmJeMMXVJv49nEr2Ci9KdRpGDpfLd4DHG5BhjzjXGfM0Y84gxZnvSNfumQXqPccaYW4wx640xAWNMozHmeWPMxxNzRskADeX32GMEiX09ZgzSxxm1huO+Vr/H7DKc+d1w5AejmcqtQ8cYs9gYc6Mx5jFjzDpjTIMxJpx4ftEY83/GmJJ0p3MkURn/0KjnnmQ8Y0wYcCVt6iI+x1Nu0rZ/Au9JTBAsspcxZjbwNt2t0LDWqoAhIv1SvpPZdF1PL2PMqcD9wLjEpgjQDhQlHbbIWvv28KZMRDKFMWYZ8V4hfbnZWnvTAM/fc2SBduJ5wp68WyMLDIKh/B5N9wgSYaBxH4ce29foEnLghvq+Vr9H2Zehzg9GO5Vbh44x5ufAtUmbuojnWflJ2+qJX99eHs60jUQq4x869dyTbOACXgOuAaZba/3W2jxgGnBX4phzgdvTlD7JUMYYB/H/Iz5Ama2IHCjlOxlK1/X0MsacAPydeGDvSeBEwGutLSY+P+cS4NtAS9oSKSKZogl4Cvgh8EHi8/gOmDGmEHiceCBhHbDUWptPvCLzOuIVb2cRH3VABm5IvsckL1lrx+/jsW2Q3280GrL7Wv0e5QAN9XVkNFO5dei8BtwAHAcUJ/62BcSDe1cCdUAZ8JfEtVAOkcr4A6Oee5LxjDGnWmv7a+mDMebXwCcTq1OstTuHJ2WS6Ywx/wPcBtwHbCIxv5haf4jIvijfyVy6rqePMSYHWAUcBjwMvM9aG0tvqkQkExljnNbaaI9t24CpDLzH1zeBrwEB4HBr7dYe+78CfId4z4V51toNh/peo90Qf483Ec/Dn7XWLjv0VMr+DOV9rX6Psj9DeR0RlVvTyRhzFvFeywCXW2vvS2d6spnK+AOjnnuS8faVUSXclbS8ZCjTItnDGDONeO+BBuDzaU6OiGQR5TuZSdf1tLuCeGAvAHxKgT0R6U/PitxB9uHE8wM9AwkJPyM+LKATuGwI0zHiDfH3KMNkiO9r9XuUfdJ1ZGip3JpWryQtT0pbKrKcyvgDp+CejARdScvOtKVCMs2dxIcD+YK1ti7diRGREUX5Tnroup5eeyrw/mqtrU9rSkRkVErMxzIlsfrPvo6x1rYDzydWzxqOdIlkuUO6r9XvUSQrqNw6dE5KWt6ctlRkP5XxB0jBPRkJliUtr0pXIiRzGGOuBk4HnrTW/j7d6RGREWdZ0rLynWGg63p6GWO8dLf2fdYYc5gx5i5jzC5jTNAYU22M+asx5tx0plNERrz5Scur93Hcnn3zhjAtMjgON8asNsYEjDHtxpj1xpg7jTGL0p2wUWRZ0vLB3Nfq9yiS+ZYlLavcOkDGGK8xpsIYcx3wh8TmTcDf0pisrKUy/uBwpTsBIgNhjCkCvpJYfd5auz6NyZEMYIyZSHyi5gDdY4uLiAwK5TvDT9f1jFABeBLLk4CVxFtYhoBOYBxwEXCRMebX1tpPpyORIjLiTUhartzHcXv2FRhj8hK9hyQzlQElQDNQAMxKPK4yxnzHWvu1NKZtxBvgfa1+jyIZTOXWwWOM6QK8fex6EfiQtTY4zEnKeirjDx713JOsZYxxEG8pUQ4Egc+kN0WSIW4HCoGbrLVb0p0YERk5lO+kja7r6VectPwVIAx8EMiz1hYTH5brgcT+TyUmRRcRGWz5Scud+zgueV9+v0dJOm0EvgTMBnzW2lLijUbOBt4EDPB/xpgvpi+JI9sg3Nfq9yiSoVRuHXTVQA3QkbTtGeBz1tod6UlS1lMZf5AouCfZ7CfABYnla6y1K9KZGEk/Y8zlwPnA28Ct6U2NiIxAyneGma7rGcPRY/lT1toHrLVhAGvtTuAy4K3EMV8zxmiEEBER6ZO19j5r7Q+ttRuS8pKQtfbfwInA64lDbzLGFKYtoSOb7mtFRi79vgeRtbbCWjveWptHfMSS64EjgdeMMd9Ia+KykMr4g0vBPclKxpgfAdclVj9vrb07nemR9DPGjAVuA6LA1dbaSHpTJCIjifKd4afrekZpS1reaa19sOcB1toYcEtitQw4ajgSJiKjSvK1KGcfxyXva+v3KMlI1tou4KuJ1Tzi8/HIIBqk+1r9HkUykMqtQ8taW2utvQU4B7DA140xF+znZZKgMv7gU3BPso4x5gfAnuE5brDW3pbG5Ejm+D5QCtwBrDPG5CU/6J4riKTtnv5OJiKyh/KdtNF1PXMkz6Wzbh/HrU1anjpEaRGR0Wt30vLEfRy3Z1+r5vfKWi8nLR+WtlSMQIN4X6vfo0iGUbl1+FhrXwNeSKx+Ip1pyTIq4w8yBfckqxhjfgjckFj9krX2R+lMj2SUaYnnTxNvEdjz8ZWkY/ds+8FwJlBEso/ynbTSdT1DWGsb6Q7w2X0capJfNnQpEpFRanXS8vx9HLdn35ohTItI1hnk+1r9HkUyiMqtabGnfDQjranILirjDzIF9yRrJLqWX59Y/ZK19ofpTI+IiIxsyndEUvw78TzXGGP6OWZu0vLWIU6PiIwy1tr1wI7E6jl9HWOMyQVOSqz+u69jJCscm7Ss/GQQDPZ9rX6PIplD5da02dOzXEMOS9oouCdZIZFR7elafr0yKunJWrvMWmv6ewA3Jx27Z/vn0pdiEclkynfST9f1jPPbxPNk4P09dxpjHMAXEquVwPJhSpeIjC6/Tzx/wBhT0cf+a4nP0xYF7huuRMmB20cDkT37vcC3E6sdwFNDnqgRbgjva/V7FEkzlVsHnzHGeQB51enA0YnV/w55okYIlfEHn4J7kvGMMd+nO6P6QmLiUhERkSGhfEekN2vt88BDidVfGWPeb4xxAxhjJhOvtFuU2P9/1tpYGpIpIhnCGFNsjCnb86C77iEneXtifpXk191kjLGJR0Ufp/4RUA3kAH83xhyVeJ3HGPNp4JuJ4+6w1m4Ykg83igzR93iyMeZJY8zlxphJSa9xJypLnweOSWz+hrW2eWg+3egwkPta/R5lMBzqdUT2T+XWITMZeMsY80ljzGHJgT5jzGRjzJeBvxKfkqAR+HGa0imCsVbTYUjmMsZMAbYnVmNA3X5e8iONKy19McbcBNwI8dYf6U2NiGQq5TvZQ9f14ZcYXusfwMmJTUGgEyhOOuwb1tobhzttIpJZjDHbgKkHcOg91tork153E4lrOzDNWrutj3MfBTwBlCY2tQE+wJ1Y/zdwkbU2eAhJlyRD8T0aY5YBzyS9NkC8h14h3d9hDPietfb/DinhAgz8vla/RxkMh3odkX1TuXXoJBozJA8JHQJaAT+Qm7R9K3Cptfat4UvdyKYy/sFzpTsBIvvh6LE8bj/Hq6WPiIgMhPIdkX5YazuMMacCHwOuAOYD+cSH4Xwe+Jm19qU0JlFERgFr7ZvGmMOB/wUuIN7CvgNYDdwD3K3ewxltFfG5oY4DFgBlQBHxxiJriOcnd1hrV6UrgSPIkN/X6vcokjYqtw6d3cD7gGXEe5KXE8+rosTnGl1BvOfeH621gTSlUQRQzz0RERERERERERERERGRrKE590RERERERERERERERESyhIJ7IiIiIiIiIiIiIiIiIllCwT0RERERERERERERERGRLKHgnoiIiIiIiIiIiIiIiEiWUHBPREREREREREREREREJEsouCciIiIiIiIiIiIiIiKSJRTcExEREREREREREREREckSCu6JiIiIiIiIiIiIiIiIZAkF90RERERERERERERERESyhIJ7IiIiIiIiIiIiIiIiIllCwT0RERERERERERERERGRLKHgnoiIiIiIiIiIiIiIiEiWUHBPREREREREREREREREJEsouCciIiIiIiIiIiIiIiKSJRTcExEREREREREREREREckSCu6JiIiIiIiIiIiIiIiIZAkF90RERERERERERERERESyhIJ7IiIiIiIiIiIiIiIiIllCwT0RERERERERERERERGRLKHgnoiIiIiIiIiIiIiIiEiWUHBPREREREREREREREREJEsouCciIiIiIiIiIiIiIiKSJRTcExEREREREREREREREckSCu6JiIiIiIiIiIiIiIiIZAkF90RERERERERERERERESyhIJ7IiIiIiIiIiIiIiIiIllCwT0RERERERERERERERGRLKHgnoiIiIiIiIiIiIiIiEiWUHBPREREREREREREREREJEsouCciIiIiIiIiIiIiIiKSJRTcExEREREREREREREREckSCu6JiIiIiIiIiIiIiIiIZAkF90RERERERERERERERESyhIJ7IiIiIiIiIiIiIiIiIllCwT0REREREZFRzBhziTHGGmO6jDET052ewWaMuSLx+ZqNMWPTnR4REREREZGBUnBPRERERERkEBhjco0x0UQgqa9HmzFmjTHmdmPMEelOL4Axxgfcmli9w1pbmc70DJE/AhuAQuC7aU6LiIiIiIjIgCm4JyIiIiIiMjiOYN9lrDxgLvAJ4E1jzBeGJVX7dg1QAXQB30tvUoaGtTYKfCuxeqUxZm460yMiIiIiIjJQxlqb7jSIiIiIiIhkPWPMdcDPEqv3A39K2u0HpgNXEQ+m7XGWtfY/w5LAHowxfmA7MAb4tbX20+lIx3AwxjiBzcBU4EFr7QfSnCQREREREZFD5kp3AkREREREREaIRUnLj1hr/9LzAGPMD4EXgCWJTZ8H0hLcAz5MPLAH8Ps0pWFYWGujxpj7gK8C7zHGTLHW7kh3ukRERERERA6FhuUUEREREREZHIuTlpf3dYC1NgjcnLTp6CFN0b7t6am32Vr7chrTMVzuTTw7iQ+NKiIiIiIikpUU3BMRERERERkgY4wHmJdYbbbWbtnH4euTlguGLlX9M8YsID5HIMAf93PsMmOMTTxuSmybYoy5xRizzhjTYYxpNsa8ZIy5xhjT7wgx/ZxrljHmF8aYjcaYTmPMbmPM34wxx/fx+vONMY8bY3YaY7qMMduNMb80xozf32e21q4F3k6sXmaMMft7jYiIiIiISCZScE9ERERERGTg5gOexPJb+zm2LGm5emiSs1/vSlp+5mBeaIw5B1gBfAGYDeQAhcBxwC+AfxhjvAd4rkuJ/72uAWYQn5uwHLgAeMEY89HEcW5jzN3A48D5wCTAC0wh3gPxLWPMjAN4yz2ftYLu4KaIiIiIiEhWUXBPRERERERk4JLn2+tzSM4k701aPqjA2iA6M/EcA944iNcdCTxMPLB2O3Al8EHgFqAj6dz/dwDnWgzcB0SB24DLic8D+EfAAga4MxG0uxX4KLAS+BLwfuCzwOrEucYDvzuA93wlafnsAzheREREREQk4xhrbbrTICIiIiIiktWMMb8g3vsM4DJrbZ9DXRpjzgb+BriBCLDEWrtieFK5Nw1OoJV4j7t3rLXz93P8MlKDkDuAM6y1G3scdzTwIuACmoDyxByD+zrXZuA0a+2OHsd9Ffh2YnU58eDpr4HrrLWxpONyiAfsFiQ2HWOtfW0fn2UqsC2x+qi19t39HSsiIiIiIpKp1HNPRERERERk4PrtuWeMyTXGLDXG/Bz4O/HAHsCXhjuwl3AY8cAepM7/d6Au7xnYA0gE1R5MrBYDRx/guXb0sf0WoC2xvJh4D73PJgf2Eu/ZCXwvadM+e+NZa7cDgcTqwgNIn4iIiIiISMZRcE9ERERERGQAjDEOUgNFa40xds8DaAdeA64FnEAN8aDWj4c/tQBMTVpuPMjXvmWtfX4f+59OWp63n3O9aa19pa8diR5/ycOF3m6tjfRznhcO4j0h3qsQYLIxxhzA8SIiIiIiIhlFwT0REREREZGBmQ3kHuCxfwAqrLX3DWF69qckaflgg3t9BuOSVCYtF+/n2Ff3s78mabnfoTZ7HLe/9wRoSDx7OPDvTUREREREJGO40p0AERERERGRLJc8JOefgeT59sYk9n8U8AFXAGuB7w5b6nrzJi239XtU3+r3sz95jj3ffo5t2M/+5HP1e6y1NpjUAW9/7wnx+Qb38BPvWSkiIiIiIpI1FNwTEREREREZmMVJy3+11v6l5wHGmDuI91TzADcaY35rra0epvT1lBw0KzjI18b2f8iQnGsw37cwaTnQ71EiIiIiIiIZSsNyioiIiIiIDExyz723+zrAWvs2cHti1Qt8bGiTtE/JQ3GW9HvUyLXnM4eAjnQmRERERERE5FAouCciIiIiIjIwe4J7QWD9Po67M2n5sv2d1BhzvjHmSWNMqzGmyRjzJ2PMZGPM9cYYa4y55hDTuy1peTQH93ZYa21aUyIiIiIiInIIFNwTERERERE5RMaYCqA4sbraWhvp71hr7Spgc2J1njFmzj7O+33gceBE4EXgOeCMxPNRicPeOsRkb6W7x9rsQzxHVkp8X3vm5VuZxqSIiIiIiIgcMgX3REREREREDl3yfHsrDuD4fyQtX9zXAcaYDwNfAlYDR1hrz7XWXgwcTnze9PcTn4PukIJT1too8GZidY4x5mDn3ctmxyQtv5q2VIiIiIiIiAyAgnsiIiIiIiKHbr/z7fWwz+CeMSYf+DHQBlxord07zKe1tgr4FWCADdbagcwX95/EswNYMoDzZJvk4N4TaUuFiIiIiIjIACi4JyIiIiIicugOtufef4HOxPIxxphxPfZ/nPiccL+21m7r4/V7hvU81CE593g0aXnZAM+VTU5NPG+11h7I9yUiIiIiIpJxFNwTERERERE5dMk99/YbLLLWdgHPJFYdwIU9Dtmz/kA/p/AnnpcfaAL7Scc7dPc0/NBAzpUtjDFzgSMTq/elMSkiIiIiIiIDouCeiIiIiIjIIUj0uitPrG6z1rYc4Ev/nrT8rh77jgSi9D/E57zE80B77gH8MvE83Rhz/CCcL9NdnniOAnemMyEiIiIiIiIDYay16U6DiIiIiIjIqGeMcQARoMNam9/HfgOsB2YCpdbaxgG+nw/YDowF7rDWfnIg58tkxhgnsAmoAB601n4gvSkSERERERE5dOq5JyIiIiIikgGstTGgFsgzxozt45CPEQ/s7RhoYC/xfl3A9xKrHzbGTBjoOTPYB4kH9mLAzelNioiIiIiIyMAouCciIiIiIpI53kg8/79ETz0AjDEXAT9PrA5ovr0efgVsBXzAVwbxvBkj0Wvva4nV31lr16YzPSIiIiIiIgOl4J6IiIiIiEjmuJl477JrgVXGmAeMMW8Cj9A9V99rg/Vmid57X0isXm2MmThY584gHwRmAy2M0ACmiIiIiIiMLgruiYiIiIiIZAhr7evAxcDbxIfgPI14z7pjgLrEYU8O8nv+xVprrLU+a23lYJ47E1hr7018viJrbW260yMiIiIiIjJQxlqb7jSIiIiIiIjIPhhjpgIrgJ3W2gXpTo+IiIiIiIikj3ruiYiIiIiIZAATt6iP7UuBfwEFwPXDnjARERERERHJKK50J0BERERERESA+DCcy40x64ENQAiYARwBRIH/sdY+kcb0iYiIiIiISAbQsJwiIiIiIiIZwBhTAdwMnASMBdzAbuBZ4CfW2rfSlzoRERERERHJFAruiYiIiIiIiIiIiIiIiGQJzbknIiIiIiIiIiIiIiIikiUU3BMRERERERERERERERHJEgruiYiIiIiIiIiIiIiIiGQJBfdEREREREREREREREREsoSCeyIiIiIiIiIiIiIiIiJZQsE9ERERERERERERERERkSyh4J6IiIiIiIiIiIiIiIhIllBwT0RERERERERERERERCRL/H9DlTLQWsA0TAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "colors_pltdefault = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", + "\n", + "l_un = '1.00'\n", + "l_PP = '0.88'\n", + "l_PW = '1.10'\n", + "l_PW_BB = '1.22'\n", + "\n", + "#Start plot\n", + "fig, ax = plt.subplots(figsize=(30,15), nrows=3, ncols=4) \n", + "plt.subplots_adjust(hspace = 0.8, wspace=0.3)\n", + "fig.text(0.5, 0.07, '$R_g$ (nm)', ha='center', va='top', fontsize=30)\n", + "fig.text(0.09, 0.5, 'Probability density', ha='center', va='center', fontsize=30, rotation=90)\n", + "\n", + "k=0\n", + "n=0\n", + "#Rg distributions\n", + "for protein in IDPs:\n", + " Rg_un = np.genfromtxt(f'{data_dir}/IDPs/PP/{protein}/lambda_{l_un}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + " Rg_PP = np.genfromtxt(f'{data_dir}/IDPs/PP/{protein}/lambda_{l_PP}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + " Rg_PW = np.genfromtxt(f'{data_dir}/IDPs/PW/{protein}/lambda_{l_PW}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + " Rg_PW_BB = np.genfromtxt(f'{data_dir}/IDPs/PW_BB/{protein}/lambda_{l_PW_BB}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "\n", + " Rg_un_avg = np.average(Rg_un)\n", + " Rg_PP_avg = np.average(Rg_PP)\n", + " Rg_PW_avg = np.average(Rg_PW)\n", + " Rg_PW_BB_avg = np.average(Rg_PW_BB)\n", + " \n", + " Rg_exp = exp_Rg_IDPs[protein][0]\n", + " Rg_experr = exp_Rg_IDPs[protein][1]\n", + " \n", + " #Plot title\n", + " ax[k,n].set_title(f'{IDPs_plotnames[protein]}', fontsize=30)\n", + " \n", + " #KDE\n", + " kde_x_un = np.linspace( np.amin(Rg_un)*0.9, np.amax(Rg_un)*1.1, num = 50 )\n", + " kde_y_un = stats.gaussian_kde(Rg_un, bw_method = \"silverman\").evaluate(kde_x_un) \n", + "\n", + " kde_x_PP = np.linspace( np.amin(Rg_PP)*0.9, np.amax(Rg_PP)*1.1, num = 50 )\n", + " kde_y_PP = stats.gaussian_kde(Rg_PP, bw_method = \"silverman\").evaluate(kde_x_PP)\n", + " \n", + " kde_x_PW = np.linspace( np.amin(Rg_PW)*0.9, np.amax(Rg_PW)*1.1, num = 50 )\n", + " kde_y_PW = stats.gaussian_kde(Rg_PW, bw_method = \"silverman\").evaluate(kde_x_PW) \n", + " \n", + " kde_x_PW_BB = np.linspace( np.amin(Rg_PW_BB)*0.9, np.amax(Rg_PW_BB)*1.1, num = 50 )\n", + " kde_y_PW_BB = stats.gaussian_kde(Rg_PW_BB, bw_method = \"silverman\").evaluate(kde_x_PW_BB) \n", + " \n", + " #Plot\n", + " ax[k,n].hist(Rg_un, density=True, color=colors_pltdefault[0], alpha=0.3, bins=30)\n", + " ax[k,n].hist(Rg_PP, density=True, color=colors_pltdefault[1], alpha=0.3, bins=30)\n", + " ax[k,n].hist(Rg_PW, density=True, color=colors_pltdefault[2], alpha=0.3, bins=30)\n", + " ax[k,n].hist(Rg_PW_BB, density=True, color=colors_pltdefault[3], alpha=0.3, bins=30)\n", + "\n", + " if k==0 and n==0:\n", + " ax[k,n].axvline(np.average(Rg_un_avg),linewidth=4, alpha=1, color=colors_pltdefault[0], label='Unmodified')\n", + " ax[k,n].axvline(np.average(Rg_PP_avg),linewidth=4, alpha=1, color=colors_pltdefault[1], label=f'$λ_{{PP}}$={l_PP}')\n", + " ax[k,n].axvline(np.average(Rg_PW_avg),linewidth=4, alpha=1, color=colors_pltdefault[2], label=f'$λ_{{PW}}$={l_PW}')\n", + " ax[k,n].axvline(np.average(Rg_PW_BB_avg),linewidth=4, alpha=1, color=colors_pltdefault[3], label=f'$λ_{{PW}}$={l_PW}')\n", + " ax[k,n].axvline(np.average(Rg_exp),linewidth=4, alpha=1, color='black', label='Experimental')\n", + "\n", + " else:\n", + " ax[k,n].axvline(np.average(Rg_un_avg),linewidth=4, alpha=1, color=colors_pltdefault[0])\n", + " ax[k,n].axvline(np.average(Rg_PP_avg),linewidth=4, alpha=1, color=colors_pltdefault[1])\n", + " ax[k,n].axvline(np.average(Rg_PW_avg),linewidth=4, alpha=1, color=colors_pltdefault[2])\n", + " ax[k,n].axvline(np.average(Rg_PW_BB_avg),linewidth=4, alpha=1, color=colors_pltdefault[3])\n", + " ax[k,n].axvline(np.average(Rg_exp),linewidth=4, alpha=1, color='black')\n", + "\n", + " #Plot\n", + " ax[k,n].plot(kde_x_un, kde_y_un, '-', linewidth=4, color=colors_pltdefault[0])\n", + " ax[k,n].plot(kde_x_PP, kde_y_PP, '-', linewidth=4, color=colors_pltdefault[1])\n", + " ax[k,n].plot(kde_x_PW, kde_y_PW, '-', linewidth=4, color=colors_pltdefault[2])\n", + " ax[k,n].plot(kde_x_PW_BB, kde_y_PW_BB, '-', linewidth=4, color=colors_pltdefault[3])\n", + "\n", + " ax[k,n].tick_params(axis='both', which='major', labelsize=25)\n", + " \n", + " #Iterate over plot panel indeces\n", + " n+=1\n", + " if n==4:\n", + " n=0\n", + " k+=1\n", + " \n", + "fig.savefig(f'figures/Rg_distributions_IDPs.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/Rg_dsitributions_IDPs.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "a060c017", + "metadata": {}, + "source": [ + "## Unmodified Martini3" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "acba199a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:41: SyntaxWarning: invalid escape sequence '\\i'\n", + "<>:42: SyntaxWarning: invalid escape sequence '\\i'\n", + "<>:41: SyntaxWarning: invalid escape sequence '\\i'\n", + "<>:42: SyntaxWarning: invalid escape sequence '\\i'\n", + "/tmp/ipykernel_3952114/502093805.py:41: SyntaxWarning: invalid escape sequence '\\i'\n", + " plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "/tmp/ipykernel_3952114/502093805.py:42: SyntaxWarning: invalid escape sequence '\\i'\n", + " plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "/projects/prism/people/hzr104/software/BLOCKING_OLD/MonoCV/block.py:59: RuntimeWarning: invalid value encountered in scalar divide\n", + " err = np.sqrt( ((blocks_av - u)**2).sum() / (Nb*(Nb-1)) )\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.6248886755714641\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "l = '1.00'\n", + "\n", + "Rg_sim_vs_protein = []\n", + "Rg_exp_vs_protein = []\n", + "Rg_experr_vs_protein = []\n", + "Rg_simerr_vs_protein = []\n", + "\n", + "for protein in IDPs:\n", + " Rg = np.genfromtxt(f'{data_dir}/IDPs/PP/{protein}/lambda_{l}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "\n", + " Rg_sim_vs_protein.append(np.average(Rg))\n", + " Rg_exp_vs_protein.append(exp_Rg_IDPs[protein][0])\n", + " Rg_experr_vs_protein.append(exp_Rg_IDPs[protein][1])\n", + "\n", + " #Block error analysis\n", + " blocks_stat = block.blocking(Rg)\n", + " if errmethod != 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=errmethod)\n", + " elif errmethod == 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=\"knee_loc\",S=2.7)\n", + "\n", + " Rg_simerr_vs_protein.append(err)\n", + "\n", + "Rg_sim_vs_protein = np.array(Rg_sim_vs_protein)\n", + "Rg_exp_vs_protein = np.array(Rg_exp_vs_protein)\n", + "Rg_experr_vs_protein = np.array(Rg_experr_vs_protein)\n", + "Rg_simerr_vs_protein = np.array(Rg_simerr_vs_protein)\n", + "\n", + "#Linear regression\n", + "sample_weight=1.0/(Rg_experr_vs_protein**2)\n", + "reg = LinearRegression(fit_intercept=False).fit(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "r_value = reg.score(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "slope = reg.coef_[0]\n", + "\n", + "#Plot\n", + "fig= plt.figure(figsize=(4,4))\n", + "\n", + "plt.title('Unmodified', fontsize=20)\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "\n", + "axis_max = 6.0\n", + "axis_min = 0.8\n", + "#axis_max = np.amax(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))+0.5\n", + "#axis_min = np.amin(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))-0.5\n", + "plt.xlim(axis_min, axis_max)\n", + "plt.ylim(axis_min, axis_max)\n", + "\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#Plot linear fits to data\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "plt.plot([0,100],[0, slope*100], linewidth=2, color='black')\n", + "\n", + "#Pearson corr.\n", + "pearson, pval_pearson = stats.pearsonr(Rg_exp_vs_protein, Rg_sim_vs_protein)\n", + "bootstrap_result = stats.bootstrap((Rg_exp_vs_protein,Rg_sim_vs_protein), pearsonoutput, vectorized=False, paired=True) \n", + "pearson_err = bootstrap_result.standard_error\n", + "plt.text(0.17, 0.81, f'$r_{{P}}$ = {pearson:.2f}±{pearson_err:.2f}', fontsize=15, transform=fig.transFigure)\n", + "\n", + "#Plot data points\n", + "for i,protein in enumerate(IDPs):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein[i], Rg_sim_vs_protein[i], xerr=Rg_experr_vs_protein[i], yerr=Rg_simerr_vs_protein[i], fmt='o', color=colors_IDPs[i], markersize=10)\n", + "\n", + "fig.savefig('figures/Rg_IDPs_unmodified.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig('figures/Rg_IDPs_unmodified.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e5841082", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/numpy/core/shape_base.py:65: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " ary = asanyarray(ary)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plot\n", + "fig= plt.figure(figsize=(4,4))\n", + "\n", + "plt.title('Unmodified', fontsize=20)\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "\n", + "axis_max = np.amax(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))+0.5\n", + "axis_min = np.amin(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))-0.5\n", + "plt.xlim(axis_min, axis_max)\n", + "plt.ylim(axis_min, axis_max)\n", + "\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#Plot linear fits to data\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "plt.plot([0,100],[0, slope*100], linewidth=2, color='black')\n", + "\n", + "#plt.text(0.8, 0.2, f'$r_P$ = {pearson:.2f}', fontsize=20)\n", + "\n", + "#Plot data points\n", + "for i,protein in enumerate(IDPs):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein[i], Rg_sim_vs_protein[i], xerr=Rg_experr_vs_protein[i], yerr=Rg_simerr_vs_protein[i], fmt='o', color=colors_IDPs[i], markersize=10, label=IDPs_plotnames[protein])\n", + "\n", + "#plt.legend(fontsize=20, ncol=int(len(IDPs)/2), bbox_to_anchor=(1.15, 1.15))\n", + "plt.legend(fontsize=20, ncol=2, bbox_to_anchor=(1.15, 1.15))\n", + "\n", + "fig.savefig('figures/IDPs_legend.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig('figures/IDPs_legend.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "4b58eeb5", + "metadata": {}, + "source": [ + "## Protein-water" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "eddd541f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:42: SyntaxWarning: invalid escape sequence '\\i'\n", + "<>:43: SyntaxWarning: invalid escape sequence '\\i'\n", + "<>:42: SyntaxWarning: invalid escape sequence '\\i'\n", + "<>:43: SyntaxWarning: invalid escape sequence '\\i'\n", + "/tmp/ipykernel_3952114/2350161063.py:42: SyntaxWarning: invalid escape sequence '\\i'\n", + " plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "/tmp/ipykernel_3952114/2350161063.py:43: SyntaxWarning: invalid escape sequence '\\i'\n", + " plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "/projects/prism/people/hzr104/software/BLOCKING_OLD/MonoCV/block.py:59: RuntimeWarning: invalid value encountered in scalar divide\n", + " err = np.sqrt( ((blocks_av - u)**2).sum() / (Nb*(Nb-1)) )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Rg_dir = f'{data_dir}/IDPs/PW'\n", + "\n", + "l = lambda_PW\n", + "\n", + "Rg_sim_vs_protein = []\n", + "Rg_exp_vs_protein = []\n", + "Rg_experr_vs_protein = []\n", + "Rg_simerr_vs_protein = []\n", + "\n", + "for protein in IDPs:\n", + "\n", + " Rg = np.genfromtxt(f'{Rg_dir}/{protein}/lambda_{l}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "\n", + " Rg_sim_vs_protein.append(np.average(Rg))\n", + " Rg_exp_vs_protein.append(exp_Rg_IDPs[protein][0])\n", + " Rg_experr_vs_protein.append(exp_Rg_IDPs[protein][1])\n", + "\n", + " #Block error analysis\n", + " blocks_stat = block.blocking(Rg)\n", + " if errmethod != 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=errmethod)\n", + " elif errmethod == 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=\"knee_loc\",S=2.7)\n", + "\n", + " Rg_simerr_vs_protein.append(err)\n", + "\n", + "Rg_sim_vs_protein = np.array(Rg_sim_vs_protein)\n", + "Rg_exp_vs_protein = np.array(Rg_exp_vs_protein)\n", + "Rg_experr_vs_protein = np.array(Rg_experr_vs_protein)\n", + "Rg_simerr_vs_protein = np.array(Rg_simerr_vs_protein)\n", + "\n", + "#Linear regression\n", + "sample_weight=1.0/(Rg_experr_vs_protein**2)\n", + "reg = LinearRegression(fit_intercept=False).fit(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "r_value = reg.score(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "slope = reg.coef_[0]\n", + "\n", + "#Plot\n", + "fig= plt.figure(figsize=(4,4))\n", + "\n", + "plt.title(f'$λ_{{PW}}$={l}', fontsize=20)\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "\n", + "#axis_max = np.amax(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))+0.5\n", + "#axis_min = np.amin(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))-0.5\n", + "axis_max = 6.0\n", + "axis_min = 0.8\n", + "plt.xlim(axis_min, axis_max)\n", + "plt.ylim(axis_min, axis_max)\n", + "\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#Plot linear fits to data\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "plt.plot([0,100],[0, slope*100], linewidth=2, color='black')\n", + "\n", + "#Pearson corr.\n", + "pearson, pval_pearson = stats.pearsonr(Rg_exp_vs_protein, Rg_sim_vs_protein)\n", + "bootstrap_result = stats.bootstrap((Rg_exp_vs_protein,Rg_sim_vs_protein), pearsonoutput, vectorized=False, paired=True) \n", + "pearson_err = bootstrap_result.standard_error\n", + "plt.text(0.17, 0.81, f'$r_{{P}}$ = {pearson:.2f}±{pearson_err:.2f}', fontsize=15, transform=fig.transFigure)\n", + "\n", + "#Plot data points\n", + "for i,protein in enumerate(IDPs):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein[i], Rg_sim_vs_protein[i], xerr=Rg_experr_vs_protein[i], yerr=Rg_simerr_vs_protein[i], fmt='o', color=colors_IDPs[i], markersize=10)\n", + "\n", + "fig.savefig(f'figures/Rg_IDPs_PW_l{l}.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/Rg_IDPs_PW_l{l}.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "109a10ec", + "metadata": {}, + "source": [ + "## Protein-protein" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "294ca97e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:42: SyntaxWarning: invalid escape sequence '\\i'\n", + "<>:43: SyntaxWarning: invalid escape sequence '\\i'\n", + "<>:42: SyntaxWarning: invalid escape sequence '\\i'\n", + "<>:43: SyntaxWarning: invalid escape sequence '\\i'\n", + "/tmp/ipykernel_3952114/3502834672.py:42: SyntaxWarning: invalid escape sequence '\\i'\n", + " plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "/tmp/ipykernel_3952114/3502834672.py:43: SyntaxWarning: invalid escape sequence '\\i'\n", + " plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "/projects/prism/people/hzr104/software/BLOCKING_OLD/MonoCV/block.py:59: RuntimeWarning: invalid value encountered in scalar divide\n", + " err = np.sqrt( ((blocks_av - u)**2).sum() / (Nb*(Nb-1)) )\n" + ] + }, + { + "data": { + "image/png": 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pUydVs2ZNBahcuXKpy5cvp2l7ixYt0gZarVatmmrXrp0qWLCgAlSlSpVUcHDwa7fRvXt3pdPpFKBKlSqV3peWKoZ+/end3r59+1T27NkVoMqWLas6deqk/Pz8VOHChZW1tbUhXqrIBGbMmKEKFy6srly5kmK7uXPnan8jhnxfk7AxAAmbpH399dcKUG+//bYKCQnRlv/4448KUN7e3qne1q1bt5SDg4MC1G+//aYtj4iIUP7+/gpQH374YYrb2LFjhwJU3759TRI2hnz96d3enTt3VPbs2ZWjo6NavXp1ovUHDx5MUw0icwsNDU1x/c8//5xo1GcJmwxEwiaxqKgo7dP0sWPHEq2vWLGiAtSRI0dStb1vv/1WAapx48aJ1j148EA5OTkpW1tb9ejRoySfHxYWpkqUKKHKli2rLl68mK6wuXbtmgJU9+7dX9vW0K8/vdvr1q2bAtS0adNStR/xCr1eqRcPlXp6Le7/er25K0qVO3fuqHXr1qXpORMmTEgQMgMGDDDo+5pcs8nArl+/jk6no2HDhjx+/JjBgwdTpEgRbGxs+OKLL8xdXor27t3Ls2fPKF68OFWqVEm0vmPHjgCsX78+VduLH06jfv36idblypWLsmXLEh0dzaZNm5J8/pgxY7hy5QqzZs0ySQ9EQ7/+9Gzv6dOnLF++HDc3N+1GZ5FKEc/gwFSY5gmTcsPUYnH/n+YZtzzimbkrTNadO3eoX78+7dq1Y+XKla9tr5Tim2++4csvv9SWff3114wbN86gdckIlBlY/I2nDg4OVKxYEb1ej5eXF+XKlaNWrVrmLe41Tp48CUDVqlWTXB+/PL7d68RPG5EjR44k17u7u2vb69atW4J1p06d4scff6Rnz554e3tz/fr1VO3zTRj69adne3///TeRkZE0atQIW1tbVq5cyd69e4mOjqZ06dJ06tSJPHnypO4FZSWXt8LyjhCdRKeTp1dh66ewcyR0Wgklmpq+vhTcvn2bBg0aaPcXjhgxgtatW2NnZ5dke6UUn3/+OZMnT9aWjR8/ni+//JLg4GCD1iZhk4HFh82mTZvo378/P/30U6rn1kmN+vXrs2vXrjQ9JzAwMMmji1fdvHkTSH6ah/jl8e1eJ1euXADcuHEjyfXxy18NEr1eT58+fciePTvff/99qvZlCIZ+/enZXvz9FHny5MHLy4v9+/cneM7w4cOZP38+/v7+qaohS7i8FZa0BBV/NulV/y2LDo9r9+6GDBM4t27dokGDBtoAxMWKFWPHjh3JBo1er+ejjz5i9uzZ2rKpU6fy8ccfG6U+CZsMLP5TqpeXF9OnTzfMPOAvadasGUWKFEnTc956661UtQsNDQXAyckpyfXx4zDFt3sdHx8flixZwtKlS/m///u/BH9ABw4c4MKFC0DcuHcvmzZtGocOHWL+/PnkzJkzVfuClIN44cKFLFy4MNHyl4PY0K8/Pdt7+vQpAL///jv29vbMmzeP1q1bExoayrRp05g8eTJdu3alVKlSVKxYMVV1WLSIZ3FHNEoB+tc01oOyimv/6S1wyG78+lJw8+ZNGjRooI1kX7x4cQIDAxPM7/WymJgYPvjgA+33WKfT8csvvxj1dKuETQYWf2Tzww8/GDxogATnaA1N/XevcHKz/Kk03kv83nvvMXbsWG7evEmbNm344YcfKFSoEH///Td9+vTBxsaGmJiYBP9Ot27dYuTIkfj4+NCjR4807S+pIA4NDWXVqlUUL16cevXqJXrOy0Fs6Nefnu3Fz9cUExPDjBkz6NWrFwAeHh78+OOP3Lx5k5UrV/L999+zaNGiNNVjkU4s/O/UWWp/Nvq49id/h1rGORpIjRs3btCgQQOuXbsGQIkSJQgMDEz2KDg6OpquXbuyfPlyAKytrVm4cCHvvfeeUeuUsMmgnj9/zvXr1ylQoECyA4V269YtwZtEnjx5aNWqFVOnTk32E7CpuLi4AP+71vKq+Jsws2XLlqrtOTs7s2HDBlq2bMmWLVvYsmWLtq5QoUJ8+umnfP/99wmu6QwYMICoqChmzZqV5vqTCuLr16+zatUq6tWrx4IFC1J8vqFff3q2F/8cKysrunfvnug5vXr1YuXKlQQFBaWqBrOJSvo1G5RScPDn9D33wFSo3AsMNH1yiuwSjsx848YN6tevr50+LlmyJIGBgcnO0RUREUGnTp20jiS2trb8+eeftG/f3qhlg4RNhhV/Cs3b2zvZT7OHDx+mR48ejB8/ntjYWHbs2EHv3r3JnTs3Y8eOfe0+JkyYwPnz59NU15dffpmqO+/jR91O7s72+OXx7VKjQoUKnD9/nhUrVnDkyBFiYmKoVKkS7777Lt999x2QcKbWDRs2kD17dvr3759gOxEREUDcqYf4014bNmxI9Rt/ahj69adne/FHZm+99VaS1/ri12f4adHHu5i7ghQoeHYNJphomKpR/zu9FxsbS/PmzbWg8fT0ZOfOnckGTVhYGG3btmX79u1AXMejVatW0bx5c6OXDRI2GVb8KbTKlSsnuT44OJiLFy/y6aefaqdvunfvzrRp0zh8+HCq9rFly5Y0dxDo0aNHqsKmUqVKAMlOyBS/PK3XChwdHXn//fcTDaWxY8cOIHHX6GfPniX7GsPDw7V1MTExaarjdQz9+tOzvfgu0k+fPkUplehDS/zkgYYMWWE61tbWTJ06lVatWlG4cGF27txJvnz5kmwbHBxMy5Yt2bNnDxB3pmDdunX4+vqarF4JmwwqPmySuqcC4MiRIyilEnSFjY2N5e7du6meO9yYp0/q1q2Lm5sbV65c4fjx44leR3z//5YtW77xvnbt2sWxY8coV64cdevW1ZYnd13k+vXrFC1alFKlSqX5yC61DP3607O9ChUqULRoUa5du8bBgwepXbt2gufE//yT606dYQwPeX2bNxX2CKYWTf/zP7kOTqnvgGIojRo1YvPmzZQqVYq8efMm2ebJkyf4+flx6NAhAFxdXdm8eTN16tQxZakyNpohGGMEgapVqypAPXz4MMn148ePVzY2NioiIkIppdTjx4/VwIEDlbW1tdqzZ4/B6ngTI0aMUICqU6dOgmEy4odXqVevXqLndOvWTZUqVSrJoVWOHz+uoqOjEyw7evSoypcvn9LpdGrnzp2pqit+JABjD1dj6Nefnu3Nnj1bAapGjRoJfpeOHDmijUiwYsWKN32pmZ9er9TUEkqNtlJqtC4NX1ZxzzPRyAJPnjxJU/v79++rSpUqaaMCuLu7p3rUCkO/r8mRTQYUExPD2bNnyZ8/Px4eHkm2OXz4MLGxseTMmROlFJGRkVSvXp3t27cn2VPKHEaOHMmOHTvYt28fJUuWxMvLixs3bnDw4EFy5szJ/PnzEz3n5s2bXLhwgefPnydaN3jwYP755x8qV66Mh4cH169f5+DBg1hZWTFnzhwaNGhgsNoNcT3L0K8/Pdvr06cPAQEBrFixglKlSlGnTh1CQ0PZt28fUVFR9OnTRxt9IEvT6aDmwLgbNtOq1iCTdA64cuUK9evXp0+fPnzzzTevbX/37l0aNmyo/R7nyZOHHTt2UL58eWOXmjSDRFYWZ+hPAKdPn1aAatGiRbJtChYsqLp27aouXbqkrl+/rqKiogyyb0MLCwtTX3/9tSpevLiys7NTefLkUd27d1c3b95Msr2Pj48C1Pz58xOt+/XXX5WPj4/KlSuXsrW1Vfny5VPvvvuuOn78eJpqSs2RTXwdafkKDAw06utPz/aUUio2NlbNmDFDValSRTk5OSlnZ2dVp04d9fvvv6f475TlhD9Vamw2pUZbp+6oZox1XPvwp0Yv7dKlSyp//vza79qsWbNSbH/9+nVVvHhxrX2BAgXUhQsX0rRPQ7+vyeRpBmDqydPu37/PW2+9xfz589N8/4gQIgUJRhBI6cZOq7ijmfc2QvEmRi3p0qVLNGjQgDt37gBxPS537txJ7ty5k23fsGFDbt26BUDRokXZuXNnmm/glmmhhdbbLKOPjyZEplOiadwQNLaOgO6/r5f9t8zW0SRBc/HiRerXr68FTfny5QkMDEw2aM6ePYu3t7cWNKVKlWLPnj1pDhpjkLDJhA4fPoyrq6tJZpoUIssp0TRuCJpmP0GOYgnX5SgWt/zT20YPmgsXLlC/fn3u3r0LxPUu3LlzpzZO4KuOHTuGj48P9+7d09rv2rUr2ftuTE1OoxmAqU+jCSFMRCkIfwJRIWDnAo7uJukMcP78eXx9ffn333+BuPunAgICku0wtH//fvz8/LSOJdWrV2fr1q3aaOjpYej3NemNJoQQydHp4u6fMeE9NOfPn6dBgwbaEUqlSpUICAhIdiDZoKAgWrZsqQ1lVLduXTZu3Iibm5vJak4NOY0mhBAZiE6n00Z7qFy5copBs2XLFvz8/LSgadiwIVu3bs1wQQMSNkIIkaGUKlWKwMBAWrRokWLQrFmzhtatW2tj/bVo0YINGzZo001kNHIaTQghMphSpUqxYcOGZNcvXbqUbt26adNIdOzYkcWLFyc7UVpGIEc2QghhRmfOnGHAgAGpHgz2t99+47333tOCplu3bixdujRDBw3IkY0QQpjN6dOn8fX15dGjRzx58oRFixZhY5P82/L06dMZNGiQ9n2/fv2YOXOmUSZXNLSMX6EQQligU6dO0aBBAx49egTA1atXtUnwkvL9998nCJohQ4Ywa9asTBE0IGEjhBAmd/LkSXx9fbU5hWrVqsX27duTvJ9FKcXo0aMZNmyYtmzkyJH8+OOPyU6smBHJaTQhhDChEydO0LBhQ548eQJA7dq12bJlS5LdlZVSDB06lB9++EFbNm7cOIYPH26yeg1FwkYIIUzk+PHjNGzYkKdPnwLw9ttvs2XLliSPaPR6PQMHDmTWrFnasilTpvDJJ5+YrF5DkrARQggTOHbsGI0aNdKCpk6dOmzZsgUXF5dEbWNjY/nggw9YsGABEHej55w5c+jTp48pSzYoCRshhDCBL7/8UguaunXrsnnz5iSDJjo6mm7durFs2TIArK2tWbBgAV27djVpvYYmYSOEECawbNkyGjVqhLOzMxs3bkwyaCIiInjnnXdYt24dALa2tixdupQOHTqYulyDk7ARQggTyJEjB9u3b8fOzo5s2bIlWh8WFkbbtm3Zvn07APb29qxevZrmzZubulSjkK7PQghhBMePH+fZs2cJlrm7uycZNCEhIfj5+WlB4+TkxMaNGy0maEDCRgghDO7gwYPUr1+fJk2aJAqcVz19+pRGjRqxe/duAFxdXdm2bRsNGzY0QaWmI2EjhBAGtH//fho3bkxwcDCHDx9m9OjRybZ9+PAhvr6+HDp0CIg78tm5cyd169Y1UbWmI9dshBDCQPbt20ezZs0ICQkBwNfXl3HjxiXZ9u7duzRq1Ihz584BkCdPHrZv306FChVMVq8pSdgIIYQB/P333zRr1ozQ0FAAGjVqxNq1a3FyckrU9saNGzRs2JArV64AkD9/fgICAihVqpRJazYlOY0mhBBvaO/evTRt2lQLmsaNG7Nu3bokg+bSpUt4eXlpQVO0aFH27Nlj0UEDEjZCCPFG9uzZQ7NmzbSpmZs0acLatWtxdHRM1Pbs2bN4e3tz69YtADw9Pdm9ezdFixY1ac3mIGEjhBDpdPr0afz8/LSgadasWbJBc/z4cXx8fLh37x4AFSpUYPfu3RQoUMCkNZuLhI0QQqRT6dKladasGQB+fn789ddfODg4JGp34MABGjRooE0pUL16dQIDA8mTJ49J6zUnCRshhEin+OFkJkyYwOrVq5MMml27dtG4cWOeP38OxI2LtmPHDnLmzGnqcs1Kp5RS5i4iswsODsbNzY3nz58nOVS4EMJyxMTEpDh188u2bt1K27ZtiYiIAOK6Qq9btw5nZ2djlmgQhn5fkyMbIYRIpYCAAMqWLcvly5df23bt2rW0bt1aC5rmzZuzYcOGTBE0xiBhI4QQqbBjxw5atmzJpUuXaNCggdajLCl//vknHTp0ICoqCoAOHTrw119/JdlxIKuQsBFCiNfYtm0brVq10o5SqlWrluzF/fnz5/Puu+8SGxsLQLdu3fjzzz+xs7MzWb0ZkYSNEEKkYOvWrQlOh7Vt25bly5cnGR4zZsygV69exF8K79u3LwsWLEj1NR5LJmEjhBDJ2LJlC23atCEyMhKA9u3bJxs0kyZNYuDAgdr3gwcPZvbs2VhZydssSNgIIUSSNm/eTNu2bbWg6dChA3/++Se2trYJ2imlGDNmDEOHDtWWjRgxgsmTJ6PT6Uxac0Ymx3ZCCPGKTZs20a5dO+0Cf8eOHVmyZEmSQTNs2DAmTZqkLRs7dixfffWVSevNDCRshBDiFUeOHNGCplOnTixatChR0Oj1egYNGsTMmTO1ZT/99BODBw82ZamZhoSNEEK84uuvvyY6OppLly6xaNGiRBf4Y2Nj+eCDD1iwYAEAOp2O2bNn07dvXzNUmznICAIGICMICGF5lFLo9Xqsra0TLI+OjqZbt24sW7YMACsrKxYuXEjXrl3NUabRyAgCQghhYGvXriUwMDDBMp1OlyhoIiMj8ff314LGxsaGZcuWWVzQGIOcRhNCZGl//fUXnTp1wtbWlk2bNlG/fv0k24WFhdGuXTu2bdsGgL29PatWraJFixYmrDbzkiMbIUSWtXr1ajp16kRMTAzh4eEsXbo0yXYhISH4+flpQePk5MTGjRslaNJAjmyEEFnSypUr6dy5szaszPvvv5+gZ1m8p0+f4ufnx8GDBwFwdXVl06ZN1K1b16T1ZnYSNkKILGfFihV06dJFC5ru3bszb968RNdoHj58SJMmTThx4gQA7u7ubN26lerVq5u65ExPwkYIkaUsX748wUCZPXv25Ndff00UNP/++y+NGjXin3/+ASB37tzs2LGDChUqmLxmSyDXbIQQWcaff/6ZIGh69erF3LlzEwXNzZs38fb21oImf/787N69W4LmDUjYCCGyhNu3b9O9e3ctaD744AN+/fXXRANlXr58GS8vL22CtCJFirBnzx5KlSpl8potiYSNECJLKFCgAAsWLMDKyoo+ffowZ86cREHzzz//4O3tzc2bNwHw9PRkz549FC1a1BwlWxS5ZiOEyDK6dOlCsWLFqFGjRqKgOX78OE2aNOHRo0cAlC9fnh07diQ7SZpIGzmyEUJYrPhTYS+rVatWoqA5ePAgvr6+WtBUq1aNoKAgCRoDkrARQlikhQsXUrp0aX799dcU2+3atYtGjRrx7NkzAOrUqUNAQAA5c+Y0QZVZh4SNEMLiLFiwgJ49exIbG0vfvn35+++/k2y3detW/Pz8CA0NBcDX15etW7fi5uZmynKzBINfs3n06BF37tzh4cOHPH78GEdHR3LlykWuXLkoVqyYTJEqhDCq+fPn07t3b+IHtB80aBB16tRJ1G7t2rV06tRJm7emefPmrFy5EkdHR5PWm1W8cdiEhISwdu1agoKC2LNnT5LnSOM5OztTu3ZtvLy8aNGiBVWrVn3T3QshhGbevHn06dNHC5qPP/6YKVOmABAZG0asPhprK1vWrFzHe+911bpBd+jQgSVLlmBnZ2eu0i1euuezOXr0KFOnTmXVqlVEREQAkJpNvTwnd6lSpfjoo4/o0aMHzs7O6SkjQ5D5bIQwv7lz59KnTx/t+08++YTvfxjPrRf/cPX5ccJinmnr/r3xiI2//03gqiO0a9OR+fPnJ5ogLasz9PtamsPm6NGjjBw5Uhv9NP7pefPmpUaNGlSrVo3cuXPj7u5Ojhw5CA8P58mTJzx9+pSLFy9y+PBhTp06RXR0dFwBOh3u7u588cUXfPLJJ9jb27/xizI1CRshzOuXX36hX79+2vdDhgxh2LeDOPxgHbEqOlF7vV4P6NDHKOoW7MhbzsVMWG3mYNaw6dmzJ3/88cd/PyioWrUq7733Hh06dKBQoUKp3mlUVBS7d+9myZIl/PXXXzx//hydTkehQoX4448/qFevXtpfiRlJ2AhhPvPmzeODDz7Qvv/ss8/4YsxHHLy/GkUqzrago/Zb7cntJDduvsysM3UuXLgQGxsb+vTpw/nz5zly5AhDhgxJU9AA2NnZ0ahRI3777Tfu3bvH77//TqlSpbhx4wY7d+5M07aEEFlbhQoVtDfDzz//nHETvuXwg3WpChoAheLQ/XVEx0YYs8wsL00nKfv378/w4cMpUKCAwQqwt7ena9euvPfee6xYsUK7YCeEEKlRs2ZNtm3bxubNmxk1ahRXg48leeosJbEqmpuh/1DcTTotGUu6OwiI/5HTaEJkDEopdtyaS1jM8zQ/18kmO40K9k7QiSkrM+tpNCGEMLeff/6ZTz75JMner1H68HQFDUBYzDOi9XIqzVikr58QItOYMmUKQ4YMAeJ6sv70008JjkRi9Wk7ffaqGH0UdtZyU6cxyJGNECJT+Omnn7SgAZIcUiY2+s2uCthYyU2dxmLQI5uYmBg2btzInj17uHr1KiEhIa+94K/T6QgICDBkGUIICzN58mQ+++wz7ftRo0YxevToBG3CwsLwb9+ZtsMqk6ege5qHxnKyyY6tlYMhyhVJMFjYBAUF0bNnT23SIUh5RAGdTodSSi7GCSFS9MMPP/DFF19o348ePZpRo0YlaBMSEkKrVq3YtWsXtnlf0GtE6zTvp5hbVXk/MiKDhM2JEyfw8/MjKioKpRQODg6ULFmS7Nmzy8CbQoh0mzRpEkOHDtW+/7//+z++/vrrBG2ePXuGn58fBw4cAODwtvN8MKIdoE/lXnRY62wolK2sgaoWSTFI2IwePZrIyEjs7e2ZPHkyPXv2xMFBDkeFEOk3ceJEvvzyS+37b7/9lpEjRyZo8+jRI5o0acLx48cByJEjB+vXbKJwPg8O3EvtCAJQM08bbK3lPcuYDHLYsXfvXnQ6HSNGjKB///4SNEKINxIaGppg0rOxY8cmCpp///0XHx8fLWhy585NUFAQNWrUILdTUWq/1R5rnW2K+7HW2VL7rQ7kdipi8NcgEjLIkU38qM/NmjUzxOaEEFlctmzZCAwMpEGDBvTu3Zvhw4cnWH/z5k0aNmyoTWmSL18+AgICKF26tNYmt1NRmhbqx83Qf7j6/FiCUZ+dbLJTzK0qhVzKYWuV+Qb/zYwMEjZFihTh3Llz2kjOQgjxpgoWLMjx48dxcXFJsPzKlSv4+vpqnZGKFClCQEAAxYolHrnZ1tqB4m5VKeZahWh9BDH6KGys7LC1cpDOACZmkNNobdu2BWD37t2G2JwQIgtasmQJ4eHhCZa9GjT//PMPXl5eWtB4enqye/fuJIPmZTqdDjtrR5xs3bCzdpSgMQODhM0nn3xC3rx5+eGHH7h+/bohNimEyELGjBnDe++9R7t27bTT8q86ceIEPj4+/PvvvwCUL1+eXbt2UbBgQVOWKtLJIGGTK1cuNm3ahKOjI7Vq1WLu3Lk8f56+8YmEEFnL6NGjtRs0t27dysaNGxO1OXjwIA0aNODRo0dA3FxaQUFBvPXWW6YsVbwBg476fP36dWrVqsWjR4/Q6XR4eHjg5OSUcgE6HVeuXDFUCWYhoz4LkXZKKUaPHs3//d//acsmT56cYEgaiDs936JFC0JDQwF4++232bRpE9mzZzdluVmOod/XDDaCwKpVq+jduzchISEopVBK8eDBg9c+T86dCpH1KKX45ptv+O6777RlU6ZM4ZNPPknQbtu2bbRt21a7ltOgQQPWrVtHtmzZTFqveHMGCZv9+/fTuXNnbRy0woULU7FiRRlBQAiRiFKKkSNHMm7cOG3Zzz//zKBBgxK0W7duHf7+/kRFRQHQvHlzVq5ciaOjjMqcGRkkbL777jtiY2Nxc3NjyZIl+Pn5GWKzQggLo5Tiq6++YsKECdqyadOmMXDgwATtli1bRteuXYmJiQGgffv2LF26FDs7GZU5szLIYcfRo0fR6XSMGTNGgkYIkax58+YlCJrp06cnCpqFCxfy7rvvakHz3nvvsWzZMgmaTM4gYfPixQsA6tWrZ4jNCSEsVJcuXfDx8QFg5syZfPTRRwnWz5o1ix49eqDXxw2i+cEHH7Bw4UJsbGSex8zOIGFTtGhRIG4+CSGESI6zszMbN25k9erV9O/fP8G6H3/8kQEDBmjff/zxx/zyyy9YW1ubukxhBAYJm/bt26OUYuvWrYbYnBDCQiilEt1z5+zsTLt27RK0+fbbb/n888+1ZcOHD2fKlCnSW9WCGCRsPvvsM0qWLMmUKVM4cuSIITZpNEOHDkWn02lfQUFB5i5JCIuklOLTTz+ldu3a3L9/P9k2w4cP55tvvtGWfffdd4wbN06CxsIYJGxcXFwICAigfPnyeHt7M2LECE6dOpXssBPmcvLkSX766SdzlyGExVNKMWTIEKZMmcL58+dp2LCh1oU5nl6v55NPPmHixInassmTJzNixAhTlytMwCBX3V4+p6qUYsKECQl6nKREp9NpvU6MSa/X06dPH2JiYsidO3eqbjgVQqSdUorBgwfz888/A3F/459++mmC3mSxsbH07duX3377TVs2a9YsPvzwQ5PXK0zDIEc28SMGxI988/L3qfkyhZ9//pnDhw9TunRpevfubZJ9CpHVKKX4+OOPEwTNb7/9Rq9evbQ20dHRdOvWTQsaKysrFi5cKEFj4QxyZDNq1ChDbMZobt26pc1bPmvWLLlOI4QRKKUYNGgQM2bMAOKCZv78+XTv3l1rExkZSefOnVmzZg0ANjY2LFmyBH9/f3OULEwoS4TNgAEDCA0NpXv37tSvX1/CRggD0+v1DBw4kFmzZgFxQbNw4UK6deumtQkLC6NDhw5s2bIFADs7O1auXEmrVq3MUrMwLYu/U2r58uVs2LABd3d3Jk2aZO5yhLA4er2ejz76iNmzZwP/Oy3WtWtXrU1ISAitW7fWPug5OTmxdu1aGjVqZI6ShRlY9CiZz54900aRnThxIrly5TJzRUJYpvhBeF1z5OT3pcvw79xFux777NkzmjRpogWNi4sLW7dulaDJYiz6yGbo0KHcu3ePOnXqSKcAIYwkRg+ffvsDtd8diKObOwCrT/9LNjtr8jvp+KirPwcOHAAgR44cbN26lRo1apizZGEGRgmbkJAQrl27RkhIiPaJJyXe3t4Gr2Hv3r3MnTsXGxsbZs+ene4bxCIjI4mMjEyxTXBwcLq2LURm929wBHuvPSZGr7SgiRcaFcv5CD19v59L2Bf9+PfyP+zYsYOKFSuaqVphTgYNm19//ZWZM2dy6tSpVD/HGPfZREVF0bdvX+3GsgoVKqR7W+PHj2fMmDEGrE6IzE2v1/PZZ5/R4f0PuI0bKd28oLOyws7egaE/L6SkYxQVy5U0WZ0iYzFI2MTGxtKhQwfWr18PYLJ7Z5Izbtw4zp07R6FChd64p9zw4cP59NNPU2wTHBxMwYIF32g/QmQGsbGxfPDBByxfuZpK/v2xd1RAymcNrKytAcWNGCcqx+ixs7HoS8UiGQYJm9mzZ7Nu3ToA8uTJQ8+ePalWrRru7u4mn6nz/PnzjB8/HoiblMnZ2fmNtmdvb4+9vb0hShMiU4uNjaVXr178/vvvNOvSC1t7B14XNP+jI0avuPbkBaVyuxizTJFBGSRsfv/9dwDKli3Lnj17yJEjhyE2my4//fQTUVFRFCtWjLCwMP78889Ebc6cOaM93rlzJ/fu3QOgVatWbxxOQmRmMbH6JJfH6mP5sN+HLFu+AnsHR5p16Y1VOq6DXngYSjF3pxSvodpYy5GPJdIpA5zzcnV15cWLFyxZsoR33nnHEHWlW48ePVi4cGG6nnvt2jWKFCmS5ucFBwfj5ubG8+fPcXV1Tde+hcgIlh6/be4S6FKlgLlLEBj+fc2gHyFKlSplyM0JIYSwEAY5jVayZElOnDjBkydPDLG5N7JgwQIWLFiQYpvRo0drPcwCAwOpX7++8QsTIhPwr5hPexwTG0OfPn1YsXwFADa2tixatIjGTZux7p+k56dJjdZl38JeOglkOQb5iXfu3BmlFBs2bDDE5oQQZmJjbaV9BQYEsOj334mMCEcfG8PSxYto27oVTnY2ZLOzhnScgc9mZ42TnXWC/bz6JSyTQX6yH3/8MRUrVmTWrFns2bPHEJsUQpiZn58fU6ZMwc7OjtWrV2sDZup0Ol7cuYw+HWHjmSubzMCZRRkkbOzt7dm2bRvVqlWjcePGDB06lBMnTmS4mTqFEGnzySefcPHiRVq2bKktW7hwIX38WxMVEY4+FSOExLOx0lHUXXp7ZlUGCRtra2vy5s3L/v37iYqK4scff6RatWo4OztjbW2d4peNjUUPzyZEphEdHc3+/fsTLS9cuLD2ePbs2fTo0YPQ4GdM+aJfqo9SdEC9ojnlhs4sLMvM1Pmy0aNHa/uWzgFCxAVN586d8fb2Zu3atUm2mTx5Mv3799e+96leEZ/iHthYpRw4NlY6fIp7kNfVwaA1i8wlS0yeJoRIXlRUFJ07d+avv/4CoFu3bly/fh1397iBNZVSjB07VpvtFuDLL79k3Lhx6HQ62mRz4NqTF1x8GEpo1P9Oq2Wzs8YzVzaK5nTGTi78Z3kGuakzq5ObOkVmFRUVRadOnbSjGQcHB9auXUuTJk2AuKD56quvmDBhgvacb7/9lhEjRiQ6haaUIipWT3SswtZah521lXQGyMQM/b4mF0yEyKIiIyPx9/fXBtB1cHBg/fr12qRmer2eIUOG8PPPP2vP+fHHH5MdmFan02FvY429vKuIJMivhRBZUGRkJB07dtTujXN0dGT9+vU0bNgQiBt0s1+/fsybN097zsyZMxNcsxEiLSRshLAwSileBEcQGR6DvaMNzq4OCU5nRUZG0qFDBzZu3AjEBc2GDRvw9fUF4joL9OjRgyVLlgBgZWXFb7/9Rvfu3U3/YoTFSFPYrFixAn9/f2PVwu3bt7l58yZ16tQx2j6EsFRhoZEc2nKRXX+d4dHd/80e65HPFZ925anZzBOnbPa8++67WtA4OTmxceNGrVdmZGQkXbp00ToL2NjYsHjxYjp16mTy1yMsS5q6iLzzzjtUqFCBFStWGLSImzdv0r9/f0qUKMGOHTsMum0hsoJzh27xtf8iVs3cx6N/E05T/ujfYFbN3MfX/os4d+gWffr0wc7ODicnJzZt2qQFTXh4OG3bttWCJn7kAAkaYQhpCpuSJUty9uxZOnfuTJEiRfjqq684e/Zsunb84sULFi1ahJ+fHyVKlOCXX34hNjaWEiVKpGt7QmRV5w7dYtbwzURHxoCCRPM0/7csOjKGWcM3U9i9HGvWrGHTpk34+PgAEBoaSosWLdiyZQvwv1Nr8UPUCPGm0tT1OSYmhp9//pkJEybw6NEj7TxwyZIlqV27NjVq1KBKlSrkzp2bHDlykCNHDsLDw3ny5AlPnz7l4sWLHD58mEOHDnHo0CEiIiK0mzr9/PyYOHEi5cuXN84rNSLp+izMJSw0kq/9FxEdGZOqcTF1OrC1t+HbFV1xyhY3A+2zZ89o3ry5NnqAi4sLGzduxMvLy5iliwzO0O9r6brP5sWLF8ycOZMZM2Zw8+bNuA2loT99/C6tra1p06YNX3zxBbVq1UprGRmGhI0wl6CVp1k1c1/io5mU6KDDR3Wo36ECjx49omnTphw7dgyA7Nmzs3XrVmrWrGmcgkWmkSHCJp5er2f79u0sX76cwMBArl+//trnODo6UrNmTVq0aMG7775Lvnz5XvucjE7CRpiDUor/6/pngs4AqaIDj7yu9P2hPo0bN9ZOhefKlYvt27dTqVIlI1QrMpsMdVOnlZUVTZs2pWnTpgDcuXOHffv2cfv2bR4+fMiTJ09wcHAgV65c5MqViwoVKlC9enVsbW3fuHAhsroXwRFpDxoABY/uBtOoQVP+uRAXNPny5WPHjh2UKVPGwFUKEceg99nkz5/fqF2jhRD/Exke80bPv3XjLhA3qnNAQADFixc3RFlCJElGxxMik7J3fLPPitExEZQoUYLdu3dL0Aijk7ARwoyUUqjwcFRISNz/03AJ1dnVAY98rnGTxaSBXul5FvaAYp6F2b17N4UKFUpj1UKknQxXI4QZqMhI1MWL6M+cgeCXrru4umJVvjw6T0909vYpbkOn0+HTrnxcb7Q00KHjie4Su3btwsPDIz3lC5FmcmQjhInpb90idtEi9Pv2JQwagOBg9Pv2xa2/deu126rZzBM7e5tUH93olR49Mcxd9YMEjTApCRth8ZRSPHkRxe2nYTx5EWWW2WHj6W/dQr95M8S85uJ+TAz6zZtfGzhO2ez5YEyTuPvcXhM4eqVHp4MP/q8JefPnTmPlQrwZmTzNAOQ+m4wpODyaVcdus2D/dW4+CdOWF3J3osfbRehQtQCujqbrhq8iI4ldtOj1QfMyGxusu3Z97Sm1c4duMXfUNqIi/9v2S3/VeqVHhw6li6XPt02pXE+GhBKvl6Fu6hRxJGwynl0XHzJgyVHC/5um+OVf8vgDAEc7a2a+Ww0fz1wmqUl/+nTcqbM0sqpTB6sKFRIsCw4OZtq0aXz55ZdYW1sD/436vPUiu1YnHPX5WdgDyPmYaYu+Jbu7y5u9CJFlZKibOoXIiHZdfEivhYeSHJOSl5aFR8fSa+Ehfute06CBo6KjEy9TCv3p0+nanv70aShVShsSKjg4mLZt2xK0dy/nz59nwYIFWFtb45TNnvodKnAj9BgT+36BjZUd0TERtOvYmoW/L5SbqYVZyZGNAciRTcYRHB7N2xMDCI+OTfXAlI621uwf1tBgp9Ri5swxyHZex/bDD8mZMyeHDh2iWLFiAMyZM4cPP/xQa9O7d2/mzJmjHf0IkVqGfl+TDgLCoqw6dpvwqNQFDYBSEB4Vy6rjt41bmBHkzJmTgIAALWh++umnBEEzaNAgfvnlFwkakSHIaTRhMZRSLNh/PV3PXbDvOj3eLpKm0cuTY92rV6JlKiIC/X/TLKdHaMuWtPb35+jRo0Bc0OzcuZOKFSsCMHbsWEaOHKm1HzZsGOPHjzfI6xHCEEwaNkFBQWzfvp3Q0FAKFixIpUqVqFq1Kjlz5jRlGcJCPQ2LTtDrLLUUcPNJGM/Co8nhZPfGdeiSujZiYwOuronvq0kFvbMzjdu25ciRI0Dc6Mybtm2jfPnyKKUYMWIE48eP19r/3//9HyNHjpSgERmKycJm2rRpDB48OME9DvF/DPnz56dKlSpUrVqVKlWq0Lp1a1OVJSxIWNSbDUz5IjLGIGGTFJ1Oh1X58mnujaaAn7ZtSxA0O3fu1IJm8ODB/Pzzz1r7H374gc8++8yQpQthECYLm8mTJ5MtWzZmzpxJhQoVuH37NidPnuT48eMcP36cDRs2sH79enQ6HbGxsaYqS1gQJ7s3+3V2tjfun4PO0xMOHUrTfTaRsbGMX7kSgNy5c7Nz507KlStHbGwsH374IXPnztXazpgxgwEDBhi8biEMwWRh8+jRI3r06MF7770HQMWKFWnevLm2PiQkhOPHj3PixAlTlSQsTA4nWwq5O3HrSVhaJ66koLsT2Y18g6fO3h6rJk3iRhBIZVe5GB8fCpUowYMHD9i5cydly5YlJiaG7t27s+S/a0BWVlbMmzePHj16GLV+Id6EyXqjlS9fnsjIyGTXu7i44O3tzccff2yqkoSF0el09Hi7SLqe26OOYToHvI5VwYJY+fnFXcNJiY0NVn5+ZC9XjoCAAHbt2kXZsmWJiorinXfe0YLGxsaGJUuWSNCIDM9kYfPxxx+zceNGnj9/bqpdiiyoQ9UCONpZk9rcsNLFjSTQoUoB4xb28j4LFsS6a1es6tSJ6zTwklhnZ6KqVo1bX7AgEHedplSpUoSHh9O2bVtWr14NgJ2dHatWreKdd94xWe1CpJdJb+rs378/58+fZ9myZeTObTkDAcpNnRlLghEEUvjtjh+7cn6PmniXNM2QNa9SSkFkJERH8/j5c3ybNydbtmxs2bIlwe9SaGgorVu3JjAwEABHR0fWrl1L48aNzVK3sHyZ+qbOihUrcuzYMUqWLEm3bt1YsGABp06dkg4BwqB8PHPxW/eaONpaoyPxYMjxyxxtrc0aNBB36k/n4MDD8HAa+Plx+vRp9u/fT+/evbU2z58/p2nTplrQxIeRBI3ITEx2ZDN8+HC+//77RMO763Q67O3tKV++PFWrVqVatWr06dPHFCUZjBzZZEzB4dGsOn6bBfuSGPW5zn+jPjuYf7ywBw8e4Ovry9mzZ4G4WwECAwMpWbIkjx8/pmnTptrNnNmzZ2fr1q3UrFnTnCWLLCDTjvqcN29elFKsXLmSihUrcuPGDY4fP86xY8e0XmghISGZsuuzhE3GppTiWXg0LyJjcLa3IbujbYa54fH+/fv4+vryzz//AFCgQAECAwMpUaIE9+7do3Hjxpw5cwYADw8Ptm/fTuXKlc1YscgqMu2ozy9evKBPnz7Uq1cPgAoVKlChQgXef/99rc2lS5c4fvy4qUoSWYROpyOHk53RbthMr3v37uHr68u5c+cAKFiwIIGBgRQvXpzbt2/TsGFDLl68CMR9WAsICKBMmTLmLFmIdDNZ2FSrVo1Hjx6l2KZkyZKULFnSRBUJYT7//vsvvr6+nD9/HogLmqCgIIoVK8bVq1dp2LAh169fB6BQoUIEBARQooRMeiYyL5N1EBg2bBjr16/n7t27ptqlEBnSgwcPaNCggRY0hQoV0oLm/PnzeHt7a0FTokQJ9uzZI0EjMj2Thc3Vq1fx9vamadOm2h+ZEFlR9uzZKV26NACFCxfWgubUqVP4+Phw584dAMqWLcvu3bspVKiQOcsVwiBM1kHAysoKnU6HUgpra2vq1atHw4YNqVKlClWqVCFfvnymKMMopIOASKuoqCgGDx7M0KFDKVKkCIcPH6Zp06Y8ffoUgMqVK7Nt2zZy5TJft2yRtWXa3mgrVqzg5MmTnDhxguPHj/Pvv//GFfBfr6BcuXJpIz+PHTvWFCUZjISNeBN79+6lefPmhISEAFCrVi02b95Mjhw5zFyZyMoybdi86tGjR9qIzydOnODEiRNcvHgRpZR0fRYW5fbt23Tv3p1ff/1Vm1Uz3o4dO2jTpg1hYXH3Afn4+LB+/XpcXFzMUaoQmkwTNkePHqVixYrYJjWRVDLCw8M5deoUtWrVMkZJRiNhI5Jz69YtGjRowJUrV7SOAEWLFgVg48aNdOjQQRugtmnTpqxevRonJydzliwEkImGq6lRowaurq5cu3YNgFmzZrF//37tE1xSHB0dM13QCJGcmzdvUr9+fa5cuQKAra0tNv+N9rxy5Uratm2rBU3btm1Zu3atBI2wWEa7z+bzzz/n+PHjWFnF5dlHH30UNw6UTkeJEiWoXLkyVapUoXLlylSuXJk8efIYqxQhTO7GjRs0aNBA+7BVvHhxgoKCKFCgAH/88Qc9evRAr9cD0LlzZ37//fc0nQUQIrPJMB0E8uTJowWQdBAQmdmNGzeoX7++dq9MyZIlCQwMJH/+/Pzyyy98+OGH2hiBvXr14pdffsHa2tqMFQuRWKa5ZvM60kFAWKLr16/ToEEDLWg8PT3ZuXMn+fPnZ8qUKQwZMkRrO3DgQKZOnaod/QuRkWTasdFe5eHhQePGjRMMkx7fQUCIzOj69evUr1+fGzduAHFBExgYSL58+Rg7diwjR47U2g4dOpQJEyZkmAFBhTC2DPWRSjoIiMxs+fLlWtCUKlWKoKAg8ubNy4gRIxIEzZgxYyRoRJZjsiObZcuWcfLkSYYNG4abm5updiuEyXzxxRc8fvyYdevWERgYSJ48eRgyZAhTp07V2kyaNInPP//cjFUKYR4mu2bTuHFjLly4wM2bN7VlDx48oHfv3pw7d463336b8ePHU6CA6eaCNxS5ZiPiKaUICQnB2dmZ/v378+uvv2rrZsyYwYABA8xYnRCpl2nus3nVP//8Q4MGDRIsGzp0KBs3buThw4csXryYevXqaWNDCZHRXb58mb179yZYptPpcHJy0kYMgLhxAX/77TcJGpGlmSxsHj9+TP78+bXvIyIiWLFiBXXr1uXJkyds27aNO3fuMHHiRFOVJES6Xbp0ifr169OsWbMEgRMVFUXnzp1ZvHgxANbW1ixevJiePXuaq1QhMgSThU2ePHm0gQYBdu7cSXh4OJ9//jnW1tY0atQIPz8/1q5da6qShEiX+KC5c+cOL168YNiwYSilCA8Pp127dqxatQoAOzs7Vq1aRefOndO9L6UUKioUFf447v/muVNBiDdmsg4CZcuWJSAgQPt+2bJl2NraJuj6XLZsWbZv326qkoRIswsXLtCgQQPtpuQKFSqwZs0aXrx4QZs2bdi5cycQ17NyzZo1NGnSJF37UdFhcO8w6s5uCH/8vxWOOSG/N7xVA52tDG0jMg+Thc3HH39MixYteOeddyhXrhxLliyhSZMmCcaCevbsmQzZITKs8+fP4+vrqwVNxYoVCQgIwNbWlqZNm7Jv3z4AsmXLxsaNG/H29k7XftTjc6gz80EflXhl+GPU5b/g6kYo3xNdzjLpfj1CmJJJRxD49NNPmTp1KkopHB0d2b17N9WqVdPWe3t7c//+fS5cuGCqkgxCeqNZvnPnzuHr68u9e/eAuMnNduzYAcSN1nz06FEgbhbOLVu2pPt+MfX4HOrUL/HfpdAy7h4dXcW+EjjCKDJtbzSAyZMnc/nyZTZs2MCFCxcSBM3NmzfZt28fNWvWNGVJQrxWfE/K+KCpUqUKO3bsICYmhvr162tB4+HhQWBgYPqDJjos7ogm7rvXtY7775n5cafchMjgTD5cTdGiRbX5PF72+PFjunXrRrt27UxdkhDJevHiBY0aNeL+/fvA/4ImLCyMhg0bcvHiRQDy5s3Ljh07KFu2bPp3du9w0qfOkqXi2t8/DAV80r9fIUzAbANxWhI5jWbZ/vjjD7p3706VKlXYvn07z58/p2HDhtr0AYUKFSIgIIASJUok+XwVG/nafSil4PD3EPEk7QU6uEONoaka/kZnbZ/27YssyWIG4hQis+jWrRuurq54e3vz4MEDGjZsyJ07d4C4eWoCAgIoXLhwss9Xu4cZt8CIJ7Dny9eeeAPQNZhi3FqESEaGGohTiIwgODg40bI2bdpw69YtvL29taApU6YMu3fvTjFohBBx5MhGiJecOnWKxo0bM3HiRHr06KEtP3LkCE2aNNGGU6pcuTLbtm0jV65cr92mzvv1o2Ko6Bew///SXTdvf4PO1jn9zxfCyCRshPjPyZMnadiwIY8fP6ZXr17kzJmTVq1a8ffff9O8eXPtiKdWrVps3ryZHDlypGq7qbpOYmWHcsyZ8AbO1HLMic4+h0xZIDK0DHMabffu3ezbt0+bl10IUzpx4gS+vr48fhz3Zl+rVi28vb0JCAigSZMmWtB4e3uzffv2VAdNaul0OnT503cTqK6AtwSNyPAyTNjUr18fLy8vSpYsyZw5c4iKSksXUCHS7/jx4zRs2JAnT+J6gr399tts3bqVvXv30qJFC8LC4u5jadKkCZs3b8bFxcU4hbxVA6zsiL9h8/V0ce3z1DBOPUIYUIYJG29vb+rVq0dwcDD9+/enSJEi5i5JZAHHjh1LEDR16tRhy5YtbN++nXbt2hEZGddtuU2bNqxduxZbazsiX0QRHRlj8EExdbZO6MrHjw79usD5bwSBCr1kjDSRKWSYazZBQUHa4zNnziSaJ0QIQzt69CiNGzfWLvrXrVuXzZs3s3btWrp3766d0u3erTtjR37P+T23iHwRrT3f3tmWt4q541EwOzZ21gapSZezDFTsm/zYaPGsbOOCxr20QfYrhLHJTZ0GIDd1Zj5HjhyhcePGPHv2DIB69eqxadMmli5dyocffqgdtXw9dAyt6vmjj03+z8TKWkfJmgXJniebwepT0WFw/zDqduJRn3UFvOGtmuhsHA22PyFelWlv6vz222+pUqUKVapUSTCJmhDmEB0dTUxMDABeXl5s2rSJefPmMXjwYK3Nd19PoFG1VikGDYA+VnHhwE1K1S5ksMDR2TrFDUGT3xtiwiAmAmwcwMZJOgOITMlkRzZWVlbaH4m7u7sWPJUrV6ZKlSqUKlUq0/4RyZFN5rRv3z7Gjx/P0qVL+fnnnxkxYoS27qsvR9C2znuvDZqXWVnrqNLU02Cn1IQwJ0O/r5ksbPbu3cvMmTP5888/ExbwX8A4OjpSqVIlfHx86NSpE5UrVzZFWQYhYZN5KaX4+uuvGTt2rLZs9OjR9H1vIDfP3E/z9gpXyMNbxXMaskQhzCLTTjHw8OFDli9fzpgxY7h27RrPnz/nwoULzJo1i9KlSxMWFsapU6eYMGEC1apVo0OHDtqFWyHe1P79+/n6668T9CBTSvHpp58mCJrvv/+eEV+N5P7VdAyICdy78oSY6Ng3rlcIS2OyI5tKlSpRrFgx/vrrr0TrYmNj6devHydOnGD27NksXLiQGTNmULlyZfbv34+9fcYeqVaObDK2ffv20bRpU0JDQ/n888/5/vvvUUrRv39/fvnlF63d9OnT+eijjzi45p833mettm8w1YAQGUCmPbK5ePEiZcokPaOgtbU1c+bMISwsjE2bNjFt2jRmzZrFiRMnmD59uqlKFBbo77//1oIG4m7gDA8Pp3v37lrQ6HQ65s2bx0cffWTOUoWwaCYLm/z583P48OFk11tbW9O8eXOWLl0KQL9+/ahYsSLLli0zVYnCwuzduzdB0DRu3JhVq1bx/vvvs2jRIiDu927JkiX06tVLe16lJknPS5NalZuUfKPnC2GJTBY277zzDjt37uSPP/5Itk1oaCjXr1/Xvn/77be5cOGCCaoTlmbPnj00a9aMFy9eAHFDzSxbtoz33nuPVatWAWBnZ8eqVavo3LlzgufaO9qi7GPRq7SP02fvbIudY4a5V1qIDMNkYTN8+HBKly5Nz549GTRoELdu3Uqw/vTp0/z555/kzp1bW+bi4iJjpIk02717N35+flrQNG3alCVLluDv78/GjRsBcHBwYN26dbRp0ybR8w/e3cdfzxeneoSyl71VzD3TduEXwphMFjbZsmXTPm3OmDGDIkWKULZsWZo2bUrNmjWpVq0awcHBDBgwQHvO1atXcXd3N1WJwgLs2rUrQdA0a9aMhQsX0qZNGwICAoC438UtW7bQtGnTRM8PiQrmy12fcShqN1FEpenoxspah0fB7AZ5HUJYGpMOxOnu7s6GDRvYsmULbdq04c6dO2zfvp0jR45QoEABZsyYwbBhcVPoPnnyhM2bN1OzZk1TligysdjYWAYOHKiN0ty8eXPmzZtHy5Yt+fvvvwHInj0727dvx8fHJ8ltbLyynoiYCMJ4wbywnwD12sDRKz0KRclaBeWGTiGSYfax0Z49e4a9vT2OjgnHeYqJieHUqVM4OTlRunTGHmxQuj5nHDdu3KB+/fqUK1eOmTNn0rJlS06fPg2Ah4cH27Zto0qVKkk+VylFhzUtuRtyB0Xcn0Vp64r0dhqCHXYowEr3v89neqVHB0QRxRr+4Me2k+UUmrAYmXYEAUsmYZOx3Llzh4iICFq0aKF1MHnrrbcICAigbNnk7395FvGUpsvrJ1ruiBM17LzwsW1GLuu3tOUPY++xK3oLh6J2E0E42zrtws0hu6FfjhBmkWkH4hTCGI4cOUKFChUS3PgbFRVF48aNuXbtGgAFCxYkICCAkiVT7pIcFhOW5PJwwtgdtZXdUVtx0mXDAQciiCBMhSZo9yLmBW5kf7MXJISFSnfY/PvvvyxdupSzZ88SExND0aJFadOmTbKnKJLy6NEjNm7cSPfu3dNbhsjCtm/fTuvWrWnYsCGrVq3C3t6eixcv0rBhQ27fvg1A8eLFCQgIoHDhwq/dnpPN6ychC1OhhBGa5DpnG+e0vQAhspB0nUZbvnw5vXr1Ijw8PNE6f39/5s2bh7Nz0n94Z86cYf369WzYsIFDhw6hlNKGes+s5DSa6W3dupU2bdpoM2lOnDgRPz8/GjduzP37cQNolilThh07dpA3b16iQp4RGxmGtb0Tdi7Zk7y2ktQ1m9TQoSOfS35Wtd0g12yExTD7abTz58/TvXt37Y/8VStWrODevXvs3LkTK6u4i6nHjx9n0aJFrF69mps3b2ptlVLyxynSbMuWLbRt21b7HWzfvj3e3t7Ur19fm965UqVKbF67mvCTOwiYtIiw+/+7r8spT0GKNelKQe+22Dr/749Ip9PRqfS7TDk8Kc01vVP6XfldFiIFaQ6bqVOnEhkZiU6no1atWvTv35/ChQtz//591qxZw7Jly9izZw+//vorzZo1o3v37uzZs0d7fvyBlE6no2rVqrRo0cJwr0ZYvE2bNtGuXTvtZt8OHTowaNAgmjZtSnBwMAA1a9Zk6eTRHBvdkdioiETbCHtwmzOLJnBu+RRqDP6Z3JXqaetaFG/F7OPTiIiJSNXRjRVW2NvY07x4KwO9QiEsU5pPo5UpU4aLFy9Sp04ddu/enejT3Jo1a/D396dKlSqEhoZy/vx5bV22bNlo1KgRLVq0oHnz5uTNm9cwr8LM5DSaaWzcuJH27dtrQdOxY0f69OlDu3bttHtrvL29WThhBKdnDIn7YJPSr7dOF/eh6Ys5CQLnwJ2/GbJzIEqpFANHR9zzf2o4g9r56hjmRQqRQZh91Of4YWYGDx6c5GmDtm3bMmjQII4cOaJ1Oy1XrhxLly7lwYMHrF69mt69e1tM0AjT2LBhQ4Kg8ff3p1u3brRu3VoLmiZNmrBu1XLO/vLl64MGQCmUUhye8jHRL4K1xbXz1+Un3+k42DjEBcorA9fEL3OwcZCgESKV0hw28X/YxYsXT7bNyyPoVq1alSNHjvDOO+/g4OCQjhJFVrdr164EQfPOO+/QsWNHOnbsqF23ad26NevWrePx4a1xp85Se8CuFLFREdzaszbB4tr567K+4zaG1PiCfC75E6zL55KfITW+YEPH7RI0QqRSurs+29nZJbvO09NTe/zpp59m+MnPRMZWtWpVatasyZED++jo35EmjRvRs9t7WOljsbfW0aFjB+bOnYuVPoarW/4gDR3JNFc3/05Bn/YJjtYdsaFD0Xa0L9KW4KhgIq31ONs442rvJp0BhEijNF+zsbKyQqfTcfr06RTvxo5vd/DgQapXr/7GhWZkcs3G+EJCQgjsZ95x8lovOWfW/QthSma/ZhMvtZ/snJxef6OcEK+KjY1N8L2Li4uZKhFCGEK6T6PVrVuXChUqULFiRe3/5cuXJ1u2bIasT2RBq1atYuzYsWzdupVcuXIBMH78eMYs/99Eep988gnfffddgg89USFP2fFJo3Tvt9HPAdhly57u5wshkpeusFFK8ezZM/bu3cvevXsTrCtSpAgVKlTQvo+/yU6I1Fi5ciWdO3cmNjaWhg0bsmvXLiZPnsx3332ntRk1ahSjRo1KdHRtbe+IU56ChD24nfoOAgA6HU65C+CYM69cixHCSNIcNjNnzuTEiROcOHGCM2fOaL3T4l27do3r169rf7Q+Pj54eHhQpUoVKleurP3f09NT/rBFAitWrKBLly7aKbSqVasyZswYpk6dqrWZOHEiQ4cOTfL5Op2OYk26cmbRhDTvu1jTbvL7KIQRvdEUA0opLly4oIXPiRMnOHnypDY2VYIdvfKH7OTkRIUKFahSpQozZsxIbwkZgnQQeHPLly/n3Xff1YKmR48e2NnZ8csvv2htpk2bxsCBA1PcTvSLYLYNrJ/67s86K6zt7GkyPSjB0DVCZHWZYj6b+/fvc/z48QQhdPnyZfT6xDMe6nS6RBeD39SxY8fYsmULe/bs4cyZMzx48ABbW1vy5ctHnTp16N27N15eXgbbn4TNm1m2bBnvvfee9nvQs2dPoqOjWbRoERD3OzJ37twE92+l5MHJvRyc1C/1IwgM/YXcFeu+8esQwpJkirBJSnh4OCdPnkwQQGfOnCE8PNygYePj48Pu3btf265bt27MnTs3xfuFUkvCJv2WLl1K165dtQ8iPXv2JDg4mFWrVgFgbW3NH3/8QZcuXdK03Qcn93J4ysf/Gxvt5V/z/46yre0cqDFkmgSNEEnItGGTFKUUFy9epFSpUgbbZokSJbhy5Qr58uXD398fLy8vChUqRGxsLPv37+fHH3/kzp07AHTp0oUlS5a88T4lbNJnyZIldOvWLUHQ3L9/n02bNgFxNw4vW7aMtm3bpmv70S+CubVnLVe3/pF41Oem3eJGfXaSLtVCJMWiwsYYWrZsyfvvv0+HDh2wtrZOtP7Ro0fUrVuXixcvArB79+43PqUmYZM+H3zwAfPmzQPihji6ceMGAQEBADg4OLBmzRqaNm36xvtRShEd+oyYiDBsHJywzZb0fDZCiP8x+3w2Gd2GDRtSXO/h4cGPP/5Iq1ZxQ8KvXLnSoNdvROrNmTOH6OhobG1tuXDhgtaN3tnZmQ0bNlC/fn2D7Een02HnkgM7lxwG2Z4QIu3SPYJAZvbym9iVK1fMV0gWZ21tzQ8//MDJkye1oHFzc2PHjh0GCxohRMaQJcMmfvRgQJtNVBjfkiVLOHPmjPb9gwcPaNSoEUeOHAEgZ86c7Ny5k9q1a5urRCGEkVjcabTU2LVrl/a4dOnSZqwk65g/fz69e/fGw8ODnTt3kiNHDho2bKjNefTWW2+xY8cOypUrZ+ZKhRDGkOU+1uv1eiZM+N8d5p06dTJjNVnDb7/9Ru/evVFK8fDhQ3755Re8vb21oClYsCC7d++WoBHCgmW5I5uffvqJQ4cOAdCuXbvXTn8QGRmpTdCVnODg4BTXZ2Vz586lT58+2vfdu3fnr7/+4vbt2wAUK1aMnTt3UrhwYXOVKIQwgSwVNrt27eLLL78EIHfu3MyaNeu1zxk/fjxjxowxdmkW6ZdffqFfv37a9++//z5btmzRhjMqXbo0O3bsIH/+/MltQghhISzuPpvknD17Fi8vL54+fYq9vT1bt27Fx8fntc9L7ZFNwYIFLfo+G6UU+qdPUS9eoHN2xipHjhTvVZkzZw4ffvih9n3Xrl3ZvHkzjx8/BqBSpUps27aN3LlzG712IUTayX026XDt2jWaNGnC06dPsba2ZunSpakKGgB7e/ssPa21/vlzXqxYSej8+cTeuKEtty5cmGw9e+Ls3xErN7cEz5k1axYDBgzQvn/33XdZt26ddrqxZs2abN68GXd3d9O8CCGE2Vn8kc3du3fx8vLi6tWr6HQ6FixYwPvvv2/QfVjqCAIRQUE87tsPFR4etyCJ8cV0jo7k/GUODv/dF3Py5EkqV66sNevcuTPr16/nxYsXAHh5ebFhwwaL+ncSwhJlmGmhM4NHjx7RuHFjrl69CsQNUW/ooLFUEUFBPOreHRXx31D9r34m+W+ZiojgUfceRAQFAXGnxyZNmgTE9fRbs2aNFjSNGzdmy5YtEjRCZEEWexrt+fPnNG3alH/++QeACRMm8NFHH5m5qsxB//w5j/v2AwUkMS1EwsZ6sLLicd9+5D18CCs3Nz7//HMiIiL4v//7P6KjowFo1aoVy5cvx8HBwfgvQAiR4VjkkU1YWBgtWrTg2LFjAIwYMYJhw4aZuarM48WKlXGnzl4XNPH0elR4OC9Wxk0LsGTJEkaPHq0FTadOnVi1apUEjRBZmMUd2URFRdGuXTv+/vtvAD755JME89eLlCmlCJ0/P33P++03lulj6dvvv4nLiLuvZt68eUmOwC2EyDosLmy6dOnCtm3bAPD19aV3794JxuN6lZ2dHZ6enqYqL8PTP32aoNdZaumA2Bs3+OLDD7Wg6d+/P9OnT5fx54QQlhc2q1ev1h7v3LmTihUrpti+cOHCXL9+3chVZR7qv4v56ZVNp+MZ8NlnnzFp0iSZN0YIAVjoNRuRfjpn5zd6fqhSfPPNNxI0QogELO7IxsJvGzI6qxw5sC5cmNibNxN3d06BXiluxsbw5dixDPtvSCAhhIgnRzYiAZ1OR7aePdP13OdNm0nQCCGSJGEjEnH274jO0RFSeWE/Vin0dnb4/TzVyJUJITIrCRuRiJWbGzl/mRM3JM1rAidWKaysrHhrwfxEY6QJIUQ8CRuRJIf69fFYuACdg0Nc6LxysV+vFHqlwN6eXIv+wCGVA5sKIbImCRuRLIf69cl7+BBuo0djVbBggnW39HrudelCwRPHJWiEEK9lcb3RxJtTSjFmzBhcXFz47LPPUP4deWf+b5z59y7ZdDqUoyOL1q2jboMG5i5VCJFJSNiIBJRSjBo1im+//RaA8PBw1q1bx+HDh+PWu7mxefNm3n77bXOWKYTIZCRshEb9d0Pmy2PJzZo1i7t37wKQM2dOtm3bRtWqVc1VohAik5KwEUBc0IwcOZJx48Zpy/LkyaMFTZ48edixYwfly5c3V4lCiExMwkaglOKrr75iwoQJ2jIPDw/u378PQIECBQgICJABS4UQ6SZhk8UppRg+fDgTJ07UluXIkYNHjx4BUKxYMQICAihSpIiZKhRCWAIJmyxMKcWwYcO0aZwBXF1defr0KQClS5dmx44d5M+f31wlCiEshNxnk4Xdu3eP+S9NlObs7ExwcDAAFStWZNeuXRI0QgiDkLDJwvLmzUtAQADZs2fH0dGRF//NZVOjRg0CAwPJnTu3mSsUQlgKCZss7vHjx0RHRxMeHg6Al5cXO3bswN3d3cyVCSEsiYRNFqKUYunSpcTGxgKwZcsWmjdvrh3RNG7cmM2bN+Pq6mrOMoUQFkg6CGQRSikGDx7Mzz//zPbt22nRogVdunQhOjoagFatWrF8+XIcHBzMXKkQwhLplExt+caCg4Nxc3Pj+fPnGfKoQCnFxx9/zPTp07Vl1tbW2hGOv78/ixcvxtbW1lwlCiEyGEO/r8lpNAunlGLgwIEJgkan02lB8/7777NkyRIJGiGEUUnYWDC9Xs9HH33EzJkzEyyPP5j98MMPmT9/PjY2cjZVCGFcEjYWSq/XM2DAAGbNmgXEHc287NNPP2XmzJlYpXLqZyGEeBPyTmOB9Ho9H374IXPmzNGWvXxp7uuvv+aHH35IFEBCCGEscv7EAo0dO5Zff/01yXXjx4/nyy+/NHFFQoisTo5sLFC/fv0oU6ZMouVTp06VoBFCmIWEjQVyd3enQoUK2vc6nY5ff/2Vjz/+2IxVCSGyMjmNZgFiYmKIiLiPoyPExNjy/vsDWb58BRB3P83vv//Ou+++a+YqhRBZmYRNJqbXBxMRvppbt6bg4RFJZETc8s8/jyJ79hysWhXGr78upV27duYtVAiR5ckIAgZgjhEEoqL2EhL8MUqFo5TCyup/Pcv0+rgfqVL2ZM8xAzu7eiapSQhhOWQEAfFf0PRDrw9HpyNB0EDc91ZWOqytowkJ7kdU1F4zVSqEEHEkbDIZvT6YkOCP0ev1vP5+TAWo/9oHm6A6IYRImoRNJhMevhqlwlMRNPEUEEFk5FojViWEECmTsMlEoqOjuXXzJ9JzmS0i/I90PU8IIQxBwiaTiImJoV+/zuTKFZXoGs3rKfT6Wyj1zBilCSHEa0nYZBKxsbHo9aFvtA2lwgxUjRBCpI2ETSZhb2/PkCFfvdE2dDonA1UjhBBpI2GTSRw7doyGDTtw9VqUdh9N6umwsiqITpfdGKUJIcRrSdhkUFFRUQwcOJAbN26wf/9+fH19efz4MXPnPgXSPjWAg2M3mVJACGE2MlxNBhQVFUWnTp1Yu3Ytq1atIjg4mLCwuOstN66XwcoqHIggrlvz61gB9tjbtzFixUIIkTI5sslgoqKi8Pf3Z+3auPti7t27pwVNo0aNWLV6Gy6uPxN3dPO6I5W49S6u07CyMs0wOkIIkRQJmwwkMjKSjh07sm7dukTrWrZsyfr163F2dsbOrh4urnMAB5IOnfhlDri4/oKdXV2j1y6EECmR02gZRGRkJB06dGDjxo2J1vn7+7No0SLs7Oy0ZXZ29cjhHkRk5Foiwv9Ar7+lrbOyKoCDYzfs7dtiZeVikvqFECIlEjYZQEREBB06dGDTpk2J1nXr1o3ffvsNG5vEPyorK1ccHbvh4NAVpZ6hVBg6nRM6XXbpDCCEyFAkbMwsIiKC9u3bs3nz5kTr+vXrx8yZM7F6zUBoOp0OnS4HkMNIVQohxJuRazZmtnjx4iSDZsiQIcyaNeu1QSOEEJmBvJOZWc+ePaldu3aCZSNHjuTHH3+UU2FCCIshp9HMSCnFsGHDOHDggLZs3LhxDB8+3IxVCSGE4cmRjYmFhYVx8uRJ9Ho9AwcO5IcfftDWTZkyRYJGCGGR5MjGhMLCwmjdujUHDx7Ex8dH6+as0+mYM2cOffr0MXOFQghhHBI2JvLixQtatWpFYGAggBY01tbWLFy4kPfee8+c5QkhhFFJ2JjAixcvaNmyJUFBQQmW29ra8ueff9K+fXvzFCaEECYiYWNkoaGhtGjRgt27dydY7uDgwKpVq2jevLmZKhNCCNORsDGi0NBQmjdvzp49exIsd3Z2Zt26dfj6+pqpMiGEMC0JGyMJCQmhefPm7N27N8FyV1dXNm/eTJ06dcxUmRBCmJ6EjRHExsbSsmXLREHj7u7Otm3bqFatmpkqE0II85D7bIzA2tqa1q1bJ1iWJ08egoKCJGiEEFmSHNkYwY0bN5g1a5b2ff78+QkICKBUqVJmrEoIIcxHwsbALl++jK+vL7duxc0vU7RoUQICAihatKiZKxNCCPOR02gGNGXKFLy9vbWg8fT0ZPfu3RI0QogsT6eUUuYuIrN7/vw52bNnT7CsbNmyrF27lty5c5unKCGEeAPBwcEULFiQZ8+e4ebm9sbbk9NoBhASEpJo2T///EPJkiXNUI0QQhjO48ePDRI2cmRjAHq9nrt37+Li4iJz0CQh/hPSrVu3cHV1NXc5woDkZ2u5nj9/TqFChXj69GmiMzfpIUc2BmBlZUWBAgXMXUaG5+rqKm9IFkp+tpbLULMFSwcBIYQQRidhI4QQwugkbIQQQhidhI0QQgijk7ARQghhdBI2QgghjE7CRgghhNFJ2Aijs7e3Z9SoUdjb25u7FGFg8rO1XIb+2coIAkIIIYxOjmyEEEIYnYSNEEIIo5OwEUIIYXQSNkIIIYxOwkYY1LFjxxg3bhx+fn4ULFgQe3t7smXLhqenJz169GDPnj3mLlEYwdChQ9HpdNpXUFCQuUsSb+DRo0d8//331K1bl7feegt7e3vy5ctHrVq1+OKLL9i/f3+atym90YTB+Pj4sHv37te269atG3PnzsXOzs4EVQljO3nyJNWrVycmJkZbFhgYSP369c1XlEi3FStW0L9/fx4/fpxsmzZt2rBmzZo0bVfmsxEGc+fOHQDy5cuHv78/Xl5eFCpUiNjYWPbv38+PP/7InTt3+OOPP4iJiWHJkiVmrli8Kb1eT58+fYiJiSF37tw8ePDA3CWJN/D777/Ts2dP9Ho9uXPnpn///tSrVw93d3fu3bvHlStXWL9+Pba2tmnfuBLCQFq0aKGWLVumYmJiklz/8OFD5enpqQAFqN27d5u4QmFoP/30kwJU6dKl1fDhw7WfbWBgoLlLE2n0zz//KHt7ewUoLy8v9ezZs2TbRkZGpnn7cs1GGMyGDRvo1KkT1tbWSa738PDgxx9/1L5fuXKlqUoTRnDr1i2+/vprAGbNmiWnRTO5QYMGERkZiYeHB6tXr8bNzS3Ztun5WUvYCJN6+Tz+lStXzFeIeGMDBgwgNDSU7t27y/WZTO78+fMEBAQAMHDgQDw8PAy+DwkbYVJRUVHaY0PNbS5Mb/ny5WzYsAF3d3cmTZpk7nLEG1qxYoX22N/fX3v89OlTLl26lGJngdSSv3ZhUrt27dIely5d2oyViPR69uwZn3zyCQATJ04kV65cZq5IvKkDBw4A4ObmRpkyZVi8eDGVKlXC3d0dT09PPDw8KFasGGPGjCE0NDRd+5CwESaj1+uZMGGC9n2nTp3MWI1Ir6FDh3Lv3j3q1KlD7969zV2OMIB//vkHgCJFijBo0CC6du3KqVOnErS5du0ao0eP5u233+bu3btp3oeEjTCZn376iUOHDgHQrl07qlevbuaKRFrt3buXuXPnYmNjw+zZs9HpdOYuSRjAkydPgLhrNzNmzCB79uzMnj2bBw8eEBERweHDh/Hz8wPgzJkz+Pv7o9fr07QPCRthErt27eLLL78EIHfu3MyaNcvMFYm0ioqKom/fviilGDJkCBUqVDB3ScJAXrx4AUBkZCTW1tZs3ryZfv36kStXLuzt7alevTobNmzQAmffvn2sXr06TfuQsBFGd/bsWdq1a0dMTAz29vYsX76cPHnymLsskUbjxo3j3LlzFCpUiFGjRpm7HGFADg4O2mN/f39q166dqI2VlVWCziBLly5N0z4kbIRRXbt2jSZNmvD06VOsra1ZunQpPj4+5i5LpNH58+cZP348ANOmTcPZ2dnMFQlDcnFx0R7HH70kpVy5cuTPnx+Aw4cPp2kfMlyNMJq7d+/SqFEj7t69i06n47fffqNdu3bmLkukw08//URUVBTFihUjLCyMP//8M1GbM2fOaI937tzJvXv3AGjVqpWEUwZXsGBB7edVoECB17a9c+dOmocmkrARRvHo0SMaN27M1atXgbhPw++//76ZqxLpFRkZCcDVq1fp0qXLa9t/++232uNr165J2GRw5cqV045UYmNjU2wbv97GJm3xIafRhME9f/6cpk2bat0pJ0yYwEcffWTmqoQQyfH29tYev25kj/gPkPGn01JLwkYYVFhYGC1atODYsWMAjBgxgmHDhpm5KvGmFixYgFIqxa+XOw0EBgZqy4sUKWK+wkWqtG7dWhvJOaVeZrt27dJGE/Dy8krTPiRshMFERUXRrl07/v77bwA++eQTvvvuOzNXJYR4nZw5c/LBBx8AsH379iSvyYWEhDB48GDt+379+qVpH3LNRhhMly5d2LZtGwC+vr707t07wUXjV9nZ2eHp6Wmq8oQQKRgzZgwbN27k5s2bdOvWjb///pv27dvj6urK6dOnmThxIufPnwegf//+1KhRI03bl5k6hcGk9W7ywoULc/36deMUI0xu9OjRjBkzBpCZOjOrc+fO0bp1ay5fvpxsm169ejF79uw0T6Amp9GEEEIAUKZMGU6cOMGkSZOoVasW7u7u2NnZUaBAAd555x127tzJvHnz0jVTpxzZCCGEMDo5shFCCGF0EjZCCCGMTsJGCCGE0UnYCCGEMDoJGyGEEEYnYSOEEMLoJGyEEEIYnYSNEEIIo5OwEUIIYXQSNkIIIYxOwkYIIYTRSdgIIYQwOgkbIbKg6OhoSpUqhU6nY9myZeYu540NGDAAnU5H9+7dzV2KSIaEjciQZs2ahU6nS/LL2dmZ0qVL8+GHH3Lu3Dlzl5opTZs2jYsXL1KmTBn8/f3NXc4bGz58OHZ2dvzxxx8cPnzY3OWIJEjYiAzpxIkTya4LCwvjwoULzJkzhypVqljEJ3NTCg0NZfz48QB88803WFll/reBggUL0r17d5RSjBw50tzliCTIfDYiQ6pVqxaHDh3Czc2NvXv3asujoqK4cuUKU6ZMYd++fQA4Ojpy6dIl8ufPb65yM5VJkyYxdOhQChYsyPXr1y0ibAAuXLhA6dKlATh06FCapy0WxmUZv2XCouj1es6cOQNAhQoVKF++vPZVtWpV/P392bNnD7Vr1wYgPDycpUuXmrPkTCM2Npbp06cD0KVLF4sJGoBSpUpRtWpVAKZOnWrmasSrLOc3TViMCxcuEBYWBkDFihWTbGNlZUX//v2178+ePWuS2jK77du3c/PmTQC6du1q5moM77333gNg1apVPH/+3MzViJdJ2IgM5+XrNRUqVEi2XeHChbXHMTExxizJYixfvhyAkiVLpvhvO3r0aK1DBkBERASTJk2iatWquLi44OLiQs2aNZk+fXqy//avbiM4OJjRo0dToUIFsmXLRp48eWjevLl2OjTegwcPGDlyJOXKlcPZ2ZmcOXPSpk0bjh8//trX16FDB63etWvXvv4fRJiMjbkLEOJVL4dNckc2APfv39ceFy1a1JglWYzAwEAA7RRkaty/f5+mTZty8uTJBMsPHz7M4cOH2bZtG2vWrEnxlNytW7do1KgRFy9e1Ja9ePGCzZs3s23bNpYuXYq/vz+nTp2iefPm3LlzR2sXFhbGunXr2Lp1K5s2bcLX1zfZ/RQuXJi8efPy77//EhQUxPvvv5/q1ymMS45sRIbzctiUL18+2XZr1qzRHrdp08aIFVmG27dvc/36dYA0XTxv3749586d4+OPP2b79u0cPXqUJUuWUKZMGQDWr1/Pr7/+muI2/P39uX37NsOHD2fXrl0cPnyYn376CVdXV2JjY+nduzfXrl2jZcuWhIeHM3bsWPbu3cvBgwcZM2YMdnZ2REZG0rNnT6KiolLcV/xr27NnT6pfozABJUQGkydPHgWoIkWKJNvmr7/+UlZWVgpQHTt2NGF1mdeyZcsUoAC1Z8+eFNuOGjVKa2tra6sCAwMTtXn8+LH2s6pYsWKK27C3t1cHDhxI1Gbjxo1am1y5cikPDw91+fLlRO1mzJihtVu9enWKtY8ZM0Zre//+/RTbCtORIxuRody7d087PfbqNYXIyEhOnz7Np59+SseOHdHr9dSrV4/ffvvNHKVmOrdv39Ye586dO9XPGzRoEPXr10+03N3dnZ49ewJw6tSpFC/IDx48mFq1aiVa3rx5c+3a28OHD/nuu+8oXrx4onY9e/bEwcEBeP0Ry8uv7eXTccK85JqNyFBevgi8fv167eLyq6pVq0avXr3o27cvNjbya5waDx8+1B7nyJEj1c+L7+GVlGrVqmmPr127RuXKlZNs17lz52S3UbFiRW7cuIFOp6NTp05JtnF0dKRkyZKcPn2aq1evplivu7u79vjl1yzMS45sRIaS0sgBLwsNDcXPz0+CJg2ePHmiPU5L2MTfKJmUl9/YQ0JCkm3n6emZ7Lrs2bMD4OHhkWJd8e1S2g8kfG2PHz9Osa0wHQkbkaG8HDZBQUGcPn2a06dPc/DgQf744w+qVKkCxN2LI4Mupk38aSiIuxE2tZycnJJd93IPtNjY2DfaRkptXm6X0n4g4WtzdHRMsa0wHflYKDKU+LDx8PDAx8cnwbqaNWvSsWNHqlevztmzZ9mzZw9Hjx5NcCpHJC9Xrlza4ydPnuDi4mLGaozn5SO4l1+zMC85shEZRlhYGJcvXwbQjmBe5eDgkGCgxUWLFqW4zZCQEEaMGEHx4sVxcHCgYsWKrF69mj179qDT6RgzZky6ao2NjWXevHl4eXnh5uaGg4MDNWrUSNAdO97bb7+NTqdLNBrx06dPKVeuHA4ODuzatUtbHn+tatKkSUyfPp1q1arh7OyMi4sL7du3T/dF75ffeJ8+fZqubWQGL782CZuMQ8JGZBgnT55Er9cDJHuhGeLuqcmWLRsAq1evTrbd48ePqV27NuPGjaNIkSIMHjyYokWL0rFjR2bOnAkkH2opiYiIwM/Pjw8++ICwsDB69uxJjx49uHr1Ku3atdPu0o83YcIEIG6E5Ze30bp1a86fP8/ixYsTHMXFH93NmzePoUOHUqZMGT788EOKFCnCX3/9RceOHdNcMyTs3ffyzZWWJv61OTs7U6xYMTNXIzTm7nstRLyZM2dq90csWbIkxbZt27bV2p48eTLJNi1atFA6nU7Nnz8/wfLRo0drz71582aa6+zcubMC1IwZMxIsv3nzpsqePbvy9PRM9Bw/Pz8FqL///lvFxsaq9u3bK0DNnDkzUdt27dopQBUoUEBdvHhRWx4ZGakqVqyobSetIiMjlaOjowLU559/nmLbl++RSUlgYKDW7tV7cVK7je7duytAFS5cOMV2Pj4+ClA+Pj4ptqtWrZoCVMOGDVNsJ0xLjmxEhvFy54CUjmwAWrRooT1ev359ovXbtm1j48aNfPjhh/To0SPBuviOBe7u7hQsWDBNNQYEBPDnn38yYMAABgwYkGBdwYIFadKkCRcvXkzUY2r8+PHodDq++eYbPv74Y1avXs0333yTYDDRePHdvxcvXkzJkiW15XZ2dlo35PPnz6ep7vjn16xZE4gbgt8SRUZGcurUKQC8vLzMXI14mXQQEBlGfNg4OTml2FUW4m4G1Ol0KKXYsGEDI0aMSLB+9uzZAAwbNizRc+O766bnFFr88PwxMTGMHj060fpLly4BoF6ZJqpSpUq8++67LF68mICAAPr27Zvk9aJnz55x/fp1atWqhbe3d6L1OXPmBOKmdU6PFi1asGvXLg4dOkRISIjFdRLYvXu39m/z8gcSYX4SNiJDeHUOG2tr6xTb58uXjypVqnDs2DEOHTrEgwcPEtw5vmPHDkqVKpVgZOh49+7dA9IXNjt27ADgl19+SbaNi4sLrq6uiZZ7eHgA4ObmxrRp05J8bvxRTdOmTZNcHz89QFqPyOK9++67DB8+nIiICP766y+LG6hyyZIlQNzcNtWrVzdzNeJlchpNZAgXL17U5rB53Sm0ePGfXPV6PRs3btSWP336lJCQkGTfkIOCgtK0n3jPnj0jNDSUNm3aoJRK9is4ODjRc6dOncrUqVPJkycPz58/T7YXXfzRXaFChZJcv2XLFuzs7NJ9iih//vzaoKWLFy9O1zYyqvgABRKd4hQZgNmuFglhJC9evFCAqlatWqJ10dHRqmzZsgpQZ8+eTdN2nzx5ogBVt27dND1v6dKlSqfTqUaNGqk7d+4oFxcXVbBgQRUeHp6obbdu3RSgfvzxx0TrgoKCFKB69eqVpv2/av/+/QpQ1tbW6tq1a2+0rYzkjz/+UIByd3dXwcHB5i5HvELCRlikIkWKKGtra3XixAltWXR0tOrdu7cClKOjo4qJiUnwnPjeTkmNcByvZMmSytraWgUEBCRaFxERofbv359g2fbt25WdnZ2qUqWK9gY4cuRIBagffvgh0TbKly+vAFW9enUVHR2tLb927ZoqXLiw8vDwULdv307Vv0FK4nvH9e3b9423lRHExsaqMmXKKECNGzfO3OWIJEjYCIsUPyS9q6ur6tu3r/r0009V6dKlVZUqVZSzs7OqXbt2oud4eXm9dvj9+KkNrKysVKtWrdTQoUPVRx99pNq0aaNy5MihevfurbU9evSocnFxUcWKFVP37t3Tlj979kzlyJFD5cyZUz1//lxbHh4ermxsbFSdOnVUzpw5VcWKFdVnn32munfvrlxcXJSzs3OKQZgWp06dUtbW1srW1lbduHHDINs0pz///FMBqmDBgiosLMzc5YgkSNgIi6TX69W4ceNUgQIFlJ2dnfL09FTffPONOnTokALU0KFDE7XPmTOnKlKkSIIjiqTs2rVLtWjRQrm7uysbGxuVJ08eVb16dTVs2DB1/vx5pZRSly9fVnny5FG5cuVSly5dSrSNsWPHKkCNHDlSWxZf21dffaWOHDmivLy8lKOjo3J3d1fvvPOOOnfunAH+Zf7njz/+UKNGjXrt3DaZweLFi9WoUaPUrl27zF2KSIZOqVf6aAphwQYNGsT06dM5evQoVatW1ZafOXOGChUqMGPGDLNdXP7111/p27cvy5YtS3aofSEyK+mNJixOdHR0oqHllVLMmTOH6dOn06ZNmwRBA3ETcuXJk4devXqZstQE4rs9p7WXnBCZgRzZCItz9OhRvLy88PPzo1ixYoSEhLB//35OnTpFxYoV2blzp3ZzZEby9ttvc/r0aYKDgxMM3S+EJZCbOoXFcXJyonHjxuzbt48NGzZgZ2dHqVKlmDhxIoMGDcqQc5zo9XotDCVohCWSIxshhBBGJx+hhBBCGJ2EjRBCCKOTsBFCCGF0EjZCCCGMTsJGCCGE0UnYCCGEMDoJGyGEEEYnYSOEEMLoJGyEEEIYnYSNEEIIo5OwEUIIYXQSNkIIIYzu/wG3JSy+waaYbgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Rg_dir = f'{data_dir}/IDPs/PP'\n", + "\n", + "l = lambda_PP\n", + "\n", + "Rg_sim_vs_protein = []\n", + "Rg_exp_vs_protein = []\n", + "Rg_experr_vs_protein = []\n", + "Rg_simerr_vs_protein = []\n", + "\n", + "for protein in IDPs:\n", + "\n", + " Rg = np.genfromtxt(f'{Rg_dir}/{protein}/lambda_{l}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "\n", + " Rg_sim_vs_protein.append(np.average(Rg))\n", + " Rg_exp_vs_protein.append(exp_Rg_IDPs[protein][0])\n", + " Rg_experr_vs_protein.append(exp_Rg_IDPs[protein][1])\n", + "\n", + " #Block error analysis\n", + " blocks_stat = block.blocking(Rg)\n", + " if errmethod != 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=errmethod)\n", + " elif errmethod == 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=\"knee_loc\",S=2.7)\n", + "\n", + " Rg_simerr_vs_protein.append(err)\n", + "\n", + "Rg_sim_vs_protein = np.array(Rg_sim_vs_protein)\n", + "Rg_exp_vs_protein = np.array(Rg_exp_vs_protein)\n", + "Rg_experr_vs_protein = np.array(Rg_experr_vs_protein)\n", + "Rg_simerr_vs_protein = np.array(Rg_simerr_vs_protein)\n", + "\n", + "#Linear regression\n", + "sample_weight=1.0/(Rg_experr_vs_protein**2)\n", + "reg = LinearRegression(fit_intercept=False).fit(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "r_value = reg.score(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "slope = reg.coef_[0]\n", + "\n", + "#Plot\n", + "fig= plt.figure(figsize=(4,4))\n", + "\n", + "plt.title(f'$λ_{{PP}}$={l}', fontsize=20)\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "\n", + "#axis_max = np.amax(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))+0.5\n", + "#axis_min = np.amin(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))-0.5\n", + "axis_max = 6.0\n", + "axis_min = 0.8\n", + "plt.xlim(axis_min, axis_max)\n", + "plt.ylim(axis_min, axis_max)\n", + "\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#Plot linear fits to data\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "plt.plot([0,100],[0, slope*100], linewidth=2, color='black')\n", + "\n", + "#Pearson corr.\n", + "pearson, pval_pearson = stats.pearsonr(Rg_exp_vs_protein, Rg_sim_vs_protein)\n", + "bootstrap_result = stats.bootstrap((Rg_exp_vs_protein,Rg_sim_vs_protein), pearsonoutput, vectorized=False, paired=True) \n", + "pearson_err = bootstrap_result.standard_error\n", + "plt.text(0.17, 0.81, f'$r_{{P}}$ = {pearson:.2f}±{pearson_err:.2f}', fontsize=15, transform=fig.transFigure)\n", + "\n", + "#Plot data points\n", + "for i,protein in enumerate(IDPs):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein[i], Rg_sim_vs_protein[i], xerr=Rg_experr_vs_protein[i], yerr=Rg_simerr_vs_protein[i], fmt='o', color=colors_IDPs[i], markersize=10)\n", + "\n", + "fig.savefig(f'figures/Rg_IDPs_PP_l{l}.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/Rg_IDPs_PP_l{l}.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "691087c6", + "metadata": {}, + "source": [ + "## Protein-water backbone" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "37ba24a3", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/storage1/thomasen/software/BLOCKING/MonoCV/block.py:59: RuntimeWarning: invalid value encountered in double_scalars\n", + " err = np.sqrt( ((blocks_av - u)**2).sum() / (Nb*(Nb-1)) )\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/numpy/core/shape_base.py:65: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " ary = asanyarray(ary)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Rg_dir = f'{data_dir}/IDPs/PW_BB'\n", + "\n", + "l = lambda_PWBB\n", + "\n", + "Rg_sim_vs_protein = []\n", + "Rg_exp_vs_protein = []\n", + "Rg_experr_vs_protein = []\n", + "Rg_simerr_vs_protein = []\n", + "\n", + "for protein in IDPs:\n", + "\n", + " if l == '1.00':\n", + " Rg = np.genfromtxt(f'{data_dir}/IDPs/PP/{protein}/lambda_{l}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + " else:\n", + " Rg = np.genfromtxt(f'{Rg_dir}/{protein}/lambda_{l}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "\n", + " Rg_sim_vs_protein.append(np.average(Rg))\n", + " Rg_exp_vs_protein.append(exp_Rg_IDPs[protein][0])\n", + " Rg_experr_vs_protein.append(exp_Rg_IDPs[protein][1])\n", + "\n", + " #Block error analysis\n", + " blocks_stat = block.blocking(Rg)\n", + " if errmethod != 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=errmethod)\n", + " elif errmethod == 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=\"knee_loc\",S=2.7)\n", + "\n", + " Rg_simerr_vs_protein.append(err)\n", + "\n", + "Rg_sim_vs_protein = np.array(Rg_sim_vs_protein)\n", + "Rg_exp_vs_protein = np.array(Rg_exp_vs_protein)\n", + "Rg_experr_vs_protein = np.array(Rg_experr_vs_protein)\n", + "Rg_simerr_vs_protein = np.array(Rg_simerr_vs_protein)\n", + "\n", + "#Linear regression\n", + "sample_weight=1.0/(Rg_experr_vs_protein**2)\n", + "reg = LinearRegression(fit_intercept=False).fit(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "r_value = reg.score(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "slope = reg.coef_[0]\n", + "\n", + "#Plot\n", + "fig= plt.figure(figsize=(4,4))\n", + "\n", + "plt.title(f'$λ_{{PW-BB}}$={l}', fontsize=20)\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "\n", + "#axis_max = np.amax(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))+0.5\n", + "#axis_min = np.amin(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))-0.5\n", + "axis_max = 6.0\n", + "axis_min = 0.8\n", + "plt.xlim(axis_min, axis_max)\n", + "plt.ylim(axis_min, axis_max)\n", + "\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#Plot linear fits to data\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "plt.plot([0,100],[0, slope*100], linewidth=2, color='black')\n", + "\n", + "#Pearson corr.\n", + "pearson, pval_pearson = stats.pearsonr(Rg_exp_vs_protein, Rg_sim_vs_protein)\n", + "bootstrap_result = stats.bootstrap((Rg_exp_vs_protein,Rg_sim_vs_protein), pearsonoutput, vectorized=False, paired=True) \n", + "pearson_err = bootstrap_result.standard_error\n", + "plt.text(0.17, 0.81, f'$r_{{P}}$ = {pearson:.2f}±{pearson_err:.2f}', fontsize=15, transform=fig.transFigure)\n", + "\n", + "#Plot data points\n", + "for i,protein in enumerate(IDPs):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein[i], Rg_sim_vs_protein[i], xerr=Rg_experr_vs_protein[i], yerr=Rg_simerr_vs_protein[i], fmt='o', color=colors_IDPs[i], markersize=10)\n", + "\n", + "fig.savefig(f'figures/Rg_IDPs_PWBB_l{l}.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/Rg_IDPs_PWBB_l{l}.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "f33dd6cb", + "metadata": {}, + "source": [ + "# Rg multidomain" + ] + }, + { + "cell_type": "markdown", + "id": "3ae7f6d6", + "metadata": {}, + "source": [ + "## Rg distributions all force fields" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "7f3f2279", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "colors_pltdefault = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", + "\n", + "l_un = '1.00'\n", + "l_PP = '0.88'\n", + "l_PW = '1.10'\n", + "l_PW_BB = '1.22'\n", + "\n", + "#Start plot\n", + "fig, ax = plt.subplots(figsize=(30,15), nrows=3, ncols=5) \n", + "plt.subplots_adjust(hspace = 0.8, wspace=0.3)\n", + "fig.text(0.5, 0.07, '$R_g$ (nm)', ha='center', va='top', fontsize=30)\n", + "fig.text(0.09, 0.5, 'Probability density', ha='center', va='center', fontsize=30, rotation=90)\n", + "\n", + "k=0\n", + "n=0\n", + "#Rg distributions\n", + "for protein in multidomain:\n", + " Rg_un = np.genfromtxt(f'{data_dir}/MPs/PP/{protein}/lambda_{l_un}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + " Rg_PP = np.genfromtxt(f'{data_dir}/MPs/PP/{protein}/lambda_{l_PP}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + " Rg_PW = np.genfromtxt(f'{data_dir}/MPs/PW/{protein}/lambda_{l_PW}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + " Rg_PW_BB = np.genfromtxt(f'{data_dir}/MPs/PW_BB/{protein}/lambda_{l_PW_BB}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "\n", + " Rg_un_avg = np.average(Rg_un)\n", + " Rg_PP_avg = np.average(Rg_PP)\n", + " Rg_PW_avg = np.average(Rg_PW)\n", + " Rg_PW_BB_avg = np.average(Rg_PW_BB)\n", + " \n", + " Rg_exp = exp_Rg_multidomain[protein][0]\n", + " Rg_experr = exp_Rg_multidomain[protein][1]\n", + " \n", + " #Plot title\n", + " ax[k,n].set_title(f'{multidomain_plotnames[protein]}', fontsize=30)\n", + " \n", + " #KDE\n", + " kde_x_un = np.linspace( np.amin(Rg_un)*0.9, np.amax(Rg_un)*1.1, num = 50 )\n", + " kde_y_un = stats.gaussian_kde(Rg_un, bw_method = \"silverman\").evaluate(kde_x_un) \n", + "\n", + " kde_x_PP = np.linspace( np.amin(Rg_PP)*0.9, np.amax(Rg_PP)*1.1, num = 50 )\n", + " kde_y_PP = stats.gaussian_kde(Rg_PP, bw_method = \"silverman\").evaluate(kde_x_PP)\n", + " \n", + " kde_x_PW = np.linspace( np.amin(Rg_PW)*0.9, np.amax(Rg_PW)*1.1, num = 50 )\n", + " kde_y_PW = stats.gaussian_kde(Rg_PW, bw_method = \"silverman\").evaluate(kde_x_PW) \n", + " \n", + " kde_x_PW_BB = np.linspace( np.amin(Rg_PW_BB)*0.9, np.amax(Rg_PW_BB)*1.1, num = 50 )\n", + " kde_y_PW_BB = stats.gaussian_kde(Rg_PW_BB, bw_method = \"silverman\").evaluate(kde_x_PW_BB) \n", + " \n", + " #Plot\n", + " ax[k,n].hist(Rg_un, density=True, color=colors_pltdefault[0], alpha=0.3, bins=30)\n", + " ax[k,n].hist(Rg_PP, density=True, color=colors_pltdefault[1], alpha=0.3, bins=30)\n", + " ax[k,n].hist(Rg_PW, density=True, color=colors_pltdefault[2], alpha=0.3, bins=30)\n", + " ax[k,n].hist(Rg_PW_BB, density=True, color=colors_pltdefault[3], alpha=0.3, bins=30)\n", + "\n", + " if k==0 and n==0:\n", + " ax[k,n].axvline(np.average(Rg_un_avg),linewidth=4, alpha=1, color=colors_pltdefault[0], label='Unmodified')\n", + " ax[k,n].axvline(np.average(Rg_PP_avg),linewidth=4, alpha=1, color=colors_pltdefault[1], label=f'$λ_{{PP}}$={l_PP}')\n", + " ax[k,n].axvline(np.average(Rg_PW_avg),linewidth=4, alpha=1, color=colors_pltdefault[2], label=f'$λ_{{PW}}$={l_PW}')\n", + " ax[k,n].axvline(np.average(Rg_PW_BB_avg),linewidth=4, alpha=1, color=colors_pltdefault[3], label=f'$λ_{{PW}}$={l_PW}')\n", + " ax[k,n].axvline(np.average(Rg_exp),linewidth=4, alpha=1, color='black', label='Experimental')\n", + "\n", + " else:\n", + " ax[k,n].axvline(np.average(Rg_un_avg),linewidth=4, alpha=1, color=colors_pltdefault[0])\n", + " ax[k,n].axvline(np.average(Rg_PP_avg),linewidth=4, alpha=1, color=colors_pltdefault[1])\n", + " ax[k,n].axvline(np.average(Rg_PW_avg),linewidth=4, alpha=1, color=colors_pltdefault[2])\n", + " ax[k,n].axvline(np.average(Rg_PW_BB_avg),linewidth=4, alpha=1, color=colors_pltdefault[3])\n", + " ax[k,n].axvline(np.average(Rg_exp),linewidth=4, alpha=1, color='black')\n", + "\n", + " #Plot\n", + " ax[k,n].plot(kde_x_un, kde_y_un, '-', linewidth=4, color=colors_pltdefault[0])\n", + " ax[k,n].plot(kde_x_PP, kde_y_PP, '-', linewidth=4, color=colors_pltdefault[1])\n", + " ax[k,n].plot(kde_x_PW, kde_y_PW, '-', linewidth=4, color=colors_pltdefault[2])\n", + " ax[k,n].plot(kde_x_PW_BB, kde_y_PW_BB, '-', linewidth=4, color=colors_pltdefault[3])\n", + "\n", + " ax[k,n].tick_params(axis='both', which='major', labelsize=25)\n", + " \n", + " #Iterate over plot panel indeces\n", + " n+=1\n", + " if n==5:\n", + " n=0\n", + " k+=1\n", + " \n", + "fig.savefig(f'figures/Rg_distributions_multidomain.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/Rg_dsitributions_multidomain.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "16a14f45", + "metadata": {}, + "source": [ + "## Unmodified Martini 3" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "d27467b6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/storage1/thomasen/software/BLOCKING/MonoCV/block.py:59: RuntimeWarning: invalid value encountered in double_scalars\n", + " err = np.sqrt( ((blocks_av - u)**2).sum() / (Nb*(Nb-1)) )\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/numpy/core/shape_base.py:65: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " ary = asanyarray(ary)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "l = '1.00'\n", + "\n", + "Rg_sim_vs_protein = []\n", + "Rg_exp_vs_protein = []\n", + "Rg_experr_vs_protein = []\n", + "Rg_simerr_vs_protein = []\n", + "\n", + "for protein in multidomain:\n", + "\n", + " Rg = np.genfromtxt(f'{data_dir}/MPs/PP/{protein}/lambda_{l}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + " \n", + " Rg_sim_vs_protein.append(np.average(Rg))\n", + " Rg_exp_vs_protein.append(exp_Rg_multidomain[protein][0])\n", + " Rg_experr_vs_protein.append(exp_Rg_multidomain[protein][1])\n", + "\n", + " #Block error analysis\n", + " blocks_stat = block.blocking(Rg)\n", + " if errmethod != 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=errmethod)\n", + " elif errmethod == 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=\"knee_loc\",S=2.7)\n", + "\n", + " Rg_simerr_vs_protein.append(err)\n", + "\n", + "Rg_sim_vs_protein = np.array(Rg_sim_vs_protein)\n", + "Rg_exp_vs_protein = np.array(Rg_exp_vs_protein)\n", + "Rg_experr_vs_protein = np.array(Rg_experr_vs_protein)\n", + "Rg_simerr_vs_protein = np.array(Rg_simerr_vs_protein)\n", + "\n", + "#Linear regression\n", + "sample_weight=1.0/(Rg_experr_vs_protein**2)\n", + "reg = LinearRegression(fit_intercept=False).fit(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "r_value = reg.score(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "slope = reg.coef_[0]\n", + "\n", + "#Plot\n", + "fig= plt.figure(figsize=(4,4))\n", + "\n", + "plt.title('Unmodified', fontsize=20)\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "\n", + "axis_max = 4.5\n", + "axis_min = 1.5\n", + "#axis_max = np.amax(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))+0.5\n", + "#axis_min = np.amin(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))-0.5\n", + "plt.xlim(axis_min, axis_max)\n", + "plt.ylim(axis_min, axis_max)\n", + "\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#Plot linear fits to data\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "plt.plot([0,100],[0, slope*100], linewidth=2, color='black')\n", + "\n", + "#Pearson corr.\n", + "pearson, pval_pearson = stats.pearsonr(Rg_exp_vs_protein, Rg_sim_vs_protein)\n", + "bootstrap_result = stats.bootstrap((Rg_exp_vs_protein,Rg_sim_vs_protein), pearsonoutput, vectorized=False, paired=True) \n", + "pearson_err = bootstrap_result.standard_error\n", + "plt.text(0.17, 0.81, f'$r_{{P}}$ = {pearson:.1f}±{pearson_err:.2f}', fontsize=15, transform=fig.transFigure)\n", + "\n", + "#Plot data points\n", + "for i,protein in enumerate(multidomain):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein[i], Rg_sim_vs_protein[i], xerr=Rg_experr_vs_protein[i], yerr=Rg_simerr_vs_protein[i], fmt='o', color=colors_multidomain[i], markersize=10)\n", + " \n", + "fig.savefig('figures/Rg_multidomain_unmodified.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig('figures/Rg_multidomain_unmodified.pdf', bbox_inches='tight', pad_inches=1, dpi=400)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "dcb4928a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/numpy/core/shape_base.py:65: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " ary = asanyarray(ary)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plot\n", + "fig= plt.figure(figsize=(4,4))\n", + "\n", + "plt.title('Unmodified', fontsize=20)\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "\n", + "axis_max = np.amax(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))+0.5\n", + "axis_min = np.amin(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))-0.5\n", + "plt.xlim(axis_min, axis_max)\n", + "plt.ylim(axis_min, axis_max)\n", + "\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#Plot linear fits to data\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "plt.plot([0,100],[0, slope*100], linewidth=2, color='black')\n", + "\n", + "#plt.text(0.8, 0.2, f'$r_P$ = {pearson:.2f}', fontsize=20)\n", + "\n", + "#Plot data points\n", + "for i,protein in enumerate(multidomain):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein[i], Rg_sim_vs_protein[i], xerr=Rg_experr_vs_protein[i], yerr=Rg_simerr_vs_protein[i], fmt='o', color=colors_multidomain[i], markersize=10, label=multidomain_plotnames[protein])\n", + "\n", + "#plt.legend(fontsize=20, ncol=int(len(multidomain)/3), bbox_to_anchor=(1.15, 1.15))\n", + "plt.legend(fontsize=20, ncol=2, bbox_to_anchor=(1.15, 1.15))\n", + " \n", + "fig.savefig('figures/multidomain_legend.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig('figures/multidomain_legend.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "9f6f6f61", + "metadata": {}, + "source": [ + "## Protein-water" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "1f08426e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/storage1/thomasen/software/BLOCKING/MonoCV/block.py:59: RuntimeWarning: invalid value encountered in double_scalars\n", + " err = np.sqrt( ((blocks_av - u)**2).sum() / (Nb*(Nb-1)) )\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/numpy/core/shape_base.py:65: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " ary = asanyarray(ary)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Rg_dir = f'{data_dir}/MPs/PW'\n", + "\n", + "l = lambda_PW\n", + "\n", + "Rg_sim_vs_protein = []\n", + "Rg_exp_vs_protein = []\n", + "Rg_experr_vs_protein = []\n", + "Rg_simerr_vs_protein = []\n", + "\n", + "for protein in multidomain:\n", + "\n", + " Rg = np.genfromtxt(f'{Rg_dir}/{protein}/lambda_{l}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "\n", + " Rg_sim_vs_protein.append(np.average(Rg))\n", + " Rg_exp_vs_protein.append(exp_Rg_multidomain[protein][0])\n", + " Rg_experr_vs_protein.append(exp_Rg_multidomain[protein][1])\n", + "\n", + " #Block error analysis\n", + " blocks_stat = block.blocking(Rg)\n", + " if errmethod != 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=errmethod)\n", + " elif errmethod == 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=\"knee_loc\",S=2.7)\n", + "\n", + " Rg_simerr_vs_protein.append(err)\n", + "\n", + "Rg_sim_vs_protein = np.array(Rg_sim_vs_protein)\n", + "Rg_exp_vs_protein = np.array(Rg_exp_vs_protein)\n", + "Rg_experr_vs_protein = np.array(Rg_experr_vs_protein)\n", + "Rg_simerr_vs_protein = np.array(Rg_simerr_vs_protein)\n", + "\n", + "#Linear regression\n", + "sample_weight=1.0/(Rg_experr_vs_protein**2)\n", + "reg = LinearRegression(fit_intercept=False).fit(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "r_value = reg.score(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "slope = reg.coef_[0]\n", + "\n", + "#Plot\n", + "fig= plt.figure(figsize=(4,4))\n", + "\n", + "plt.title(f'$λ_{{PW}}$={l}', fontsize=20)\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "\n", + "axis_max = 4.5\n", + "axis_min = 1.5\n", + "#axis_max = np.amax(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))+0.5\n", + "#axis_min = np.amin(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))-0.5\n", + "plt.xlim(axis_min, axis_max)\n", + "plt.ylim(axis_min, axis_max)\n", + "\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#Plot linear fits to data\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "plt.plot([0,100],[0, slope*100], linewidth=2, color='black')\n", + "\n", + "#Pearson corr.\n", + "pearson, pval_pearson = stats.pearsonr(Rg_exp_vs_protein, Rg_sim_vs_protein)\n", + "bootstrap_result = stats.bootstrap((Rg_exp_vs_protein,Rg_sim_vs_protein), pearsonoutput, vectorized=False, paired=True) \n", + "pearson_err = bootstrap_result.standard_error\n", + "plt.text(0.17, 0.81, f'$r_{{P}}$ = {pearson:.1f}±{pearson_err:.2f}', fontsize=15, transform=fig.transFigure)\n", + "\n", + "#Plot data points\n", + "for i,protein in enumerate(multidomain):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein[i], Rg_sim_vs_protein[i], xerr=Rg_experr_vs_protein[i], yerr=Rg_simerr_vs_protein[i], fmt='o', color=colors_multidomain[i], markersize=10)\n", + "\n", + "fig.savefig(f'figures/Rg_multidomain_PW_l{l}.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/Rg_multidomain_PW_l{l}.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "e95df54e", + "metadata": {}, + "source": [ + "## Protein-protein" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "b175ba36", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/storage1/thomasen/software/BLOCKING/MonoCV/block.py:59: RuntimeWarning: invalid value encountered in double_scalars\n", + " err = np.sqrt( ((blocks_av - u)**2).sum() / (Nb*(Nb-1)) )\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/numpy/core/shape_base.py:65: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " ary = asanyarray(ary)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Rg_dir = f'{data_dir}/MPs/PP'\n", + "\n", + "l = lambda_PP\n", + "\n", + "Rg_sim_vs_protein = []\n", + "Rg_exp_vs_protein = []\n", + "Rg_experr_vs_protein = []\n", + "Rg_simerr_vs_protein = []\n", + "\n", + "for protein in multidomain:\n", + "\n", + " Rg = np.genfromtxt(f'{Rg_dir}/{protein}/lambda_{l}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "\n", + " Rg_sim_vs_protein.append(np.average(Rg))\n", + " Rg_exp_vs_protein.append(exp_Rg_multidomain[protein][0])\n", + " Rg_experr_vs_protein.append(exp_Rg_multidomain[protein][1])\n", + "\n", + " #Block error analysis\n", + " blocks_stat = block.blocking(Rg)\n", + " if errmethod != 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=errmethod)\n", + " elif errmethod == 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=\"knee_loc\",S=2.7)\n", + "\n", + " Rg_simerr_vs_protein.append(err)\n", + "\n", + "Rg_sim_vs_protein = np.array(Rg_sim_vs_protein)\n", + "Rg_exp_vs_protein = np.array(Rg_exp_vs_protein)\n", + "Rg_experr_vs_protein = np.array(Rg_experr_vs_protein)\n", + "Rg_simerr_vs_protein = np.array(Rg_simerr_vs_protein)\n", + "\n", + "#Linear regression\n", + "sample_weight=1.0/(Rg_experr_vs_protein**2)\n", + "reg = LinearRegression(fit_intercept=False).fit(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "r_value = reg.score(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "slope = reg.coef_[0]\n", + "\n", + "#Plot\n", + "fig= plt.figure(figsize=(4,4))\n", + "\n", + "plt.title(f'$λ_{{PP}}$={l}', fontsize=20)\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "\n", + "#axis_max = np.amax(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))+0.5\n", + "#axis_min = np.amin(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))-0.5\n", + "axis_max = 4.5\n", + "axis_min = 1.5\n", + "plt.xlim(axis_min, axis_max)\n", + "plt.ylim(axis_min, axis_max)\n", + "\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#Plot linear fits to data\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "plt.plot([0,100],[0, slope*100], linewidth=2, color='black')\n", + "\n", + "#Pearson corr.\n", + "pearson, pval_pearson = stats.pearsonr(Rg_exp_vs_protein, Rg_sim_vs_protein)\n", + "bootstrap_result = stats.bootstrap((Rg_exp_vs_protein,Rg_sim_vs_protein), pearsonoutput, vectorized=False, paired=True) \n", + "pearson_err = bootstrap_result.standard_error\n", + "plt.text(0.17, 0.81, f'$r_{{P}}$ = {pearson:.1f}±{pearson_err:.2f}', fontsize=15, transform=fig.transFigure)\n", + "\n", + "#Plot data points\n", + "for i,protein in enumerate(multidomain):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein[i], Rg_sim_vs_protein[i], xerr=Rg_experr_vs_protein[i], yerr=Rg_simerr_vs_protein[i], fmt='o', color=colors_multidomain[i], markersize=10)\n", + "\n", + "fig.savefig(f'figures/Rg_multidomain_PP_l{l}.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/Rg_multidomain_PP_l{l}.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "8c5fb085", + "metadata": {}, + "source": [ + "## Protein-water backbone" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "531e941a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/storage1/thomasen/software/BLOCKING/MonoCV/block.py:59: RuntimeWarning: invalid value encountered in double_scalars\n", + " err = np.sqrt( ((blocks_av - u)**2).sum() / (Nb*(Nb-1)) )\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/numpy/core/shape_base.py:65: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " ary = asanyarray(ary)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Rg_dir = f'{data_dir}/MPs/PW_BB'\n", + "\n", + "l = lambda_PWBB\n", + "\n", + "Rg_sim_vs_protein = []\n", + "Rg_exp_vs_protein = []\n", + "Rg_experr_vs_protein = []\n", + "Rg_simerr_vs_protein = []\n", + "\n", + "for protein in multidomain:\n", + "\n", + " if l == '1.00':\n", + " Rg = np.genfromtxt(f'{data_dir}/MPs/PP/{protein}/lambda_{l}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + " else:\n", + " Rg = np.genfromtxt(f'{Rg_dir}/{protein}/lambda_{l}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "\n", + " Rg_sim_vs_protein.append(np.average(Rg))\n", + " Rg_exp_vs_protein.append(exp_Rg_multidomain[protein][0])\n", + " Rg_experr_vs_protein.append(exp_Rg_multidomain[protein][1])\n", + "\n", + " #Block error analysis\n", + " blocks_stat = block.blocking(Rg)\n", + " if errmethod != 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=errmethod)\n", + " elif errmethod == 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=\"knee_loc\",S=2.7)\n", + "\n", + " Rg_simerr_vs_protein.append(err)\n", + "\n", + "Rg_sim_vs_protein = np.array(Rg_sim_vs_protein)\n", + "Rg_exp_vs_protein = np.array(Rg_exp_vs_protein)\n", + "Rg_experr_vs_protein = np.array(Rg_experr_vs_protein)\n", + "Rg_simerr_vs_protein = np.array(Rg_simerr_vs_protein)\n", + "\n", + "#Linear regression\n", + "sample_weight=1.0/(Rg_experr_vs_protein**2)\n", + "reg = LinearRegression(fit_intercept=False).fit(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "r_value = reg.score(Rg_exp_vs_protein.reshape(-1,1),Rg_sim_vs_protein.reshape(-1,1),sample_weight=sample_weight)\n", + "slope = reg.coef_[0]\n", + "\n", + "#Plot\n", + "fig= plt.figure(figsize=(4,4))\n", + "\n", + "plt.title(f'$λ_{{PW-BB}}$={l}', fontsize=20)\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "\n", + "#axis_max = np.amax(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))+0.5\n", + "#axis_min = np.amin(np.concatenate((Rg_sim_vs_protein, Rg_exp_vs_protein)))-0.5\n", + "axis_max = 4.5\n", + "axis_min = 1.5\n", + "plt.xlim(axis_min, axis_max)\n", + "plt.ylim(axis_min, axis_max)\n", + "\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#Plot linear fits to data\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "plt.plot([0,100],[0, slope*100], linewidth=2, color='black')\n", + "\n", + "#Pearson corr.\n", + "pearson, pval_pearson = stats.pearsonr(Rg_exp_vs_protein, Rg_sim_vs_protein)\n", + "bootstrap_result = stats.bootstrap((Rg_exp_vs_protein,Rg_sim_vs_protein), pearsonoutput, vectorized=False, paired=True) \n", + "pearson_err = bootstrap_result.standard_error\n", + "plt.text(0.17, 0.81, f'$r_{{P}}$ = {pearson:.1f}±{pearson_err:.2f}', fontsize=15, transform=fig.transFigure)\n", + "\n", + "#Plot data points\n", + "for i,protein in enumerate(multidomain):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein[i], Rg_sim_vs_protein[i], xerr=Rg_experr_vs_protein[i], yerr=Rg_simerr_vs_protein[i], fmt='o', color=colors_multidomain[i], markersize=10)\n", + "\n", + "fig.savefig(f'figures/Rg_multidomain_PWBB_l{l}.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/Rg_multidomain_PWBB_l{l}.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "2ed1cdd4", + "metadata": {}, + "source": [ + "## mTurq-mNeon series" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "878abd66", + "metadata": {}, + "outputs": [], + "source": [ + "series_type = 'GS'\n", + "force_fields=['Unmodified', 'PW', 'PP']\n", + "\n", + "\n", + "multidomain_series = []\n", + "for protein in multidomain:\n", + " if series_type in protein:\n", + " multidomain_series.append(protein)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "600c1366", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/storage1/thomasen/software/BLOCKING/MonoCV/block.py:59: RuntimeWarning: invalid value encountered in double_scalars\n", + " err = np.sqrt( ((blocks_av - u)**2).sum() / (Nb*(Nb-1)) )\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/scipy/stats/stats.py:4023: PearsonRConstantInputWarning: An input array is constant; the correlation coefficient is not defined.\n", + " warnings.warn(PearsonRConstantInputWarning())\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unmodified r_pearson = 0.5703572180566223+-0.6486733865898353\n", + "PW r_pearson = 0.916906846601466+-0.09333785323625166\n", + "PP r_pearson = 0.8893425484023101+-0.09784154446597422\n" + ] + } + ], + "source": [ + "Rg_exp_vs_protein = []\n", + "Rg_exp_err_vs_protein = []\n", + "for protein in multidomain_series:\n", + " Rg_exp_vs_protein.append(exp_Rg_multidomain[protein][0])\n", + " Rg_exp_err_vs_protein.append(exp_Rg_multidomain[protein][1])\n", + "Rg_exp_vs_protein = np.array(Rg_exp_vs_protein)\n", + "Rg_exp_err_vs_protein = np.array(Rg_exp_err_vs_protein)\n", + "\n", + "Rg_sim_vs_protein_vs_ff={}\n", + "pearson_vs_ff={}\n", + "for ffmod in force_fields:\n", + " Rg_dir = f'{data_dir}/MPs/{ffmod}'\n", + " \n", + " Rg_sim_vs_protein = []\n", + " Rg_simerr_vs_protein = []\n", + " for protein in multidomain_series:\n", + " if ffmod == 'Unmodified':\n", + " Rg = np.genfromtxt(f'{data_dir}/MPs/PP/{protein}/lambda_1.00/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + " elif ffmod == 'PW':\n", + " Rg = np.genfromtxt(f'{Rg_dir}/{protein}/lambda_1.10/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + " elif ffmod == 'PP':\n", + " Rg = np.genfromtxt(f'{Rg_dir}/{protein}/lambda_0.88/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "\n", + " Rg_sim_vs_protein.append(np.average(Rg))\n", + "\n", + " #Block error analysis\n", + " blocks_stat = block.blocking(Rg)\n", + " if errmethod != 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=errmethod)\n", + " elif errmethod == 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=\"knee_loc\",S=2.7)\n", + " Rg_simerr_vs_protein.append(err)\n", + "\n", + " Rg_sim_vs_protein = np.array(Rg_sim_vs_protein)\n", + " Rg_simerr_vs_protein = np.array(Rg_simerr_vs_protein)\n", + " \n", + " Rg_sim_vs_protein_vs_ff[ffmod] = [Rg_sim_vs_protein, Rg_simerr_vs_protein]\n", + " \n", + " #Pearson corr.\n", + " pearson, pval_pearson = stats.pearsonr(Rg_exp_vs_protein, Rg_sim_vs_protein)\n", + " check=False\n", + " while check == False:\n", + " bootstrap_result = stats.bootstrap((Rg_exp_vs_protein, Rg_sim_vs_protein), pearsonoutput, vectorized=False, paired=True) \n", + " pearson_err = bootstrap_result.standard_error\n", + " if np.isnan(pearson_err) == False:\n", + " check=True \n", + " pearson_vs_ff[ffmod] = [pearson, pearson_err]\n", + "\n", + " print(f'{ffmod} r_pearson = {pearson}+-{pearson_err}')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "id": "78a825bf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "colors_pltdefault = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", + "\n", + "axischeck = Rg_exp_vs_protein\n", + "for ff in force_fields:\n", + " axischeck = np.concatenate((axischeck,Rg_sim_vs_protein_vs_ff[ff][0]))\n", + "\n", + "axismax = np.amax(axischeck)\n", + "axismin = np.amin(axischeck)\n", + "axismax += 0.02*axismax \n", + "axismin -= 0.02*axismax \n", + "\n", + "fig = plt.figure(figsize=(4,4))\n", + "\n", + "for i,ff in enumerate(force_fields):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein, Rg_sim_vs_protein_vs_ff[ff][0], xerr=Rg_exp_err_vs_protein, yerr=Rg_sim_vs_protein_vs_ff[ff][1], fmt='o', ms=5, c=colors_pltdefault[i])\n", + " \n", + "plt.gca().add_patch(plt.Rectangle((3.1, 3.05), 1.2, 0.6, edgecolor='black', facecolor='none', lw=1))\n", + "plt.gca().add_patch(plt.Rectangle((3.1, 2.5), 1.2, 0.3, edgecolor='black', facecolor='none', lw=1))\n", + "\n", + "#plot diagonal\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "\n", + "plt.xlim(axismin, axismax)\n", + "plt.ylim(axismin, axismax)\n", + "\n", + "#plt.xlim(2.5, 3.0)\n", + "#plt.ylim(axismin, axismax)\n", + "\n", + "plt.xticks([2.5, 3.0, 3.5, 4.0])\n", + "plt.yticks([2.5, 3.0, 3.5, 4.0])\n", + "\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "fig.savefig(\"figures/GSproteins_Rgsim_vs_Rgexp_withboxes.png\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(\"figures/GSproteins_Rgsim_vs_Rgexp_withboxes.pdf\", bbox_inches='tight', pad_inches=1, dpi=400)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "3ca1a26c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(5,1.25))\n", + "\n", + "ff='Unmodified'\n", + "plt.errorbar(Rg_exp_vs_protein, Rg_sim_vs_protein_vs_ff[ff][0], xerr=Rg_exp_err_vs_protein, yerr=Rg_sim_vs_protein_vs_ff[ff][1], fmt='o', ms=5, c=colors_pltdefault[0])\n", + "pearson=pearson_vs_ff[ff][0]\n", + "pearson_err=pearson_vs_ff[ff][1]\n", + "plt.title(f'$r_{{Pearson}}$={pearson:.1f}±{pearson_err:.1f}', fontsize=20, c=colors_pltdefault[0])\n", + "\n", + "#plot diagonal\n", + "x=[0,5]\n", + "y=[0,5]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "\n", + "for i,protein in enumerate(multidomain_series):\n", + " plt.text(Rg_exp_vs_protein[i]+0.01, Rg_sim_vs_protein_vs_ff[ff][0][i]+0.02, protein, fontsize=12, rotation=30)\n", + "\n", + "plt.xlim(3.1, 4.3) #1.2 diff\n", + "plt.ylim(2.5, 2.8) #0.6 diff\n", + "\n", + "#plt.xticks([2.6, 2.8, 3.0, 3.2])\n", + "#plt.yticks([2.6, 2.8, 3.0, 3.2])\n", + "\n", + "#plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "#plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "fig.savefig(\"figures/GSproteins_Rgsim_vs_Rgexp_Unmodifiedonly.pdf\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(\"figures/GSproteins_Rgsim_vs_Rgexp_Unmodifiedonly.png\", bbox_inches='tight', pad_inches=1, dpi=400)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "id": "d8726b7f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(5,2.5))\n", + "\n", + "ff='PW'\n", + "plt.errorbar(Rg_exp_vs_protein, Rg_sim_vs_protein_vs_ff[ff][0], xerr=Rg_exp_err_vs_protein, yerr=Rg_sim_vs_protein_vs_ff[ff][1], fmt='o', ms=5, c=colors_pltdefault[1])\n", + "pearson=pearson_vs_ff[ff][0]\n", + "pearson_err=pearson_vs_ff[ff][1]\n", + "plt.title(f'$r_{{Pearson}}$={pearson:.1f}±{pearson_err:.1f}', fontsize=20, c=colors_pltdefault[1])\n", + "\n", + "#plot diagonal\n", + "x=[0,5]\n", + "y=[0,5]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "\n", + "for i,protein in enumerate(multidomain_series):\n", + " plt.text(Rg_exp_vs_protein[i]+0.02, Rg_sim_vs_protein_vs_ff[ff][0][i]-0.11, protein, fontsize=12, rotation=-30)\n", + "\n", + "plt.xlim(3.1, 4.3) #1.2 diff\n", + "plt.ylim(3.05, 3.65) #0.6 diff\n", + "\n", + "#plt.xticks([2.6, 2.8, 3.0, 3.2])\n", + "#plt.yticks([2.6, 2.8, 3.0, 3.2])\n", + "\n", + "#plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "#plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "fig.savefig(\"figures/GSproteins_Rgsim_vs_Rgexp_PWonly.pdf\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(\"figures/GSproteins_Rgsim_vs_Rgexp_PWonly.png\", bbox_inches='tight', pad_inches=1, dpi=400)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "id": "974acb2c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(5,2.5))\n", + "\n", + "ff='PP'\n", + "plt.errorbar(Rg_exp_vs_protein, Rg_sim_vs_protein_vs_ff[ff][0], xerr=Rg_exp_err_vs_protein, yerr=Rg_sim_vs_protein_vs_ff[ff][1], fmt='o', ms=5, c=colors_pltdefault[2])\n", + "pearson_PW=pearson_vs_ff[ff][0]\n", + "pearson_err_PW=pearson_vs_ff[ff][1]\n", + "plt.title(f'$r_{{Pearson}}$={pearson:.1f}±{pearson_err:.1f}', fontsize=20, c=colors_pltdefault[2])\n", + "\n", + "#plot diagonal\n", + "x=[0,5]\n", + "y=[0,5]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "\n", + "for i,protein in enumerate(multidomain_series):\n", + " plt.text(Rg_exp_vs_protein[i]+0.02, Rg_sim_vs_protein_vs_ff[ff][0][i]-0.11, protein, fontsize=12, rotation=-30)\n", + "\n", + "plt.xlim(3.1, 4.3) #1.2 diff\n", + "plt.ylim(3.05, 3.65) #0.6 diff\n", + "\n", + "#plt.xticks([2.6, 2.8, 3.0, 3.2])\n", + "#plt.yticks([2.6, 2.8, 3.0, 3.2])\n", + "\n", + "#plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "#plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "fig.savefig(\"figures/GSproteins_Rgsim_vs_Rgexp_PPonly.pdf\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(\"figures/GSproteins_Rgsim_vs_Rgexp_PPonly.png\", bbox_inches='tight', pad_inches=1, dpi=400)\n" + ] + }, + { + "cell_type": "markdown", + "id": "1c5bb0d2", + "metadata": {}, + "source": [ + "# SAXS chi2 IDPs" + ] + }, + { + "cell_type": "markdown", + "id": "b47346cb", + "metadata": {}, + "source": [ + "## Protein-protein" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "fcc2bcf3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAXS_chi2_pkl = f'{data_dir}/IDPs/PP/martini3saxs_IDP_PP.pkl'\n", + "\n", + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "\n", + "xaxis_labels = []\n", + "\n", + "chi2_lambda1_vs_protein = []\n", + "chi2_lambda2_vs_protein = []\n", + "for protein in IDPs:\n", + " chi2_lambda1 = SAXS_chi2[protein].loc['1.00']\n", + " chi2_lambda1_vs_protein.append(chi2_lambda1)\n", + " chi2_lambda2 = SAXS_chi2[protein].loc[lambda_PP]\n", + " chi2_lambda2_vs_protein.append(chi2_lambda2)\n", + " xaxis_labels.append(IDPs_plotnames[protein])\n", + "\n", + "xaxismid = np.arange(1,len(IDPs)+1,1)\n", + "xaxis1 = xaxismid-0.2\n", + "xaxis2 = xaxismid+0.2\n", + "\n", + "fig = plt.figure(figsize=(len(IDPs), 4))\n", + "\n", + "plt.bar(xaxis1, chi2_lambda1_vs_protein, width=0.35, edgecolor='black', label='Unmodified')\n", + "plt.bar(xaxis2, chi2_lambda2_vs_protein, width=0.35, edgecolor='black', label=f'$λ_{{PP}}$={lambda_PP}')\n", + "\n", + "plt.xticks(xaxismid, labels=xaxis_labels, rotation='vertical', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.legend(fontsize=20, loc='upper right')\n", + "\n", + "fig.savefig(f'figures/SAXSchi2_IDPs_PP.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/SAXSchi2_IDPs_PP.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "id": "b61f1603", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$\\chi^2_r$ original: 63.4 ± 21.9, chi2_PW: 4.84 +- 2.0277319112137975\n" + ] + }, + { + "data": { + "image/png": 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MreNxpAwz+yExgtyXwCnAMcADjSxTZ5nZ2mZ2hZm9bWZfpddbzOy7hfVOMLPbzOx1M/vCzD40s8fN7Cgzm7uTZdjBzDxNu3buHVU8xtxmtquZXWVm/0vvYbKZ3WtmP03f2XLbfd/MTjeze1ITIDezi2osg5nZLmb2gJl9amafp3O4r5nN0JF91DLqwR/N7DbgImAXYD0z2xPYJv09FTgY+D9392r3LyIiIiIiHbYGMB/QKtO3k04FngDuz2akodKvA35sZoPdfXKdjzm9eRP4NpG5UZSlUG3h7m9lM81sQBvb9FhmdjjwG+B94DrgbWAeYEWi2csNudUPAB4D/gW8SzykXh04GtjdzFZ399drKMOCwOnAZ8BsNb6VjtgG+CPxHu8AXgO+BWwFnAtsZmbblKkrHw4sn8r3BrBkJ8pwIbADcf4uIzL9NyS+1+tUOH4LVQcKANz9BTNbAzgKOIRokgDxY/ITd3+6lv2KiIiIiEhVsqf719Zrh2Z2ErAWsJa7TyssvgbYGdgMDYXeKe7+NfBchcVD0zpv5We2s02PZGbbEEGCW4Gt3P3TwvIBhU0GufuXZfZzHHAoUf/cs8oyGPAX4APgSuCgKrffKW2/vrvf2c7qLwBbAte7e1NuH4cCDxFN9LcCrihsdwARIPgfsC4RZKiamY0jggSvAKu6+/tp/gDgH+n4OwIXtLWfzgyP6GkCsPR6F3FiRERERESk640FnnD3idkMMxtkZtPM7H0z+0u+qXBaPtzMPjCzj1I7+fyyk4HtgNHu/nKZ4/0L+IIqmx+Y2XoplfroCstfzdrFp79HpvUvSP/+e3o/X5rZI2bWqtOSwjaLmNnl6X1+mlLcl0nrzWtm56TU9y8tRntYv0K5tjWzu1Pq+Bdm9pTFCBEzVljfzGxvM3s67ftNMzvDzAa3Vd7cvKPNzIH1099ZmrxX2qawz9XS+55kZlMt0vfPNrOhnSlrrVKa/QnA58D2xSABNAc/8n+3ChIk/0ivi9VQlH2JTjp3Jp6udxl3v93dJ+SDBGn+JKIvP4gsiuJ2d7j7i3XIyt8qvf5fFiRI+/8aOCL9uU97O6kpUGBmixFpSIcTqRQ7EwGC/YCHzGzpWvYrIiIiIiIdY2bfBhandbODWYETifT0nYC9c9sMIFKR5wJ+6u6v5padCmxPBAnKPrV298+JYMFmZZ4Ed4URxFPYkcDfiLIvA1xTqXKf1n2QSPe+ALiFSLu+M9VjHgBWSfv6B5HufaOZtRhaxcx+m9b5NnAJcAbxgPS3wM0V3v8pRHr7nMA5RNbFpsTT9IEdeL93Ev0RZIGfY3JTm8xsZ6Ific2Ip9GnAI8AuwKPFN9fLWVNQRhPT9g74jtEZ4w3AB+Z2eZmNt7M9ksZ6tUYk16frGaj9D05HjjV3e+u8pj1lgVFvunCY8yfXssF+rJ5K5nZHG3tpOqmB2b2c+D3xA/Q+cD+7v6ZmV0G/IFIA3nEzA5z95Oq3b+IiIiIiHTIuPTaIlDg7m8D483sbOAlYG3iqS5EhWl14HR3vzLbxszOJNKVxxEVuqyy8Zm7f1Y47jVEavV6RNCgK60HHO3uzRVlM7sEuAn4JeXTs9cFDnf343LbHAH8mggg/APYM3via2b/Av5KpH4fkOatQaS4v06kb09K8w8BriL6EPglETTIjvEd4sn1S2mbD9P8w1I5h1AKAJSV0trvNLP1gBHufnSbZ6d07MWBs4FXgXXd/c3cstHE53Qq8L16lbWDVkmv7xD9DixbKPfdwPfd/b0y7+kgoi+BwcAoojnMk8Q13CFm1p8IML1GNFvoyDb7A3MUZq+QXndKn03eE+5+dQfL8pP0500dKUuNsiyChcosWzj37yVpo4PMqjIKzOx6IpL2OTDO3XfNfjjc/Ut334eIYH0I/MHMbjezYdUco1HMbB0zuzal3FQTJRMRERERaYSxwOvu/ni5hanpwOtEh3GY2ZbAgcCjtG6jvScx0sFtRCds2VSuLfd1QBPdM/rBRODY/Ax3v5mo+K1aYZtXaV2ZvDC9zgj8spAWfgnxhHeF3Lxd0uuxWZAgHfsb4BfE+y/2mr9zej0uq3inbb4kgg5d6efAAGC/fJAgHf92og+LMWY2eyfLegiRYXFVB8s1X3r9GTAzkdkxO5EVcjOwDvDPCtseRPSJtz8RJLgJ2LhcUKENRxLX/07u/kUHt9k/HTc/Zdf6jmWWjevgfo8n3vcN6RruKtkYxAea2VzZzBSoyGemzNnWTqrNKNiMuMh2q/QBuXvW/udPRI+PTxKpTT3dbMTQjn9Nk4iIiIhIj5Se+K8KnNXOqo8BY81sVSIN/xPgB+4+Nb+Su1uZbcty93fN7AEiq2Dv9tbvpCfKdKgIEQCplLpebpusU8AXiu3k3X2amb0D5B9wrpReby/uPHXs/gawkJnNkRuWMtvmrjJluoeuTTfPzsW6ZrZKmeXzATMQTVUepcaypmyVt6soVzYUnxGZA/9Jfz9tZt8jmq+va2ZruPv9+Q3dfX4AM/sW0YTheOBxM9vC3R9r78Dpmj+UaKt/f3vr5447ssy+dqLjnRmWK8u+RIDpOSJzpyv9HfgxUXd/xsyuJR70bwgsArxI9PNQ7nvVrNpAwW7ufl57K7n7R8APLIZPOa3KYzSEu99AGpajUucgIiIiIiI9xBdEZW5QO+s9RjwNvYF4gritu79Uh+MPIoIOXe3jCvO/oXJ2dKuhA939GzMruyy3v3yfA1mHfpUqxW8Dw9N6WRmzbd4pc/xpZvZBhX3Vw9zp9ZftrJcNC9hdZf0ovb6cCxJkx/nCzG4GfkoEvcpW5t39HeAqM3uMCCz8lXgyX1GuycELlDrwawgz24to9vEMsEE+g6MrpGFMtyT6D9whTV8D9xEZEWcQgYJ329pPVU0POhIkKKz/N2C5arapxMy+b2anm9k9ZvZJah5wUTvbDDOz883sLTP7yqI31VPMrM00CxERERGRnszdJxMd322eKkWVZE9e5wb+6O6V0rw7zMwWJnUoWMVmWap/pbLWraf9OskCCvNXWD6ksF7+398qrmxmM1CqzHeF7NiD3d3amO4qrN/VZX0+vX5cYXkWSJi5vR2lkT2eAZY2s3naWX02Invi28CXhdEjjkrr/DnNO6W9Y9cq9XdwBpG5vn6+GUtXcvdv3P3/3H0Fd5/Z3Qe5+6bE+VuBCDQ+3dY+qu7MsBppOIyViNSgzjqc6JH0M2J8ySXbOfYiRNRkPuJH7DkiUrUfsKmZrenuXRnVExERERHpSlcDGxHtt++ssE5WAfsf0T9BPWTttasJFGQVwgWLC8xsUaLzuEpP+xvhcaIesx7R4V+zVN5hwCu5ZgcQQZmViM4Uiz3Or03X1r0eAFZOx7m+A+t3V1nvJrI1FjOzgcUmL5QyA17t4P6yYR7bTJsHvgIqPeReiei34F4ikNHhZgnVMLPxRHOJJ4CN8kMVNtAOwEzAhcVhKYtqGh6xPWY2wsx+Q3QycmV763fQAURUaBDRWUd7ziKCBPu6+zh3/5W7jwZOBpYAjmtza6mbIcOGY2Y1TUOGFUdxEREREZHkGsCp0KmgmS0I/DH7s43x6ctt21ZFcSyRev9wR/dHPLT7hOgvIevgDjObmZ7ZVPn89Hq4mc2bzUxP208k6lHFiugF6fWwQidyMwG/67qiAvHU+mvg5DQCQgtmNtDM1s7NuiC9VlVWMxtiZkuaWYcyQFLl+DIiY+TIwr42AjYhAkQ3pXlL5kbcyK/bz8yOI+p396Wm7vnli6RtB6TjfpE63m81EX3uQVSWd3X3yzrwPi5IGRl3duR9p1E2jif6g9igK4IExfdcWNaqSVLqu+J44sH7r9vbf92iWulLMxbYnegooR/xw3VrPfbv7s1Dn6T2RW2VZWFgYyIydWZh8VGpjDuY2S/cfUo9yieVTXrzdUaMv679FcuYeMIWdS6NiIiISN/g7m+a2aPEPfgB+WWpon8pkUL+AbCwmQ1y91b9CqRRyl4HtiPuk79DjIJwfpl15yIyGM51d6+irF+b2alEe/HHzewqoi6yEdHR4Fttbd/d3P0+M/s9cDDwXzO7HJhCdBC3DPE0+g+Fbf5tZqcD++S2+Zr4fD6iuk4Aqy3vc2a2C/GZPW1mNxHt8wcQfSmsDbxHysruRFl/R7Rz35lSsKE9BwKrEUGJdYCHgBHEUI3TiH7wPk7rbkqMnnc3kcnxAdE8Yl1iaL9JwG5ljnFb2udCdDw7oSwrPzxiW1oMj2hmOxIV8WlEx5D7lqm/vuruFxSOO47SCApZsGSNXP9577t7fhSStt7zv8zsC6LJw6fA0sB3iUyLrdKIKG3qdKAgVcp3BXai1MblfWIcz/NSW5LuNjq93lIY+gR3/9TM/k0EElYnTrCIiIiISG90DfAbM1vW3Z/KzT8WWBP4M/Ek/xdEunW5Xu5XSK/jgcOIdOyPKxxvC6In+2qaHWSOInpf340ISEwiemg/mmg73aO4+3gze5wY2eEnRKX7JaJJ9P+VSaOHaOb8ArAXsAdR0b2K6H3/P2XWr2d5LzKz/xCf9fpEfWcKEYS5nHiy3+1lTaNkrEact+8RdbBPiSYSv3P3B3Kr3wqcQ1y7yxMV9impnH8DTuvqzgCJ4RFHVLH+hUQzoMxC6XWGtK9y7qJ1oGUFIgiTt3CaIIYKLTdcaTmXAz8kRj+YmbgGzgWOd/dXO7KDmgIFKUL5PeILvj6RPTCVaGawNXCNux9ZeQ9dbon0+kKF5S8SX5zFSYECM5sNWDQt7wcMN7MVgA/d/bXiDsxsd+L9tzJ8uNLlRURERKRbXA38hngS/BSAmW1KPAl/EtiXuD+HaJtdLlCwPPAlsI27/6+d440lUpdbDRvYnpSBcHyaikYW1n2VGFKv0r7WKzOvvW3aWjaywvy/E8GMDknv8Yw0FY0srPsqFcpb7v21t01a/hTxALdd1ZQ1t81OHd1/YbsPicyCNvvJcPf/EoGLavc/sop1jyaCU53eVy37r9d2bZXT3f9AIeOlWlX1UWBmi6UUnDeJL8wGROcM+wJD3X2bzhSmjrI2M5U6RMnmz5GbN4rotORxIupyTPp32fYb7n6Ou48qN80777zlNhERERERqatUsXqJ1E+BmS1APHmdQgyF+CVxTwuRvl3OCsAN7QUJUvv1TYCb3P2rzpdeRHqqajszfJ5IZWkiOgVcNlWOz+iGFJB6yqJwze2q3P3OCkOI7NSYIopIo6gDThER6WXOBWYws7mBS4B5gJ+5ezY03fNE+/SxZvbP1JY9b3nKZxoULU+MnnBJfYotIj1VLU0PHLgBuNzd2xx7sYGaxxGtsHxQYT0RkWbqgFNERHoTdz8eON7MjgXWIToavDi3fJqZ/Rg4ARhD9FlwPoCZzQosQgyX195xHqTUn4GI9GHVZhQcQXSisDPwbzN7xswONrMh9S9ap2TR01ZDgySLpddKfRjUxMzGmNk5kycr/iAiIiIi3cvdD08Zsa16hXf3W9x9RXefyd1/mlu0XHp9olsKKSK9QlWBAnc/zt0XIYYFuYqIPh4PvGZm15vZtl1QxlpkQylubGYt3qOZzU70ovkF8EBxw85w9wnuvvvgwR0aVlREREREpNGWB150988aXRAR6TmqzSgAwN1vdvfvAwsSw2dMJIIHlxJNE1Yws5XrVsrqy/cScAvRW2ex18xjgFmBv7r7lG4umoiIiIhIj+Huf3L3JRtdDhHpWWoaHjHj7u+Shjgxsw2I4QLHEiMIPGRmTxJtpM7sbEHNbBwwLv05f3pdw8wuSP9+393z40ruCdwHnJbK9iywGjGc4wvEGLEiIiIiIiIiklNTRkE57n6bu/8AGEaM2/oikcp0Wp0OsQKwY5o2SfMWzs37fqE8LxEBiwuIAMEviKYSpwFruPsHdSpXs97WR8GIIUNr7tl9xJChjS6+iIiIiIiIdIFOZRSU4+7vAycCJ5rZesCuddrv0cDRVW7zOtHxYrdw9wnAhFGjRrXqQKYnem3S2zyzRG2ZZks9/1ydSyMiIiIiIiI9QV0DBWa2JTAaMOAud78SuLOexxARERERERGRrlNV04OUWn+3ma1bZtlfiJEQ9gX2Af5pZlfUp5giIiIiIiIi0h2q7aNgS2Al4MH8TDPbgugn4HPgWGA88DIwzsy2q0M5RURERERERKQbVBsoWBW4392/LMzfhRgWcWd3P9Ld/wCsDXwJ/KjzxewdeltnhiIiIiIiIiJF1QYK5gdeKjN/HeBjoLmpgbtPAq4HVqy1cL2Nu09w990HDx7c6KKIiIiIiHSYmR1iZg+b2Sdm9p6ZTTCzZRpdLhFpjGoDBXMCH+ZnmNlwYC7gXnf3wvqvAHPXXjwREREREekG6wFnAd8hOif/BrjVzOZqZKFEpDGqDRR8CgwrzFs5vT5eYZtiMwUREREREakTMzvXzL42szlq3Ye7b+Luf3H3/7r7U8AOwLzAmrnjrG1mbmZ7db7UItKTVRsoeArY3Mxmy837HtE/wb1l1l8IeLvGsomIiIiISBvMrB8whhia/OM67np2oq7wUW7ev4H3gLG17DAFGfLTNDN738xuN7Mf5dZbOS1/oMJ+ts/tY6Eyy2c2sy/N7HMzm7HGsrmZfWVmr5rZhWb27XpsUy9mtkPumLvWsP3mZnaLmb1hZl+Y2ctm9k8zW6MLyjq3me1qZleZ2f/S8Sab2b1m9tN0DVe7z2Fmdr6ZvZU756eY2Zz1Lv/0qn+V618MnA3cZWYXAosTnRVOAu7Ir2hmBqwF3F+HcoqIiIiISGtrAPMB19R5v6cCT5C7l3f3JjO7DvixmQ1291p78D4mvQ4AlgDGAeub2crufiCRqfwRMMrMBrn7J4XtRxMPKi39+7zC8jWBGYF/uftXNZYNYDDRmftPgK3NbC13f6JO29TMzBYETgc+A2ZrZ/Vy258AHAx8AFwNvA8sSgSAtjazn7j7RXUrMGwD/JF4gHwH8BrwLWAr4FxgMzPbpkwz9krlXwS4j9J1/xxxzvcDNjWzNd39gzqWf7pUbaDgPOID3QRYgfhyfg3s5+7TCutuQHR+eGsny9hrmNkYYMyiiy7a6KKIiIiIyPQhe7p/bb12aGYnEQ/81ipzj38NsDOwGfD3Wvbv7kcXjrcB8C9gfzM7zd1fNbM7iczldYEJhV2MBu4ElqN8oGB0er2ts2VL5Tsd2BvYH9ipHtvUKj2M/QtRyb8SOKjK7edP27wDLOfu7+aWrQ/cDvwaaDdQYGY7pbKs7+53trHqC8CWwPXu3pTb/lDgIWBroo55RfnNWzmLCBLs6+6n5/Z3EnAAcBzwsw7uSyqoKs0jfbCbE22W/gQcC6zm7peXWX0eIhJZtx+tnk6jHoiIiIhINxsLPOHuE7MZZjYol9b/FzObNb+BmQ03sw/M7CMzG1lYdjKwHTDa3V8uc7x/AV9QY/ODctz9NuKpsAGrpNlZJX90ft1U3oXS8ruA9cvssuZAQQW3pNd5u3ibjtiXeH87A1Nq2H4EUQd8MB8kAHD3O4g+6epaZne/PdWTmgrzJxF1SojONNtlZgsDGwOvAmcWFh9FnJMdite8VK/q9iDu3uTuF7v7Xu5+ZKVUGnf/u7sf4O5vdrqUIiIiIiLSQmoDvzitmx3MCpwITCaeZu+d22YAcBkxatlP3f3V3LJTge2JIMFz5Y7p7p8TwYLN0r7qxbJDpNfb0+sGhfU2yC2/AxhiZks178RsEDCKGLr9sTqVbcP0+kg9tjGzC1LfAjtVU4j0eR8PnOrud1ezbc6LwFRgVTObp7D/dYi+KbozI/zr9PpNB9fPgkC3lAk8fEr0ozELsHp9ijf9qrbpgYiIiIiI9Azj0muLQIG7vw2MN7OzgZeAtYET0uLjiUrU6e5+ZbaNmZ1JZA2PAz5KKeoAn7n7Z4XjXkOkkq9HBA06xcw2JPoqcODh9B6eNbO3gGXMbF53fy+tPppom/8w8Elu3jPp3+sCMwB3FCuSHSzL0bk/BxEZDmsC1xHBl7psU0O5+gN/I9r3H1rrftz9QzMbD5wEPGNmVxPNGBYhPtN/AXuUOf7+wByF2Suk153MbL3Csifc/eq2ypLe00/Snzd17B2wRHp9ocLyF4mMg8WpX0bJdEmBAhERERGR3mks8Lq7lx2m3N1fNrPXgRUBzGxL4EDgUVq3bd8zvRYrV8cARxfmXQc0peNXHSjIVazznRkacHK+CQWRMfAjonnBP9K89YF73P0b4Gkze5cIFJyRlne22cFRZeY9A1yanljXY5tDiIBNNaPDHUl8jmu5+xdVbNeKu59iZq8C5wO75Rb9D7ig2CQh2Z9otlDOjmXmXUh0lNiW44FlgBvc/eZ21s1kbbwrdaSZzZ+jg/uTCqpueiAiIiIiIo2VnvivSvv9gT0GDDWzVYELiKfwP3D3qfmV3N0qTEcXd5gqkg8QT6BrcVSaDiEq9vcAO6QRD/Ja9FOQUu+H0HK0tTuB9XJD7GWBgub0eTM7usw0slzB8u+dGFFgNaLjv4vN7Lh6bOPub7v7cx0dNSJ9docC/+funR5RzswOBi4nrodFiKYqKwMvpzL/vkyZRxavDaKfBIjODIvXzU7tlGFf4BdE3xQ7dPY95XedFbmO+5wuKaOgjjTqgYiIiIh0ky+Idt2D2lnvMeLJ/w3AnMC27v5SHY4/iFLqf1VSJbMjskDBBoXX23Pr3AlsC6xoZhOBZYE33f353DrlnvjfSXSI11Y5pwAPmdlWwBvAwWb2J3d/vZ7btCXX5OAF4Iha9lHY33pEM5SrCoGZx8zse+k4v0hlLteZZaeZ2V5Ep/fPABu4+4dVbJ4FVyr1Hj+osJ7USBkFdaRRD0QqGzJsOGZW0zRk2PBGF19ERKRHSU+j7wQ2T5XJSrIO/eYG/uju/+zssVPP88vQuhPFunL314g+FhY1swWJbIGPgXxTiyy7YHSajEKzgwqZEndWUY6PgeeJh6wrddU2FcxGtLf/NvBl6gTRzcwpBUD+nOad0oH9bZFe7yguSB1VPkTUEVfsRJkrSn0dnAH8l8hEmFTlLrIA0OIVli+WXiv1YSAdpIwC6RVGDBnKa5OqacbV0vD5hzDx7bfqWCKp1qQ3X2fE+Otq2nbiCVu0v5KIiMj052pgI2AtImhQzszp9X9E/wT1kA2N2KWBguQ2Ij1+Q6KjwrvynRS6+3Nm9jYRJJiY26be5kyv1TxorWWboq+A8yosW4mo0N9LVKA70ixhxvRaaQjEbP7UCstrljpRPB54AtjI3d+vYTdZgGNjM+uXvxbMbHaiE8kviKYx0gkKFEiv8Nqkt3lmiSVr3n6p58uO8CMiIiLSm11DPJ0dS5lAQXoK/8fsT3f/sqM7NrP+qcPAcsYSHfE9XFVpa3M7sDtwADGkY6sn4cR735JSj/h1DRSY2ThgIWIov/s6u42ZDSFS599ur5+C1HHhrhWOcTQRKLjQ3c8ts3wRosPIl9w9G4bwHmK4zN3N7Oz8UPZmthlR0f6yWOYKZbuA6OegXWZ2BPBroiPNjTvS3KBc+d39JTO7hRjZYC/g9NwmxxD9LZydmoBIJyhQICIiIiLSC7n7m2b2KFFxPyC/LDVHuJRocvABsLCZDXL3Vv0KmNkw4HVgO6JS/h1iFITzy6w7F5HBcK67d0eHcbcTHdMtm/u76A6i7AsBz+crv9UqDHU4K7AUsFn6+1B3f6cO2/yOGClgZzpY0a7RbcRIBQtR6o/hcqKjxw2BZ83sKmAS0bRhC6Lpxq/c/YP8jioMj9iW5uERzWxHIkgwjQhU7GvWqpuKV1Pgob3yQ1yb9wGnmdkGwLNEB5LrE00ODquinFKBAgUiIiIiIr3XNcBvzGxZd38qN/9Y4unwn4lOB39BPH2+q8w+Vkiv44lK1vNEXwDlbAHMQPc0O8Dd3zOzp4DlgPeJtu1F+SyDzmYT5Ds+nAa8B0wAznD3SkNB1rJNQ7h7k5l9l3ga/0Pge8AswIdEh5enufstZTbdn8rDI5aTHx5xofQ6Q9pPOXfRwaBJyioYRQQfNgW+S2S4nAYcU2XniFKBAgUiIiIiIr3X1cBviKyCpwDMbFPgYOBJYF9g67TuSpQPFCxPpJtv4+7/a+d4Y4HPKP9kv01VjHZQ3G75dpb/j9KweDWppWydeD87ATvVsm1hP0cDR7exfGSF+V8Dp6Spo8cqu68Obns0bZSzlmOmUSR2rrRcOk+jHohM50YMGVrzaAQjhgxtdPFFRESma+7+X2JkgLEAZrYAMZzeFGIoxC8pjRKwboXdrADc0F6QwMxmAjYBbnL3rzpfehHpqZRRUEdmNgYYs+iiiza6KCId1pmOItVJpIiISI9wLrCtmc0NXALMA/zY3bOh5J4n0uHHmtk/gRvdPd//wPJEp4jtWZ4YPeGSupVcRHokZRTUkbtPcPfdBw8e3OiiiIiIiMh0wt2Pd/eViA4N1yE6Grw4t3wa8GNiWLoxRN8FAJjZrMTwg4914DgPuvsK7n5Vfd+BiPQ0yigQEREREekD3P1w4PAKy24BynVSt1x6faKLiiUivZAyCkREREREpl/LAy+6+2eNLoiI9BwKFIiIiIiITKfc/U/uXltnRSLSZylQICIiIlLGkGHDax4VZsiw4Y0uvoiISM3UR4GIiIhIGZPefJ0R46+raduJJ2xR59KIiIh0H2UUiIiIiIiIiEgzBQpERKTXGDFkaM2p4GbGiCFDG/0WRERERHo8NT0QEZFe47VJb/PMErX3ubXU88/VsTQiIiIifZMyCkRERERERESkmQIFdWRmY8zsnMmTJze6KCIiIiIiIiI1UaCgjtx9grvvPnjw4EYXRURERERERKQmChSIiIiIiIiISDMFCkRERERERESkmQIFIiIiIiIiItJMgQIRERERERERaaZAgYiIiIiIiIg0U6BApAuMGDIUM6tpGjFkaKOLLyIiIiIi07H+jS6ASF/02qS3eWaJJWvadqnnn6tzaURERERERDpOGQUiIiIiIiIi0kyBAhERERERERFppkCBiIhIF1F/JSIiItIbqY8CERGRLqL+SkRERKQ3UkaBiIiIiIiIiDRToEBEREREREREmilQUEdmNsbMzpk8eXKjiyIiIiIiIiJSEwUK6sjdJ7j77oMHD250UURERERERERqokCBiIiIiIiIiDRToEBEREREREREmilQICIiIiIiIiLNFCgQERERERERkWYKFIiIiIiIiIhIMwUKRERERERERKSZAgUiIiIiIiIi0kyBAhERERERERFppkCBiIiIiIiIiDRToEBEREREREREmilQICIiIiIiIiLNFCgQERERERERkWYKFIiIiIiIiIhIMwUKRERERERERKSZAgUiIl1gxJChmFlN04ghQxtdfJEeTd8vERGRrtW/0QXoScxsT+CXwBDgaWB/d7+nsaUSkd7otUlv88wSS9a07VLPP1fn0oj0Lfp+iYiIdC1lFCRm9gPgVOC3wIrAfcCNZja8oQUTERGRXkvZDyIi0hspo6DkQOACd/9z+nsfM9sU+DlwSOOKJSIiIr2Vsh9ERKQ36jUZBWb2fTM73czuMbNPzMzN7KJ2thlmZueb2Vtm9pWZvWpmp5jZnIX1BgIrA7cUdnEL8J36vhMRqZWezIl0HX2/REREJNObMgoOB5YHPgPeANoMz5vZIkTzgfmAa4DngFWB/YBNzWxNd/8grT4PMAPwTmE37wAb1usNiEjn6MmcSNfR90tEREQyvSajADgAWBwYRDQHaM9ZRJBgX3cf5+6/cvfRwMnAEsBxZbbxwt9WZp6IiIiIiIhIn9VrAgXufoe7v+ju7VbczWxhYGPgVeDMwuKjgCnADmY2a5r3PjANmL+w7ny0zjIQERERERER6bN6TaCgSqPT6y3u3pRf4O6fAv8GZgFWT/OmAo8CGxX2sxHRfEFERERERERkutCb+iioxhLp9YUKy18kMg4WB25L804C/mZmDxGBhJ8BQ4E/lduBme0O7F5u2fDhGlFRREREREREeqe+GigYnF4nV1iezZ8jm+Hul5nZ3ESniUOA/wLfdfeJ5Xbg7ucA55RbNmrUKPVrICIiIiIiIr1SXw0UtMfSa4sKvbufRXSCKCIiIiIiIjJd6qt9FGQZA4MrLB9UWE9ERERERERE6LuBgufT6+IVli+WXiv1YVATMxtjZudMnqz4g4iIiIiIiPRO1oHRBnscM1sPuAO42N1/XGb5IsD/iOERF8mPfGBmswNvE0GSed19SheU7z2gbN8GPcg8xLCQvUFvKiv0rvKqrF1DZe0avams0LvKq7J2jd5S1hHuPm+jCyEiIj1Hn+yjwN1fMrNbiJEN9gJOzy0+BpgVOLsrggTp+D3+P1sze8TdRzW6HB3Rm8oKvau8KmvXUFm7Rm8qK/Su8qqsXaM3lVVERCSv1wQKzGwcMC79OX96XcPMLkj/ft/dD8ptsidwH3CamW0APAusBqxPNDk4rIuLLCIiIiIiItLr9JpAAbACsGNh3sJpgkj1bw4UpKyCUcCvgU2B7xJNDk4DjnH3D7u6wCIiIiIiIiK9Ta8JFLj70cDRVW7zOrBzV5RHREREREREpC/qq6MeiIiIiIiIiEgNFCgQERERERERkWYKFEy/zml0AarQm8oKvau8KmvXUFm7Rm8qK/Su8qqsXaM3lVVERKSZuXujyyAiIiIiIiIiPYQyCkRERERERESkmQIFIiIiIiIiItJMgQIRERERERERaaZAgYiIiIiIiIg0U6BARERERERERJopUCAiXc7M9FsjvYqZWVt/S32Y2WpmNtrMZmh0WURERKREN+8i0uXcvQnAzNY3s5kbXR6RtphZP09jB5vZqgCusYTryszmNbNLgfuBrYFZGlwkERERyVGgQES6nJnNZ2a3A7cBfzGz0Wm+ntJKj+PuTWa2uJndDDxgZj8A6OlPvS30+P/Xzexo4E1gPeB3wHnu/mkjyyQiIiItmR6SiEhXM7P1gBuzP4FPgB8AD7j7F+kJblODyjbI3T8xsxncfVojyiA9R6pojwV+DyySZj8CrJ4CCNYTswvy16+ZDU6zp7j7N2lew8ttZlsBpwDzA5ek6V53/zwtb3gZRUREJPT4Jw/SMelJUv/CPH2+0lM8CHwK3AL8CfgGuAI4FEpNE7qTmc1oZucAj5vZjG0FCXr6k+S83vJUGZrL2mOyStJ5Wx84lQgS7AX8GxgF7Jut1pjStS0XJDgWeBx4GLjYzFZJyxsdJNgS+CcwJ7AH8Et3vyULEkDjy9gRveW7JSIi0ln6D68PMLP+Hr4xs7nMbGdoTOWrr0j1l4ZWDovH70iFysz69bQb2Vx5ngVGAEcDPwSmAIeZ2YlmtlRat1vOuZntDbwLbEMEL+atsF6/9JQzq4StZWaLmNmg7ihntdJTZU9Pvvu3v0VjpbK6mc2UzWtk4CD9Zi4MvAps7u5/BH6eFv/KzIakc9sjAkf577qZLWBm9wP7Ax8CXxPX98VmtlZx/QZ4hggUALzi7u+l79eyZraRmR1pZgea2dpmNmMDy1lW9n9Crr+VmYrLG1MyERGRrtGjKhRSm1xq6W+Iys+WZjagsaUqr6fcYLclF3iZZmazmdnGZraqmQ3NrdPlN4Xp+Eua2R7ZYdtaP5W7KVVkhpjZ3F1dxo5IN9ZTieYGywGLuvvdwPZEnwUHApea2eK5CnmX/DZZ9K7+LHBaOvaOwHh3f6NS2VNFdkMzexo4D7gduNnMFu2KMnZG7vwdDtxoZuea2aZZxasnVGayAEb2GZvZLsDp6d8DqRC06YZyZefmcmBHd7/RzAa4+3+B84H5KGXA9IgmKum7vqKZrQ9sQTyt3w/YGFiJCBosCvwmW7+7y5j95rv7/4B/AF8BB5nZkkRmwV+JZklHAycCdwGnmdms3V3WSgr/J8xvZqcDfzazq8xsJzMb2BuyIURERKqhQEEfYGabmNm7wFbAWHf/nrt/3ehy5WVPunMVmVXT09nlzWy2bJ0Gl9GgReDlaOIp+G+J9OPbzGy/bizPXMBDwB/NbOlKTzKzilfKKJnZzP4BPAYM666y5srS6jPMfe4PplkLAbj7PcBPgAuBZYHLzWz3tKxuFZr0JHBWM/sncCvwEbA7cIC7X+vun2Trldm2v5ntQzSX+DuwEdG3woJEJaxHVL4zZragmd1KPEmeAMxKVMJ/DT0jtTv7fuU+46WAOc3sJCKY9KPuLE92zWbnxt0/cvdX0uKsjAcTT+j3spTK34igZzFLJAWrHgGOB34BXOLu57n7h+7+lbufBlwLrGtme6ZtuvR31szWMbN50r+L/X7cTfRLsClwNnAGETjYEdiWaN7xMbAb8Eszm6Mry9pRuf8TTgYmEplR7xC/sacB56blPea3QEREpNPcXVMvnoBvA08AL+bmDSU6i5qt0eVL5Zkh9+8VgXuBF4HniSfN1wGDG13OXBnHEDeBzwDfJyoyaxNPw5qAldJ6/bqwDP3S62HpmDeVO6+kDknT3/sAXxCV4eUbfR7LlHfX9F52S38PTK/9icpOE9F3wUHAnPU+x+maawL2KcyfFRhA3PTPVFg2M/G0c38io2OG3Ll+udHntMx7/GE6l/Pk5v0e+ADYtZ7nFNgQ2DL7DKvYbjbgHuBX6e8jgcnp8xnbjeeq+P2ZJZtfXC+9HpSun+t7wOe8RO5cHp/KNQX4dpo/IFfuFYn+QV7Orov8+65zubZJZflTbt7iwEXAvOnv9YAngc+A3cvsYztgEvAKsGKjz3Uq0xrAG8T/CasXrptfpfe8XleeW02aNGnSpKm7J2UU9BJtPL16gUjd/NLMxpjZb4mU6n8Bj6W0+Ya29/RI15zFzC4hnpA/SVTAxxFp56sSKd3d/kSmeF7NbCPgauBad1/K3S9392c8nn4fTTypPz6t3umns8Wne2We9p0E/BfY2KIzsOwpt7n7NHd3M9s8pcWfChzr7hu6+38a8XTLon3x9WY2Z25eVo630+vGAO4+1cy2IN7fikQFdzKRwXG2mc3rdcgsyD2FzTqj+1GaP19Ke/8zMVTb48AdZraNpfbH7v4FkQ79Fw/Z09FZgFdStkK3/o4WnyoXfJeoZH2c+94/SqSkH2xm83vqub+TZVie6NvhcouOIL+plJFRZvMBxLWwRjp3W6Z5N7v7NdYNzaayLJf0/VnNzM4A/mpmc3jrZgVNAO5+IvASsJmVhksc2NVlzZXZzGyomb0FXJrK9BmRkfMYEdRaMs3/Ov3umrs/DpwDjAQO6eJiPkM0Hfixma1iZqcAzwHrEs2OAO4jMnT2Ir57zX2BpOWXAfcTT+1XSssb/aT+28DcwM/c/QF3z//2X0oEvo6AnpG1IyIiUg8KFPRw6eaw2JnawpY6U0vzbyQ637qKqHAdRFRqnwb+QFTKu7PMxcrvQOJm6rvAd9x9T+Apd3+WuIE9CtjKzEalG/duuylMN9MDLNr4QqTGvgO8Zjlp2fPETfmKZrZMPW4IU6VtATPbLvs7N3+GVFE9Lq3+f2nZN+k8DTWzR4GLiXbzbwGTiqnU3WxrYDPgZ2WWPUE82Z6SKhE3EmnRMwCHE9fp1sAd6d/3m9mK1RYgq7ylz3UGL6W630hkhaxqZscTTwLPBdYkvitvA6sRTQyOyPbn7re5++R0KWSV2KWBt1PwoFvafed+C7I06OG5ZVnA62mih/6R7v5Vmrcm0e7+PWAX6Py14e7/Ia67/sRvDZTpQyNX1vly8z4iKrZDiCfjo4AdgB+Y2Szu/nU9fgPaCjik79e8ZnYZ8Z3fCFiLOFfFdT0X8DggvR5p0W59qpkNToGTLpU+s/eJc/6plfogeZH4HQXYMPu/IZ3D7Dz+jvg/YlczWyG9p7r//+/uTxNBgP5E5tguwJlEc5270jpTiWDAxdl16KW+QGZM36dH0i6H5t57l7Iyncdm16G7n08EMddNy/Ln7g3iN2t+M1uoq8spIiLSbRqd0qCp/EQhfZFI832aqKxOJJ64LJZbvh2Rpr5Abt4g4gbmb3RDMwQi8JRvZjCAlin0E4n26ZZ/j8ASxI3huQ04zwOIm9Z7snNHVMhfqrD+RsTT5zU6e67S6++JJ5ZNRGbIerl18ufyurTOL9PfA4Efp22+leZNAG7P77+LzlmrNPPc+1kGeIBoZ7xIYZ1FiCeyU9J7+Yhoo7x6Yb15iYrtwVWWa5Z0rR9bmD87MH+ufB+n439CdPw2QzqfcwI75z6PZcudS6IS9DywdTddo8XfgrXT8W8BFi6WkcgyeoEIar0F/IcIIN4CnEUhtb6G8mQp7d9O57ApV45i2v56RIDiCmBUbv5S6fPfLv09iugH5Gfl3nMNZTyIaAs/osLyRYnv/IfAscBaVez75vSeDwGWJ9LqPwFWqNPn3b/C527pGr85fY9mzC2bnwgWvkmM1lDu89ojlfuuel6blH7HBxDNeN4BpqVj/ZZcc55y76nCv69N22/WibJtlr7PY4HFq9huk8L7y87fKcCr5cpPdMz6Dqn5iiZNmjRp0tQXpoYXQFOZD6XlDdPMRMdrrxBPOYdTai95Ru5GZRAt2yVnNzcnA//thjLnKyqLECnzfwD2SPPmAj4nehNvLl9um+vSDXfzjWdHz1MtlQqisrV2+vdB6QZ76fT3WkRlNmt/3Y9SRXh4uglercbztHTh76zSMYVonz+FyCAYUlhv1bT8C2C+7NoorLMl0eHaYsXPpIs+82EVPsu903v6S5ltHk3LbgY2L1QimgNNxX12sDzzEh2jvUiMrEA6l+8TbaezCtjxRBOYFSrs58RUxvMqLF+BeDo7d+7a/ikwvAvOcf63YCDRbONJ4AbiCeeuwIC0PHt/SxIBkMuJof2y+ecD11R5/JWATYvlyX0ffp3O1VUVtv95Wv4Q0UZ+eK48t5Da+6fP7hIiSDdbpXPQwTLPRSmwtn6FdY5Iyw+lZYW74neGUp8aC6VtPyNGmWkimnrNWeNnPFu5YwNzVJg/IR1z1cL8LdL1fwkwNDt3hWvoYaJzy37Vntcy5e6f+/eMuWviFCJT5x0icyT7Tpc9Hi0DorMSTYS+Ai6vsVxjiOZM31AK+j2fruU2fxOBm9L6R5ZZtgWRdfS97HPJveefEh3f1nQNaNKkSZMmTT1xangBNLXx4cAJ6abpBsp3pvZKO9vPTDyZubCzN4UdLO8M6SZxClHp/yPRe/XANF0GPFjYZsb0eilwSxXHmpV4Alx1ZZjoAOxm4OHcvj4B9kp/L050CHhBmW23A/5X7Q1hOjdXEU8w187NH5puaD8lAj/Zk7RHgZ+mdbLK2Zlp2bn5+bl9LZVuzE/sws/YgDmIJ9YPUOoAznI3zUMoVWbWzd5/ej2V6MBybH6f9ShXet02HfcWIvjzBTF2+wqUKqizEkGKYoAjK/93UhmvIVdpzR1jP6IfkAHAL4nA0bV0YYecRObJHkS/Hsel79OFRNBg2Q5s/y2iD4ZD2jvn6bOcKV2vWUXrDHIZIpQqzYOISlgTsGHuWs/O1UCiuckBRJOOu4Ht07LtieDhIunvI4jMojXStXwghc4lK5S31W8AsDIVMj6I38VX03elX3vno7DtAkQfFx9T+p6u3ZFty+xrVaLZ1RVEU5Fs/reB19I1PGdufhYQOpj4zVivcF3ODlxA/P7uXDhWdu13+ol38XwTzYwuyV1bMxCV6BPSOfpFB/e7NpGB8BFR0R9d5WezGJFB10Rk3B1P9INwf5p3LRUyC1J5BxL/b41P64/LznlaZwmiOcXJtAyMDyD6Xbi0s+dWkyZNmjRp6klTwwswPUzkKlEVlpe70V2XSNWfmWg3O0dh+XiistJq32mb2Ym2w88BG3TT+zyJaIe6arn3lW7angPWyc5LbtljHbmhTO/3EODOdAP4L2Crjp7X3LJfEqnHK6e//wY8mVv+Z6JSs1juuAulG9Ezajw/+1KqdOWfYmZPZS9LxzmOeBrXRFQGN07rLUCkkjeR0rhp+TRuxnSjey2FjIQu+KzvoeUIBsWgxdZEZequws32yWm7LCjT4d7yO1iulYjK59dEJXosqWlGuXIWts2CGVnP7ZeVu57S5/QM0RToLaroqb/c97W9a5b4LXiFSC+fhdIT6DmJStVvcvOKn8McwDzpmnoSWKaKsr6fzsPn6fXV9L3pX1hvp7T8yXLvhai83pP+fWLaz2ZE53Z3A8ekZbMST2WfTPs7rp3y5StrM6X9tWgCkc7RpuQqyESFsolo6tDhIFW6tu4iAkMfUqiMV7GfRYEr02f3IfH0fPfc8gVS2ZqI37nsCXYWEMiyNHbKv9f071FEZ5b/opQhVa4JQ6ezjYgRNiam9/AckcEyI6WgxKj0Wb4LLFjuO0gEmn5N/F/2cjq3/yT3ne3gd+rsdE5eJoLqy+SWL00EXpqA75Y7J7l17ycCNccCT1H4v4VSx4X597MjEVge2dlzqkmTJk2aNPWkqeEFmJ4mop1wlhLdKrU6d4NlxNPMy7K/c/Ozp0p/BS4qs4+1iKc7L6abtzXbKE/dsgyIYMbrpHT93Px8euZqxNPH/XPvaQDxpPR/tFOJIdqbvgt8STS9eJNS2v7W5Cqkhe1+mLadIzdvHaKd7w/T37umsm2W/h6djpM9JZ2deEJ1Hbm+Iao8RwOJCsCHpJv/3LI30nvZNPc5XpZ7f4cRAaCfpHn3Fs9zet2NqLyuUmXZFiv8XTb1n9KT5EVTOZ7IbprJpTMTlb6s/D/KbT8mzTu/0jGqKHMxI+BbRPZNFmS5FZirje9bizT63PV4ERFo+HGZ5TMR2SdfkfqLyH03O/x+qP634O+FMmefwyHp8163zD4WIDKPXiUq4B36LaD0G7NxOo9vEMGIrAJ/XZnr97a0bM98+dO/tyF+G1ZPf/+GCHwcSAS1zqGUKr8YEdxZqCNlTX//LB3/NSJTKMtSmpt4AvwJuX4wKGXE/AdYssz+iwHO7JyvTvS3cCYVfmva+cyNyKz4In0mJ5P6EyBlTuSONW9a9xsiu2Xb3LW8WTrXJ5X7fgLHpOW/LJ6rKsu7AinwUpg/I/Fb+AmR9bAblfuCyIaUPLPcuU3zLkvXx8UU+ivpQBmXSq8PpeP8tbA8O6+nUqFJQe6zmZ0IUgwjvufXpOtpg9x6axHBjMXSNn9I19Je1KE5hyZNmjRp0tSTpoYXYHqZgA3SjUqr9Pp043UscFD6eyhRcV6pwr6yztRaPUmnlPKZr5wV26nmn0BlFY5OPWFKN6f3dGC9u4m09OyGeMN0M3ZQG9usRqR2NhEjPGxPtHWemcgEaCIqiPOX2Xb7tPxt4M+FZY8Af0v/HkUEVsZTehr5ZLrB3Ii4sX+QTo7rnbsOrqblk+4sZf7RwuezWzpuE5F1sT3xNLuJUkdw/Quf73u5a6nNyivxlPo/RCWruRlBbvl6wPeA5fLXWHr9v1SOYueB2fLt0vJnKY3fvnWad3Ct11zxPaXPZ5t07S9LqYO5acDPq9jvUpT6J7iY1lk82XWxMTBr/vtY4zVQ829B4TN6kcg8ycapzwc21qedZh5ExXl2yrQlp9SE5FfAYKJS/1Wad0L2fSACb01EFsmg/HlJn8d9wOG5/R5LPFX/PF1/S5T7nMuVN7d8DPEE+TPSd5lIF8/OwwCif5cpRJOorKI9HzH6xZfE965/vry5/f+Mlt/RGelEG3Rgq1TWbJSFgW19Lmn+T4jMlalEu/+BRADoXeD8Ct+HRYjf40GdKOuP0+d5bZllK6XP+QbaD+4OJ4IJ04gRbyC+p98Btkl/z0WZgE07+x1NBBfuSdduliWS71gzn7V1XFq2VTvn+2lKwZsFiADEfygFn2YkgqNPEQG0/5DrpFOTJk2aNGnqS1PDC9DXJtpOK76feFI5Nv2d3ZjPRFQG/pz+PoBSqm65JzArUL4ztVZP4Yo3v4VlhxIVouwGutLNU7tPSYjK/pXp362etuXe67bpZnlZ4DziqdQRbex3mdwN4C9IlYDc8oUodSi2XJnth6TjnU9kIJye3ZQSWQRfUKog/yvd1M6c/j6SUur1/tWcj3bO1d8oU4kl0pqb8sdK82cmnj6+k8qSpYR/SMugQlZBPxd4vyPXKBFk+GPa3z65+ctTSn+eSjzZPJyWWRkDUxkmUWpuMoBSxWtLSk/3T07zRtKJ3uFpWYndjPhOvUuuB/20bBGi34cHKT11LD4pHpCmdYj28Q+ksv6T9IS7nbK0CNC0dZ7LLOv0b0HuPI9L7/V7xPflKMpU4GhdEZ6NaBN+T/qsryc1CyqcxyyrJetL4IdEtkYTkXqeNT/JntqekX9P6d8TiCe0c+eOnWUsNNG6k8+Kv0XpHP2KqOjfT1ToF62w/oJEQOJDcqMBEAG4T9P7XrewzRyURgg4sDPf9dw+BxPZDZPz7zVdQ8XPJd+ppxGV7TspNU/6EVGhbbeT2rauz3a2y/+ubpbfF5ER1kSuQ1ciqNOf+C4tTctK+vbp/N+fzvthRHDrc9rIHKlQruGUOqp8JO1vjrTspDR/Qm79WYj/cz4mKvgrUiG7KH3ulxDNIRYi/i/4KF0nlxMBCSOGf3wZ2KXwmSmbQJMmTZo09amp4QXoS1MbN7fZTd93KfUAnlXqiinEC6ebkPFp/oDi/tONWpudqbV100J0ovVwKsv7dLCtLZF626otNFFhvD3dZFVK/8/OwQiic7Os/e3I3DplK1bE0/d8BcTSTWl2DrMOAIuVnOyYV6R9LEY82byaeJI+gsjMODSttyVReRuZ/t6K6Liuf3GftV4LadniRICkuRKb5q+U3sckUh8DlJ5k9SOeeF9Pqc14c18Fhf1vmX2mhc8pHyCYGZg9/XsU0XnYu0RgZXi6Rp8knsQeQdzYf0NU0PJP03dL5WjVkRfRGd7DREbBGxSe0HfgHJZ9eku0Oz+bCGA8QIXh7YgKc4uMB1pWXuckKsrZk/DHqFMni5W2pU6/BWX2ewel79WNpAp5G+sfRATQPk2fzdtp29coNbfJfm+yTukuyW3fnwikvUSpArsnpcDQMmm9LPV7MyITYUThPKxMlR3spW3eIp7qrlZY1mIEiPTvzdO5uZLSd3teognBN0Sl+4dEEGsLIig3ifhNW6qasrVR5uXSeXkwNy//fZw9fd7zFOZnwaAFiafiXxO/WV8SFd+yAZLOXL+56zFrNnAfLft42D/NP4XoP+NnRKbJJEq/S5cAy6f1Z0vX9NS0bBoRWK6qCRelvlwmEr9JxeDSrEQgpildbwsQvw1Zub6mFGDYjlJAOP+b8BLxm/IVERxYnPh/bxoR2J6VwugmdLIJlSZNmjRp0tRTp4YXoK9NRM/IJ1K6US62p7003awckP7ObgRHEjfuZxEpna16Z6Z0c11TZ2rEU5/NiN7Pm4ihoL4iKhkj0zqVKuvbE0/kNynMt9z7ephIzSy+52HEk9HZiHbDh5FrL02FFOPc+104dwO6QmGdVYhgxz3kUm1pebP9feKJ6HBi6Lhb0/prE309XEw88ZuPqCyfVfzs6GB6eUdvGilTiU3zz03zT69wLmYh0oL/QKGCVe4cVrgGs/bm6+bm/ZJSOvke6Zxumvt8VyUqDK+RGy4vLcuaRhxGZLesSPTS/xLxdHE5Otimm5aV06nFzzst2z8tO51CFknhM5uTCHC8QmGYPEpZNGsRzU3G1fI5tvNeuuy3ILePmdL18G76TDdtp0ybEIGbqUT6/feIoNlcxBPUJqIZw6DcNTeQUhbLRmW+2xcRmTkfUQpW3FdYb1aiLfcfyp1fqmi+Qanvi43y27dx/c8LnJbe886UAjILU2o+05TeQzZM6Vl0coQAWlZA5yKCMW9l12Iq16JEZtdDxO/5FCLzYrsK+9ybaCLVlM53NlRqZ7Oc+hX/TQQTH0vH+nlu+UJEwLIpN72drpv/IzKzvgZ+R6kyPhORbbA3qQlCFWXbmVIg62niO5vPWDBK353d03pvEgGBpnQ+V0/X+u/TvC+JLJfFcvuZnfg/7AZyv31p2THpmsgP51rXjlg1adKkSZOmnjY1vAB9aSIqvL+j1JFUqyfRRMXpQ6J95ZDc8rmJG/fsxusWooOkxQvHmJkaO1NLN2vXp5vRPYiMhAvS8Q5tZ9tvpRvTn1VY/r20n9Fllv0iHXdwYX5Hypydt+zJ7y3p79mJTs/uoNSD+QkVjr8SkfZ6RO4c3ksECR4knsB+mwhkHEqhQy06eBNOy5vtVYknbduQe+pP6SY8q8S+SssK+1yU2oCvmj8HFY7ZVtMSK5Rp63TdTSUqW0vmzu9wIoDyDRGE2q3MtT02bfu3wrW7EpEun1VesqfKf6IDw9tVKHtWib6wMH8eorLwJOWb5cxWeM9ZW+uLiSDWMGL0iXNJQYbC+nV5Okg3/BakdZchgje/bu97RQQJsn3+hELWAVGZ+jpdf/OnedkT+p0pdKKZW2ZExerO3P7fJ34zssDPLERF8ipq6AiwUM6sX5Lvl1m2HLAL0axod0r9JYwiAlcPUhhOkugD5Sji6fMxVNlevgPlzc7lyancrxNZULel70t2zh5Pf08j+hlZI3ct5SutKxC/X00UOpWsokwDiCfmRxeve1oOdbpNrszDcussSPye7JFeZ6CUPbIyETC6oZPnbXVKgYr7iP+3plLKVMh3npo/P1mnmxOBb5fZ76aUmi88mz6XLKDxImn4zuJ+NWnSpEmTpultangBeuNE67bC+ZuURdIN39MUehmndSrvaYXlRxJPuo8khjZ8Pt0cXU6kz66U1qu6M7XcsceRe+pIPOV5P5W30rCGWcXmIlLqbPEGKr3vu4inXaOIp5TDifbvLwE7Vjpn7cxrTsum1Gb2l0Qa6kfEk9dLczeHTemYxYyFa9J62U37MpT6IGiiMFpDW+ewnfKOJJ5ITaWUavshUWnOjp2dz6wSex4tU3uzlN9WHYm1dR22sd7SRAdqTURgZXvKDD9GDHP3SlpvxzLX9iAiuPJZmc9zBeJp3U1E4GWTjpStTBmyc7MgpaEgN8stX5R4Wvh8+nsoMeLGHkRF9W7g7+TSg9PnkaX5Z51iPkrLynmn0rTL7Yeu/S1YPve9yDdPavVbQMtASPaU9cBs/cL2jxFP1lul3Oe23SP/WeWWz0b0Y1G2XT81jhZSPG/Ed38aEexan3jCvEO69poK042kZilE5kgTkbY+a2c+9zbKlv1ezUBkUdyarkcjAidXEoHerCJ7BdGcJxvKcGlyHWq2cays89Pv1/I+Utmyc9QiKJRbZ2EiAyALZpzYwX3vQK6pWLXfJyKQ+6+0jyeIINlgStkAV1e4zrOsgqyz0M9zy2YsfA+y5hBT0rorEn0U3Ekhu6jwfe30sJKaNGnSpElTb5kaXoDeNJHrZCr9PXuZdWYgnmhlbTgHp/n5m8i5iJvxr2jZIdRqxJOkH6W/ZyTazl5OVOYvKtzsFHu7b+vJc1tt1bOn9WfkbrbKVYK3INrHr5o7H/n9rkQECqYQFbaJRPCgVY/mxXPWzvKsTDtmN4Dp9WxKnaMNSDeId6ZlnxGdfmVD9+1CPOVatLDv/yOyKlqkshY/9/wy4qn2zLlyZa+rpPc/kajMjCV69380lenKMtfKrUTF4QeFZVnb7206cb0OBP6c9vMUEWBpVVmjdBM8mHjq20SuY8PCuquka/R2yj+tqzpdm9aV7ex7cjClp4n5wFj2RPmNdJ4+JVKJXyAyNLJ046z386HEE8Rn0mexfbVlLFdmGvtb8NfC8Vs13yGa0lhhvbVSeaZSGCWEeNL6DVGxzWdAZP1krEmpgpt977L3Ue73omwAk05mbRBBpGw4xq+I34NpRD8TjxPfvSOJwMY0omI5J9EnyT3EU+O1O3sNVHqvtBzN4AHgptzfMxEV8PWI35FWfUkQT+Q/Jn4bZqPlb2z2Xc0yuA7pRJl3Tfv4W2H+vEQb/tvT8seITJOvaaOHfyJbZxciMPYYncjMIP7fOIUIQGa/r/NQ+n63yiYpbJ9l5Jydv06L1yoReMx/dlOAHep5bWjSpEmTJk29dWp4AXryROnpZjGFexHiCfENxI37wYXl8xFPt96h0H8AUXmbhVJK5XWF5fcCV5Qpy4IdLPMyxNjpHR4ai0hBf4bo9GnL7D2XWW9ZotL2hzb2NZwY+mt7ch3MUaFX6MJ5q5Sun6/oZOftpAr7mJlII87S319IN9szpnn7pPVmLFOWVhkDhZvKHxFPBB8lKmsnFtY/JR1zZ1Iqa5o/L6V2xbsWrq2s8nUjsEBum3Hp2urMEGezUXpq+N0K6wwpnN+NiFT2Z8sdO53HXxMVtIPJpZ/XUL79K3yG+Rv3x2ndRnpBIk38eqJTtF+n6344UQm7nqgIr5zfJ4WRDKiuXXyv+S1I19SlRHOcO4n2+bPnlmfNOs7OlXH73Lm+mUjBX7PMvrNtf9fW517L9VDltTOS+L7dm877vunazWfmrEy0OX+LyHLqR2m41AspE9ypQ7n2T+fvMuKJ9clEIDDrOLRSHzD5a36dVMY72zhOVsnfoxNl7Uep878sW20TInA6lcjc+UGanwWTryxc3wsQwaffpuv8c6Jj1HWrLMuqREbTQcAWaV7+ms1+Z35OKdNgjjL7yXeam/32LZ9fVu46JX4fFiT+7xhSTdk1adKkSZOmvjo1vAA9cSKeTv8O+AGFJ/ZER3BTiad9/6PUydIFlJ5g9ks3XF8QQ60Nz+an16FEBfbFtO22uWP8mHhyk3VSVRw6q62sgS1zN0eXUxh7vY3t+hMV9OxGsPkpfXrNn4N/EJ1AFStdy5N7klapzJQPFoyk/XT94lPNbyiNDNBi/Pd0/pcm0nq3y3125wEvF47dbkopsAZRiZpKjJt9XboOTsqVa2Ei0PJEbrt+uXO4ZfpcX8pdB9nr2WnZ+ArH70zv+1mF4oLC/HmJStM1wN6FZcenbX5VYZ8LE0+VJ1HoebyKcl2TjnFUpeuaCPpkQze+Qa6NdFo+E2X6QCCeiDdR6HivI9+hMuv2mt8CotJ2ddrPO6k809Lf55P6OCAqRNnvxO5Ep5Cfp20uoRTUaiIqgCvmjjE0t6xVRkl3T5TJYKH0nRxIacjR1dK84UQQZMU6HT/7/ViS6P/gy3T+3kvn/n2iydTYCtsVs7IWJ7IePqBM8x0iULd1ut7e6uz7AL6Tzs+TRBbGpHRNH1Xm2nqNQr8IRDDmXSID4ily/eZ08PjLEn1wvJe+I58Q3/UFCucpf46y/hnKHovS/we/SevdXOvnqkmTJk2aNE3PU8ML0NMm4onFh+kGYzdKHTTNT3SANim95tv5H0Y8YT2KUudZg4iK7tf5my5iiLsbiGYEm6Z95XvrXyfdkG1dQ9mznutfTa8vEk/ZKqYH57YdQrQL/YJCh4W0TMv/QbqZWyH9PZxIb58KjCls13yTR6SNzpS7iWsvXT97ynplmf1dlJadX+59VXqfRNOFndo7F7ky9yMCKO8RN9J7UyGdlqh8TSH6AJijwjpZu9ttC+9nIUqd1g0ubNPZNO38U8OV07zsqeHXxE35hvljETfvjxHfg4XL7HMGoo302FrKk17XoBTwKQadBhOp1VendbKe9LMe89vq3f5naf2/dOa8pf31mt8Cot39tLT+MURHcLMS/Rl8QjTF2YnS9+7o9L4+Tdsdn3t//Ynv+UNpnbeIZkdZwOIY4JTOnt96TbSsROafzM9BdML3IrBIF5fheOL7v3e6DhcjRiZpSp/79u1cu3MSwcQJ6fo5MX0Pir9t8xBBn0kURvLoRNn/nco5jfhdyPfd0Z/S78LelJoiDM6tsyHR7Gu2Ko45MF2DXxL9bxyfrrE5yWUCFbbJyrFpKsd75T5XSr8x/SmN1tFuHzTlridNmjRp0qRpep4aXoCeMhHjQT9N6an6uMLNUNbr93G0TBHfgEjTbkqvW+SWLUY8LWwiel0/jWj3+R6tO4PLD383rMqyZzdGq6VjHUOkZr9DVBLLPhku7MPSjeqXxBOtYUTv64eSS7EnKomvpf3vnvb/BBXarhJPReuVrp8NazaE0lPNVdK8Su2h+9GBQEmFbRcnAhjPkirTZT6vbN+LpRveZ0lD75VZ96e07EguX8GpasiwKt9Hh54aFrbZL21zbheUJwuQ/CUd46/p7xmJjJHTicrtZKJ3/iXSddmqjXT6vsxCNAv5S7rGHqXUj0YtTSJ61W8BpaHqHiaaYMxWWJ4NAfj3wvciy4DIN+vIp5XPTvRbkgVL7u6qa7QO11Sxn4tViZEFvqHCSC11PPbixG/tvWWWZW3l/1zm/C5B/GYfTIwG8Q4RuPl5O8drFbzrZPmHpTJ+mJvXPMwtLQO+2dP8mvtGSPs6lAisXEE0XahqqEFKweI/Vlie79fmUmocfUWTJk2aNGmanqeGF6DRE5FKe3G66fgP8eRwwdzyrCI4jNwQgmm7q3M36H8kKjJ/LVQeViE61fqUUkdgPyyUodwwb8X28WU7fCvMW5roofq89PcmlJ6onEAp9bhSO9lZiCefWdOFW9O/XyGeolqaTqf0pHenfJlyN5UdTdd/m46l62eVp2zZoakMj3fBNWHpXFxBLhiRLWtju+x6+GmFczK+uLzMPuoyPF+Z/bb51LDM9T6UqGhNAzaoc1myz3I+oiLXRHSetjfwcvr7dFp2CndKmn8FLStbZxJPYD9M04lUWenI7atX/BaUKU++Oc4cad5AShkCo9Pyu9J1nZ3/7dL81ykF4YrNYmYiKt0Tsusgdz33uB7giSZQ+xPBoqlEs5EOP+mu8ZhLpWPdQGk0hayiOpRoJvA1KQsrzR9E9CXTRKld/+/zZe3O80spmJT1PVFs1pJdM5un9Z4i18FoB4+RXTffSe/5NqoceSRXjiUpZUqtU83xNWnSpEmTJk0dmxpegIa++Uh3zNrwNpHrIC8tb9U+Mv09lkhnfYeo/C5NdJ50O9Fec+fC+vMRbTk3Lsxv90awuA4wT7GMuXIOScd/hfRUG9iM0rBhDxKV834V9m3AnpRGFZgKHFmmTNvTunnCDJTS9feg+nT9OSusU0zXz/d3kPVnMLzctp28NhYkOvN6lKhcle2MMV8mSimx7xLjuefLOii9z7eosV1/J99Pm08NK2yTdfxW9TBnHShPds6y4En21PoWUkArLc8qu9+ifBvpDYmU/QNoOc57VQEXesFvQYVyF7Mzij3YDyD6wGii1JFnPtCSDZt5VLnzVub99rjKFhHIOIzoaPUVor38Y8B63XT8kUQTnvtp2QFf9jt7EqXf39WJbKlvEVkm2xC/0UNz2/Xv7vNMBISy6z/rX6Psd4h2RhzowLHOScdZr3g9dnD77Jr/ddrPTRSGdiyzTY8LamnSpEmTJk09fWp4ARrypqOt7iSiPf5pwIGUKitttmVNN963EU/Cf0TLYduyIbuuJI1DXu4GhQ488aR1RsF2RIrxv4nK8y8L62c3pTcSTyoXy45FtNX9ayrbQ8BuZY63FPE0Nhu7/gJg3nyZc8co2yY4/d2l6fr5Y1JmrPc6XiPfJZeu3dEbdyJVu4l4crwrESDYNN0cf5POcZdkDXSgbG0+Ncxfe+l1JlIKfxeUJX8NTUzl+r/850/rp9tZG+kHyfUDQcue7pubmnSwHDvRw38L2ilDueyMrAf75YjgxefE6AeLFY9LBC2y4MgC+X1WOlZPm4gA6S3pO3cBNfTv0tlrOR2/Cdgsfx2mZXvlzvH7RIbUzRR616cwokYDzmOWYXJlheWdKlt6f3MTmWZvkGtqVuV+st+DQZSaCLX6P02TJk2aNGnS1Lmp4QXo9jdcqmxMIJ7mZE/ezyfXlrSN7bMK5FFlll1PqY3yr2u9sablk+g1iT4AmohKfNauuIlo2zpXbt2ZKI0xv2Jhn1sTHZplT432oDSiwJyUeoh+FFg9XxY6MAQajU3Xb/NpUo2fwUrpuHeSC5i095kRqcbH5T6jL9N5/5pIg25YZYsqnhp2U3myyupWqUzvUGqW0mrc83SNPUju6Xhhf9U+mezxvwUdfB/F7IzHgB9Sak9+FbkmEMXzRam50bWNuhbqcA7mJppHNaSiDayQzuETRLOP/G/jAZSaxVxMVJR/U9i+4Zka6fuV/f8yOs3rVCCrzDHmS7+HHwEj2nvvlZblrvlstJ5jG33+NGnSpEmTpr42NbwA3f6GoxK6K4WnhUSbx4/IpURW2P57aZ1f5OYNJNrFfkN03ncXsFUny/ktYqzvpnRjuQ+R1jwzESBoIlKe10zrZ5WpY9Oy3XP7uYxSB2tXEgGHL4mOtgan9TalZUp3v2orN/ShdH0inXki0aHiKu2sm537NbPrikgnPppIOz4WWCh/bht4/bf51LCB5cqamPw2f32UuV7GEBXbVsPi1XDMXvFb0IH3ka+UZn08fEV0nji20nWXO6fz5r6Dgxt9LfTWiVKA6XRScytgUSI1/gNSfxfkRpHpaRPRx0MT8E6N248mOiCdJf3dIuBHdJB5P5HF02r4xzb2O3N6bTEUbnaOG33eNGnSpEmTpr44NbwAjZ7IpXsSPcI3EZ34lb2ZSxXIN9KNzmZERfcYom3sWdTh6TbRdvyzVJYLiQr4wMI6d6Tl+6W/s07+xqb5vyIqqN8Qqcd/AdZO73c1Ik03axM+d2HftXYG12fS9dMNbTYG+yFUSJMt3LBeCVxfWJ4PfDSn0zf4eu/Sp4ZVlifLKliWUhbGQsVzV2Hbup7LnvhbUMN5/H4q9yf5ZZXOZW67FRp1DfSVicjMyjqAfZsIfmW/s+el35Tm5jQd/X1swPu4hRhVoMNlTOvumfsOX0iZjgqJITuvTOscVul3Na2bDw5e0oHjqx8CTZo0adKkqY5TwwvQsDdeZkQBYDZKbR53amPbX+QqW18T6dxXFm6MOnTTUlyPUoX/l2n//8kvo5SafQiFdt1p/pg0/4v0ejORhlwcMm1xIiW6qqEY23kvfSJdP3c97JTK8zK5nv+JCmUxAHB4Wveg/Hur9nropvfXqaeGXXi+s4DRFR3dpk7H7xG/BXV8P1l2xrHp7w5/f+jG4EZfnNJv2WnpN2MikQ22Q6PLVeV7qLXJXNaEJetz5G5gjeJ+KQ0v+hxlhtWFVh1oXpm+Y0NrKZcmTZo0adKkqbYpi/JP98xsBnefZmY/Jjr+e5kY2/7d3Dr93L3JzPoTnf+NJtJ2b3H3u9I65lWeVDNbCVjW3S80s4HuPjXNf4ZIg97b3c/KrT+EuHlageg8685c2eYleoefSjyJP9/d38zKBlAsX7ZtNWWu8D5WBf5JBCl2cPeH21jX3N3NbE1gkru/ZGabEdkOg4gsiPPc/ZV6lrFaZnYtsAUR/DjR3W8oLF+CGB3g50QHdnu5+4fdXc5qmdktRKr5T4hLomE/BLlrdxBRyRgMbOHuN9TyfapDeRr2W9DJcvd392/MbFlieEeIZhWvZO+pu8oyvTOzGYl+QJ7NzeuTn0Hu+7Ij8Geir4yFiOywj4Dx7n5Rbn0jRgVZl8hc+IO7P2Vm/cj9FpnZ4kQAdivid/XC7nxfIiIi0zsFCpL8Tb2Z3QRsTDyRO7KKfVR9I2hmCxDjmEMM8/eGmc3k7l+a2abE2NyfuPscaf21iPHddyDdlLn7x9l7AOYBriU69lrZ3T+sFCBI29StAm5mswPXEU0cDgNOcfcvyqyXP9dXElkSm+eWN59HM5shFb1bgwS5iuBKRBOOTYFPgd8CDxNPxDYA1iHe71XA/u7+eoVd9ig9rdKSq+T+EjgBOM7dj2hQWRryW1APuev2DCIV/Cp337q7yzE9K/6m9rTvWlcxs42IDLbx7v4HM/sppaE5jyACv++nddcnMhBGAvcQ1+pEd//KzIYSv6s/JoIJ5wHHuPtH3fyWREREpmsKFOTknoysRaRNfgGs5u7/bWe7mirbuafqvwcOAi5z9+3y+8s90b4QeCCttwiRLXCYu39dfA9EZ1GjiLTPB7vjyWaugrIT0anXq8SQVbdl75VIwc4HAA4hmj8c7O4nFm+oG5VFUJQyOA4hnr4Pyi36lHgCfoy7X5HW7fYn4H1BoXK+tLs/3eDydOtvQb30tOwMmX6Y2cpEEPVOdx+d5v0Y2I8YhvNq4Ofu/k5aNo5oYrcGkUH2PNFx7SLAMKJDzvHufn63vhEREREBFCioyMz+SAwh+Dd337ET+2lRQc7mpQBBdlM/N3GDNRJY193vyWUVLE605czcBhzo7k+lfeWDClnl5ndE+udP3f0vtZa9Vn0xXT+lmC9MdGA3F9GL+Uf59za9PDnsDikNmR4SKKrLb0F36UnZGTL9SP/XPUsMBTnW3d8zs4FEdtufgY2I3/uz3P2qtM23iCYKawIrEr+rk9J6J2aBcP22ioiIdD8FCgpyle0FgaeIJ8jrZ+2OO7HfRYAV3f3yCsfbjUjTfNTdV0nLshv+U4B9i8uApmJFKt2snUqMQDAm30a2q/X1dP1KdBPbN3XVb0FX62nZGTJ9SAHva4kRTBbOmhmkZQcT/w/0I7IHdgDuygLEqU+H2dKyGdz9szS/v7t/061vRERERAAFCsrKVXgPJMYVP6rG/Vj65x+B3dO/zwfOcfeH0jrNN0JmdjewFrCru59vZjOmNpszA28CcwBbuvt15W6gcpkKI9x9Yi1lrhel60tfUK/fgkbqSdkZ0reZ2T+IITo3cPc7zGwZYhSI9YihIicRQeIZgAuI7Lhvcttn/4dV7FdHREREuocCBWWUa2fcmcqsmT1KpFV+AcwMfAycApzmqSPCtF7WGdQHRMeGX+SCBT8l0jdfdPclOlKmRj+NUbq+9Hb1/i0Q6Yty2TcHEs1dfkaMYLMr8bt/MREkf4YYIeRC4FtEEH18lkEgIiIiPYcCBR1Qa8Ug13Tg28SY7B8RT1FWJJ6w3Aec7e5/y21zEdF+/w/uPr6QcZAFHA5091MaHQjoDAUIpDdSkECkMjPbh2j69hVgRFOEC4hhQ/OZA+sQTdBOdvcpDSiqiIiItEOBgk5qr8JrrYcrO5vob+B4YBeiV/JzgEvd/a7U0d9DwOzAEu7+Yq5jw3WIDgIB5su3ARUREWmEXJOBVYAHgTeA3wF/9zSsYWoC48VAW6NHChEREZHyFCioUfHmJg31NJjIGnjE3d9K87OUzFmBt4kOm9Zy9/vMbBOi5/8tieYIxxFNEvYBTgKud/cx+faaZnYz0Xv0FsXRBERERBrFzJYEbgLecPe10ryK/Q0oQ0dERKTnUqCgSummx7w0JOFOwJHE0IaZB4Ad3f3FtM4Ad//azH4OnEn09rx+bp/7EdkFywL3AOcBRwELAd9195vMbObUZ8FcwABPY1GLiIj0BGY2H/AkkRG3qLu/3eAiiYiISI0UKKiRma1KNCNYHrgDuJ/o0XkfYDGis6bD3f3NwnBlTwLLALu4+wW5/Q0mmiP8EOhPtPGcC3jN3Ufm1stSPPsD0/Q0RkREGi3XzO5KYBywsbvf2uBiiYiISI0UKKhCyiaYEbgUGAv8hwgW/MvdX0rrrAdcQ4wXva67P5bmZx0bjgZuBV4GVnL3T8xsoLtPTW04VyKaIGyQ9gGwlLs/101vU0REpGppKN9/AHMD31Pmm4iISO/Vr/1VJOPhS2IcaIAb3f1PuSDBAHe/E7gNmBVYLrftN+n1duBqYtjAg9Lib3LrPQJsBewNHEs0M1CQQEREejR3/wLYz92/oyCBiIhI76aMgirksgI2AP4FfA58y92nZP0QpPX+BvwIWNvd/53bPuvYcCSRUfAFsLK7P9fW6Am9eRhEERGZ/uj/LRERkd5NGQVVyGUF3EZkBcwC/D7N+9rMBpnZHkSQ4F/AB6k5Qbb9tBQQeBU4AZgZOCxbVu6Yqd2nbrZERKTX0P9bIiIivZsyCqqUywpYCHgpzV6R6HzwZ8DORI/PTUQg5l7gN8A97v5lrj+C/sA7wJzARin4ICIiIiIiItJQChRU0E5TgCxY8FvgV8BzgAFLAH8FTif6INgQ2A34BLgR2Nfd38vtZxdgfWBXd/+qK9+PiIiIiIiISEcoUFBGNsxT+vdKwCDgNeDVNPzTgNTUYCDwFjGM4X+JzIB3CvsaB4wHVgMeAW4GjiwOa5gfQlFERERERESkUdRHQU4a/pAUDBhhZtcTlfvb0+tRuSDBjO4+lQgCAMySBQnMbEDWN4G7Xw1sTQx5OIoYzWBY4bj9FCQQERERERGRnkAZBWWY2exEZ4TzArcQTQc2B5YCfuPuR+V7dDazB4FVgMPc/Xf5Zgv5TAEzW8bd/9uAtyQiIiIiIiLSIQoU5JjZbkQw4A3g58DBwISUQbAE0WxgOLCku79gZjOlDgq/Q3Ra2AQMdfd3NdyhiIiIiIiI9EZqepCY2QzAvkTng7sAl7n7lSlIMMDdnwd+m1Y/DSAFCfq5+33AJcT5PC6tUzECoyCBiIiIiIiI9FR9OlBgZnOb2bD0737ptX+Z9Sw9/d8TmAn4NvBwWjYQyCr2fwVuADY2s83TvIHp9aD0+lMzWyHrDFFERERERESkN+mzgQIzWxt4j9TZYFZxz/UrsJGZrWJmc2R9CLj7PcAf0y7WTvOmurunzIEvgTOBL4CT0/IvU8bBJOAI4E/u/kR3vU8RERERERGReuqzgQJiuMJXgO+a2ehspplta2YTif4GHgQmmNm2ue1OBj4isgaWS9v0ywUabgT+BixqZgembbIRDo5z9z27+H2JiIiIiIiIdJk+Gyhw94+AQ4GFgB3NbKCZjQHOAv5HBATOBtYAzjazpdJ2LwMnAksD26d5TdDcjwHAGcAHwIlmNpu7f5U/dtbMQURERERERKS36dOjHpiZATcBawH7AOOITgYPcfdn0joHAb8H7nT30WneYOA+YDCwk7vfmh/mMK1zIDDF3c8uLhMRERERERHprfp0oADAzFYH/g08AAwFxrj7f7PKvZkNAP4BjAW2cfcr0nbbAJcBFwF7ufunWaaAOioUERERERGRvqrPp8i7+wNEc4M1gGnAMynTIOt74GvgdOBT4KTcplcC1xFZCNumfTUpSCAiIiIiIiJ9WZ8PFCS/B94EFgbWSM0ELNdB4e3AhcCCZnZYmjcN+C0wG7Cmmc3YkJKLiIiIiIiIdKPpIlDg7q8Df0h/bpuNYmAhOwdnAS8Bh5nZfGm7B4B13X2XYoeFIiIiIiIiIn3RdBEoSM4DniSaEWyczcxlFTxHjIIwE3Bmbvk90GLEAxEREREREZE+a7oJFLj7FOAo4FvEcIlzpM4M81kFFwCnAr8us/20biusiIiIiIiISIP0+VEPiszsKmAz4Ofu/pfc/OLwhxryUERERERERKY7001GQc4xwNfAzma2eDazECTopyCBiIiIiIiITI+mu0CBuz8BXAysBSxeYR0NgSgiIiIiIiLTpemu6QGAmc0FDHP3JxtdFhEREREREZGeZLoMFGRSJ4auZgYiIiIiIiIiYboOFIiIiIiIiIhIS9NdHwUiIiIiIiIiUpkCBSIiIiIiIiLSTIECEREREREREWmmQIGIiIiIiIiINFOgQERERERERESaKVAgIiIiIiIiIs0UKBARERERERGRZgoUiIiIiIiIiEgzBQpEREREREREpJkCBSIiIiIiIiLS7P8BiQcQIV39JdMAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "colors_pltdefault = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", + "\n", + "SAXS_chi2_pkl = f'{data_dir}/IDPs/PP/martini3saxs_IDP_PP.pkl'\n", + "\n", + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "\n", + "xaxis_labels = []\n", + "chi2_lambda1_vs_protein = []\n", + "for protein in IDPs:\n", + " chi2_lambda1 = SAXS_chi2[protein].loc['1.00']\n", + " chi2_lambda1_vs_protein.append(chi2_lambda1)\n", + " xaxis_labels.append(IDPs_plotnames[protein])\n", + "\n", + "SAXS_chi2_pkl = f'{data_dir}/IDPs/PW_BB/martini3saxs_IDP_PW_BB.pkl'\n", + "\n", + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "\n", + "chi2_lambda2_vs_protein = []\n", + "for protein in IDPs:\n", + " chi2_lambda2 = SAXS_chi2[protein].loc[lambda_PWBB]\n", + " chi2_lambda2_vs_protein.append(chi2_lambda2)\n", + "\n", + "xaxismid = np.arange(1,len(IDPs)+1,1)\n", + "xaxis1 = xaxismid-0.2\n", + "xaxis2 = xaxismid+0.2\n", + "\n", + "print(f'$\\chi^2_r$ original: {np.average(chi2_lambda1_vs_protein):.1f} ± {(np.std(chi2_lambda1_vs_protein)/np.sqrt(len(chi2_lambda1_vs_protein))):.1f}, chi2_PW: {np.average(chi2_lambda2_vs_protein):.2f} +- {np.std(chi2_lambda2_vs_protein)/np.sqrt(len(chi2_lambda2_vs_protein))}')\n", + "\n", + "fig = plt.figure(figsize=(len(IDPs)-2, 4))\n", + "\n", + "fig.text(1.05, 0.5, f'⟨$\\chi^2_r$⟩ unmodified: {np.average(chi2_lambda1_vs_protein):.1f}±{np.std(chi2_lambda1_vs_protein)/np.sqrt(len(chi2_lambda1_vs_protein)):.1f}\\n⟨$\\chi^2_r$⟩ PW-BB: {np.average(chi2_lambda2_vs_protein):.1f}±{np.std(chi2_lambda2_vs_protein)/np.sqrt(len(chi2_lambda2_vs_protein)):.1f}', ha='left', va='top', fontsize=20)\n", + "\n", + "plt.bar(xaxis1, chi2_lambda1_vs_protein, width=0.35, edgecolor='black', label='Unmodified', color=colors_pltdefault[0])\n", + "plt.bar(xaxis2, chi2_lambda2_vs_protein, width=0.35, edgecolor='black', label=f'$λ_{{PW-BB}}$={lambda_PWBB}', color=colors_pltdefault[3])\n", + "\n", + "plt.xticks(xaxismid, labels=xaxis_labels, rotation=30, fontsize=20, ha='right')\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.semilogy()\n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "#plt.legend(fontsize=20, loc='upper right')\n", + "\n", + "fig.savefig(f'figures/SAXSchi2_IDPs_PWBB.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/SAXSchi2_IDPs_PWBB.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "147e60af", + "metadata": {}, + "source": [ + "## Protein-protein and protein-water together" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "5f68e9b9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$\\chi^2_r$ original: 63.4 ± 21.9, chi2_PW: 4.49 +- 2.2236019333669854, chi2_PP: +- 2.5807219754830926\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAXS_chi2_PP_pkl = f'{data_dir}/IDPs/PP/martini3saxs_IDP_PP.pkl'\n", + "SAXS_chi2_PW_pkl = f'{data_dir}/IDPs/PW/martini3saxs_idp.pkl'\n", + "\n", + "SAXS_chi2_PP = load_pickle5(SAXS_chi2_PP_pkl)\n", + "SAXS_chi2_PW = load_pickle5(SAXS_chi2_PW_pkl)\n", + "\n", + "\n", + "xaxis_labels = []\n", + "\n", + "chi2_lambda1_vs_protein = []\n", + "chi2_lambda2_vs_protein_PW = []\n", + "chi2_lambda2_vs_protein_PP = []\n", + "\n", + "for protein in IDPs:\n", + " chi2_lambda1 = SAXS_chi2_PP[protein].loc['1.00']\n", + " chi2_lambda1_vs_protein.append(chi2_lambda1)\n", + " chi2_lambda2_PP = SAXS_chi2_PP[protein].loc[lambda_PP]\n", + " chi2_lambda2_vs_protein_PP.append(chi2_lambda2_PP)\n", + " \n", + " chi2_lambda2_PW = SAXS_chi2_PW[protein].loc[lambda_PW]\n", + " chi2_lambda2_vs_protein_PW.append(chi2_lambda2_PW)\n", + " \n", + " xaxis_labels.append(IDPs_plotnames[protein])\n", + " \n", + "xaxismid = np.arange(1,len(IDPs)+1,1)\n", + "xaxis1 = xaxismid-0.25\n", + "xaxis2 = xaxismid\n", + "xaxis3 = xaxismid+0.25\n", + "\n", + "print(f'$\\chi^2_r$ original: {np.average(chi2_lambda1_vs_protein):.1f} ± {(np.std(chi2_lambda1_vs_protein)/np.sqrt(len(chi2_lambda1_vs_protein))):.1f}, chi2_PW: {np.average(chi2_lambda2_vs_protein_PW):.2f} +- {np.std(chi2_lambda2_vs_protein_PW)/np.sqrt(len(chi2_lambda2_vs_protein_PW))}, chi2_PP: +- {np.std(chi2_lambda2_vs_protein_PP/np.sqrt(len(chi2_lambda2_vs_protein_PP)))}')\n", + "\n", + "fig = plt.figure(figsize=(len(IDPs)-2, 4))\n", + "\n", + "#fig.text(1.05, 0.5, f'⟨$\\chi^2_r$⟩ unmodified: {np.average(chi2_lambda1_vs_protein):.1f}±{np.std(chi2_lambda1_vs_protein)/np.sqrt(len(chi2_lambda1_vs_protein)):.1f}\\n⟨$\\chi^2_r$⟩ PW: {np.average(chi2_lambda2_vs_protein_PW):.1f}±{np.std(chi2_lambda2_vs_protein_PW)/np.sqrt(len(chi2_lambda2_vs_protein_PW)):.1f}\\n⟨$\\chi^2_r$⟩ PP: {np.average(chi2_lambda2_vs_protein_PP):.1f}±{np.std(chi2_lambda2_vs_protein_PP)/np.sqrt(len(chi2_lambda2_vs_protein_PP)):.1f}', ha='left', va='top', fontsize=20)\n", + "\n", + "plt.bar(xaxis1, chi2_lambda1_vs_protein, width=0.20, edgecolor='black', label='Unmodified')\n", + "plt.bar(xaxis2, chi2_lambda2_vs_protein_PW, width=0.20, edgecolor='black', label=f'$λ_{{PW}}$={lambda_PW}')\n", + "plt.bar(xaxis3, chi2_lambda2_vs_protein_PP, width=0.20, edgecolor='black', label=f'$λ_{{PP}}$={lambda_PP}')\n", + "\n", + "plt.xticks(xaxismid, labels=xaxis_labels, rotation=30, fontsize=20, ha='right')\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.semilogy()\n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "#plt.legend(fontsize=20, loc='upper right')\n", + "\n", + "fig.savefig(f'figures/SAXSchi2_IDPs_PWandPP.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/SAXSchi2_IDPs_PWandPP.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "43c4f97c", + "metadata": {}, + "source": [ + "# SAXS chi2 multidomain" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "3c861fd3", + "metadata": {}, + "outputs": [], + "source": [ + "SAXS_chi2_pkl = f'{data_dir}/MPs/PP/martini3saxs_MP_PP.pkl'\n", + "\n", + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "\n", + "chi2_lambda1_vs_protein = []\n", + "\n", + "xaxis_labels = []\n", + "\n", + "for protein in multidomain_alt:\n", + " chi2_lambda1 = SAXS_chi2[protein].loc['1.00']\n", + " chi2_lambda1_vs_protein.append(chi2_lambda1)\n", + " xaxis_labels.append(multidomain_alt_plotnames[protein])" + ] + }, + { + "cell_type": "markdown", + "id": "b647f644", + "metadata": {}, + "source": [ + "## Protein-water" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "8da62826", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAXS_chi2_pkl = f'{data_dir}/MPs/PW/martini3saxs_MP_PW.pkl'\n", + "SAXS_chi2_pkl_2 = f'{data_dir}/MPs/PW/martini3saxs_md.pkl'\n", + "\n", + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "SAXS_chi2_2 = load_pickle5(SAXS_chi2_pkl_2)\n", + "\n", + "for protein in SAXS_chi2_2:\n", + " \n", + " SAXS_chi2[protein] = SAXS_chi2_2[protein]\n", + " \n", + "chi2_lambda2_vs_protein = []\n", + "for protein in multidomain_alt:\n", + " chi2_lambda2 = SAXS_chi2[protein].loc[lambda_PW]\n", + " chi2_lambda2_vs_protein.append(chi2_lambda2)\n", + "\n", + "xaxismid = np.arange(1,len(multidomain_alt)+1,1)\n", + "xaxis1 = xaxismid-0.2\n", + "xaxis2 = xaxismid+0.2\n", + "\n", + "fig = plt.figure(figsize=(len(multidomain_alt), 4))\n", + "\n", + "plt.bar(xaxis1, chi2_lambda1_vs_protein, width=0.35, edgecolor='black', label='Unmodified')\n", + "plt.bar(xaxis2, chi2_lambda2_vs_protein, width=0.35, edgecolor='black', label=f'$λ_{{PW}}$={lambda_PW}')\n", + "\n", + "plt.xticks(xaxismid, labels=xaxis_labels, rotation='vertical', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.legend(fontsize=20, loc='upper left')\n", + "\n", + "fig.savefig(f'figures/SAXSchi2_multidomain_PW.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/SAXSchi2_multidomain_PW.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "924dfecf", + "metadata": {}, + "source": [ + "## Protein-protein" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "b6a1da78", + "metadata": {}, + "outputs": [], + "source": [ + "SAXS_chi2_pkl = f'{data_dir}/MPs/PP/martini3saxs_MP_PP.pkl'" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "2132eb55", + "metadata": {}, + "outputs": [], + "source": [ + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "\n", + "chi2_lambda2_vs_protein = []\n", + "for protein in multidomain_alt:\n", + " chi2_lambda2 = SAXS_chi2[protein].loc[lambda_PP]\n", + " chi2_lambda2_vs_protein.append(chi2_lambda2)" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "id": "62f74714", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "xaxismid = np.arange(1,len(multidomain_alt)+1,1)\n", + "xaxis1 = xaxismid-0.2\n", + "xaxis2 = xaxismid+0.2\n", + "\n", + "fig = plt.figure(figsize=(len(multidomain_alt), 4))\n", + "\n", + "plt.bar(xaxis1, chi2_lambda1_vs_protein, width=0.35, edgecolor='black', label='Unmodified')\n", + "plt.bar(xaxis2, chi2_lambda2_vs_protein, width=0.35, edgecolor='black', label=f'$λ_{{PP}}$={lambda_PP}')\n", + "\n", + "plt.xticks(xaxismid, labels=xaxis_labels, rotation='vertical', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.legend(fontsize=20, loc='upper left')\n", + "\n", + "fig.savefig(f'figures/SAXSchi2_multidomain_PP.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/SAXSchi2_multidomain_PP.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "12b5943f", + "metadata": {}, + "source": [ + "## Protein-water backbone" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "id": "e4b352d2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$\\chi^2_r$ original: 39.2 ± 15.9, chi2_PW: 8.57 +- 3.234902676709312\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "colors_pltdefault = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", + "\n", + "SAXS_chi2_pkl = f'{data_dir}/MPs/PW_BB/martini3saxs_MP_PW_BB.pkl'\n", + "\n", + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "\n", + "chi2_lambda2_vs_protein = []\n", + "for protein in multidomain_alt:\n", + " chi2_lambda2 = SAXS_chi2[protein].loc[lambda_PWBB]\n", + " chi2_lambda2_vs_protein.append(chi2_lambda2)\n", + "\n", + "xaxismid = np.arange(1,len(multidomain_alt)+1,1)\n", + "xaxis1 = xaxismid-0.2\n", + "xaxis2 = xaxismid+0.2\n", + "\n", + "print(f'$\\chi^2_r$ original: {np.average(chi2_lambda1_vs_protein):.1f} ± {(np.std(chi2_lambda1_vs_protein)/np.sqrt(len(chi2_lambda1_vs_protein))):.1f}, chi2_PW: {np.average(chi2_lambda2_vs_protein):.2f} +- {np.std(chi2_lambda2_vs_protein)/np.sqrt(len(chi2_lambda2_vs_protein))}')\n", + "\n", + "fig = plt.figure(figsize=(len(multidomain_alt), 4))\n", + "\n", + "fig.text(1.05, 0.5, f'⟨$\\chi^2_r$⟩ unmodified: {np.average(chi2_lambda1_vs_protein):.1f}±{np.std(chi2_lambda1_vs_protein)/np.sqrt(len(chi2_lambda1_vs_protein)):.1f}\\n⟨$\\chi^2_r$⟩ PW-BB: {np.average(chi2_lambda2_vs_protein):.1f}±{np.std(chi2_lambda2_vs_protein)/np.sqrt(len(chi2_lambda2_vs_protein)):.1f}', ha='left', va='top', fontsize=20)\n", + "\n", + "plt.bar(xaxis1, chi2_lambda1_vs_protein, width=0.35, edgecolor='black', label='Unmodified', color=colors_pltdefault[0])\n", + "plt.bar(xaxis2, chi2_lambda2_vs_protein, width=0.35, edgecolor='black', label=f'$λ_{{PW-BB}}$={lambda_PWBB}', color=colors_pltdefault[3])\n", + "\n", + "plt.xticks(xaxismid, labels=xaxis_labels, rotation=30, fontsize=20, ha='right')\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.semilogy()\n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.legend(fontsize=20, bbox_to_anchor=(1.5,1.5), ncol=2) #bbox_to_anchor=(1.5,1.5))\n", + "\n", + "fig.savefig(f'figures/SAXSchi2_multidomain_PWBB.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/SAXSchi2_multidomain_PWBB.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "33a59ec3", + "metadata": {}, + "source": [ + "## Protein-water and protein-protein together" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "d68ddb43", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAXS_chi2_pkl_PW = f'{data_dir}/MPs/PW/martini3saxs_MP_PW.pkl'\n", + "SAXS_chi2_pkl_PW_2 = f'{data_dir}/MPs/PW/martini3saxs_md.pkl'\n", + "SAXS_chi2_pkl_PP = f'{data_dir}/MPs/PP/martini3saxs_MP_PP.pkl'\n", + "\n", + "SAXS_chi2_PW = load_pickle5(SAXS_chi2_pkl_PW)\n", + "SAXS_chi2_PW_2 = load_pickle5(SAXS_chi2_pkl_PW_2)\n", + "SAXS_chi2_PP = load_pickle5(SAXS_chi2_pkl_PP)\n", + "\n", + "for protein in SAXS_chi2_PW_2:\n", + " \n", + " SAXS_chi2_PW[protein] = SAXS_chi2_PW_2[protein]\n", + " \n", + "chi2_lambda2_vs_protein_PW = []\n", + "chi2_lambda2_vs_protein_PP = []\n", + "\n", + "for protein in multidomain_alt:\n", + " chi2_lambda2_PW = SAXS_chi2_PW[protein].loc[lambda_PW]\n", + " chi2_lambda2_vs_protein_PW.append(chi2_lambda2_PW)\n", + " \n", + " chi2_lambda2_PP = SAXS_chi2_PP[protein].loc[lambda_PP]\n", + " chi2_lambda2_vs_protein_PP.append(chi2_lambda2_PP)\n", + "\n", + "\n", + "xaxismid = np.arange(1,len(multidomain_alt)+1,1)\n", + "xaxis1 = xaxismid-0.25\n", + "xaxis2 = xaxismid\n", + "xaxis3 = xaxismid+0.25\n", + "\n", + "fig = plt.figure(figsize=(len(multidomain)+2, 4))\n", + "\n", + "plt.bar(xaxis1, chi2_lambda1_vs_protein, width=0.2, edgecolor='black', label='Unmodified')\n", + "plt.bar(xaxis2, chi2_lambda2_vs_protein_PW, width=0.2, edgecolor='black', label=f'$λ_{{PW}}$={lambda_PW}')\n", + "plt.bar(xaxis3, chi2_lambda2_vs_protein_PP, width=0.2, edgecolor='black', label=f'$λ_{{PP}}$={lambda_PP}')\n", + "\n", + "#plt.xticks(xaxismid, labels=xaxis_labels, rotation='vertical', fontsize=20)\n", + "plt.xticks(xaxismid, labels=xaxis_labels, rotation=30, fontsize=20, ha='right')\n", + "\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.semilogy()\n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "#plt.legend(fontsize=20, loc='upper left') #bbox_to_anchor=(1.5,1.5))\n", + "\n", + "fig.savefig(f'figures/SAXSchi2_multidomain_PWandPP.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/SAXSchi2_multidomain_PWandPP.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "d71eec9e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAXS_chi2_pkl_PW = f'{data_dir}/MPs/PW/martini3saxs_MP_PW.pkl'\n", + "SAXS_chi2_pkl_PW_2 = f'{data_dir}/MPs/PW/martini3saxs_md.pkl'\n", + "SAXS_chi2_pkl_PP = f'{data_dir}/MPs/PP/martini3saxs_MP_PP.pkl'\n", + "\n", + "\n", + "SAXS_chi2_PW = load_pickle5(SAXS_chi2_pkl_PW)\n", + "SAXS_chi2_PW_2 = load_pickle5(SAXS_chi2_pkl_PW_2)\n", + "SAXS_chi2_PP = load_pickle5(SAXS_chi2_pkl_PP)\n", + "\n", + "for protein in SAXS_chi2_PW_2:\n", + " \n", + " SAXS_chi2_PW[protein] = SAXS_chi2_PW_2[protein]\n", + " \n", + "chi2_lambda2_vs_protein_PW = []\n", + "chi2_lambda2_vs_protein_PP = []\n", + "\n", + "for protein in multidomain_alt:\n", + " chi2_lambda2_PW = SAXS_chi2_PW[protein].loc[lambda_PW]\n", + " chi2_lambda2_vs_protein_PW.append(chi2_lambda2_PW)\n", + " \n", + " chi2_lambda2_PP = SAXS_chi2_PP[protein].loc[lambda_PP]\n", + " chi2_lambda2_vs_protein_PP.append(chi2_lambda2_PP)\n", + "\n", + "\n", + "xaxismid = np.arange(1,len(multidomain_alt)+1,1)\n", + "xaxis1 = xaxismid-0.25\n", + "xaxis2 = xaxismid\n", + "xaxis3 = xaxismid+0.25\n", + "\n", + "fig = plt.figure(figsize=(len(multidomain)+2, 4))\n", + "\n", + "#fig.text(1.05, 0.5, f'⟨$\\chi^2_r$⟩ unmodified: {np.average(chi2_lambda1_vs_protein):.1f}±{np.std(chi2_lambda1_vs_protein)/np.sqrt(len(chi2_lambda1_vs_protein)):.1f}\\n⟨$\\chi^2_r$⟩ PW: {np.average(chi2_lambda2_vs_protein_PW):.1f}±{np.std(chi2_lambda2_vs_protein_PW)/np.sqrt(len(chi2_lambda2_vs_protein_PW)):.1f}\\n⟨$\\chi^2_r$⟩ PP: {np.average(chi2_lambda2_vs_protein_PP):.1f}±{np.std(chi2_lambda2_vs_protein_PP)/np.sqrt(len(chi2_lambda2_vs_protein_PP)):.1f}', ha='left', va='top', fontsize=20)\n", + "\n", + "plt.bar(xaxis1, chi2_lambda1_vs_protein, width=0.2, edgecolor='black', label='Unmodified')\n", + "plt.bar(xaxis2, chi2_lambda2_vs_protein_PW, width=0.2, edgecolor='black', label=f'$λ_{{PW}}$={lambda_PW}')\n", + "plt.bar(xaxis3, chi2_lambda2_vs_protein_PP, width=0.2, edgecolor='black', label=f'$λ_{{PP}}$={lambda_PP}')\n", + "\n", + "plt.xticks(xaxismid, labels=xaxis_labels, rotation='vertical', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.legend(fontsize=20, bbox_to_anchor=(1.5,1.5), ncol=3) #bbox_to_anchor=(1.5,1.5))\n", + "\n", + "fig.savefig(f'figures/SAXSchi2_multidomain_PWandPP_legend.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/SAXSchi2_multidomain_PWandPP_legend.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "c1fb9a29", + "metadata": {}, + "source": [ + "# A1 variants" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e09439d0", + "metadata": {}, + "outputs": [], + "source": [ + "proteins = ['WT', 'm10R', 'm10Rp10K', 'm12Fp12Y', 'm6Rp6K', 'p7Fm7Y', 'p7Kp12D']\n", + "protein_plotnames = {'WT':'WT', \n", + " 'm10R':'-10R', \n", + " 'm10Rp10K':'-10R+10K', \n", + " 'm12Fp12Y':'-12F+12Y', \n", + " 'm6Rp6K':'-6R+6K', \n", + " 'p7Fm7Y':'+7F-7Y', \n", + " 'p7Kp12D':'+7K+12D'}\n", + "force_fields = ['martini_v300_original', 'martini_v300_mod_PP_0.88', 'martini_v300_mod_PP_0.92']\n", + "force_fields_plotnames = {'martini_v300_original':'Unmodified', 'martini_v300_mod_PP_0.88':'$\\lambda_{PP}$=0.88', 'martini_v300_mod_PP_0.92':'$\\lambda_{PP}$=0.92'}\n", + "#Rg_exp = {'WT': [2.76, 0.05], 'm10R':[2.67, 0.05], 'm10Rp10K':[2.85, 0.05], 'm12Fp12Y':[2.60, 0.05], 'm6Rp6K':[2.79, 0.05], 'p7Fm7Y':[2.72, 0.05], 'p7Kp12D':[2.92, 0.05]}\n", + "Rg_exp = {'WT': [2.760, 0.016], 'm10R':[2.671, 0.007], 'm10Rp10K':[2.849, 0.005], 'm12Fp12Y':[2.604, 0.020], 'm6Rp6K':[2.787, 0.008], 'p7Fm7Y':[2.718, 0.013], 'p7Kp12D':[2.921, 0.008]}\n", + "\n", + "errmethod = 'hline' #for blocking" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "6457a92f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/storage1/thomasen/software/BLOCKING_OLD/MonoCV/block.py:59: RuntimeWarning: invalid value encountered in double_scalars\n", + " err = np.sqrt( ((blocks_av - u)**2).sum() / (Nb*(Nb-1)) )\n" + ] + } + ], + "source": [ + "Rg_exp_vs_protein = []\n", + "Rg_exp_err_vs_protein = []\n", + "\n", + "for protein in proteins:\n", + " Rg_exp_vs_protein.append(Rg_exp[protein][0])\n", + " Rg_exp_err_vs_protein.append(Rg_exp[protein][1])\n", + "Rg_exp_vs_protein = np.array(Rg_exp_vs_protein)\n", + "Rg_exp_err_vs_protein = np.array(Rg_exp_err_vs_protein) \n", + " \n", + "Rg_sim_vs_protein_vs_ff = {}\n", + "\n", + "for ff in force_fields:\n", + " \n", + " Rg_sim_vs_protein = []\n", + " Rg_sim_err_vs_protein = []\n", + " \n", + " for protein in proteins:\n", + " \n", + " time, Rg = np.genfromtxt(f'A1_variants/Production_run/calc_Rg/Rg_gyrate_{protein}_{ff}.xvg', skip_header=27, usecols=(0,1), unpack=True)\n", + "\n", + " #Block error analysis\n", + " blocks_stat = block.blocking(Rg)\n", + " if errmethod != 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=errmethod)\n", + " elif errmethod == 'knee_loc':\n", + " corr_len, err = block.optimal_block(len(Rg),blocks_stat,method=\"knee_loc\",S=2.7)\n", + "\n", + " Rg_avg = np.average(Rg)\n", + "\n", + " Rg_sim_vs_protein.append(Rg_avg)\n", + " Rg_sim_err_vs_protein.append(err)\n", + "\n", + " Rg_sim_vs_protein_vs_ff[ff] = [np.array(Rg_sim_vs_protein), np.array(Rg_sim_err_vs_protein)]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "450c064d", + "metadata": {}, + "outputs": [], + "source": [ + "pearson_vs_ff = {}\n", + "spearman_vs_ff = {}\n", + "\n", + "for ff in force_fields:\n", + " \n", + " pearson, pval_pearson = stats.pearsonr(Rg_exp_vs_protein, Rg_sim_vs_protein_vs_ff[ff][0])\n", + " bootstrap_result = stats.bootstrap((Rg_exp_vs_protein,Rg_sim_vs_protein_vs_ff[ff][0]), pearsonoutput, vectorized=False, paired=True) \n", + " pearson_err = bootstrap_result.standard_error\n", + " \n", + " spearman, pval_spearman = stats.spearmanr(Rg_exp_vs_protein, Rg_sim_vs_protein_vs_ff[ff][0])\n", + " bootstrap_result = stats.bootstrap((Rg_exp_vs_protein,Rg_sim_vs_protein_vs_ff[ff][0]), spearmanoutput, vectorized=False, paired=True) \n", + " spearman_err = bootstrap_result.standard_error\n", + "\n", + " pearson_vs_ff[ff] = [pearson, pearson_err]\n", + " spearman_vs_ff[ff] = [spearman, spearman_err]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f2b82bf1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[3 1 5 0 4 2 6]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "colors_pltdefault = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", + "colors_pltdefault = [colors_pltdefault[0], colors_pltdefault[2], colors_pltdefault[6]]\n", + "\n", + "fig= plt.figure(figsize=(10,4))\n", + "\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.xlabel('hnRNPA1$_{LCD}$ variant', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g}$ (nm)', fontsize=20)\n", + "\n", + "idxs = np.argsort(Rg_exp_vs_protein)\n", + "print(idxs)\n", + "\n", + "Rg_exp_vs_protein_sort = Rg_exp_vs_protein[idxs]\n", + "Rg_exp_err_vs_protein_sort = Rg_exp_err_vs_protein[idxs]\n", + "plt.errorbar(range(len(Rg_exp_vs_protein_sort)), Rg_exp_vs_protein_sort, yerr=Rg_exp_err_vs_protein_sort, fmt='-o', markersize=8, c='black', label='Experimental')\n", + "plt.axhline(Rg_exp['WT'][0], linestyle='--', c='black')\n", + "\n", + "for i,ff in enumerate(force_fields):\n", + " Rg_sim_vs_protein = Rg_sim_vs_protein_vs_ff[ff][0][idxs]\n", + " Rg_sim_err_vs_protein = Rg_sim_vs_protein_vs_ff[ff][1][idxs]\n", + " plt.errorbar(range(len(Rg_sim_vs_protein)), Rg_sim_vs_protein, yerr=Rg_sim_err_vs_protein, fmt='-o', markersize=8, c=colors_pltdefault[i])\n", + " plt.axhline(Rg_sim_vs_protein_vs_ff[ff][0][0], linestyle='--', c=colors_pltdefault[i])\n", + "\n", + "protein_labels_sorted=[]\n", + "for i in idxs:\n", + " protein_labels_sorted.append(protein_plotnames[proteins[i]])\n", + " \n", + "plt.xticks(ticks=range(len(proteins)), labels=protein_labels_sorted, rotation=30, fontsize=20, ha='right')\n", + "#plt.legend(fontsize=20, bbox_to_anchor=(1.10, 1.0))\n", + "\n", + "fig.savefig(\"figures/A1_variants_Rg_vs_protein.pdf\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(\"figures/A1_variants_Rg_vs_protein.png\", bbox_inches='tight', pad_inches=1, dpi=400)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "aa5ea264", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "axischeck = Rg_exp_vs_protein\n", + "for ff in force_fields:\n", + " axischeck = np.concatenate((axischeck,Rg_sim_vs_protein_vs_ff[ff][0]))\n", + "\n", + "axismax = np.amax(axischeck)\n", + "axismin = np.amin(axischeck)\n", + "axismax += 0.02*axismax \n", + "axismin -= 0.02*axismax \n", + "\n", + "fig = plt.figure(figsize=(4,4))\n", + "\n", + "for i,ff in enumerate(force_fields):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein, Rg_sim_vs_protein_vs_ff[ff][0], xerr=Rg_exp_err_vs_protein, yerr=Rg_sim_vs_protein_vs_ff[ff][1], fmt='o', ms=8, c=colors_pltdefault[i])\n", + " \n", + "#plot diagonal\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "\n", + "plt.xlim(axismin, axismax)\n", + "plt.ylim(axismin, axismax)\n", + "\n", + "#plt.xlim(2.5, 3.0)\n", + "#plt.ylim(axismin, axismax)\n", + "\n", + "plt.xticks([2, 2.5, 3])\n", + "plt.yticks([2, 2.5, 3])\n", + "\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "fig.savefig(\"figures/A1_variants_Rgsim_vs_Rgexp.pdf\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(\"figures/A1_variants_Rgsim_vs_Rgexp.png\", bbox_inches='tight', pad_inches=1, dpi=400)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9b3103b5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "axischeck = Rg_exp_vs_protein\n", + "for ff in force_fields:\n", + " axischeck = np.concatenate((axischeck,Rg_sim_vs_protein_vs_ff[ff][0]))\n", + "\n", + "axismax = np.amax(axischeck)\n", + "axismin = np.amin(axischeck)\n", + "axismax += 0.02*axismax \n", + "axismin -= 0.02*axismax \n", + "\n", + "fig = plt.figure(figsize=(4,4))\n", + "\n", + "for i,ff in enumerate(force_fields):\n", + "\n", + " plt.errorbar(Rg_exp_vs_protein, Rg_sim_vs_protein_vs_ff[ff][0], xerr=Rg_exp_err_vs_protein, yerr=Rg_sim_vs_protein_vs_ff[ff][1], fmt='o', ms=5, c=colors_pltdefault[i])\n", + " \n", + "plt.gca().add_patch(plt.Rectangle((2.52, 1.63), 0.5, 0.25, edgecolor='black', facecolor='none', lw=1))\n", + "plt.gca().add_patch(plt.Rectangle((2.52, 2.97), 0.5, 0.25, edgecolor='black', facecolor='none', lw=1))\n", + "plt.gca().add_patch(plt.Rectangle((2.52, 2.57), 0.5, 0.25, edgecolor='black', facecolor='none', lw=1))\n", + "\n", + "#plot diagonal\n", + "x=[0,100]\n", + "y=[0,100]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "\n", + "plt.xlim(axismin, axismax)\n", + "plt.ylim(axismin, axismax)\n", + "\n", + "#plt.xlim(2.5, 3.0)\n", + "#plt.ylim(axismin, axismax)\n", + "\n", + "plt.xticks([2, 2.5, 3])\n", + "plt.yticks([2, 2.5, 3])\n", + "\n", + "plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "fig.savefig(\"figures/A1_variants_Rgsim_vs_Rgexp_withboxes.pdf\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(\"figures/A1_variants_Rgsim_vs_Rgexp_withboxes.png\", bbox_inches='tight', pad_inches=1, dpi=400)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "770a9d17", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(5,2.5))\n", + "\n", + "ff = 'martini_v300_original'\n", + "plt.errorbar(Rg_exp_vs_protein, Rg_sim_vs_protein_vs_ff[ff][0], xerr=Rg_exp_err_vs_protein, yerr=Rg_sim_vs_protein_vs_ff[ff][1], fmt='o', ms=8, c=colors_pltdefault[0])\n", + "\n", + "#plot diagonal\n", + "x=[0,5]\n", + "y=[0,5]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "\n", + "for i,protein in enumerate(proteins):\n", + " plt.text(Rg_exp_vs_protein[i]-0.01, Rg_sim_vs_protein_vs_ff[ff][0][i]+0.008, protein_plotnames[protein], fontsize=12, rotation=30)\n", + "\n", + "plt.title(f'$r_{{Pearson}}$={pearson_vs_ff[ff][0]:.1f}±{pearson_vs_ff[ff][1]:.1f}', fontsize=20, c=colors_pltdefault[0])\n", + "\n", + "plt.xlim(2.52, 3.02) #0.5 diff\n", + "plt.ylim(1.63, 1.88) #0.25 diff\n", + "\n", + "#plt.xticks([2.6, 2.8, 3.0, 3.2])\n", + "#plt.yticks([2.6, 2.8, 3.0, 3.2])\n", + "\n", + "#plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "#plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "fig.savefig(\"figures/A1_variants_Rgsim_vs_Rgexp_unmodifiedonly.pdf\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(\"figures/A1_variants_Rgsim_vs_Rgexp_unmodifiedonly.png\", bbox_inches='tight', pad_inches=1, dpi=400)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "21431e1a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(5,2.5))\n", + "\n", + "ff = 'martini_v300_mod_PP_0.88'\n", + "plt.errorbar(Rg_exp_vs_protein, Rg_sim_vs_protein_vs_ff[ff][0], xerr=Rg_exp_err_vs_protein, yerr=Rg_sim_vs_protein_vs_ff[ff][1], fmt='o', ms=8, c=colors_pltdefault[1])\n", + "\n", + "#plot diagonal\n", + "x=[0,5]\n", + "y=[0,5]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "\n", + "for i,protein in enumerate(proteins):\n", + " plt.text(Rg_exp_vs_protein[i]-0.01, Rg_sim_vs_protein_vs_ff[ff][0][i]+0.008, protein_plotnames[protein], fontsize=12, rotation=30)\n", + "\n", + "plt.title(f'$r_{{Pearson}}$={pearson_vs_ff[ff][0]:.1f}±{pearson_vs_ff[ff][1]:.1f}', fontsize=20, c=colors_pltdefault[1])\n", + "\n", + "plt.xlim(2.52, 3.02) #0.5 diff\n", + "plt.ylim(2.97, 3.22) #0.25 diff\n", + "\n", + "#plt.xticks([2.6, 2.8, 3.0, 3.2])\n", + "#plt.yticks([2.6, 2.8, 3.0, 3.2])\n", + "\n", + "#plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "#plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "fig.savefig(\"figures/A1_variants_Rgsim_vs_Rgexp_PP0.88only.pdf\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(\"figures/A1_variants_Rgsim_vs_Rgexp_PP0.88only.png\", bbox_inches='tight', pad_inches=1, dpi=400)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "47fb94be", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(5,2.5))\n", + "\n", + "ff = 'martini_v300_mod_PP_0.92'\n", + "plt.errorbar(Rg_exp_vs_protein, Rg_sim_vs_protein_vs_ff[ff][0], xerr=Rg_exp_err_vs_protein, yerr=Rg_sim_vs_protein_vs_ff[ff][1], fmt='o', ms=8, c=colors_pltdefault[2])\n", + "\n", + "#plot diagonal\n", + "x=[0,5]\n", + "y=[0,5]\n", + "plt.plot(x,y,'--',linewidth=2,color='black')\n", + "\n", + "for i,protein in enumerate(proteins):\n", + " plt.text(Rg_exp_vs_protein[i]-0.01, Rg_sim_vs_protein_vs_ff[ff][0][i]+0.008, protein_plotnames[protein], fontsize=12, rotation=30)\n", + "\n", + "plt.title(f'$r_{{Pearson}}$={pearson_vs_ff[ff][0]:.1f}±{pearson_vs_ff[ff][1]:.1f}', fontsize=20, c=colors_pltdefault[2])\n", + "\n", + "plt.xlim(2.52, 3.02) #0.5 diff\n", + "plt.ylim(2.57, 2.82) #0.25 diff\n", + "\n", + "#plt.xticks([2.6, 2.8, 3.0, 3.2])\n", + "#plt.yticks([2.6, 2.8, 3.0, 3.2])\n", + "\n", + "#plt.xlabel('$\\it{R}$$_{g, exp}$ (nm)', fontsize=20)\n", + "#plt.ylabel('$\\it{R}$$_{g, sim}$ (nm)', fontsize=20)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "fig.savefig(\"figures/A1_variants_Rgsim_vs_Rgexp_PP0.92only.pdf\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(\"figures/A1_variants_Rgsim_vs_Rgexp_PP0.92only.png\", bbox_inches='tight', pad_inches=1, dpi=400)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "939ba4a6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(4,4))\n", + "\n", + "plt.yticks(range(len(force_fields)), labels=force_fields)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.xlabel('Correlation $r$', fontsize=20)\n", + "\n", + "for i,ff in enumerate(force_fields):\n", + " plt.barh(i-0.2, pearson_vs_ff[ff][0], xerr=pearson_vs_ff[ff][1], capsize=7.0, height=0.4, color=colors_pltdefault[i], lw=1, edgecolor='black', label='$r_{Pearson}$')\n", + " plt.barh(i+0.2, spearman_vs_ff[ff][0], xerr=spearman_vs_ff[ff][1], capsize=7.0, height=0.4, color=colors_pltdefault[i], lw=1, edgecolor='black', hatch='/', label='$r_{Spearman}$')\n", + " plt.axvline(0, ls='-', lw=1, c='black')\n", + "\n", + "plt.legend(fontsize=20, bbox_to_anchor=(1.8,1.0))\n", + "\n", + "#fig.savefig(\"figures/A1_variants_correlation_vs_ff.pdf\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "#fig.savefig(\"figures/A1_varaints_correlation_vs_ff.png\", bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "259cc5ee", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'martini_v300_original': [-0.07187387427101052, 0.5070820398164658], 'martini_v300_mod_PP_0.88': [0.8799705550107253, 0.21197851176915233], 'martini_v300_mod_PP_0.92': [0.747032131256011, 0.2635298144939848]}\n", + "{'martini_v300_original': [0.10714285714285716, 0.5187803487834735], 'martini_v300_mod_PP_0.88': [0.7500000000000002, 0.32589704526593016], 'martini_v300_mod_PP_0.92': [0.7142857142857144, 0.3112164509693181]}\n" + ] + }, + { + "data": { + "image/png": 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Pnt0uTUTW8AWDzv3BVNM+B2qXsWPHAjBz5sxM5cinI4XqsgKJSB+ssS1V1fc7K19BomXko4rkbxHOxd5tyn0fp4lIGly+u4hMFZEXsADz84F3ReSFkJ5FjxYFuB8vIu3qIyLrY6GGl2FxG6pxH6eJKFmBRKQn8HdsMnE4sBB4LJyHh/R/hHJVQ1VfBO4KMnw7L3s6Fin1OlX9EEBEeojIlsHroMv3cRxINoQ7BRiLhbQ6VVVXh/kNjfEnwBdDuTUH8JXlBMwF51IR2Q94BtgV2Bcbcp0RKzs45C/AlKWr93GcREO4ydhE6sS48sDqp/chwL+Aw8onXmmE728BrsUa/KnASOBSYPdS/dfKdR+neUjSA30KuCx/lj5CVVtF5K/Af5ZFsoSo6kLg6BLKzafNJN3l+6Rl4OAhHa6yLJQ3cHBnocmdapNEgZYD63VSpje2Q4PTCYtefaVgeq2acp3CJBnCzQEmiUj/Qpki0g+YBDxVDsEcpx5IokCXA/2Bx0TkWBEZISLriMjmInI0tsVj/1DOcZqCJK48N4nIDsBUCs+4C3CRqt5UJtkcp+ZJGlz+hyJyG+ZtvSPBEwF4Apihqg+XX0THqV0Sew6o6iP4bLzjAJ28A4lILxF5TETu7mgVqoj0DGUeqaXVqo5TaTozIhwG7AT8pKNQvqq6HNvBbhcymEh1nKzoTIEOAV5S1Ts6u5Gq3omt2jy0HII5Tj3QmQLtiEXjKZX7gR26Kozj1BudKVA/YHGC+y3Gtn10nKagMwVaRufuO3HWAz7uujiOU190pkALgZ0T3K8FKOzk5TgNSGcKNBPYTURaOruRiOyERS69t7OyjtModKZAl2NRaH4vIlsVKyQiWwK/B1Zh4XEdpyno0BNBVZ8VkXOAHPCEiPwBuAd4FVOszYD9gC8DvYCzVfXZIrdznIajU1ceVT1HRFZi8aEnA/+RV0SwNUBnqOqPyy+i49QuJfnCqeqPROQ3wDFYdJpBmOK8DswCrqnjwIuO02WSRiadVkFZHKfuSBQXznGc9rgCOU4KXIEcJwWuQI6TAlcgx0mBK5DjpMAVyHFS4ArkOClwBXKcFLgCOU4KXIEcJwWuQI6TAlcgx0mBK5DjpMAVyHFS4ArkOClwBXKcFLgCOZmTy+UQEe677z7uu+8+RAQRIZfLZS1apyTeH8hxyk0ul6sLZSmE90COk4KGUCAR2UNE7hCRd0TkIxGZIyLfFZHuCe4xXES0g+PGStbBqU/qfggnIgcBf8SC2v8OeAf4InAxFoIr6X5FTwG3FEif23UpnUalrhVIRPoAv8RCCo9V1dkh/SwsguokEfmaqibpPZ5U1VzZhXUaknofwk0C+gM3RsoDoKofA2eGj9/KQjCnOajrHggYF853Fsi7H/gI2ENEeqnqJyXec1MR+Qa2UdjbwMOqOie9qE4jUu8KNDqcn8vPUNWVIvIysDUwAnimxHt+LhyrEZGZwFGq6nsfOe2odwXqG85Li+RH6RuUcK+PgHMxA8JLIW07bGeKfYG7RWQHVf2w0MUicjxwfKG8oUOHlvD1Tj2SuQKJyHxgWIJLfqOqh5d6+3DWzgqq6pvA2XnJ94vIeCyA/q7AccDPilx/FXBVobyWlpZOv9+pTzJXIOBFku2r+nrs76iH6VuoINAnr1xiwlDwakyB9qGIAjnNSeYKpKr7pbj8WWxf1lHA4/EMEVkL2BxYSduQrKssCefeKe/jNBj1bsa+J5wnFMjbB1gXeCiBBa4Yu4VzWkV0Gox6V6A/AG8BX4tvhCwiawPnhY//E79ARPqKyJYiMigvfVcR6Zn/BSIyDjg5fLy+nMI79U/mQ7g0qOr7IvJ1TJFmBn+1d4AvYSbuP2DuPXEOBq4BfgVMiaVfCGwdTNavhrTtaJtrOktVH6pANZw6pq4VCEBVbxGRMcAZ2GbHawMvAKcAl6pqqRawX2PKtTPwBaAHsBi4CbhcVR8ot+xOA6CqflT42GmnnbQzpk2bppi5vd0xbdq0Tq91KgswW4v8b0VLfkA7XaWlpUVnz57deUGnJhGRx1W1pVBevRsRHCdTXIEcJwWuQI6TAlcgx0mBK5DjpMAVyHFS4ArkOClwBXKcFPhEahUQkSXAggp+RT/MqbZZqXT9h6lq/0IZrkANgIjMLjZT3gxkWX8fwjlOClyBHCcFrkCOkwJXIMdJgSuQ46TAFagxKBiPronIrP5uxnacFHgP5DgpcAVynBS4AjlOClyBHCcFrkCOkwJXIMdJgSuQ46TAFaiGEKN71nJkQaG6i4gUK18ruALVCCLSPUSSXSUifURkpIj0ieXXfGPqKnl131BE9haRfkCvkF+z7bRmBWsWIsVQ1VXh89nYxmGPAveKyFEhv+FcRgrUPQc8D/wNeBj4cchvzUjETqn73RnqGRHpFjUOEVkHuBHb0Phx4BNsW8lrRKS3ql4RL1/viIhED4XQw/wKOBB4BNvGczxwkoi8B/xIVVdkJWtHuC9cxojIdtgOeK8Al2Mbgl2vqotFZB/gz9hWK8NUdUm84dU7IvIZ4KvAdcBfgBnAL1V1kYjsAFyCbeF5kKrenZWcHeEKlCEi0gN4GtgMeA74l6oeEfK6qWqriHwfuAC4QVUPbzAFug/YG/sNnlPVQ/PyvwxcCTwGHKWqNRc4xd+BqkD0EhyN+WNj/xXAVGwv1x2AO0J+r9jlVwOzgMkisquqai2/VOdTSNaYte1M4F3g08D/hbweMYPJ3cBvsQ3PDqzFetecQI2EiHQLFqZWaDME5PUgtwI3hL+3DvmfhN6nm6q+A/w85F8a8mv+PSjUveA7W2Q0UNv173dAd2DTkL0q9ju9h+0Q+Cy24+DwykueDB/CVYg8A8FI4DDMaPMucL+qPh4rux1mdZsLTFbV58PTNtohDRG5AfgacKSqXh8Uc1V1a1UacdlC3ScCy7HYeI+o6psi0lNVl4vIYGA2sDGwnarOCz1Ua+htewCnYZtGTwMuUtXlGVSrMMW2rvMj/YG9/P8X1ng+AlYBrZgSnQr0iZW9KOSdkXeP7uG8O/B2KNMt67qVUPdewGXAx8CKIHcrZmUbkFf2eyHv13np0QN+K+D+UOYzWdetnYxZC9CoB7bZ8eXASmwIdgCwCfBDbBPkVuDsWPkBwEJsuLJbSOuWd8+fAb8JjVOyrmMHdd8lNPgloe7/gQ3RTgX+jW3oPCxWvgfwz/CbjA9p3fPueXyof6+s69dOrqwFaNQjNKIlmHk23tP0BMYGxfoI2DGW943QiH4O9AxpEuuFemRdrxLq3Re4E3gG+A7QP5Z3KPB+qPc3ozqGvENC3WfF0iTWC3WvhvyJ65u1APV8dPRPBX4QGsTx8cYQaxDTQv7/xq7pBTwIvAEcknX9Oql7t6heBfL+CBwT+7x5UKpW4InwYHk8/vAI5f4Uynwn/h2FvrdWDrfCdYHIDKttL8pfFJH9YvkC9A4fF4VzNw0tIHAN1pC2E5HNwv0+AXLYUO8wEVm3kvXoCrG6t7MshryoPR2uqjNC2onAk5iF8QxsKPZLYEdgoohsELv9eeF8koisrYUteLVlgcxag+v5AA4HnsKMAkuBUbT1MCdS4MU4du0AbNz/KrBhXt4J5L1o19qBWQSvAk4Hti9SZhz2kLgf2B9YO6R/Jfw2c4H98q6ZTGzYV+tH5gLU4wEMA27BrGp3Y2bWvUJeNLTZEBvvv0ebUaAHsSEIZtZ9DhiYdZ0S1H0I5uzZGjveBI4I+avf17Bh24fkWc6widH3MH+/3wGDC3xPTb7zrCFn1gLU+gGsVSDtUuAdbLg1ukB+1AudGRrYA8QMAJjnwTdD3rlZ1zFh3c/APKZPBnbGDAMfYNa14bFyG2DvOU/nXd8DuAt4CJtEXkDMIldvR+YC1MuB+WytA2wZGv6tFH7JzR+OPRrK/x04CpiAGRBeA+ZEwx9qyCydXy/gU9hEZz9syHpqXF7M2rYS+GPedZHh4Cvh807AxcB84LOYabtm6t2l3yprAWrtwNyb4o1jLDY/83ZoAFtg7zz/C6yPDef2Do1qFnAPcA42qw6wHbZMYXloTCvCcTswJOv65tc97/OhmI/aEszhMwe8BGwS8iNT+0ahjq3AgbHrPx+ubQ3XLaBtXmydWLk1erp6OdyVpwgisiE2LLkTMy//CVOaPsBPgEnYUAbsvaAVMz/3wZ7Ut2BuOR8Hq9x47Im7AfCgqj5WrbqUQr7fmoicDJyNvaO9gzl8DgHmAXsAS1VVI+9wEdkfsyy+Cuyjqh+G+4wBpmB+bB8CP1HVe6tWsUqTtQbX4gH8CPMWuBozQ++Vlz8Mayx3A/divc/WwAhgMG1zOVtnXZcS6to99vd62MNhO8wz/EZgy5C3GTY52gp8IaStRWyiExuetQInFfie9WN/CzU2n9Pl3y9rAWrxoG0S9HngF7H0eGMTbLi3Vt613YD7sNn2wXl5NTPeL9SAsXeZyLw8B+gdL4v1usuBpwrdC/gMNlH6BkUMA9SJda3UoyknUiNX+w6KXIK9z4wEloVr2nk/q9Gqqitj990UU74dsaHKa/GbamhBWRJbixR5ih8gIrNE5EjgF5gCfBpYDCwTkZ7Rtar6B2x9zrYi8o1w/VraNqn6T2youwk277MGWqMe5F0maw2u9kGsx8DeV3rS3sQczWN8DnsazyHM05DXg9D25B0CHAv8ARvn/wUYmXVdC9Q9X/6jsTmcfwJTQtpXQ71fil8X+112wYa17xIcO7FeN/otBgG7ZF3Xqv2mWQtQxcYTn8DsgbmNPIYNV24HvhhvMOH829CYvl7knkMxD+HlwFuhYU3Nuq6d/A49sSXiu2KL1f7GmhOdt4V6fyN8zveMPi/k/3eh/EK/eaMemQtQ9QqbaXYhZmF7ODSgt4MSTIn/44FtsHeZWcCoQo0COA57ef4O0Dfr+pVQ/2ND45+HmZaHxPIis/Quod7zojrl9TJDaFt+MCrrOmX6e2YtQBUbzlqh8byEWc8mA4NC3ha0zfUMD2lRL/Rj8tbu5OX3oNbWqHRirKBtcdoTmFm9kMfB5aHMj/PqG51PwqyNm3f2fY18ZC5A1SpqczOzsOXDn4mlD8Hc71eGBnN13nX9gZex+ZDdQ1rNDk0KKUMsr0c4fz7U9W3WtLTF32UWYj5rW4e07vnlmv3IXIAyN56O1uesBxwUNZiQdm5QnIXY0uvHQsPaO+RHT9ujQ/pva623KVb3IPPJ2CTmNiEt/h54HbEl5Hl5kZJ8N5S5sSu/eTMcmQtQpsbTLa8BDMIcNvPfVyKr0TDM3PoRcD0wLqRHDp5/pf1qyZ5huHN1rSpQTNbJmDdA5DoUxWA4MK/caMzDYCFhvoo2S1v04OgWet5WiixZaPYjcwHK0GDifmstmAn52TDsuh74XIFrTgiN4hJg01j6brFGd2ReY+pTqTqU6XfYGPMSfw/zdj4BC8bx+dCzzgfG5l0TWdP+p8D9ImXah7Acw48Cv3vWApSp8fTCHDhXYpaj27D3mmVYVJivxXqfjTBPgdcK3Ofb4Yn8Yrhuo6zrluA3+M+gPJcRHFlD+kDajAa/or3Vbf3we30M7BHSipmkm9ZQ0OHvnrUACRrILtgM/6cK5H0JW7z2e2Av2sbwYzEv4qeBiVEDCcOSxbQtJegWrpuHWZ/Ow3zCaupFOVavQnEIvo4FaIz3yOdgnt+LsGXVy4AjaT+ZPCUo1x1Z168ej8wFKKHRHByGIEvDk3IJtgI0mrPojb2fvAQMjV03EDgGG8q1YvM0US90eki7HVsd+X1sTuhlanBeg7x3vCJl4n56e2KL2ZZjxoJxwJcxq9vdBKNCrHw744kfCf43WQvQQYPYOjb0eBwbkt0cPq/EglOsi3kDrAKuDNdtiMVguzGkPwfsX+D+d9B+WfK/yHtHqIWD9saRrbDFeGeFHmdEfjlsXucezKHzu4R3vJC+IPwmp9HeGtlSi3WvhyNzAQo0mB5Y1JZWbOj1PYJLfcj/acibGRRoePh8NTYMuyg8aT8CTsu792rLHObwuC8Wi21i1vXu5DdZB3u3WYl5UHwS6vxivuy0Dcny674ONoz7IFy3b4HvWR12y48S/zdZC1Dgn7herFco1HMMpi3E7fahx3kCc4qMIn7OILb+JFy3dlC+DbKuY8Lfoy8WyfMj4IrQu26EDclewKxrh4Sy3bCYBa3Aznn3+Rbm6HoBsWXWfqT8/2QtQJFGc1z4J18TPq+OZhMayRzshbgl9nT+GNukag2TK7amP1pyvGfW9Uv4WxwU6nplXPmDYkVm6KcIsRgwS2Ir8LvweTg23H0m9M4bElyY/CjD/ydrAYo0mm6Y0aDdi21Qlu/TZpKNlOqz2HBvITbvERkL1gO+iL07LQamA+tlXb+Ev8VN2ETogFidJmBzXMtCDzQhVn5tbJVstMT8hVBuNjHjAXmxH/zo4v8nawE6aDh7hEbwcPi8PebYuRRbgrBHXvkjsUg3rdi6nMuxSDhvY/Mj3866TgXq2JHfmmDvbPdj7yzrAtuG32AxZmE7K++a6MExGhvK/R0LqXVK1nVt1CNzAToUzv75rcC14Qnaiu1OsFGsTNxKtWvobZZicx9PY+8N/bKuS4G6xedr9seide5HzIUo5P051PuKUJ9WbL5n47xyg4Ft89LWpr1LUlP7rVXk/5i1AB0KZ40iCgX1BO13Msh3now3yH6YF3VNjfXJs3JhrkOP096c/hgwKVbmqFjeE8AOBe67DWaiPqdQr+bDtcodNR0TQS2mwGWY98DNqvqEiPQstDubhpYS/n5LVZeo6iIyRES6x/ZH7aYBEVkrxE+4GJuXmY45sv4CM4xcKyITQvyCRzDXo2VYFNMnY/dfR0QOxnonBR7QWIyGCLXYDZqf7qSn5uPCicjamPlVsPmg52p5e8OI0LC3At5U1atj6T/Aopu+hQWnn6S2V2iUfza28fDTwLGqOjfsVn0DpkTnY+82n8IcPQ/BlPAsVb2uGnVzYmTdBZZyYDuctQJ/ylqWEmSdjA213gky/4U2b4CNMKta5Plweuy6yADQD4vc2YopUvSQOxJzV4qGtB9jc0O/JzZUxYdqVT1qvgeC1aGYXse2BPmsqt4TwimtMVzJirCZ7hVYNJ9ZwD+w+NlzsJWgy0O5vbFlFDsC56nq2QWigu6PzVs9o6q7xtI3wgwO62DD2odUdU7IW70xb6Xr6sTIWoNLPTAzdiuwOGtZCsg2CHNM/QTzVRsVy8uPJbA+1rNEK1w3jOdHf2M9VCvw6ZBW0JmUWMgpP6p/1LQRIY6qPoU91f8eAiNK1jLFZDgY6xl+pqrTVfW5kN9TQyuPnT/AHFkfxnbe3jbKD/XqHsouwCZQl4T81vzvjeJSa42/DzYydaNAgS+o6uFaI1almAyfD+e7YHXkU9G2YVs/EeklIn1DuWcw59dNgW+IyBbhfq2qukpEWrA5rRcwA0rB762F36DZWStrAZJQi0/aYKZ+AzMjj8J6SQV6i8hobNnBaGzotkpELsZWzP4ZOBAzkGwkItEeOzti20P2Ba5Q1Y+qWyMnCXVhRKh1RGQSNoezHOuFlmHxpfcKRaIlCBtjbkUXqOpFIvIFzPAwDIvjMBBbbtAbi5ZzZRWr4XQBV6AyICI9gFOwbVGi96J5mJfBLGwx4IZYVNSTMZ+9r2A911nY9igXYNsergPcGd6V1ti3x6ktXIHKiIjsgE2SvoxNlC5R1fdj+YOxtT27YCtAZ4vIHtiy6zeA41R1Xii7FrDK33Nqm3ozItQ0qvqkqt6oqo+q6ouq+r4YPUL+a1gPs244g026XoVZ5L4iIuuFdFeeOsAVqALE/N+6BzPzimCZOwazrv1Gg/uOqi7DJlxnAUdgRgS3sNUJrkAVQNs2nFoFEMzUp2FOo89gPU7kPQBmrv4FtqHXcSKyfrVldrqGvwNVABHpg5mth2Ax63bDYtQ9BHxTVecWuGYzzOR9i6o+UT1pnTS4AlUAEdkdC8y4G2ZMmI95Kfwm5EfbLPqPX+e4AlWAYEE7DptQfVlV74rl1fxSDKd0XIGqhCtOY+IK5DgpcCuc46TAFchxUuAK5DgpcAVynBS4AjlOClyBHCcFrkCOkwJXIMdJgSuQ46Tg/wELfPcid46ItAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(2,4))\n", + "\n", + "#plt.yticks(range(len(force_fields)), labels=force_fields)\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.ylabel('Correlation $r$', fontsize=20)\n", + "\n", + "plt.bar(1-0.2, pearson_vs_ff[force_fields[0]][0], yerr=pearson_vs_ff[force_fields[0]][1], capsize=3.0, width=0.2, color=colors_pltdefault[0], lw=1, edgecolor='black')\n", + "plt.bar(1, pearson_vs_ff[force_fields[1]][0], yerr=pearson_vs_ff[force_fields[1]][1], capsize=3.0, width=0.2, color=colors_pltdefault[1], lw=1, edgecolor='black')\n", + "plt.bar(1+0.2, pearson_vs_ff[force_fields[2]][0], yerr=pearson_vs_ff[force_fields[2]][1], capsize=3.0, width=0.2, color=colors_pltdefault[2], lw=1, edgecolor='black')\n", + "\n", + "plt.bar(2-0.2, spearman_vs_ff[force_fields[0]][0], yerr=spearman_vs_ff[force_fields[0]][1], capsize=3.0, width=0.2, color=colors_pltdefault[0], lw=1, edgecolor='black')\n", + "plt.bar(2, spearman_vs_ff[force_fields[1]][0], yerr=spearman_vs_ff[force_fields[0]][1], capsize=3.0, width=0.2, color=colors_pltdefault[1], lw=1, edgecolor='black')\n", + "plt.bar(2+0.2, spearman_vs_ff[force_fields[2]][0], yerr=spearman_vs_ff[force_fields[0]][1], capsize=3.0, width=0.2, color=colors_pltdefault[2], lw=1, edgecolor='black')\n", + "\n", + "plt.xticks(ticks=[1,2], labels=['Pearson', 'Spearman'], rotation=30, fontsize=20, ha='right')\n", + "\n", + "#plt.legend(fontsize=20, bbox_to_anchor=(1.8,1.0))\n", + "plt.axhline(0, ls='-', lw=1, c='black')\n", + "\n", + "fig.savefig(\"figures/A1_variants_correlation_vs_ff.pdf\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(\"figures/A1_varaints_correlation_vs_ff.png\", bbox_inches='tight', pad_inches=1, dpi=400)\n", + "\n", + "print(pearson_vs_ff)\n", + "print(spearman_vs_ff)" + ] + }, + { + "cell_type": "markdown", + "id": "d2edb1a2", + "metadata": {}, + "source": [ + "# PRE plot" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "e288bb8f", + "metadata": {}, + "outputs": [], + "source": [ + "PRE_proteins = ['aSyn', 'FUS', 'A2', 'OPN', 'htau40']\n", + "PRE_proteins_PWBB = ['aSyn', 'FUS', 'A2']\n", + "\n", + "\n", + "PRE_proteins_plotnames = {'FUS':'FUS$_{LCD}$', \n", + " 'A2':'hnRNPA2$_{LCD}$', \n", + " 'aSyn':'αSyn',\n", + " 'OPN':'OPN',\n", + " 'htau40':'hTau40'\n", + "}\n" + ] + }, + { + "cell_type": "markdown", + "id": "1eede9da", + "metadata": {}, + "source": [ + "## tau_c 4ns" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "32132112", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "chi2_vs_protein_original = []\n", + "chi2_vs_protein_PW = []\n", + "chi2_vs_protein_PP = []\n", + "\n", + "xaxis_labels = []\n", + "\n", + "for protein in PRE_proteins:\n", + " \n", + " if protein in ['OPN', 'htau40']:\n", + " pkl_file_PP = f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PPrescaling/IDPs_PRE/Production_run/PP/chi2_{protein}_tc.pkl'\n", + " pkl_file_PW = f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PPrescaling/IDPs_PRE/Production_run/PW/chi2_{protein}_tc.pkl'\n", + " \n", + " PRE_results_PP = load_pickle5(pkl_file_PP)\n", + " PRE_results_PW = load_pickle5(pkl_file_PW)\n", + " \n", + " chi2_original = PRE_results_PW[1.00][4.0]\n", + " chi2_PP = PRE_results_PP[0.88][4.0]\n", + " chi2_PW = PRE_results_PW[1.10][4.0]\n", + " \n", + " else:\n", + " pkl_file_PP = f'{data_dir}/PREs/IDPs/PP/All_frames/Tauc_4ns/{protein}_PREs.pkl'\n", + " pkl_file_PW = f'{data_dir}/PREs/IDPs/PW/Tauc_4ns/{protein}_PREs.pkl'\n", + " \n", + " PRE_results_PP = load_pickle5(pkl_file_PP)\n", + " PRE_results_PW = load_pickle5(pkl_file_PW)\n", + "\n", + " chi2_original = PRE_results_PP[1.00]['chi2']\n", + " chi2_PP = PRE_results_PP[float(lambda_PP)]['chi2']\n", + " chi2_PW = PRE_results_PW[float(lambda_PW)]['chi2']\n", + " \n", + " chi2_vs_protein_original.append(chi2_original)\n", + " chi2_vs_protein_PW.append(chi2_PW)\n", + " chi2_vs_protein_PP.append(chi2_PP)\n", + " \n", + " xaxis_labels.append(PRE_proteins_plotnames[protein])\n", + "\n", + "#print(f'$\\chi^2_r$ original: {np.average(chi2_vs_protein_original):.1f} ± {(np.std(chi2_vs_protein_original)/np.sqrt(len(chi2_vs_protein_original))):.1f}, chi2_PW: {np.average(chi2_vs_protein_PW):.2f} +- {np.std(chi2_vs_protein_PW)/np.sqrt(len(chi2_vs_protein_PW))}, chi2_PP: {np.average(chi2_vs_protein_PP)} +- {np.std(chi2_vs_protein_PP)/np.sqrt(len(chi2_vs_protein_PP))}')\n", + " \n", + "xaxismid = np.arange(1,len(PRE_proteins)+1,1)\n", + "xaxis1 = xaxismid-0.25\n", + "xaxis2 = xaxismid\n", + "xaxis3 = xaxismid+0.25\n", + "\n", + "fig = plt.figure(figsize=(len(PRE_proteins), 4))\n", + "\n", + "plt.bar(xaxis1, chi2_vs_protein_original, width=0.2, edgecolor='black', label='Unmodified')\n", + "plt.bar(xaxis2, chi2_vs_protein_PW, width=0.2, edgecolor='black', label=f'$λ_{{PW}}$={lambda_PW}')\n", + "plt.bar(xaxis3, chi2_vs_protein_PP, width=0.2, edgecolor='black', label=f'$λ_{{PP}}$={lambda_PP}')\n", + "\n", + "plt.xticks(xaxismid, labels=xaxis_labels, rotation=30, fontsize=20, ha='right')\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.semilogy()\n", + "plt.yticks([10**2, 10**3, 10**4])\n", + "plt.ylabel('PRE $\\chi^2_r$', fontsize=20)\n", + "#plt.legend(fontsize=20, loc='upper left')\n", + "\n", + "fig.savefig(f'figures/PREchi2_tauc4ns.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/PREchi2_tauc4ns.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "22e655fb", + "metadata": {}, + "source": [ + "## Protein backbone-water" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "f5c66fd0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "colors_pltdefault = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", + "\n", + "chi2_vs_protein_original = []\n", + "chi2_vs_protein_PWBB = []\n", + "\n", + "xaxis_labels = []\n", + "\n", + "for protein in PRE_proteins_PWBB:\n", + " pkl_file_PWBB = f'{data_dir}/PREs/IDPs/PW_BB/All_frames/Tauc_4ns/{protein}_PREs.pkl'\n", + " pkl_file_PP = f'{data_dir}/PREs/IDPs/PP/All_frames/Tauc_4ns/{protein}_PREs.pkl'\n", + " \n", + " PRE_results_PWBB = load_pickle5(pkl_file_PWBB)\n", + " PRE_results_PP = load_pickle5(pkl_file_PP)\n", + " \n", + " chi2_original = PRE_results_PP[1.00]['chi2']\n", + " chi2_PWBB = PRE_results_PWBB[float(lambda_PWBB)]['chi2']\n", + " \n", + " chi2_vs_protein_original.append(chi2_original)\n", + " chi2_vs_protein_PWBB.append(chi2_PWBB)\n", + " \n", + " xaxis_labels.append(PRE_proteins_plotnames[protein])\n", + " \n", + "xaxismid = np.arange(1,len(PRE_proteins_PWBB)+1,1)\n", + "xaxis1 = xaxismid-0.2\n", + "xaxis2 = xaxismid+0.2\n", + "\n", + "\n", + "fig = plt.figure(figsize=(len(PRE_proteins_PWBB)-0.5, 4))\n", + "\n", + "plt.bar(xaxis1, chi2_vs_protein_original, width=0.3, edgecolor='black', label='Unmodified')\n", + "plt.bar(xaxis2, chi2_vs_protein_PWBB, width=0.3, edgecolor='black', label=f'$λ_{{PW}}$={lambda_PWBB}', color=colors_pltdefault[3])\n", + "\n", + "plt.xticks(xaxismid, labels=xaxis_labels, rotation=30, fontsize=20, ha='right')\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.semilogy()\n", + "plt.yticks([10**2, 10**3, 10**4])\n", + "\n", + "plt.ylabel('PRE $\\chi^2_r$', fontsize=20)\n", + "#plt.legend(fontsize=20, loc='upper left')\n", + "\n", + "fig.savefig(f'figures/PREchi2_PWBB_tauc4ns.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/PREchi2_PWBB_tauc4ns.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "markdown", + "id": "81600abe", + "metadata": {}, + "source": [ + "# 2X FUS PREs" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "86b923dd", + "metadata": {}, + "outputs": [], + "source": [ + "pkl_file_PP = '/storage1/thomasen/MARTINI_rescaling/MARTINI_PPrescaling/IDPs_PRE/Production_run/PP/2x_FUS/FUS_PREs.pkl'\n", + "PRE_results_PP = load_pickle5(pkl_file_PP)\n", + "pkl_file_PW = '/storage1/thomasen/MARTINI_rescaling/MARTINI_PPrescaling/IDPs_PRE/Production_run/PW/2xFUS_PREs_tc_opt.pkl'\n", + "PRE_results_PW = load_pickle5(pkl_file_PW)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "75ba7e57", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for label in PRE_results_PP['0.88']['expPREs']['value'].keys():\n", + " \n", + " fig = plt.figure(figsize=(4,4))\n", + " \n", + " PREs_exp = PRE_results_PW['1.00']['expPREs']['value'][label]\n", + " PREs_err = PRE_results_PW['1.00']['expPREs']['error'][label]\n", + " \n", + " PREs_calc_un = PRE_results_PW['1.00']['calcPREs']['value'][label]\n", + " PREs_calc_err_un = PRE_results_PW['1.00']['calcPREs']['error'][label]\n", + "\n", + " PREs_calc_PW = PRE_results_PW['1.10']['calcPREs']['value'][label]\n", + " PREs_calc_err_PW = PRE_results_PW['1.10']['calcPREs']['error'][label]\n", + "\n", + " PREs_calc_PP = PRE_results_PP['0.88']['calcPREs']['value'][label]\n", + " PREs_calc_err_PP = PRE_results_PP['0.88']['calcPREs']['error'][label]\n", + " \n", + " resis=np.arange(1,len(PREs_exp)+1)\n", + " \n", + " plt.errorbar(resis, PREs_exp, yerr=PREs_err, fmt='o', color='black')\n", + " plt.errorbar(resis, PREs_calc_un, yerr=PREs_calc_err_un, fmt='o', alpha=0.8)\n", + " plt.errorbar(resis, PREs_calc_PW, yerr=PREs_calc_err_PW, fmt='o', alpha=0.8)\n", + " plt.errorbar(resis, PREs_calc_PP, yerr=PREs_calc_err_PP, fmt='o', alpha=0.8)\n", + " \n", + " plt.axvline(label, ls='--', color='black')\n", + " \n", + " plt.ylim(-0.2, 7.0)\n", + " \n", + " plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + " plt.xlabel('Residue', fontsize=20)\n", + " plt.ylabel('$Γ_2$ (s$^{-1}$)', fontsize=20)\n", + " \n", + " plt.xticks(np.arange(0, len(resis), 50))\n", + " \n", + " fig.savefig(f'figures/PREs_2xFUS_label{label}.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + " fig.savefig(f'figures/PREs_2xFUS_label{label}.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "c3ad78f4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "53.68217609551323 35.77008973640967 25.71325458237341\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "chi2_un = PRE_results_PW['1.00']['chi2']\n", + "chi2_PW = PRE_results_PW['1.10']['chi2']\n", + "chi2_PP = PRE_results_PP['0.88']['chi2']\n", + "\n", + "print(chi2_un, chi2_PW, chi2_PP)\n", + "\n", + "xaxismid = 1\n", + "xaxis1 = xaxismid-0.25\n", + "xaxis2 = xaxismid\n", + "xaxis3 = xaxismid+0.25\n", + "\n", + "fig = plt.figure(figsize=(1, 4))\n", + "\n", + "plt.bar(xaxis1, chi2_un, width=0.2, edgecolor='black', label='Unmodified')\n", + "plt.bar(xaxis2, chi2_PW, width=0.2, edgecolor='black', label=f'$λ_{{PW}}$={lambda_PW}')\n", + "plt.bar(xaxis3, chi2_PP, width=0.2, edgecolor='black', label=f'$λ_{{PP}}$={lambda_PP}')\n", + "\n", + "#plt.semilogy()\n", + "plt.xticks([], fontsize=20, ha='right')\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "#plt.yticks([10**1, 10**2])\n", + "\n", + "plt.ylabel('PRE $\\chi^2_r$', fontsize=20)\n", + "#plt.legend(fontsize=20, loc='upper left')\n", + "\n", + "fig.savefig(f'figures/PREchi2_2xFUS.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/PREchi2_2xFUS.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "6b738fb6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "calcPREs value erro...\n", + "chi2 25.713255\n", + "expPREs value erro...\n", + "tau_c 9.0\n", + "Name: 0.88, dtype: object" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "PRE_results_PP['0.88']" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "638ba418", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "chi2 53.682176\n", + "tau_c 1.0\n", + "expPREs value erro...\n", + "calcPREs value erro...\n", + "Name: 1.00, dtype: object" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "PRE_results_PW['1.00']" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "109a3d66", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "chi2 35.77009\n", + "tau_c 8.0\n", + "expPREs value erro...\n", + "calcPREs value erro...\n", + "Name: 1.10, dtype: object" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "PRE_results_PW['1.10']" + ] + }, + { + "cell_type": "markdown", + "id": "b807bd98", + "metadata": {}, + "source": [ + "# Select frame based on average Rg" + ] + }, + { + "cell_type": "markdown", + "id": "4333097d", + "metadata": {}, + "source": [ + "## IDPs" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "e3ed38f5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, MET)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PRO, GLU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ARG, PRO)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLN, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, GLN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PHE, GLU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, PHE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, GLU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (MET, VAL)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, MET)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, GLU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (HIS, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, HIS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (TYR, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, TYR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LEU, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, LEU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ARG, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLN, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, GLN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (TYR, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, TYR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (MET, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (HIS, MET)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLN, HIS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, GLN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, GLU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, LEU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, GLU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ILE, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, ILE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PRO, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, PRO)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LEU, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, LEU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (HIS, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, HIS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, VAL)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLN, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, GLN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ARG, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (MET, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, MET)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, VAL)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ILE, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, ILE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PRO, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, PRO)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLN, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, GLN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASN, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, ASN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ARG, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ILE, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PRO, ILE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, PRO)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, PRO)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, TYR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PRO, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ARG, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PRO, LEU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, PRO)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, VAL)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ARG, VAL)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LEU, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n" + ] + } + ], + "source": [ + "protein='K25'\n", + "\n", + "Rg_original = np.genfromtxt(f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PWrescaling/IDP/Production_run/{protein}/lambda_1.00/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "average_Rg_original = np.average(Rg_original)\n", + "MSE_Rg_original = np.square(Rg_original-average_Rg_original)\n", + "frame_index_original = np.argmin(MSE_Rg_original)\n", + "\n", + "Rg_PW = np.genfromtxt(f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PWrescaling/IDP/Production_run/{protein}/lambda_{lambda_PW}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "average_Rg_PW = np.average(Rg_PW)\n", + "MSE_Rg_PW = np.square(Rg_PW-average_Rg_PW)\n", + "frame_index_PW = np.argmin(MSE_Rg_PW)\n", + "\n", + "Rg_PP = np.genfromtxt(ff'{data_dir}/IDPs/PP/{protein}/lambda_{lambda_PP}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "average_Rg_PP = np.average(Rg_PP)\n", + "MSE_Rg_PP = np.square(Rg_PP-average_Rg_PP)\n", + "frame_index_PP = np.argmin(MSE_Rg_PP)\n", + "\n", + "traj_original = md.load(f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PWrescaling/IDP/Production_run/{protein}/lambda_1.00/prodrun_nopbc.xtc', top=f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PWrescaling/IDP/Production_run/{protein}/PRO_CG.gro')\n", + "traj_PW = md.load(f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PWrescaling/IDP/Production_run/{protein}/lambda_{lambda_PW}/prodrun_nopbc.xtc', top=f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PWrescaling/IDP/Production_run/{protein}/PRO_CG.gro')\n", + "traj_PP = md.load(ff'{data_dir}/IDPs/PP/{protein}/lambda_{lambda_PP}/prodrun_nopbc.xtc', top=ff'{data_dir}/IDPs/PP/{protein}/PRO_CG.gro')\n", + "\n", + "frame_original = traj_original[frame_index_original]\n", + "frame_PW = traj_PW[frame_index_PW]\n", + "frame_PP = traj_PP[frame_index_PP]\n", + "\n", + "frame_original.save_pdb(f'rep_frames/{protein}_frame_avgRg_original.pdb')\n", + "frame_PW.save_pdb(f'rep_frames/{protein}_frame_avgRg_PW.pdb')\n", + "frame_PP.save_pdb(f'rep_frames/{protein}_frame_avgRg_PP.pdb')" + ] + }, + { + "cell_type": "markdown", + "id": "9c507108", + "metadata": {}, + "source": [ + "## Multidomain" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "1a7ed370", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (MET, GLU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PRO, MET)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LEU, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (TYR, LEU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, TYR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, VAL)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASN, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LEU, ASN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, LEU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LEU, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ILE, LEU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LEU, ILE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLN, LEU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LEU, GLN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PHE, LEU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, PHE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLN, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ILE, GLN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PRO, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (CYS, PRO)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, CYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASN, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (CYS, ASN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (MET, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ILE, MET)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (MET, ILE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, MET)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, ASN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PRO, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (TYR, PRO)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (CYS, TYR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PHE, CYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, PHE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, VAL)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (HIS, PHE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, HIS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (HIS, GLU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ARG, HIS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (HIS, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, LEU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (MET, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASN, MET)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, ASN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ARG, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, MET)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, VAL)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASN, VAL)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (TRP, ASN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, TRP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LEU, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLN, PRO)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, GLN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (HIS, ASN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PHE, HIS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PHE, VAL)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LEU, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, PRO)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ILE, GLU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, ILE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ILE, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, ILE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PHE, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ALA, PHE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PHE, PRO)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, PHE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, ILE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (MET, ASP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PHE, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PHE, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASN, PHE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LYS, ASN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (TRP, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, TRP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASN, GLU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ILE, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLN, ILE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (MET, GLN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (TRP, GLN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (LEU, TRP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ARG, ILE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASN, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PRO, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, TYR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, GLU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASN, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, ASN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLN, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (TYR, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, TYR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLN, ASN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, GLN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, CYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (TYR, VAL)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, CYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, GLY)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (THR, LEU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLN, GLU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (MET, LEU)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ARG, MET)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PHE, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PRO, PHE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ASP, PRO)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (PHE, ARG)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (SER, ASN)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (HIS, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (HIS, ALA)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, ILE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (VAL, SER)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (ILE, THR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLU, ILE)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (CYS, LYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (TYR, CYS)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (TRP, TYR)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n", + "/lindorffgrp-isilon/thomasen/software/miniconda3/lib/python3.7/site-packages/mdtraj/formats/gro.py:307: UserWarning: WARNING: two consecutive residues with same number (GLY, TRP)\n", + " warnings.warn(\"WARNING: two consecutive residues with same number (%s, %s)\" % (thisresname, residue.name))\n" + ] + } + ], + "source": [ + "protein='TIA1'\n", + "\n", + "Rg_original = np.genfromtxt(f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PWrescaling/multidomain/Production_run/{protein}/lambda_1.00/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "average_Rg_original = np.average(Rg_original)\n", + "MSE_Rg_original = np.square(Rg_original-average_Rg_original)\n", + "frame_index_original = np.argmin(MSE_Rg_original)\n", + "\n", + "Rg_PW = np.genfromtxt(f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PWrescaling/multidomain/Production_run/{protein}/lambda_{lambda_PW}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "average_Rg_PW = np.average(Rg_PW)\n", + "MSE_Rg_PW = np.square(Rg_PW-average_Rg_PW)\n", + "frame_index_PW = np.argmin(MSE_Rg_PW)\n", + "\n", + "Rg_PP = np.genfromtxt(ff'{data_dir}/MPs/PP/{protein}/lambda_{lambda_PP}/Rg_gyrate.xvg', usecols=(1), skip_header=27, unpack=True)\n", + "average_Rg_PP = np.average(Rg_PP)\n", + "MSE_Rg_PP = np.square(Rg_PP-average_Rg_PP)\n", + "frame_index_PP = np.argmin(MSE_Rg_PP)\n", + "\n", + "traj_original = md.load(f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PWrescaling/multidomain/Production_run/{protein}/lambda_1.00/prodrun_nopbc.xtc', top=f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PWrescaling/multidomain/Production_run/{protein}/PRO_CG.gro')\n", + "traj_PW = md.load(f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PWrescaling/multidomain/Production_run/{protein}/lambda_{lambda_PW}/prodrun_nopbc.xtc', top=f'/storage1/thomasen/MARTINI_rescaling/MARTINI_PWrescaling/multidomain/Production_run/{protein}/PRO_CG.gro')\n", + "traj_PP = md.load(ff'{data_dir}/MPs/PP/{protein}/lambda_{lambda_PP}/prodrun_nopbc.xtc', top=ff'{data_dir}/MPs/PP/{protein}/PRO_CG.gro')\n", + "\n", + "frame_original = traj_original[frame_index_original]\n", + "frame_PW = traj_PW[frame_index_PW]\n", + "frame_PP = traj_PP[frame_index_PP]\n", + "\n", + "frame_original.save_pdb(f'rep_frames/{protein}_frame_avgRg_original.pdb')\n", + "frame_PW.save_pdb(f'rep_frames/{protein}_frame_avgRg_PW.pdb')\n", + "frame_PP.save_pdb(f'rep_frames/{protein}_frame_avgRg_PP.pdb')" + ] + }, + { + "cell_type": "markdown", + "id": "d328df9a", + "metadata": {}, + "source": [ + "# SAXS chi2 scan" + ] + }, + { + "cell_type": "markdown", + "id": "b4244a11", + "metadata": {}, + "source": [ + "## Protein-protein " + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "a52c7ff7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#IDPs\n", + "SAXS_chi2_pkl = f'{data_dir}/IDPs/PP/martini3saxs_IDP_PP.pkl'\n", + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "\n", + "SAXS_chi2_IDPs = SAXS_chi2\n", + "\n", + "fig = plt.figure(figsize=(8,5))\n", + "\n", + "plt.semilogy()\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.xlim(np.amax(SAXS_chi2.index.astype(float)+0.01), np.amin(SAXS_chi2.index.astype(float))-0.01)\n", + "plt.xticks(SAXS_chi2.index.astype(float))\n", + "\n", + "plt.errorbar(SAXS_chi2.index.astype(float), SAXS_chi2.mean(axis=1), yerr=SAXS_chi2.sem(axis=1), fmt='-o', c='black')\n", + "\n", + "for i,protein in enumerate(IDPs):\n", + " plt.plot(SAXS_chi2.index.astype(float),SAXS_chi2[protein], '-o', alpha=0.5, c=colors_IDPs[i])\n", + " \n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.xlabel('$λ_{PP}$', fontsize=20)\n", + "ylim_IDPs = plt.ylim()\n", + "\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_IDPs_PP.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_IDPs_PP.pdf', bbox_inches='tight', pad_inches=1, dpi=400)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "id": "20d4332f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Multidomain\n", + "SAXS_chi2_pkl = f'{data_dir}/MPs/PP/martini3saxs_MP_PP.pkl'\n", + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "\n", + "SAXS_chi2_multidomain = SAXS_chi2\n", + "\n", + "fig = plt.figure(figsize=(8,5))\n", + "\n", + "plt.semilogy()\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.errorbar(SAXS_chi2.index.astype(float), SAXS_chi2.mean(axis=1), yerr=SAXS_chi2.sem(axis=1), fmt='-o', c='black')\n", + "\n", + "for i,protein in enumerate(multidomain_alt):\n", + " plt.plot(SAXS_chi2.index.astype(float), SAXS_chi2[protein], '-o', alpha=0.5, c=colors_multidomain[i])\n", + "\n", + "plt.xlim(np.amax(SAXS_chi2.index.astype(float)+0.01), np.amin(SAXS_chi2.index.astype(float))-0.01)\n", + "plt.xticks(SAXS_chi2.index.astype(float))\n", + " \n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.xlabel('$λ_{PP}$', fontsize=20)\n", + "ylim_multidomain = plt.ylim()\n", + "\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_multidomain_PP.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_multidomain_PP.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "id": "0b9939f1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAXS_chi2_all = pd.merge(SAXS_chi2_IDPs, SAXS_chi2_multidomain, on=np.arange(len(SAXS_chi2_IDPs)))\n", + "\n", + "fig = plt.figure(figsize=(8,5))\n", + "\n", + "plt.semilogy()\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.errorbar(SAXS_chi2_IDPs.index.astype(float), SAXS_chi2_all.mean(axis=1), yerr=SAXS_chi2_all.sem(axis=1), fmt='-o', c='black')\n", + "\n", + "plt.axhline(SAXS_chi2_all.mean(axis=1)[4], ls='--', c='black')\n", + "plt.axvline(0.88, ls='--', c='black')\n", + "\n", + "plt.xlim(np.amax(SAXS_chi2.index.astype(float)+0.01), np.amin(SAXS_chi2.index.astype(float))-0.01)\n", + "plt.xticks(SAXS_chi2.index.astype(float))\n", + "plt.yticks([10**1, 10**2])\n", + " \n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.xlabel('$λ_{PP}$', fontsize=20)\n", + "plt.ylim(10**0.65, 10**2)\n", + "ylim_all = plt.ylim()\n", + "\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_all_PP.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_all_PP.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "e76dbf9f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Float64Index([1.0, 0.96, 0.92, 0.9, 0.88, 0.86, 0.84], dtype='float64')\n", + "0 48.152702\n", + "1 18.594482\n", + "2 8.590731\n", + "3 7.273137\n", + "4 7.253331\n", + "5 7.695061\n", + "6 8.072977\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(SAXS_chi2_IDPs.index.astype(float))\n", + "print(SAXS_chi2_all.mean(axis=1))" + ] + }, + { + "cell_type": "markdown", + "id": "4bafdada", + "metadata": {}, + "source": [ + "## Protein backbone-water" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "87109f7d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAXS_chi2_pkl = f'{data_dir}/IDPs/PW_BB/martini3saxs_IDP_PW_BB.pkl'\n", + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "\n", + "SAXS_chi2_IDPs = SAXS_chi2\n", + "\n", + "fig = plt.figure(figsize=(8,5))\n", + "\n", + "plt.semilogy()\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#plt.xlim(np.amin(SAXS_chi2.index.astype(float))-0.01, np.amax(SAXS_chi2.index.astype(float)+0.01))\n", + "plt.xticks(SAXS_chi2.index.astype(float))\n", + "\n", + "plt.errorbar(SAXS_chi2.index.astype(float), SAXS_chi2.mean(axis=1), yerr=SAXS_chi2.sem(axis=1), fmt='-o', c='black')\n", + "\n", + "for i,protein in enumerate(IDPs):\n", + " plt.plot(SAXS_chi2.index.astype(float), SAXS_chi2[protein], '-o', alpha=0.5, c=colors_IDPs[i])\n", + " \n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.xlabel('$λ_{PW-BB}$', fontsize=20)\n", + "plt.xticks(rotation=30)\n", + "plt.ylim(ylim_IDPs[0], ylim_IDPs[1])\n", + "\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_IDPs_PWBB.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_IDPs_PWBB.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "id": "a264d35b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAXS_chi2_pkl = f'{data_dir}/MPs/PW_BB/martini3saxs_MP_PW_BB.pkl'\n", + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "\n", + "SAXS_chi2_multidomain = SAXS_chi2\n", + "\n", + "fig = plt.figure(figsize=(8,5))\n", + "\n", + "plt.semilogy()\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.xticks(SAXS_chi2.index.astype(float))\n", + "\n", + "plt.errorbar(SAXS_chi2.index.astype(float), SAXS_chi2.mean(axis=1), yerr=SAXS_chi2.sem(axis=1), fmt='-o', c='black')\n", + "\n", + "for i,protein in enumerate(multidomain_alt):\n", + " plt.plot(SAXS_chi2.index.astype(float), SAXS_chi2[protein], '-o', alpha=0.5, c=colors_multidomain[i])\n", + " \n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.xlabel('$λ_{PW-BB}$', fontsize=20)\n", + "plt.xticks(rotation=30)\n", + "plt.ylim(ylim_multidomain[0], ylim_multidomain[1])\n", + "\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_multidomain_PWBB.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_multidomain_PWBB.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "2212a64b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAXS_chi2_all = pd.merge(SAXS_chi2_IDPs, SAXS_chi2_multidomain, on=np.arange(len(SAXS_chi2_IDPs)))\n", + "\n", + "fig = plt.figure(figsize=(8,5))\n", + "\n", + "plt.semilogy()\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.xticks(SAXS_chi2_IDPs.index.astype(float))\n", + "\n", + "plt.errorbar(SAXS_chi2_IDPs.index.astype(float), SAXS_chi2_all.mean(axis=1), yerr=SAXS_chi2_all.sem(axis=1), fmt='-o', c='black')\n", + "\n", + "plt.axhline(SAXS_chi2_all.mean(axis=1)[5], ls='--', c='black')\n", + "plt.axvline(1.22, ls='--', c='black')\n", + "\n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.xlabel('$λ_{PW-BB}$', fontsize=20)\n", + "plt.xticks(rotation=30)\n", + "plt.yticks([10**1, 10**2])\n", + "plt.ylim(ylim_all[0], ylim_all[1])\n", + "\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_all_PWBB.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_all_PWBB.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "id": "da04e5eb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Float64Index([1.0, 1.1, 1.14, 1.18, 1.2, 1.22], dtype='float64')\n", + "0 48.152702\n", + "1 12.022876\n", + "2 9.045530\n", + "3 7.223203\n", + "4 7.300228\n", + "5 6.847456\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(SAXS_chi2_IDPs.index.astype(float))\n", + "print(SAXS_chi2_all.mean(axis=1))" + ] + }, + { + "cell_type": "markdown", + "id": "5ba5c9c6", + "metadata": {}, + "source": [ + "## Protein-water" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "de74c3ed", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAXS_chi2_pkl = f'{data_dir}/IDPs/PW/martini3saxs_idp.pkl'\n", + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "\n", + "SAXS_chi2_IDPs = SAXS_chi2\n", + "\n", + "fig = plt.figure(figsize=(8,5))\n", + "\n", + "plt.semilogy()\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#plt.xlim(np.amin(SAXS_chi2.index.astype(float))-0.01, np.amax(SAXS_chi2.index.astype(float)+0.01))\n", + "plt.xticks(SAXS_chi2.index.astype(float))\n", + "\n", + "plt.errorbar(SAXS_chi2.index.astype(float), SAXS_chi2.mean(axis=1), yerr=SAXS_chi2.sem(axis=1), fmt='-o', c='black')\n", + "\n", + "for i,protein in enumerate(IDPs):\n", + " plt.plot(SAXS_chi2.index.astype(float), SAXS_chi2[protein], '-o', alpha=0.5, c=colors_IDPs[i])\n", + " \n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.xlabel('$λ_{PW}$', fontsize=20)\n", + "plt.ylim(ylim_IDPs[0], ylim_IDPs[1])\n", + "\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_IDPs_PW.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_IDPs_PW.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "id": "af4839ea", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAXS_chi2_pkl = f'{data_dir}/MPs/PW/martini3saxs_MP_PW.pkl'\n", + "SAXS_chi2_pkl_alt = f'{data_dir}/MPs/PW/martini3saxs_md.pkl'\n", + "\n", + "SAXS_chi2 = load_pickle5(SAXS_chi2_pkl)\n", + "SAXS_chi2_alt = load_pickle5(SAXS_chi2_pkl_alt)\n", + "\n", + "for protein in SAXS_chi2_alt:\n", + " SAXS_chi2[protein] = SAXS_chi2_alt[protein]\n", + "\n", + "SAXS_chi2_multidomain = SAXS_chi2\n", + " \n", + "fig = plt.figure(figsize=(8,5))\n", + "\n", + "plt.semilogy()\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "plt.xticks(SAXS_chi2.index.astype(float))\n", + "\n", + "plt.errorbar(SAXS_chi2.index.astype(float), SAXS_chi2.mean(axis=1), yerr=SAXS_chi2.sem(axis=1), fmt='-o', c='black')\n", + "\n", + "for i,protein in enumerate(multidomain_alt):\n", + " plt.plot(SAXS_chi2.index.astype(float), SAXS_chi2[protein], '-o', alpha=0.5, c=colors_multidomain[i])\n", + " \n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.xlabel('$λ_{PW}$', fontsize=20)\n", + "plt.ylim(ylim_multidomain[0], ylim_multidomain[1])\n", + " \n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_multidomain_PW.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_multidomain_PW.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "id": "a7c013b2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "SAXS_chi2_multidomain = SAXS_chi2_multidomain.drop(['1.02'])\n", + "SAXS_chi2_all = pd.merge(SAXS_chi2_IDPs, SAXS_chi2_multidomain, on=np.arange(len(SAXS_chi2_IDPs)))\n", + "\n", + "fig = plt.figure(figsize=(8,5))\n", + "\n", + "plt.semilogy()\n", + "plt.tick_params(color='black', direction='out', length=7, labelsize=20)\n", + "\n", + "#plt.xlim(np.amin(SAXS_chi2.index.astype(float))-0.01, np.amax(SAXS_chi2.index.astype(float)+0.01))\n", + "plt.xticks(SAXS_chi2.index.astype(float))\n", + "\n", + "plt.errorbar(SAXS_chi2_IDPs.index.astype(float), SAXS_chi2_all.mean(axis=1), yerr=SAXS_chi2_all.sem(axis=1), fmt='-o', c='black')\n", + "\n", + "plt.axhline(SAXS_chi2_all.mean(axis=1)[4], ls='--', c='black')\n", + "plt.axvline(1.10, ls='--', c='black')\n", + "\n", + "plt.ylabel('SAXS $\\chi^2_r$', fontsize=20)\n", + "plt.xlabel('$λ_{PW}$', fontsize=20)\n", + "plt.yticks([10**1, 10**2])\n", + "plt.ylim(ylim_all[0], ylim_all[1])\n", + "\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_all_PW.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/lambda_scan_SAXSchi2_all_PW.pdf', bbox_inches='tight', pad_inches=1, dpi=400)" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "id": "bb87b997", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Float64Index([1.0, 1.04, 1.06, 1.08, 1.1, 1.12, 1.14], dtype='float64')\n", + "0 47.028786\n", + "1 12.890347\n", + "2 8.775618\n", + "3 7.373094\n", + "4 7.090331\n", + "5 7.763634\n", + "6 8.152797\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print(SAXS_chi2_IDPs.index.astype(float))\n", + "print(SAXS_chi2_all.mean(axis=1))" + ] + }, + { + "cell_type": "markdown", + "id": "e326b81c", + "metadata": {}, + "source": [ + "# Calpha distances PCA all proteins" + ] + }, + { + "cell_type": "markdown", + "id": "5b476a85", + "metadata": {}, + "source": [ + "## IDPs" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "f31f2f0b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "JS avg: [[0. 0.68317196 0.69280254 0.6918198 ]\n", + " [0.68317196 0. 0.18674144 0.19688385]\n", + " [0.69280254 0.18674144 0. 0.19552701]\n", + " [0.6918198 0.19688385 0.19552701 0. ]]\n", + "JS sem: [[0. 0.03271385 0.03064631 0.02960708]\n", + " [0.03271385 0. 0.00202542 0.0029231 ]\n", + " [0.03064631 0.00202542 0. 0.00433014]\n", + " [0.02960708 0.0029231 0.00433014 0. ]]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.gridspec as gridspec\n", + "\n", + "fig = plt.figure(figsize=(15, 20))\n", + "outer = gridspec.GridSpec(4, 3, wspace=0.3, hspace=0.5)\n", + "\n", + "js_matrix_vs_protein = []\n", + "\n", + "for i,protein in enumerate(IDPs):\n", + " \n", + " ax = plt.Subplot(fig, outer[i])\n", + " ax.set_title(IDPs_plotnames[protein], pad=25.0, fontsize=15)\n", + " ax.tick_params(labelcolor='w', top=False, bottom=False, left=False, right=False)\n", + " ax.spines['top'].set_color('none')\n", + " ax.spines['bottom'].set_color('none')\n", + " ax.spines['left'].set_color('none')\n", + " ax.spines['right'].set_color('none')\n", + " ax.set_xlabel('PC1')\n", + " ax.set_ylabel('PC2', labelpad=12.0)\n", + " fig.add_subplot(ax)\n", + "\n", + " inner = gridspec.GridSpecFromSubplotSpec(2, 2, subplot_spec=outer[i], wspace=0.1, hspace=0.3)\n", + " \n", + " pca_output = load_pickle(f'PCA_all_proteins/{protein}.pkl')\n", + " pca_ensemble = pca_output[0]\n", + " pca_ensemble1 = pca_ensemble[0:40001]\n", + " pca_ensemble2 = pca_ensemble[40001:80002]\n", + " pca_ensemble3 = pca_ensemble[80002:120003]\n", + " pca_ensemble4 = pca_ensemble[120003:160004]\n", + " pca_ensembles_lst = [pca_ensemble1, pca_ensemble2, pca_ensemble3, pca_ensemble4]\n", + "\n", + " #Calculate Jensen-Shannon distance matrix\n", + " \n", + " #Find bins over pc1 and pc2 for this protein\n", + " bins_pc1 = np.linspace(np.amin(pca_ensemble[:, 0]), np.amax(pca_ensemble[:, 0]), num=100)\n", + " bins_pc2 = np.linspace(np.amin(pca_ensemble[:, 1]), np.amax(pca_ensemble[:, 1]), num=100)\n", + " bins = [bins_pc1, bins_pc2]\n", + " js_matrix = np.zeros((4,4))\n", + " #Loop over pairs of force fields\n", + " for i in range(4):\n", + " for j in range(4):\n", + " #Make 2d histograms over pc1 and pc2 for the two force fields\n", + " pca_hist_1 = np.histogram2d(pca_ensembles_lst[i][:, 0], pca_ensembles_lst[i][:, 1], density=True, bins=bins)\n", + " pca_hist_2 = np.histogram2d(pca_ensembles_lst[j][:, 0], pca_ensembles_lst[j][:, 1], density=True, bins=bins)\n", + " \n", + " #Flatten histograms\n", + " pca_hist_1_flat = pca_hist_1[0].flatten()\n", + " pca_hist_2_flat = pca_hist_2[0].flatten()\n", + " \n", + " #Calculate js divergence between flattened histograms and put in matrix\n", + " js_div = jensenshannon(pca_hist_1_flat, pca_hist_2_flat)\n", + " js_matrix[i,j] = js_div\n", + " js_matrix_vs_protein.append(js_matrix)\n", + " \n", + " xmin = np.min([*pca_ensemble[:, 0]])\n", + " xmax = np.max([*pca_ensemble[:, 0]])\n", + " ymin = np.min([*pca_ensemble[:, 1]])\n", + " ymax = np.max([*pca_ensemble[:, 1]])\n", + " \n", + " ax = plt.Subplot(fig, inner[0])\n", + " ax.hist2d(pca_ensemble1[:, 0], pca_ensemble1[:, 1], bins=100, range=[[xmin, xmax], [ymin, ymax]], cmap='Blues', label='Unmodified')\n", + " ax.set_title('Unmodified')\n", + " ax.set_xticks([])\n", + " #ax.set_yticks([])\n", + " fig.add_subplot(ax)\n", + " \n", + " ax = plt.Subplot(fig, inner[1])\n", + " ax.hist2d(pca_ensemble2[:, 0], pca_ensemble2[:, 1], bins=100, range=[[xmin, xmax], [ymin, ymax]], cmap='Greens', label='PP')\n", + " ax.set_title('$λ_{{PP}}$=0.88')\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " fig.add_subplot(ax)\n", + " \n", + " ax = plt.Subplot(fig, inner[2])\n", + " ax.hist2d(pca_ensemble3[:, 0], pca_ensemble3[:, 1], bins=100, range=[[xmin, xmax], [ymin, ymax]], cmap='Oranges', label='PW')\n", + " ax.set_title('$λ_{{PW}}$=1.10')\n", + " #ax.set_xticks([])\n", + " #ax.set_yticks([])\n", + " fig.add_subplot(ax)\n", + " \n", + " ax = plt.Subplot(fig, inner[3])\n", + " ax.hist2d(pca_ensemble4[:, 0], pca_ensemble4[:, 1], bins=100, range=[[xmin, xmax], [ymin, ymax]], cmap='Reds', label='PWBB')\n", + " ax.set_title('$λ_{{PW-BB}}$=1.22')\n", + " #ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " fig.add_subplot(ax)\n", + " \n", + "#fig.show()\n", + "\n", + "fig.savefig(f'figures/Calpha_PCA_IDPs.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/Calpha_PCA_IDPs.pdf', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "\n", + "js_matrix_vs_protein = np.array(js_matrix_vs_protein)\n", + "\n", + "js_matrix_avg= np.average(js_matrix_vs_protein, axis=0)\n", + "js_matrix_sem = np.std(js_matrix_vs_protein, axis=0)/np.sqrt(len(js_matrix_vs_protein))\n", + "\n", + "print('JS avg:', js_matrix_avg)\n", + "print('JS sem:', js_matrix_sem)" + ] + }, + { + "cell_type": "markdown", + "id": "db9a8999", + "metadata": {}, + "source": [ + "## Multidomain" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "f4147e58", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "JS avg: [[0. 0.65306436 0.65607114 0.63069768]\n", + " [0.65306436 0. 0.2186444 0.25797355]\n", + " [0.65607114 0.2186444 0. 0.25321941]\n", + " [0.63069768 0.25797355 0.25321941 0. ]]\n", + "JS sem: [[0. 0.03179313 0.03046767 0.03266906]\n", + " [0.03179313 0. 0.00548175 0.014495 ]\n", + " [0.03046767 0.00548175 0. 0.01323927]\n", + " [0.03266906 0.014495 0.01323927 0. ]]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.gridspec as gridspec\n", + "\n", + "fig = plt.figure(figsize=(15, 25))\n", + "outer = gridspec.GridSpec(5, 3, wspace=0.3, hspace=0.5)\n", + "\n", + "js_matrix_vs_protein = []\n", + "\n", + "for i,protein in enumerate(multidomain):\n", + " \n", + " ax = plt.Subplot(fig, outer[i])\n", + " ax.set_title(multidomain_plotnames[protein], pad=25.0, fontsize=15)\n", + " ax.tick_params(labelcolor='w', top=False, bottom=False, left=False, right=False)\n", + " ax.spines['top'].set_color('none')\n", + " ax.spines['bottom'].set_color('none')\n", + " ax.spines['left'].set_color('none')\n", + " ax.spines['right'].set_color('none')\n", + " ax.set_xlabel('PC1')\n", + " ax.set_ylabel('PC2', labelpad=12.0)\n", + " fig.add_subplot(ax)\n", + "\n", + " inner = gridspec.GridSpecFromSubplotSpec(2, 2, subplot_spec=outer[i], wspace=0.1, hspace=0.3)\n", + " \n", + " pca_output = load_pickle(f'PCA_all_proteins/{protein}.pkl')\n", + " pca_ensemble = pca_output[0]\n", + " pca_ensemble1 = pca_ensemble[0:40001]\n", + " pca_ensemble2 = pca_ensemble[40001:80002]\n", + " pca_ensemble3 = pca_ensemble[80002:120003]\n", + " pca_ensemble4 = pca_ensemble[120003:160004]\n", + " pca_ensembles_lst = [pca_ensemble1, pca_ensemble2, pca_ensemble3, pca_ensemble4]\n", + " \n", + " #Calculate Jensen-Shannon distance matrix for pc1\n", + " bins_pc1 = np.linspace(np.amin(pca_ensemble[:, 0]), np.amax(pca_ensemble[:, 0]), num=100)\n", + " bins_pc2 = np.linspace(np.amin(pca_ensemble[:, 1]), np.amax(pca_ensemble[:, 1]), num=100)\n", + " bins = [bins_pc1, bins_pc2]\n", + " js_matrix = np.zeros((4,4))\n", + " for i in range(4):\n", + " for j in range(4):\n", + " pca_hist_1 = np.histogram2d(pca_ensembles_lst[i][:, 0], pca_ensembles_lst[i][:, 1], density=True, bins=bins)\n", + " pca_hist_2 = np.histogram2d(pca_ensembles_lst[j][:, 0], pca_ensembles_lst[j][:, 1], density=True, bins=bins)\n", + " \n", + " pca_hist_1_flat = pca_hist_1[0].flatten()\n", + " pca_hist_2_flat = pca_hist_2[0].flatten()\n", + " \n", + " js_div = jensenshannon(pca_hist_1_flat, pca_hist_2_flat)\n", + " js_matrix[i,j] = js_div\n", + " js_matrix_vs_protein.append(js_matrix)\n", + " \n", + " xmin = np.min([*pca_ensemble[:, 0]])\n", + " xmax = np.max([*pca_ensemble[:, 0]])\n", + " ymin = np.min([*pca_ensemble[:, 1]])\n", + " ymax = np.max([*pca_ensemble[:, 1]])\n", + " \n", + " ax = plt.Subplot(fig, inner[0])\n", + " ax.hist2d(pca_ensemble1[:, 0], pca_ensemble1[:, 1], bins=100, range=[[xmin, xmax], [ymin, ymax]], cmap='Blues', label='Unmodified')\n", + " ax.set_title('Unmodified')\n", + " ax.set_xticks([])\n", + " #ax.set_yticks([])\n", + " fig.add_subplot(ax)\n", + " \n", + " ax = plt.Subplot(fig, inner[1])\n", + " ax.hist2d(pca_ensemble2[:, 0], pca_ensemble2[:, 1], bins=100, range=[[xmin, xmax], [ymin, ymax]], cmap='Greens', label='PP')\n", + " ax.set_title('$λ_{{PP}}$=0.88')\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " fig.add_subplot(ax)\n", + " \n", + " ax = plt.Subplot(fig, inner[2])\n", + " ax.hist2d(pca_ensemble3[:, 0], pca_ensemble3[:, 1], bins=100, range=[[xmin, xmax], [ymin, ymax]], cmap='Oranges', label='PW')\n", + " ax.set_title('$λ_{{PW}}$=1.10')\n", + " #ax.set_xticks([])\n", + " #ax.set_yticks([])\n", + " fig.add_subplot(ax)\n", + " \n", + " ax = plt.Subplot(fig, inner[3])\n", + " ax.hist2d(pca_ensemble4[:, 0], pca_ensemble4[:, 1], bins=100, range=[[xmin, xmax], [ymin, ymax]], cmap='Reds', label='PWBB')\n", + " ax.set_title('$λ_{{PW-BB}}$=1.22')\n", + " #ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " fig.add_subplot(ax)\n", + " \n", + "#fig.show()\n", + "\n", + "fig.savefig(f'figures/Calpha_PCA_multidomain.png', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "fig.savefig(f'figures/Calpha_PCA_multidomain.pdf', bbox_inches='tight', pad_inches=1, dpi=400)\n", + "\n", + "js_matrix_vs_protein = np.array(js_matrix_vs_protein)\n", + "\n", + "js_matrix_avg= np.average(js_matrix_vs_protein, axis=0)\n", + "js_matrix_sem = np.std(js_matrix_vs_protein, axis=0)/np.sqrt(len(js_matrix_vs_protein))\n", + "\n", + "print('JS avg:', js_matrix_avg)\n", + "print('JS sem:', js_matrix_sem)\n" + ] + }, + { + "cell_type": "markdown", + "id": "8092c0fe", + "metadata": {}, + "source": [ + "# Encore DRES aSyn and hnRNPA1" + ] + }, + { + "cell_type": "markdown", + "id": "cb73dfa2", + "metadata": {}, + "source": [ + "## aSyn" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c737420a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unmodified to a03ws: 0.049\n", + "PP to a03ws: 0.04\n", + "Unmodified to a99SBdisp: 0.065\n", + "PP to a99SBdisp: 0.040\n", + "a03ws to a99SBdisp: 0.048\n" + ] + } + ], + "source": [ + "DRES_results = load_pickle('aSyn_Carab/DRES_skip10.pkl')\n", + "unmodified_results = DRES_results['results'][0]\n", + "PP_results = DRES_results['results'][1]\n", + "a03ws_results = DRES_results['results'][2]\n", + "\n", + "print(f'Unmodified to a03ws: {unmodified_results[2]:.3f}')\n", + "print(f'PP to a03ws: {PP_results[2]:.2f}')\n", + "print(f'Unmodified to a99SBdisp: {unmodified_results[3]:.3f}')\n", + "print(f'PP to a99SBdisp: {PP_results[3]:.3f}')\n", + "print(f'a03ws to a99SBdisp: {a03ws_results[3]:.3f}') " + ] + }, + { + "cell_type": "markdown", + "id": "df922561", + "metadata": {}, + "source": [ + "## hnRNPA1" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "07b21865", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unmodified to ensemble: 0.087\n", + "PP to ensemble: 0.077\n" + ] + } + ], + "source": [ + "DRES_results = load_pickle('hnRNPA1_AllainJeschke/DRES_skip10.pkl')\n", + "unmodified_results = DRES_results['results'][0]\n", + "PP_results = DRES_results['results'][1]\n", + "print(f'Unmodified to ensemble: {unmodified_results[2]:.3f}')\n", + "print(f'PP to ensemble: {PP_results[2]:.3f}')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "48031487", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'results': array([[0. , 0.02978548, 0.08657613],\n", + " [0.02978548, 0. , 0.07735393],\n", + " [0.08657613, 0.07735393, 0. ]]), 'details': {'reduced_coordinates': [array([[ -975.00043744, -127.19671577, -174.89226993, ...,\n", + " -747.99916073, 131.90658165, -25.491609 ],\n", + " [ -86.17904807, 71.33412661, 567.93006903, ...,\n", + " -568.25738716, 553.19889876, -5.55037742],\n", + " [-1218.9194044 , -696.35026256, -62.9841102 , ...,\n", + " 2754.6196405 , 639.3473171 , -16.61042494]])], 'dimensionality_reduction_details': {'ensemble_membership': array([1, 1, 1, ..., 3, 3, 3])}}}\n" + ] + } + ], + "source": [ + "print(DRES_results)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:hzr104-md_standard]", + "language": "python", + "name": "conda-env-hzr104-md_standard-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}