{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# boxplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Boxplots in fivecentplots are modeled after the \"Variability Chart\" in JMP which provides convenient, multi-level group labels automatically along the x-axis. Data can be broken into multiple subsets for easy visualization by simply listing the DataFrame column names of interest in the groups keyword. At a minimum, the `boxplot` function requires the following keywords:\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import fivecentplots as fcp\n", "import pandas as pd\n", "import numpy as np\n", "import os, sys, pdb\n", "osjoin = os.path.join\n", "st = pdb.set_trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read some fake boxplot data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BatchSampleRegionValueID
01011Alpha1233.5ID701223A
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" ], "text/plain": [ " Batch Sample Region Value ID\n", "0 101 1 Alpha123 3.5 ID701223A\n", "1 101 1 Alpha123 2.1 ID7700-1222B\n", "2 101 1 Alpha123 3.3 ID701223A\n", "3 101 1 Alpha123 3.2 ID7700-1222B\n", "4 101 1 Alpha123 4.0 ID701223A" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_box.csv'))\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set theme" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally set the design theme" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "SHOW = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider the following boxplot of made-up data:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', show=SHOW, tick_labels_minor=True, grid_minor=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single group" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rather than lumping the data into a single box, we can separate them into categories to get more information. First, set a single group column of \"Batch\":" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups='Batch', show=SHOW)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can dive deeper by specifying more than one value for groups:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Groups + legend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Boxplots also support legending for another level of visualization:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], legend='Region', show=SHOW)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grid plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like the plot function, boxplots can be broken into subplots based on \"row\" and/or \"col\" values or \"wrap\" values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Column plots" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], col='Region', show=SHOW, ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Row plots" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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EJy5LURSn+2AI0VeVl5dTXl5u7zDsQhKeuCwXFxeCpTtTCOHgJOEJIYQTSkhI6NTxaWlpBAYGWqc1pKWl2SIsm5KEJ4QQTuiGG27o1G2KtLQ0YmJiGDdunPV3RyMJTwghnNiVjMK8NDFaLBaHvZ8vCU8IIZzQuXPnOp24KisrOX/+vI0isj1JeEII4YS2bNnS6cecOHGCEydO2CCaniETz4UQQjgFaeEJIYQT02g0xMbGMnjwYHQ6HSqVioqKCrKyssjMzJRKK8K5GAwGSktL8ff37zPrYgkhmlZEuPXWW/Hz82ux3d/fnyFDhpCUlMSnn35KVVWVnSLsXtKlKS7LYrFgMBj61JWeEM5Oo9Ewd+5ca7Jrq8bmgAEDmDdvXp9Z47Jv/CuEEEJ0SmJiIj4+PkDTWnlHjx61rnw+YMAARo0ahaurK/369SMxMZHk5GR7htstJOEJIYQTiomJAaCxsZFNmzZRUVFh3ZeTk0NaWhqLFi3C1dWV2NjYPpHw+kSXZklJCffddx8DBgxAp9MxdepUfvjhB3uHJYQQvZafnx+KopCTk9Mi2TWrqKggJycHi8WCr6+vHSLsfg7fwquurmbKlCkUFBTwyCOP4Ofnx2uvvcaMGTM4ePBgq0UNhRBCNC36CmAymdo9pnlf87GOzuET3gsvvEBmZibffPMNU6ZMAeDOO+8kKiqKF198kQ0bNtg5QiGE6H0qKyvp378/UVFRaLVa9Hp9i/1arZaoqCgURaGystJOUXYvh054FouF9evXc8stt1iTHUBQUBB/+9vfZAi9EEK0Izs7m/79+6PValmwYAEHDhyguLjYOjpz/PjxeHh4AHDq1Ck7R9s9HDrh5ebmkp+fz+OPPw40JcDa2lq8vLz4zW9+Y+fo+g61Wo1Op+sz3RpCCEhOTiYhIQEfHx98fHy4/vrr2zyupqamTwxYAQcftJKdnQ00DaH97//+b/z8/PD29mbIkCF8+umndo6u71Cr1fj6+krCE6IPaWxs5OOPP6aystI6765Z8+/V1dVs3bqVhoYGO0bafRy6hdc8suipp55Co9Hw97//HbVazapVq5g7dy47d+5k5syZdo5SCCF6p7KyMv71r38xatQoYmJi8PX1RVEUKioqOHXqFMnJyTQ2Nto7zG7j0Amv+aqjvLycrKwsa8WA2bNnM3jwYJ544glJeEII0QGDwcDBgwc5ePCgvUOxOYdOeJ6engDMmzevRS04X19f5syZw/r166mursbb27vd5/Dz82tVR+5SZrNZSmr1gOYBRj4+Ph2+XqJnyOvRsxRFQaVq/w5TXyntZW8O/VcMDQ0FIDAwsNW+wMBA6yAW+cAKIURLN9xwQ6eO37lzp40i6TkOnfCGDRuGm5sbqamprfadOXMGd3d3AgICunSOurq6VvNTRPdr/htXVlZiMBjsHI2Q16NnabVaa49VT0lISOjUiueS8OzM09OTOXPmsG3bNlJTUxk6dCjQlOw++eQTZs+efdmRheXl5RiNxp4IVwgh2qTX6zu8sK6urrbJeTu6XaMoinV/ZxJjb+bQCQ/gxRdf5JtvvmH69OmsXLkSV1dXXn31Vdzd3fnLX/5i7/D6BLPZjNFoRKPRdHifQQjhOH788cc2t2s0Gry9vRk8eDCurq4cPHiQc+fO9XB0tuHwCW/QoEHs37+f//7v/2bVqlVYLBYmTZrEiy++SHR0tL3D6xOMRiNFRUUEBQXh6upq73CEEN1g//79He7X6XQsWrSI0aNHk5GR0UNR2ZbDJzyAqKgoPvzwQ3uHIYQQfUZVVRVZWVkMHz6ciRMnsn37dnuH1GXSPyWEEKJNbm5uwH9GxDu6PtHCE0II0TkDBw5sc7uiKLi6uhIZGWldJLav3LuXhCeEEE7o9ttvv+zoS4vFgqIoFBUV9VBUtiUJTwghnNjlKkmZTKZ2R3Q6mi4nvJycHF544QV++OEH6uvrCQ0NZe/eveTm5jJo0KBuCFEIIUR3q6qqanefxWLBYDBQWlrK0aNHpYUHkJqayqRJk6iqqrJeJeTm5gJwzTXX8Mc//pEHH3ywy0EKIYToXmvXrrV3CD2uS3cin3jiCSorK/H19WXJkiXW7ZWVlRQXF/Pwww+zd+/ersYo7Eyj0RAUFCQFbIUQDq1LCW/v3r0oisL27dtZvXq1dbtOp+Ouu+7CbDbzt7/9rctBCvtSqVS4urr2mZFaQojWhg8fzu23384dd9zR4TZH1qVvsOaisiNHjmyxXVEUXnjhBQAOHDjQlVMIIYToAT4+PgwcOLDFdIW2tjmyLiW8iIgIAPbt29dqn5eXF2C7oqdCCCFEZ3Qp4c2ZMweLxcI999zDpk2bWux7/vnnARgyZEhXTiFEt2koKKDm2HEaCgrsHYoQwg66NArh97//PRs2bKCwsJAlS5ZYJzH269ePyspKFEVpMZhFCHswVtdQ+NYa9On/KYCrjY8jeMW9aLy97BiZEKIndamF5+vryzfffENsbCwWi8X6U1FRgcVi4Re/+AUPP/xwd8UqxFWxJju1CrfwMFCr0KdnULja+YZlC+HMujzOPDo6mpSUFN577z3+/e9/c+HCBQICApg9ezZ33nlnn1k4UPRezev1taWxoLAp2SkKvr+8FSUiHD8XV4pefAl9Wjo1Z8/iGhzc5mNl/T8h+pYuJbyUlBSGDRuGi4sLixcvZvHixd0Vl+hFTCYT1dXVeHt7X3YFeXtoXq/vUiUlJZhMJjRZp/AEsFio2PIxAIaQYFQ+OtTlFWQdOIRxUDhqtZqAgIAWzyHr/wnRt3Qp4Y0cORKtVsvo0aMZN26c9UdKivUtJpOJqqoqtFptr0x4zRPjL9X8e8G/v6Lhp23qgACMpaW4FBRaj4sZP7bDFp4Qou/o8idar9fz/fff8/3331u3+fv7M3bsWGsCvPHGG7t6GiHalJmZiclkantn6UXUZ3KxAApgvHgRs06HqrISBbAEB5FXWwunTnV4DrVaTWxsbHeHLoToYV1KeI899hiHDx8mOTmZmpoa6/aSkhK++OILvvjiCxRFaff+ihBdZTKZmDp1apv7Lh44RDrgGRGOq58fFceOo66stO6PvesOAtt57KW+/fbb7gpXCGFHXUp4q1atApoqa6enp3Po0CG+++47Pv74Y8rLy7slQCGulkdwU7dm3fl8Yh99GEWlovx4CmfWvQNmM15RUfYNUIheJCsri7Kysstuc2TdcpNCURQSEhJISEjgnnvu4cUXX2ThwoUcOnTIKStyi95BGx6Gb+IIKo6ncOzR36END0eflwdmM74jE9GGh9k7RCHsZurUqZw8eZKLFy8CUFxcTHFxcYtj2trmyGwy5rpfv35s2bIFFxcXjh49aotTCHFFYv/rEXxHJmIxmag9cwaLyYTvyERiH5P5ocK5jR49mnvuuYcFCxYwfPhwXFxc7B2SzXWphXf99de3GJwSfMloN09PT8aOHcsHH3zAM88809U4hbgqLjodw559Gn3eOeoKi/AIDpKWnRCXCA4OJjg4mGnTppGVlcWJEyco6KPl97qU8Hbv3s2ePXusvwcHBzNu3DiSkpLQarV89dVX7Y+gEw5DURRcXFwcuoiANjxMEp0QlygpKWkx91Sj0TB06FCGDh1KWVkZJ0+eJDU1lbq6OjtG2b26lPDc3NxoaGiw/l5QUMD27dvZvn27dZvMyXN8Li4uLVrvQgjH9+677+Lj40NMTAwxMTEEBgZisViApttSU6ZMYeLEiZw+fZqTJ09y5swZO0fcdV1KeNXV1Rw/fpz9+/dbf3Jycqz71Wo1Tz/9dJeDFEII0f0qKys5dOgQhw4d4pFHHkFRFGtNZGj6Do+OjiY6OpqamhpSU1M5ceIEVVVVdo786nQq4WVlZRETE/OfB2s0JCUlkZSUxG9/+1sAysrKOH78OCUlJYwaNYro6OjujVgIIYTNnD17lgMHDjB06FBiYmKsg1k8PT0ZP34848aN4/z583z44Yd2jrTzOpXw4uLi8PHxISkpibFjx1p/wsL+c2+kX79+TJ8+vdsDFaIVQx1e1TlQ4GPT03hV54AhElw8bHoeIXqL/Px88vPz+eqrr4iJiWHYsGGEhoZaW36Xfuc7kk53aVZWVvL111/z9ddfW7cFBga2SIBjx46lf//+3RqoED+nqcgh6fAjcNi250kCyqO2YQwYZtsTCdHLGI1GCgsL6d+/P/7+/ri7u1uTniPqVMJbuXIlhw8f5ujRo+j1euv2CxcusGPHDnbs2GHdFhERYZ2y8Nhjj3VfxEL8xOg7mOQxr5A0erRNz5N85AjhvoNteg4hehONRkNcXBzDhg0jJCSk1X5HLRfZqYT3yiuvAE3rj6Wmplpvdh48eJCTJ09iMBisx+bm5nL27Fm2bNkiCU/YhosHNd6DIWSkTU9Tk10p3ZnCaQQFBfHAAw+0mIje3KorKysjJSWFtLQ0e4XXJVc1SlOlUjF8+HCGDx/OsmXLAGhoaODYsWPWJHjo0CEyMzO7NVghhBDdy8/Pj7i4OOvv7u7uwH+SnMlkIjMzs09MSO+2Bb/c3NwYP34848ePt26rrq4mOTm5u04h7MRgMFBaWoq/v79TlB8SwhmMGTOGuLg4AgMDW2xvTnQXL160tuYaGxvtEWK363LCu3jxIt999x1eXl6MHDkSf39/6z5vb2+mTZvW1VMIO7NYLBgMBoe+WS2EaGny5MnWeXfNjEYjWVlZpKSkUFhY2MGjHVOXEl5KSgqzZs2itLTUui0qKoprrrmGUaNGERoaSl5eHr/73e+6HKgQXdXX6mk2FBRgKC7BJTAAtzYGFghxOc3JrrS0lJSUFNLT0/tMa64tXUp4Tz75JCUlJS225eTkcPr0aTZt2mTdJglP2JOhqorMv71CxfEU6zbfxBHE/tcjuOh0dozs6hirayh8aw369AzrNm18HMEr7kXj7WXHyIQjMRgM1tZcUVGRvcPpEV1aHmj//v0oisKTTz7JP//5T6BphE9zaRrpAhO9QXOyU9RqPKMiUdRqKo6nkPnS3+0d2lWxJju1CrfwMFCr0KdnULha1p4UV+7NN99k165dTpPsoIstvJqaGqCppafVann00UdZvXo10dHRLFq0iIyMDL744otuCVSIq1Gbl2dNdiNfXoXnoAhqc3M59ujjVBw7jj7vXK/p3jSbzZed39RYUNiU7FQqgh5/DI+wMBrP55P/wir0aenUnD2L688KfWs0GlQqmyx9KRyYu7u7dUTm1aiuru7GaHpGlxJecHAweXl5ZGdnk5iYSHBwMOnp6dxyyy2sWbOGkSNH8sEHHzBx4sTuileITqkvvACANjwcz0ERAHgOGoQ2PJzaM2eoKyzqNQnPaDS2utouKSlpscSWJjcPT8DgoyO9pATVT6tVe/n5or5YxqlDyfQbN6bFcwQFBeHq6mrz+IVjuffee7u05NfLL7/cjdH0jC5d9k2aNAmLxcLs2bNpbGwkJCSEr776CmiqtAI4ZIFR0Xd4BAcBoM/Lozb3LAC1ubno8/Ja7O8NNBoNQUFBLX6GDx/OyJEjrT8x48c2HVtRSZS3jpEjR5LgH4C6vAKAIWOTWj2HRtNts4+EcOhbVZ36JKSlpZGQkGD9/fHHH2fr1q1cuHABV1dX4uLiePvtt1m5ciW5ubkA1NbWdmvAouep1Wp0Oh1qtdreoXSaNjwM38QRVBxP4dijv0MbHo4+Lw+LyYTvyMRe07qDpoIOl2uJWVxc0IQEYywopPzV19CHhtJQkA9mM9qEeLx+utAU4kpcbfJy1KTXqYSXmJjI0qVLefbZZwkODmb48OF88cUXPPfccwDMnz+fdevW8dprrwFNK2VPnjy5+6MWPUqtVuPr62vvMK5a7H89QuZLf6fi2HFqf1rE0ndkIrGPPWznyK5cWyMzMZtpOHcOAG1CPMH3LbdTdMIRNZeKdCadSngmk4m1a9eyadMmHnvsMR5//HGmTJnC7t27Abjxxht57rnn+Mtf/kJ9fT1JSUnW0ZtC2IuLTsewZ5926Hl4l47MdAkKprGgAMViwS1sIMH3LZN5eEJcgU7dw5s7dy4WiwW9Xs+f//xnBg8ezBtvvNHipvof//hHampqKCsr49ChQ9Z7eULYmzY8jP7jxzpcsms+gYIuAAAgAElEQVTIL7Amu0FP/YGA/3qY0ptvAJWKhnPn7R2eEA6jUy28rVu38uOPP/K73/2OH374geLiYh588EFeffVVXnjhBebOnQs03YuwRxdYSkoKY8aM4cknn+SZZ57p8fOL3m379u2cO3eOuLg44uPjCQkJ6dIote6UmZnZ4sKxhZzTqAFLv37kVFVirijHPWwglv79UEpKyUk+AhUVlz2HWq0mNja2ewMXDuORRx5xulGZP9fp4VsTJkxg3759bNu2jSeffJKMjAyysrK47bbbuPbaa1m1ahXXXHONLWLtkNFoZMmSJS2WKBKi2bfffsvnn39OZGQkH3/8MR9++CHe3t7ExcVZE6A9Fy02mUxMnTq1zX36yCiObP8MVVk5oyMG/WcuYdnbWICxM2deUav122+/7eaohSOyWCzWxPfzwSeX2+7ornq88ty5c5kzZw5r1qzh2WefpbCwkB9++IGJEycyb948/vKXvxAdHd2dsXbor3/9K6mpqT12PuE4MjMzef/997nuuuu48847aWxsJCcnh4yMDDIyMjh8+DAWi4XAwEBrAoyNjcXLq3eU6epopKln5CB7hyccSHMiuzShXZrk2kp0dXV1PRegjXVpgo5KpWLFihUsWrSIl156ib/97W9UV1ezdetWPvnkE1asWMH//M//tFhBwRZOnDjBn//8Z5566imeeuopm55LOJaSkhLefPNNYmNjmT9/PgCurq7Ex8cTHx8PNE2dycrKIj09nYyMDPbu3YuiKISFhREXF4fBYGDIkCF2nbzd1khTgNozuRx56GGHrg0qesaaNWtabZsxYwaRkZGUlJRw8OBBSktLMRqN9OvXj7FjxxIWFkZeXh47duywQ8Tdr1tmpGq1Wp566ikeeOABnn32Wd566y0MBgOvv/46GzZsoOIK7i9cLaPRyNKlS5k5cyaLFi2ShGcDzSWvHK1EVV1dHf/85z/x9PTkvvvua3ceoaenJ6NGjWLUqFFA06rOza2//fv3U1VVxd69ewkPD2fw4MEMHjyYkJCQHp2XeOlI08yXXqE29yyKWo02Ihz92TxrbdBhzz7dYzEJx/LzUmCjRo0iMjKSqqoqNm/e3OJ2UFVVFXl5eSxevJjY2FiKior6xNqm3ZLwTp8+TWpqKqmpqVRWVhIQEEBhYSEWi8Xm9db+3//7f2RnZ7Nt27bL1iHsKX1t2ZbmkleOVKLKbDazdu1aysvLeeKJJ/D09Lzix/br149rr72Wa6+9FovFwqeffgo0rQTy3XffsXv3btzc3IiKiiIqKorBgwcTEBBw9fc5DHV4VedAgc9lD9WnZjZVjFEURj6xHM/QAdSev8Cxv65pqg2a/G+0wQFtPtarOgcMkeDicXVxij5l5MiRKIpCbm5um2MfzGYzeXl5+Pn5MWLECOdLeJcmtrS0NFJTU8nIyKC+vr7VsT0xEz81NZXnnnuO1157jYEDB1qru9iLLNvSe2zbto2TJ0/y4IMPEhR09eXDFEXBx8eHhIQEJkyYgMlkIj8/n5ycHHJycvjyyy8xmUx4e3tbW3+DBw9G14muRU1FDkmHH4HD7R9jMLqQmTuMiuqfBtZYLJx59a/EDjqJp8aA1m08tXXe1L17P1qf0jafIwkoj9qGMWBYJ/4Coq/y9vYGwM/Pr91jmm9HNR/r6DqV8IYMGdLqKratxNa/f3+GDx/OiBEjGDFiRNcibIfJZGLp0qVMmjSJ++67zybn6KwWy7aEhtKQn29dtiXs0ZX2Ds9p7N+/n507dzJ//nyGDeveL3e1Wk14eDjh4eFMnz6dxsZGzp49a02Ax44dAyAgIIDBgwcTFRVFZGQkHh7tt6qMvoNJHvMKSaNHt3tM5qvvUlF9BlQqMJsBqKjuT6ZxKZFzZqI/vgYw47Ho/6CdFl7ykSOE+w6++n+86FOqq6vx8/MjPDyciRMncujQIevirx4eHlx77bWEhoaiKIpDrozQlk53aV6a4JrrZ44YMaJFggv+2fIktrBq1SqOHz/Ovn37rCuul5eXA6DX6yktLcXHxwcXF5cOn8fPz6/DKxyz2dwqqZvN5lat2vrz+T8lOzUxf34Gj7Aw6vLOkfXUM+jT0uHiRdxDQzuMxd3dvVfeI9Pr9RQVFaHT6dBqtTY5R/Pr5OPj06mryZ/fRztz5gwbNmxgwoQJzJw5s1tiU6vV9OvXr939QUFBjB8/HmhaMisrK6vFPUBFUYiIiCA2Npa4uDiioqJavS8zfWMgZGSbz1+bl0dFxhnrEkdn1r1jXcy2Iv00R/+6BszmptqgSbPajbPudA39BnT8Hmx2ta+HuDqKonT42bdFAfATJ04wefJkFEVh/PjxjBs3Dr1ej1qtti4b1Pzd11dGwHfqr3jTTTdZk9qIESOIjY21WyX2L7/8ksbGRsaNG9dq36pVq1i1ahVff/0106ZN6/Zz19fXk5WV1WKbKbPpdyXAn3N1dZD1n98tRRc4c+Qo6ssU0o6JibFZQnEG5eXlvPHGG4SHh7Nw4UK7zB3y8vJi9OjRjP6ptVZaWkpmZiaZmZl8//337Ny5ExcXFwYPHmydAjFw4EA0Gg379u1r9Xz19fUop8/gBpj8fPkhOwvGjML14kXU5/ObDjKbMYUNpDBpJEW7d7e7xpmsmiAulZycTGhoKFFRUSiKgqIoLe51Nye73NxcDh/uoL/dgXTqE9Cbhqa+9NJL1hZdswsXLrBo0SJ+9atfsXjxYhITE7t8nrq6OvR6fYttZrO51X2hRouFfMBSXEI/kxnX0BBqc89SV1wCQEBMNK6XuZek1+vbvB9qb83dHFVVVTaLr/lvXFlZ2aniAc3VSRobG3njjTdQqVTcf//9l23Zd4bJZKKsrOyqHqtSqaxTIMxmMxcuXOD06dPk5OTw+eefs23bNjw8PKyDX6Kioujfv3+LZN0QEEDuji9RlZcT7x+AEhhAgcaFhtXrwGwm5MEH8B55Ze/1K/13XO3rIa6OVqvt1MCq7mCxWNi+fbt1hLKPT8tBUzU1NRw9erTPJDvoplGa9pCUlNRqW/OglaioqCvuziovL+/06M62lnFxjYhAGx+HPj2D/BdexC2k6R4eZjPucbGybIsNWSwW/vWvf1FQUMDjjz/e6oPbW6hUKoKDgwkODmbixIkYjUbOnz9vvf/32WefYTab8fHxaTEAxiskxPreyv3T87iGhNCYX2BdEuhKk53ovfR6fasL60vZ8h7a0aNHOXr0KJ6entZiC3q9vs/ct7uUwya83ih4xb0Url6LPi3dumyLKiqSwGX32DmyvkutVvPGG29w/PhxJk2axJkzZzhzycTsS5lMJhoaGnBzc+vUHDpbzbfTaDQMGjSIQYMGMWPGDBoaGsjNzbUmwCNHjgAwYMAAoqMiiNTr4WwejT8VjJYlgUR3qq2t7fPrl0rC60Yaby/CHl1pnYeHny9lioK6l5SoulrNK3H3xntAZrOZlJQUpk+fzowZMzo8tqysjJSUFKKiojochGIvbm5uxMbGWgs8V1dXW7s/T5w6xb4GPb4B/Yj09SVm3Dhip0+zb8DCoQ0cOLBLjz9/3vFW6uh932BdMGjQoF6xEq9bSAhuISGYTCZ01dUOuVL4pa5kJW57KCoq4sMPPyQhIYHp06df9vjm18FRXg9vb28SExNJTEzEYrFw8eJFTp8+TVpaGh98tQejr4+1OowQnXX77bc73eoJfSrh9TaOvlJ4b1ZbW8u7775Lv379uO22265oOkfzMb1x6sflKIqCv78//v7+jB07lm3btrF161ZcXFy6fa6hcC5XumJCW8c4Gkl4wuEYjUbee+89DAYDy5cv75WtT1tSFIVbb70Vo9HIBx98gEajIS4uzt5hCQdTVVXV5naNRoOHh4d1qkJNTU37azU6GEl4wqFYLBZ27NjBuXPnWLp0aYdFA/oylUrFvHnzrMn/V7/6FUOGDLF3WMKBrF27tt19Go2G4cOHM23aNMrKyti6dSvmnyr8ODLH69sRTu3AgQMcOnSI2bNnM2jQIHuHY1dqtZrbb7+dwYMHs3HjxnZHpwrRWUajkaNHj5KTk0N4eLi1kpCjk4RnAw0FBdQcO05DQUGH20TnNE/WnjBhAmPGjLF3OHZjNptpbGzEbDaj0WhYsGABYWFhbNiwgXM/TYcRojtUVVVhsVhISEiwdyjdQro0u1FbqyV4xESDxUJd9inrNllBofMuXrzI+++/T2RkJDfeeKO9w7Grny/X5OLiwsKFC1m/fj3r169n+fLlPVLPVvRtOp3O2k3e01VgbEUSXjdqa7WEuqzspp0OvIKCyWSiuroab29vuwzpr6+v591338XT05O77rrLYaYV9CQ3NzcWL17M22+/zdtvv829995LYGCgvcMSvdi9997b7j4XFxdrTVZFUaisrOypsGxKujS7SUN+gTXZDXrqDwx6+g8EXVIFI+TXKxj09B+I+OOToFY1VWNxkO5Nk8lEVVWVXUZqmc1mPvjgA6qrq1m4cGGHy+xcyXNd+t++xt3dnXvuuQedTse6deusq4gI0RZvb290Ol2bP5eO0gRISUmxc7TdQ1p4nZSZmdnmF78xMws3wOznR1pJMZQUo87Lw+2n/Wdyz2BSmua1uPv5oSq9SE7yEaioaPVcarXaWm3D2e3atYvs7GwWL15MQEDb67xdqebXra8MsW6LVqtlyZIlrF271trSc9aRrOLyLleow2g0cuTIEY4ePdpDEdmWJLxOMplMTJ06tdV2fWQUR3Z8ibq8gokxsXgOiqD0xwNkfL4TgMTERPyvGU9tbi7HyiuwAGNnzkQbHtbqub799ltb/zMcwtGjR9m3bx833XQT0dHR9g7HYXh5ebF06VJWr15tTXqdWYFdOIcPPvig3X3NA6MqKir61AWiJLzOMNThVZ0DBa2r8Ws14BsXSUXGGY498l9oQwLQF5RY92e8sArP0ED0BSVYzGZ846PQai5CwcVWz+VVnQOGSHC5+u47R3fu3Dm2bdvG6NGjufbaa+0djsPR6XQsW7bMmvSWL19urYQvBEB+fr69Q+hxkvA6QVORQ9LhR6Cd5aFiXVzI9B5GRXV/as9faLnTYrFu8/W+SKzmW3jrrTafJwkoj9qGMcA5S0ZVVlayceNGQkNDmTNnjsOWMbI3Pz8/li1bxpo1a3jnnXdYtmyZLDAsWtBoNMTExODp6UlJSYl1iTVourXSl1p3IAmvU4y+g0ke8wpJP61m/XMuwDBAX1hC5tqt1OYXo6hUaEMDqc0vBrMZ76iBDPvdUx2eJ/nIEcJ9B3f/P8ABGAwGNm7ciFqt5u677+6VKzQ4En9/f5YuXcratWtZv349S5cubXdFdOFcPDw8uPvuu1usH5mdnc2nn34KwPjx44mMjOTrr7+mwEEG2F2OfJt0hosHNd6DIWRkh4dZjHlNyU6tZuTLq1BUKiqOH+f0uvVUnz6P3ti/zXt3zWqyK52yO7O5bFhJSQkrVqyQLrh2dHa5pgEDBrBkyRLWrVvHhg0buOeee5yu/qhobdKkSdZ7u82DV6Kjo4mJiSErK4uAgAACAwOZP38+77//PsXFxfYMt1vItAQbqC9s6rq0+Ply9JVXOfLQw5xe8zb8NBy+Oue0PcPrNEVRcHFxsXnXYkZGBmlpacyfP18mTnegebmmzqz6EBISwj333ENhYSEbN27EYDDYMELhCCIiIqyf6YKCAkpKSrBYLNZC5M3TdzQajZQWE+3zCA4CwFJ6EXLPYlYUXIIGWPcXfbnTXqFdFRcXF4KDg3FxcbHZOTIzMzl58iSTJk1i6NChNjuPMwsLC+NXv/oVZ8+e5f3338doNNo7JGFHzXNa8/Ly2Lx5Mxs3bqS2tpaQkBAAPv30UwoKCrBYLH3mAlS6NDtJrVZf0bQBVVAQSlERFqBGrYaiC6gAC1Cdkcm3W7dC//7tnsOZFBUV8cknnxAaGsrkyZNtdh5HWwDWFiIjI1m4cCHvvvsuH374IXfccYfd/h4NBQUYiktwCQzA7acvWdFzqqur6devHxcvNo0Ut1gsnD17lqFDh+Lt7U11dTVFRUWEhIT0mcFOkvA6qb0J4VlZWTQ0NFh/N48YhktREQqg++lKusDVBS9A12hAXVVDrA2/3B3FpQu5jhs3zqbdpo68AGx3io6O5q677uK9997j448/Zt68eT36N2mr5qzUl+1558+fx8/Pj0GDBqFSqTCbzRQWFjJ06FBCQ0PJyMiwtgIvN0HdUUjC6yYxMTEtfm/o35/cXbtBpcL/9nl4DU3Aq7iYqn/+HwA5ZRcJr6vrUqksR2c0Gtm0aRMGg4GFCxf2iZvijiI+Pp7bb7/duoDsrbfe2mPTP9qqOeto9WX7gh9//JGYmBj8/Py47bbbyMrKQqvVYrFYGDZsGD4+PkRHR1sXge0LJOHZiFtICNr4OPTpGZRu2Ur1DwdoKMhHZQFDaAjJuWdIefVVbrnlFoYNG+Z0c80sFgufffYZ58+fZ9myZfj4+EjC62HDhw/HYDCwdetWXFxcuPnmm7vlfWg2m9u9P9hYUNiU7FQqgh5/DJOfH+qycopefAl9Wjo1Z8/i2s79Io1G4/St8+509913W6eohIWFERb2n5Hj4eHhhIeHW3/Py8vr8fhsQRKeDQWvuJfC1WubCkX/tE6ZNiGe4PuWs9JiZseOHWzevJkjR44we/Zs+vXrZ+eIe87+/fs5fPgwv/zlL4mIiECv19s7JKc0evRoDAYDn376Ka6ursyaNavLz9m8fNGlSkpKMJlMaHLz8ARMfr6kl5RQf+4c7u7u6Px8UV8sI+vAIYyDwlGr1a1qpzYvhyS6R/O0n8t1V+r1en744YeeCMnmJOHZkMbbi7BHV7Z5c14HLFiwgIyMDD799FP+93//l+uuu45rr722zw+qOHXqFF988QXXXnstSUlJ9g7H4XT3ck3jx4/HaDTyxRdf4OLiwrRp07r0fM3zBC/V/HvjgAHk79qNuryCCK0nmfX1hHtoqS5vKqIeM35shy080X0sFgsXLlygqqqq1TQVi8WC0WikoqKC9PR06urq7BRl95J3UA9wCwlpdxRaXFwckZGR7Nmzh127dnH8+HHmzp3LwIEDezjKnlFaWsr777/P4MGDueGGG+wdjkNqXq5Jq9V228XRxIkTaWxsZPfu3bi4uDBq1Kirfq7meYJtcY2IsHb1V732Bv4+Oqorq8BsRpsQj1dExFWfV3TOmjVr+sy9uSslHeK9gJubGzfffDP3338/iqLw5ptv8tlnn1FfX2/v0ICmcl+FhYVdnqxcX1/Pxo0b8fLysutweNG2adOmMWXKFL744guOHDlis/MEr7gXbUI8mM24lFdYk13wJetHCttztmQH0sKzqc52PYWGhnL//fezf/9+du/eTVpaGr/4xS9ISEjogWjbZ7FYMBgMXRqabDab2bx5M9XV1dx///12GZ3a1xeA7SpFUZg1axYGg4Evv/ySsWPH2mRZpuau/uL0dHIOH2HwmNEExsd3+3lE1/n4+ODq6orFYukTCwpLwrOhq+l6UqvVTJw4kYSEBD777DM2bdpEfHw8v/jFL1oUeXU0u3bt4tSpUyxevBh/f3+7xOAMC8B2laIo3HzzzdTV1XHo0CFCQ0MZM2aMTc7lFhJCQ9gFmXTei8XFxTFx4kQAPvroI86ePWvniLpGujR7KT8/PxYtWsRdd93FuXPn+Mc//sGPP/7okK2TI0eOyEKuDkRRFG688UbCw8P55JNPyMjIuPyDroIUAuj9jh07RmNjIwCTJ092+OlT8k7rxRRFYdiwYaxcuZLExEQ+//xz3nrrLQoLC+0d2hXLy8tj+/btJCUlMWHCBHuHI66QSqWydmm+9957nDp1yt4hCTtoaGhg7969WCwWAgMDmTJlir1D6hLp0nQAHh4ezJkzh5EjR7J9+3beeOMNrr32Wq677rpePS+poqKCTZs2ERoayuzZsx3+6tDZqFQq5s6dy7Zt29i4cSOLFy8mMjLS3mGJbnKlI8HLysooLS3F39+fpKQkFEXhu+++c8hbA5LwHEh4eDgPPPAA33//PV9//TUnT55kzpw5rcqa9QaNjY1s2rRJFnK1gZ5argma7infddddbNiwgQ0bNrB06dIWFTmE47r99ts79R6yWCxYLBZGjx5NTEwMb731lg2jsw3p0nQwGo2GqVOn8tBDD9G/f3/+9a9/WUc/9hYWi4WtW7dSUlLCokWLZCHXbtYTyzX9/HyLFi0iODiY9evX95nVr0WT5kTW0Q80XWgpioLFYnHYz7QkPAfVv39/lixZwvz588nJyeHVV1/l0KFDNhnUolar0el0VzzS9JtvvuHkyZOykGsf4urqyq9+9Sv69+/PO++8I3VP+4CqqioqKyupqqq67E9lZaX1p/l3RyT9TDZk664nRVEYOXIkMTExfPnll2zfvp1jx45x6623EhgY2G3nUavV+Pr6XtGxqamp7Nmzh+uuu67XLeTa/DrIvcSr4+7uzj333MO6detYt24d9957r92mmIiuW7t2rb1D6HHSwrOhnup60mq1zJs3j2XLllFbW8s///lPdu/e3eXKKJ1VWFjIli1bGDZsGNOnT+/Rc1+J5vuIcj/x6mm1WpYsWYKHhwdvv/025eXlV/1cUghA9DRJeH1IVFQUv/3tb5kyZQrfffcdr732Gjk5OT1y7pqaGt599138/f2ZN2+etKL6MC8vL5YuXYpKpWLdunVUVVVd1fNIIQDR0yTh9TEuLi7MmDGD3/72t3h5efH222/z0UcfUVtba7NzGo1G3nvvPUwmEwsXLuzVUyVE99DpdCxbtgyz2czbb7/tlHUZheORhNdHBQYGsnz5cubOnUt6ejqvvvoqR48e7VI9zLZYLBY+/fRTzp8/z913333F9/qE4/Pz82Pp0qXU1dXxzjvvyJqGDmbFihXcfPPNVzSwbOzYsQwbNgw3N7ceiMx25GZGH6ZSqRgzZgxxcXF8/vnnfPTRRxw9epQ5c+Z022CDH3/8keTkZObNm9dihWThHPz9/Vm2bBlr1qxh/fr1TJo06YpH85pMJry8vMjPz2+1YGxH1Go1sbGxVxuy+ImnpydxcXHExcWRkZHBrl272l2pftSoUXh5eTFlyhRrXVxHJAnPCTQvxzNq1Cg++eQTXnvtNaZOncrkyZO7NIAjOzubL774gokTJzJ69OhujFh0xGAwWCtf9NRcvI4EBgayZMkS1q1bx1dffcVTTz1l05bAt99+a7PndkYWi4W4uDj69evHRx991OZir1qtFmhayuyWW27h3Xff5eLFiz0dapdJl6YTiY6O5qGHHmLChAl8/fXXvP7661dU/dxsNtPY2NhiNF1paSmbN28mOjpaFnLtYd2xXFN3CwkJ4Z577qG8vJzXX3+9UyOE9XnnuHjgEPq8czaMUFxOYGAgd955pzW5NVOpVOzfv9/aCler1YwdO9YeIXaZJDwn4+rqyg033MBvfvMbXF1dWb16Ndu2bWvzqq6Z0WikqKjI2t1RV1fHu+++a205SrV7ARAWFsbUqVPJycnhzTffbLd7rJmhqoqTTz/LkYceJv0vL3DkoYc5+fSzGK5y1Ke4OrW1tdaLJz8/P+bPn4+7u7t1v9lsZv/+/WzatImSkhIsFovDlpeTbyob6q6Vwm0hKCiIFStW8Itf/IITJ07w6quvcuLEicu2GsxmMx988AE1NTUsWrSoxQejt2v+Ar7cF7G4egMGDOA3v/kN6enprF27tsMpB5l/e4WK4ykoajWeUZEoajUVx1PIfOnvPRixSEtLY9euXZjNZhRFwd/fn9tuu63N0dbnz58HaNUKdBSS8GyoN3Y9XUqlUnHNNdewcuVKwsPD2bx5Mxs2bOhwMvHOnTvJycnhrrvucrgqG82vQ299PTrDXFJCbcoJGnphXcuEhARWrFjBsWPHWL9+fZsTy2vz8qzJbuTLqxj1yt8Y+fKLTUnv2HHp3uxhqamp7Nq1y/rZGDBgAHfccUerxNZcwak3XsRfiT6R8Hbu3MnkyZPRarV4eXkxc+ZM9u/fb++wHIZOp+Puu+9m4cKFFBUV8Y9//IN9+/a1ujo/duwY33//PTfddBNDhgyxU7TOzVhdQ+E//knDG6sp/r/V5D79HOde+jvG6t41Dy4xMZHly5dz8OBBNm7c2Ooio77wAgDa8HA8B0UA4DloENqfRvrWFV75qE3RPdLS0tizZ4/1tQoICGDJkiVMmTKFxMRE5syZQ2hoKIqiOGwtVYcfpfnNN99w0003MXToUJ5//nmMRiOvv/46U6dOZe/evYwfP97eITqM+Ph4oqKi2L17Nzt37uT48ePWupxFRUXs2LGDpKQkrrnmGnuH6rQK31pDfUYmqFS4hobQWFCAPj2DwtVrCXt0pb3Da2HMmDEYDAbeeecdXF1dueOOO6wVeDyCgwDQ5+VRm3sWz0ER1Obmos/La7Ff9KyUlBQArrvuOlQqFe7u7owZM6bVcceOHevp0LqFwye8lStXEhYWxoEDB6zN78WLFxMfH88f/vAHdu/ebZe4GgoK0BcUYlaAIMf58DYPOx45ciTbtm3jzTffJCkpidTUVIdeyLWhoICGnDNoKnpvlXez2dzh/cXGgkL06RmgUuF23zICEuKxXCgm/4VV6NPSqTl7Ftc2JhFrNBq7DSyaMGGCdW1EV1dXfvnLXwKgDQ/DN3EEFcdTOPbo79CGh6PPy8NiMuE7MhFteO8fFNFQUIChuASXwADcQkLsHU63SUlJoaKiguuvvx5vb+9W+w8fPizz8OyhvLycEydO8Nhjj7Xoax4wYABTp05l165dPR6TsbqGwrfWNH0x/aQwLpbQX9+Hxttx1pAKDQ3l/vvvZ//+/ezevRs3Nzduv/12hyu8/PPXIwCoyMxG95v7e93r0Twatj2m7GwAlMAAVAMCm+ZBadQogQFYii5QkpWNuo2LkaCgILuWe5s6dUtCv7kAACAASURBVCoGg4EPP/wQNzc3br75ZgBi/+sRMl/6OxXHjlN75gwAviMTiX3sYbvFeiXa+oxr4+MIXnFvr3tPdeTcuXMoitLmUj95eXmsW7eO+Ph4wsPD8fDwoLq6mvT0dOvAFUfkWN9eP6PT6cjMzMTT07PVvtLSUrt8OVs/CGoVriEhNOYXUJ+R2Su7nC5HrVYzceJE4uPjKSkpafPv3Ntd+npoBgRhKCzEkH2qV74eGo2GoA56AxotFvIBS3EJ/Uzmpi7N8/nkF5cAEBATjWsbj+8NFykzZ86ksbGR7du34+LiwqxZs3DR6Rj27NPo885RV1iER3CQQ7TsLn1PuYWG0pCf32u7lTuyZcuWDvebzWZSU1NJTU3toYhsz/6fhC5Qq9VER0e32p6SksL333/PjTfeaJPzttf1dGmXU+jvH0cJDKAkLZ2G1es67HJqZs+up474+vri5eXVK74423Klr4feU0vW9z8Q8MWuXvl6qFSqDltirhERaOPj0KdnkP/Ci7iFhNJQkA9mM9qEeLwiInos1qtx880309DQwJYtW3B1dWXq1KlAU/dmb0x0bb2vfv6ecg0NoS7vHEUvvoQ+LZ3yw8kAuAT4t/ve6o2fc61Wi0ql6vNFwHvnN1gX1NTUsHjxYgCeeOIJm5yjva6nS7ucytQquHgR1YDAy3Y5NbN311N7LvdFbG9tvR4lJSUoOWfwBEx+vqSVFGO+YMbo54vRzxfNxTKyDhzCOKhpVKBarSYgIKDFc/TG1yN4xb0Url6LPi2dhnNNQ/e1CfEE37fczpFdmblz57a4pzdhwgR7h9Sutt5XZYeT8eA/7ylKijGbzXh5e+FSWUXx/622HmsIDaFh1gwCfpbMe9P7yt3dnRkzZhATE8OBAwf44Ycf2jzOy8uLu+++m4yMDPbv309jY2MPR9o9+lTC0+v1zJ49m+PHj/PHP/6RyZMn2+Q87XU9XW2X06XPKzqvrdcjKCiIRn9/8nftRl1eQUJAIOqgAVSfPk15eQUAMePHXraF19tovL0Ie3Slww6YUBSFO+64A4PBwPr166mvr2fKlClXXHC6J7X1vuo3Non8L3dZ31OuoSGUpmdQVflTdZjm0bP5BbjkF+C9/yBB48a2et7eQK1Wc/vtt1sv9NoaoNLMz88PT09PxowZQ0REBO+9955DFnDoHX/5blBeXs4tt9zCjz/+yPLly/nTn/50RY/z8/PDz8+v3f1ms/nKJyoHBVEzYjiVKScoeGEVHuFh1OWdA7MZn8QRhI8adWXP44SaiyD7+Ph0+MHrlL78evTrZ9Onv9rX40oSl6Io3H333SiKwvvvv8/OnTuZNWsWkyZNuqKi02q1mn42/ve3q433lD73LM39NiNeehHPiHBqc89y4ne/pz4jE53BiDZsYIdPqyhKh92ctkiSSUlJ1uIRRqOR+vr6do91c3PDZDJZe0KSkpI4cOBAt8dka30i4RUXFzNr1ixSUlL49a9/zRtvvGG3WKIfXUn2K/+g8ngK+jO5APgkjiD6kf/PbjE5M3k9eieVSsXChQuZNm0au3btYsuWLezYsYPp06czffp0vLzsO9rx0KFD7bdgJk+EykosZ/Os7ykAS//+pBTkQ0F+04b+/aC4hOPffANDBrd6Go1GY9cizM1LLDU0NPDee+9RVlZm3RcSEoLFYqGy8v9n787jmyrzxY9/srU0bdOFbmlpCxQoLUsLRUBAkE1BAa+KDi5XcVxx9LrNuIxXr9cZRy+4jTL3N1dlBtTBwQ2XkbWiLCJbWQoU2rK0dKVbuqZLmuT3R00kdqGlS5Lm+369eEHPyUm+J0/JN885z/N9qjAajZw6dYq///3v3Hrrrfj6+hIfHy8Jzxlqamq46qqrSE9P57HHHuP111/v0eevr6/v8sKWEQ8/SNAvLjnVNDfDBb9QwpHtPa6qqurxskXSHl13qe3RUe3MtkRFRXHXXXexaNEiUlNT2bJlC1u2bGHatGnMmTOHgQMHtvkaFb3cdo2NjfZBNW26aq59dCnAiT+9grKykuRB0fZJ9IfLK7AC42fNanNQzvbt2+3nodVq+3wUdFBQEAqFgqysrFbv56hRoxgzZgwAK1eupKmpiZqaGrKzs0lKSnLbhZ7dPuE9+OCDHDlyhEceeeSSkp3BYOiVa9HekZFudW+lv5P26AOmevxqTkNhQJcPHQj86op4rk2J4bt9x/juxx/4/rvvmDhmOFdNTSYq7OfE51dzGkxDQOPTg8F33YWjS7s7id5oNHb4xbqmpqbH4rax1ThtawCNUqnEarWiUCgYOnQoJ0+2zDnU6XQOx7obt054x44d48MPPyQgIIDk5GQ+/PDDVo+5/fbbnRCZEJ5HXXmalAOPwYFLfw4/YCFwlU7FLk0cW4/Vsic9izHeBczzO8EwrzJSAMPQL2gOHd1DkXefO06iLysrQ6/XM3z4cBITE8nIyABgyJAhxMfH2ysqXXXVVURFRaHVahkyZIjU0nSWHTt2AC2XXe666642HyMJr/vMZjM1NTX4+/u75Gg64RqaA+NIm/AGKePHd/u5vIHZwJVmM/uOnWLzD4dYURpFXHQEw/Q6pgYMdanK9+44iT49PR29Xo9SqWTevHnMnj0bi8ViHziUl5dHeHg4Xl5eJCUlORwrtTSd4MEHH+TBBx90dhj9ntlsprq6Gq1WKwlPtE/jQ61/HEQm99hTqoDLo1OYdPVNHD16lM2bN7N5XxaHct7jiiuuYOzYsS71O+mqk+jbkpGRQVxcHMOGDUOhUNhH5lqtVqxWK7t27UKn0zF//nyH+rkHDx4kKyvLWWF3i1snPCGEZ1AqlSQlJZGUlMQnn3xCXl4en332GampqUybNo2UlBSXmcztTr7++mumTJlCSkqKfepDXV0d27Zto6ioiKKiIioqKhg5ciQqlYpTp05JLU0hhOgrYWFhXHnllRQXF7Nz5042btzId999x+TJk5k8ebLbrsbtLLt372bv3r0EBwdjNpsxGAwOc49LS0spLS11YoQ9RxKeEMItRUREcNNNNzFnzhx++OEHdu7cyc6dO5kwYQJTp05126HzzmA2m/tNUuuIJDwhhFsLCgpiwYIFzJw5kz179rBnzx727t1LUlISV1xxBWFhYc4OUbgISXjiopqKijBnZdNkteLl4hX5hfvo6RGNvr6+zJ49m2nTppGWlsauXbs4dOgQI0eOZPr06cTExPRA1I7caVSmkIQnOvDLhS4LcM+FLoVrMVVXk/nqG1QeSbdvC0waS/xvH0Pz08Tm7vD29mbKlClMnDiR9PR0du7cyTvvvENsbCzTp09nxIgRDqMOL0Vvn4PoHa40lUW4GHuyUypR6iNAqbQvdCnEpbIlCoVKhe/QIShUKiqPpJP52ps9+jpqtZrx48fz8MMPc9ttt2GxWPjggw9YuXIlhw8f7nIZtAv11TmIniU9PNGmxoJC+6rO0c8+jTkoCFWFgbw/vdKyFlthoZTqEl1Wd+6cPVEkv77i57qTjz9J5eEjGM/l9filQaVSSUJCAiNHjiQnJ4edO3fy6aef2qc0jB8/3nFKw0VKpNUVlrScg1JJ8jN34xsVTl3+eQ6//F7LOaRtRasPbfPYC7lKiTRPIglPOMjKyqKxsRHFmbNoAEtwMJnl5VSdOUNAQAADgoNRlpaRvf8A1qFD8Pb2ZsSIEc4OW7iJhqLzAGhjYvAd3HI/2HfwYLQxMdSdPUt9UXGv3QtTKBQMGTKEIUOGUFRUxM6dO9mwYQPbtm3j8ssvZ9KkSWi12ouWSGuoCgGS0XpX4fvNzS3nAGi9J1FX70/9hw+gDSi7aDyuWCKtv5OEJxzYklfjwIHkfL0BZUUFsVpf0quqiNVqKf2pqvrwyyZID090mY++ZUFV47lz1OXk2nt4xnPnHPb3Nr1ez80332yf0rB9+/afpzRMSuFMByXSfIpK4cW/YmwMoO7aj+09POOR9wALPrf/FTrRw0s7eJCYwNbLBoneIwnPQ2VmZl70HoYyJhrFuTxKXnuTMH9/SqqrUVitWGOjOV1ZCZWVHR6vUqnsa24JAS2lt7q7skBPCg4OZuHCha2mNMTGxhKZEo5er299DpEQmLS75RxeXvXzOVgsLeeQMrdTr12bXSWXM/uYJDwPZTabO17vCzCNG8eJ/3mV6mPHUVVV2bcH+PmTMG7cRUejbd++vUdiFe5DpVJdvN2nTEJZaYDcPPvKAtbYaMovn9ip35neqJ3p5+fHnDlzuOKKKzhw4ADff/89L7zwAklJScybN4+hQ4c6PN4dV0cQkvBEBzQ6HUrbh4tSiU9kJA1FRVQfzyDztTcZ/d/POzdA4XI63aNPSaHkxAlOHzhI3ITxhCUk9G5gneTt7c3UqVPR6XR4e3uzefNm/ud//ofhw4czb948Ro0a1VJo2Q1XRxCS8EQHLhxRF//kEygUSqxWM5nLX++1EXWi/2v8afV5vL1ojI5CHR7u7JBaUalUTJ06lcsvv5wjR46wadMm3n77bQYNGsTVV19NSkoKKpXKrVZHEJLwRAdsI+oUGg0nX15u364cMACr2dyrI+pE//PLQgYAwRHhWOLiIDjYiZG1T6lUMm7cOJKTk8nKymLz5s2sWrWKL774grlz5zJ16lRZpcGNSMLzRBeZZ2Tjo24ZlGJpaAClomU0WsH5lp9t+wvbXwhS5hmJC9mTnUqJd1QUjfkFeBefp3rtOkKe+q2zw+uQQqEgPj6e+Ph48vLy2Lx5M+vWreObb75h5syZXHnllfj6+jo7THERkvA80MXmGdlY632By1t+sJixlJwGixb4qSzTx3eCT127x8s8I89ksVhobm522NZUWGSv2hP19JN4RUVSduIk1Sv/H6bsU9Tm5uLVxojIC6nVapRK5xeHio6O5p577uG6665j69atbNy4kezsbB59VAasuDpJeB6oOTCOtA7mGdk0HMmEkx+j9NZgaTRR3+j4DbZ28itoJ41t93iZZ+SZmpubKS4udthWcSANH8AcFEhGaQmUlmCxWPALDEBjqCRr736aB/9c3FmlUhEa6jiXLSIiwqUuH4aGhnLrrbeyYMECamtrnR2O6ARJeJ5I40OtfxxEJnf4MJ/mgcDHWBpNLRuUSrxDQmgsKQGgaM9Jwq6/o93jZZ6RZ1Kr1UREOE4gD74shYJNW1AZKkkMDcMrKpL6c3kUV1UDMGLSZZ3q4bkinU6HTgpGuwXX/A0Sva5T86UAZUgIirIyrAABOhrKylAAVqDmZCbbP/8cBg5s9zWE51Eqla16Yl6xsWgTRmI8cZKCV5bjHRlFY2EBWCxoExPwk2WnRB+QhOehLjZfyj6irqylJqACwNAyiEWbmEBzZRVNhYXE+OvwS0zs5WhFf6C/7x6K3l3VUnw8Lw9o+V3S33u3kyMTnkISnmjThUsDYbFgpSXpDYgbSuhNN5L7xz8BoAm7eM1AIQDU/n5EP/6IfR6eJixU6rGKPiUJz4O1NZoOfjGi7pknOb/uY5pPnQGg4fQZcl98CaxWBoyMRxESQlNTk8PxrjKaTrgm78hISXTCKSThebC2RtOVlpaiOH0WX34eUWedPBGfujq8f5qIjtWKKSqS6okplB096vKj6YQQAiThebS2RtNFRETQFBJCwZZU+4g6VUQ4NaGhGP78F7BYCHvgXnzHjunweYUQwtXIJ5MHa2s0HVx8RF3QhBQnRCuEEN0jN1pEm/T33YM2MQHMlpYRdWaLjKgTQrg16eGJNsmIOiFEfyMJT3RIRtQJIfoLuaQphBDCI0jCE0II4REk4QkhhPAIkvCEEEJ4BEl4QgghPIIkPCGEEB5BEp4QQgiPIAlPCCGER5CEJ4QQwiNIwhNCCOERpLSYEEJcIuO5POqLivHRR6CNiXZ2OOIiJOEJIUQXmaqryXz1DSqPpNu3BSaNJf63j6HR6ZwYmeiIXNIUQogusiU7hUqF79AhKFQqKo+kk/nam84OTXRAenhCCNEFdefO2ZNd8usrUCiVVB45wpm/raHy8BGM5/Lk8qaL6hcJ7+zZszzxxBN8//33ACxYsIDXXnuN0NBQ5wYmhHBLKpWK7du3t73z9BlUgCUwgIOvvYHiXJ7D7v3fbIDEkZ16DdG33D7hlZeXM3PmTJqamnjqqadobm5mxYoVpKens2/fPry8vJwdohDCzcTHx7e7rzEwkJwv/4WivALKK0CpxOTnh6a6GgDf7FPELr6hr0IVXeD2Ce/1118nPz+fo0ePkpCQAMCkSZOYO3cua9as4d5773VyhEIId2SxWGhubm61XRESgteQwTSdzQFAGRyEurzCvr/h9Blqc3Px0uvbfF61Wo1SKcMnnMHtE94///lPrrzySnuyA5gzZw7x8fH885//lIQnhLgkzc3NFBcXO2wrLS3FbDajGRyD9qeEZykrRwGYoiJRGutRGQxk7d1P8+AYVCpVq1srERERcuXJSdw64RkMBs6cOcPixYtb7Rs/fjzffPONE6ISQvQHarWaiIgIh222n5vCwyn4bgcolQTecB2K2Bi8NV4UL38NgBGTLuuwhyecw63f+YKCAgCioqJa7dPr9VRXV1NVVUVAQEBfhyaEcHNKpbLdnphXbCzahJEYT5ykcv2XeEdGYSgsAIsFbWICfrGxfRyt6Ay3vpBcU1MDgFarbbXPx8cHgLq6uj6NSQjhGfT33YM2MQHMFhrz8sDckuz0997t7NBEO9y6h2exWABQKBTtPkZuDgsheoPa34/oxx+hsbAQU0kpmrBQvCMjnR2W6IBbJzx/f38A6uvrW+2zbbM9pj1BQUEEBQW1u99isWC1WrsRpegMjUYDQEBAwEXbTPQ+aY8uCA7u9lMoFIoOv5zLfb+e4dbdn5iYGACKiopa7SssLCQwMBBfX9++DksIIYQLcuuvDYGBgQwZMoSDBw+22nfo0CEmTJjQ7deor6/HaDR2+3lEx2zvcVVVFSaTycnRCGmPvqXVauXLeR9w64QHcOONN/Lmm29y8uRJRo5sKeeTmppKZmYmv/vd7y56vMFgaHNyqRBC9BWj0djhF2vbAD3RPW6f8J588knef/99Zs+ezRNPPEFDQwPLly9n3Lhx3H777c4OTwghhItw63t4AKGhoezYsYOkpCSef/553nzzTa677jo2btyIt7e3s8MTQgjhIty+hwcthV43bNjg7DCEEEK4MLfv4QkhhBCd0S96eJfCbDYDLcsLufsoTIvF4vYT7Juammhubqa8vNztb9BLe7iW/tAetnnFts8tcWk8NuEZDAYAcnJynBuIcODuH679jbSHazEYDISEhLS738fHB5VK5ZTEqFKp7CUdXZXHJjydTgdAQkKCW1eSKCsr48yZM4waNcqt5/HIebgWOQ/XUlNTw4kTJ+yfW+3R6XTcfffdNDU19VFkP/P29sbPz6/PX7crPDbh2aqgR0VFdVhazB2cOXMGvV4v5+Ei5DxcS384D4PBwIkTJzq1jt6FX+BNJhPffvst+/fvp6SkBKVSSVhYGBMnTmTmzJkuWbLs66+/5l//+hcvvfRSh73ZS+F6ZyuEEKLbzGYzb731FmfOnGHy5MlcccUVWCwWsrOz+eyzzzh8+DCPPvqovW6qJ5CE18sqKip48cUXWbZsGfHx8c4Op0usVis7d+7k+++/p6ysDH9/f8aOHcuiRYtc/lp9e6Q9XIu0R+9JS0sjKyuL+++/n/Hjx9u3z5o1i82bN/P555+ze/duZsyY4cQo+5Z7D11yceXl5bz55pttrubgDrZs2cJHH33EmDFjWLZsGVdddRX79u3jr3/9q1uuICHt4VqkPXrX6dOnAUhMTGy1b+bMmahUKs6cOdPXYTmV9PB6gcVi4ccff+Szzz5zdiiXzGKxsGnTJq644gquv/56oGWAj5+fH++88w65ubkMHjzYuUF2krSHa5H26BsDBgwAYOfOncydO9dhn5eXF2+99ZbDPby0tDS+++478vLyMJlMBAYGkpKSwqJFi+yXPVevXk1ubi633XYbn376Kfn5+QQEBLBgwQImTpzI119/ze7du2lsbGT48OHceuutBP+0fNLXX3/Nhg0beOGFF/jwww85e/YsOp2OqVOnMn/+/A6njtTV1fHVV19x+PBhamtrCQkJYfr06cyaNavD9VB/SXp4vaCgoIC1a9cyefJk7rrrLmeHc0kaGhqYOHEiEydOdNgeFhYGQGlpqTPCuiTSHq5F2qNvTJo0CbVazaeffsp//dd/sX79ek6cOGFf/eLCZLdr1y7eeecdtFotN9xwA4sXL2bgwIFs2bKFTZs2OTxvVVUVf/nLXxg+fDiLFy9GoVCwZs0aVq5cyfHjx5k3bx4zZszg+PHjrF692uFYq9XKG2+8gUaj4cYbbyQmJoavvvqKtWvXtnseDQ0NrFixgr179zJ58mRuvvlmIiMj+fjjj/noo4+69J5ID68XBAcH88c//pGgoCAyMzOdHc4l0Wq13HLLLa22Hzp0CGgZ3eoupD1ci7RH34iMjOSBBx5gzZo1FBcXs2nTJjZt2oRGoyEpKYmFCxcSEREBwNatWxk6dCjLli2z95hmzJjBs88+y6FDh1i4cKH9eevq6liyZAkzZ84EYODAgaxcuZKioiL+8Ic/2HuDBoOB/fv3YzKZ7NusViuxsbE88MADKBQKZs6cyapVq9i1axezZ89Gr9e3Oo8tW7ZQWlrK73//e/v7OmPGDNavX2/vZUdHR3fqPZEeXi/w9fV16yHQ7Tl9+jSbN28mOTmZyMhIZ4fTadIerkXao++MGTOGl19+mXvvvZfJkycTEBCAyWTiwIED/OEPf7B/4Xj++ed5+OGHHS4P1tTUoNVqaWxsbPW8ycnJ9n+Hh4fbX+vCEZ8hISFYrdZWxQvmzZvn8Dpz587FarWSnp7e5jkcOnSIyMhIAgICqK2ttf+xxXD06NFOvx/SwxOdkp2dzV/+8hdCQ0O54447nB2Ox5P2cC2u3B4ajYYJEybYF8TOy8tjy5Yt7Nu3j3/84x+8+OKLqFQqcnNz2b9/P8XFxZSUlNgT1cCBA1s954UT4G333n5ZwMO23WKxOGz/ZS/Odhm4vLy8zfhLS0sxmUw88cQTbe6vqKho+8TbIAlPXNT+/ftZvXo1ERER/Md//IdbV6zoD6Q9XIsrtkdjYyMbN24kJibGYUoCQHR0NHfffTdGo5Fjx45RW1vL1q1b2bRpE9HR0QwdOpTJkycTFxfH2rVr7WUYL6RSqVpt6+zgkV8ea0uI7Q1asVqtDBs2jAULFrS5PyAgoFOvC5LwxEVs3ryZ9evXM3z4cB588EGXmF/kyaQ9XIurtodGo7Hfl/tlwrPR6/UcP36cxsZGNm3a1OYgot6opVpaWupwybekpAT4uaf3SwMHDqShoYGEhASH7XV1dZw8ebLd49oi9/BEu3bs2MHnn3/O+PHjeeSRR1zmP7OnkvZwLa7cHkqlkgkTJpCVlcWePXta7a+rq+PgwYOMHDmSuro6oPWlxuPHj3P+/PkeL0T93XffOfy8detWlEolSUlJbT5+7Nix5Ofnt7pXt2HDBt555x0KCws7/drSwxNtqqqq4uOPP2bgwIHMmjWLc+fOOewPDQ1166Lb7kbaw7W4Q3vcdNNNnD17lr///e/s3buXUaNG4ePjQ0lJCT/++CPNzc3ccsstBAcHExwczMaNGzGZTAQFBZGTk8Pu3bvRaDQ0NDT0aFw//vgjRqOR4cOHk5GRwZEjR7jmmmvavFcIMH/+fA4dOsRf//pXpk+fjl6v5/Tp0+zZs4fRo0czatSoTr+2JDzRpmPHjmEymSgvL2fFihWt9t95551MmTLFCZF5JmkP1+IO7eHn58ezzz5LamoqR44c4ZtvvqGpqYmAgACSk5O59tpr7fe/Hn74YT755BO2bduG1WolNDSUm2++GYvFwrp168jJyemxifQPPPAA//rXvzh8+DAhISHceuutHZY38/X15amnnuKrr74iLS2Nuro6goODufbaa5k3b16X1jpUWF2hBo4TGAwGUlNTmTNnjlsPkc7NzWXfvn1yHi5CzsO19Jfz6A+fV725CkJnyT08IYQQHsHjL2kWFRVRXV3t7DAuWVlZGSDn4SrkPFxLfzkP28AS0T0em/Bscz+OHz/u5Eh6hpyHa5HzcC395Tx+OYlbdI3HJjzbjc6JEyc6VA0QzlFUVMTx48elPVyEtIdrqa6uZt++fV0aoOFqFi5c6FCT0xk8NuHZ6HQ6t70J3J/YLjdJe7gGaQ/3tnr1an788UeHbWq1moCAAMaMGcOiRYsuqSJMQ0MDJpOpS1Mudu/ezZo1a3j88cedvsivxyc8IYTor2666Sb8/PwAMJlMFBUVsWPHDnJzc3nyySe71GPMzc3lf//3f/n1r3/t9MR1qSThCSFEP5WcnNxqCkB4eDhr167l2LFjjB07ttPPVVBQQGVlZU+H2Kck4bm4iooKXnzxRZYtW+bwraqqqopPPvmEjIwMzGYziYmJ3Hzzze1eftq2bRupqan86U9/6qvQ+6XutEdZWRmff/45mZmZNDc3M3LkSG644Qb78iqi67rTHlarla1bt7Jz504qKioYOHAgM2fOtK/z1l/Z3qeioqIuJbz+QBKeCysvL+fPf/4z9fX1DtvNZjNvvfUWjY2N3HbbbZjNZj7//HP+/Oc/89xzz7WqRr53714++eQTuRfTTd1pj4aGBv785z+jVCq59dZbUavVbNiwgVdffZUXXnjBJSrsu5vu/v/47LPP2LZtG4sWLWLw4MEcO3aMf/7zn6hUKqZPn+6MU+oTtmV4QkND7dvS0tL47rvvyMvLw2QyERgYSEpKCosWLUKj0dgnjQO8/vrrDBw40P7luaqqii+//JJjx47R0NBAeHg48+bNIyUlxeF1q6urWbVqFceOHcNisRAfH8+SJUsIDg7uozOXhOeSLBYLP/74I5999lmb+9PS0sjPz+e/gkFDzwAAIABJREFU/uu/7FXHBw0axIsvvsj+/fuZPHky0PIL9uWXX7Jr1y75QO2GnmiPAwcOUFJS4vCYqKgonn32WdLS0vr1B2xP64n2KCsrIzU1lSVLlnDllVcCMHLkSCoqKsjIyOg37WE0GqmtrQWgubmZoqIi1q1bR0xMjL13t2vXLj744AOSkpK44YYbMJvNHDp0iC1btuDl5cXChQsZN24cVVVV7Ny5k/nz59vLjNXV1fHyyy9TW1vLzJkzCQkJIS0tjXfeeYd7773XvgYfwPvvv8+wYcO4/vrrKSwsZPv27ZSXl/Pcc8/12fshCc8FFRQUsHbtWmbMmEFCQgIrV6502J+RkUF4eLjDEhuRkZFERERw7Ngxe8LbuHEjJ06c4P777yc9PZ2srKw+PY/+oifaY/z48ej1eofHqNUt//2am5v75kT6iZ5oj8OHD6NWq5k6darDsffdd1+fnENfeemll1pt02g0PPHEE/bfP9syQsuWLbOvaTdjxgyeffZZDh06xMKFCxk0aBBDhw5l586dJCQk2C+Lbtq0CYPBwKOPPmpfvmfatGn84Q9/YNOmTQ4JLz4+nt/85jf212hsbGT37t2UlpY69DZ7kyQ8FxQcHMwf//hHgoKCyMzMbLW/qKiozfs+YWFhnD9/3v7zjBkzWLx4MSqVivT09F6NuT/rifbQarXExcUBP3/T/uyzz/Dz82t16Ud0rCfaIy8vj/DwcLKzs1m/fj35+fkEBgYyb968DgsZu5tf//rX9nmUzc3NVFRU8N133/Hqq6/ym9/8hsTERJ5//nkaGxsdFnCtqalBq9XS2NjY4fMfPXqUqKgoh7XqVCoVDz74YKsRoBMnTnR4jcGDB7N7926qq6sl4XkyX1/fDi9B1tfXt7noobe3t8NSHhEREb0Sn6fpqfawWblyJSdOnEChUHDbbbd1acVm0TPtUVtbS2VlJX/7299YsGABERER7N+/n7Vr1wL0m6QXFxfXapRmSkoKzz33HOvWreO///u/UalU5Obmsn//foqLiykpKbEv/Nrekj025eXlJCYmttre1vv/y7l7Go0G6NsrHJLw3JDVanX4pnQhd67E4K662h7XXnst8+fP5/Dhw3z44YfU1NRwzTXX9HaYHqMz7dHc3ExtbS3333+/fUVw2z28b775pt8kvLb4+fkxYsQIDh8+TF1dHVu2bGHTpk1ER0czdOhQJk+eTFxcHGvXrsVgMHT4XBaLxZ64LsYVPpsk4bkhHx+fNnsOjY2NLrXqsqfoansMHz4caLmnYTQa2bBhA1dffXWr0bXi0nSmPQYMGIBCoWDMmDEOjxk1ahQZGRlUV1f365JqtkuVDQ0NbNq0icmTJ3PXXXc5PMbWy+tIcHAwpaWlrbbv2bOHrKwslixZ0jMB9xDnp1zRZeHh4ZSUlLTaXlJSIpcxnaAz7XH27FkOHDjQ6jGxsbGYTCb7SDrRfZ1pj7CwMKxWa6vLaWazGaDTvRZ3VFNTw9mzZ4mOjravwqDX6x0ec/z4cc6fP29/P+DnHtqFS6iOGTOG3NxccnNz7dvMZjNbt27lzJkzeHl59eapdJn08NxQYmIi+/fvp7Cw0D4SrbCwkOLiYrk05gSdaY+jR4+yceNGhg4d6jDv6Pjx4+h0ui7VJhQd60x7jB49mi1btrB//36HKQjp6ekMGjSo31wpOXz4sL20GLRM1N+1axeNjY3827/9G3q9nuDgYDZu3IjJZCIoKIicnBx2796NRqNx6Cnbnmf79u1UV1czceJE5s+fz8GDB3n99deZOXMmQUFB7N+/n4KCAh566KE+P9+LkYTnhiZMmMDGjRt5++23uf766wFYv349UVFRMuLPCTrTHjNmzGDnzp28/fbbLFiwAG9vb3788UeOHTvG3Xff7RL3N/qLzrRHfHw8Y8eO5eOPP6apqYnIyEj27NnD6dOnWbZsmTPD71GffPKJ/d9KpRJfX19iY2O54447GDlyJAAPP/wwn3zyCdu2bcNqtRIaGsrNN9+MxWJh3bp15OTkMHjwYBISEkhJSSE9PZ2TJ08ybtw4/P39eeqpp/jiiy/YsWMHzc3NDBo0iP/4j/9oczCLs0nCc0MajYZHH32UdevW8eGHH6JSqeylk+Q+UN/rTHsEBATwu9/9jvXr1/PRRx/R0NBATEwMDz30UKv7SKJ7Ovv/47777uNf//oXqamp1NTUoNfreeCBB0hKSnJi9D1j6dKlLF26tFOPjYyM5JFHHmlz36xZs+z/VqlUbc5TDAoKanX/70JTpkxhypQpnd7emxTWCy/IehCDwUBqaipz5syRklsuIDc3l3379kl7uAhpD9cin1c9Q66jCCGE8Agef0nTttClcC7baDFpD9cg7eFapB16hsde0jQajWzatMlh2K0QQrgqlUrFvHnz0Gq1zg7FbXlswoOWpHexWnGi71gsFhmt6EKkPVyLt7e3JLtu8uiEJ4QQwnPI1zchhBAeQRKeEEIIjyAJTwghhEeQhCeEEMIjSMITQgjhESThCSGE8AiS8IQQQngESXhCCCE8giQ8IYQQHkESnhBCCI8gCU8IIYRHkIQnhBDCI0jCE0II4REk4QkhhPAIkvCEEEJ4BEl4QgghPIIkPCGEEB5BEp4QQgiPIAlPCCGER5CEJ4QQwiO4TcK79957ufLKK1ttLy0t5a677iI8PBydTsd1113HmTNn+j5AIYQQLs0tEt6qVat47733Wm1vbGxk/vz5fPbZZyxbtowXXniBAwcOMH36dMrLy50QqRBCCFeldnYAHTGbzbz00ku88MILbe5///33SUtLY8uWLcydOxeAa665hjFjxvD666/z0ksv9WG0QgghXJnCarVanR1EWxoaGpg0aRLp6enccccdfPvttwwbNozvv//e/pjZs2eTm5vLqVOnHI6dN28e2dnZnD59uo+jFkII4apc9pJmQ0MD1dXVrFu3jjVr1qBWt+6MpqWlkZKS0mr7+PHjOXPmDAaDoS9CFUII4QZc9pKmTqcjOzu7zUQHUFtbS1VVFVFRUa326fV6AM6dO0dQUFCvximEEMI9uGzCUyqVKJXtd0BramoA0Gq1rfb5+PgAUFdX1+7xDQ0NnD9/Hl9fX1QqVTejFUKI3mM2m6mrqyM8PJwBAwZ0+Njq6mrq6+v7KLKf+fj4oNPp+vx1u8JlE97FWCwWABQKRbuP6Shhnj9/nn379vV4XEII0VsmTpxIbGxsu/urq6v529/+htls7sOoWqhUKn7961+7dNJz24Tn7+8P0OY3Gds222Pa4uvrC7T8AnXUQBaLBRcd1+OSjEYjGRkZJCYmttn7Fv2btP+lUSgUHX5Br66uZt++ffbPrfbU19c7JdlBSy+0vr5eEl5v0Ol0BAYGUlRU1GpfYWEhAJGRke0eb7uMqdPpOrzPJwmva9RqNWq1Gp1O1+EXDtE/SftfmoslPBu5/dI9bpvwAMaNG8fBgwdbbT906BDDhg3rkQEr9fX1GI3Gbj+Pp7C9V1VVVZhMJidHI/qatP+l0Wq1F+29ie5z64R344038tBDD5GamsqcOXMAOHnyJN9++y1PP/10p57DYDDQ3Nzcm2EKIUSHjEZjh1+sbYP0RPe47Dy8zrjnnnsYOXIkixcv5qWXXuKNN95g9uzZREZG8sgjjzg7PCGEEC7ErXt43t7efPvttzzxxBMsX74clUrF9OnTee211wgJCXF2eEIIIVyI2yS8nJycNrdHRkby0Ucf9W0wQggh3I5bX9IUQgghOsttenhCCM/UWFiIqaQUTVgo3h1MNXIF7hSrJ5KEJ4RwSc01tRS98x7GEyft27QJI9Hfdw9qfz8nRtaaO8XqyeSSphDCJdkTiEqJd0w0qJQYT5yk6N1Vzg6tFXeK1ZNJD08I4VQWi6XVXNimwqKWBKJUEvX0k6giwqk5cwbDn/+CMeMEtbm5eP20KsqF1Gp1pyqW9GasFquV6qPHqftmg1NjFa1JwhNCOFVzczPFxcX2n0tLS1GcPosvYA4KJKO0BMv5YhoaGggNCkRdXkHW3v00D45BpVIRGhpqPzYiIgIvLy/nxBoQQM7q99EUFDock73rB0zDh/V5rKI1SXhCCKdSq9VERETYf46IiKApJISCLamoDJUkhobRFKAjY/sO1IZKAEZMuqzdXpPzYjWgMhhAqcTk64vmp+oogTnniLppcZ/HKlqTd1wI4VRKpbJVT8crNhZtwkiMJ05S8Mpy1BERhBQWgdWKNjEBvw6WyHFGrAOGDqHhzFkAVAODsZaV2/c3nc3BWlYmozZdgCQ8IYRL0t93D0XvrsKYcYLmgkIUgNeI4ejvvdsp8WRmZra/9M6I4ah+Snjm0jIUgCUmGkVdHYryCk6nHYTKylaHqVQq4uPjezFqcSFJeEIIl6T29yP68UdoLCyk4vRZTpeXkTj9CqcN8zebzcyYMaPNfcYhQzm4aQsolQz99VICk8ZitZg5/PiTWIHL5sxBGxPd6rjt27f3ctTiQpLwhBAuzTsyEu8BA2hOT3d2KO3SxkQTmDSWyiPpnP37GrQxMRjPncNqNhOYnNRmshN9T8bECiFED4j/7WMEJidhNZupO3vWnuzin3jU2aGJn0gPTwgheoBGp2P0fz+P8Vwe9UXF+OgjpGfnYqSHJ4QQwiNID08IIXqAqbqazFffoPLIz/caA5PGEv/bx9DodE6MTNhID08IIXqALdkpVCp8hw5BoVJReSSdzNfedHZo4ifSwxNCiIsx1eNXcxoKA9rcXVdY0pLslEqSn7kb36hw6vLPc/jl96g8fARj2la0+tBWx/nVnAbTEND49PYZCCThCSHcgEqlcvi7r6krT5Ny4DE40Pb+hqoQIBmtdxW+39wMgC+g9Z5EXb0/9R8+gDagrNVxKYBh6Bc0h47utdjFzyThCSFcnm1VAWetLtAcGEfahDdIGT++zf0+RaXw4l8xNgbwXcyfmDZnEk3F5RiPvAdY8Ln9r9BGDy/t4EFiAuN6OXphIwlPCCEuRuNDrX8cRCa3vb85D+3gWIw5uai+3MaBfRlYSkqxWiwtE89T5rZ5WG12lVzO7EOS8IQQ4hK1NTJTCZiLWpYQkonnrkUSnhBCXCJbsrMqlVQoFQSbLSisVnyHDCb+8Udl4rmLkWkJQghxCerOnWvp2SmVfBMcgHHx9Yx7YwUKlYq6sznODk+0QXp4QgjRCSqVynF1g9NnUAEVSiW6uKHo9XrSzp1DERyEsrSMvVu2oBw+7KLPKfqOJDwhhOiEX65bl9vQQAMQaDZz29VXo42JoSEvn9zyCgDCRgwnLCHBCZGK9kjCE0K4PIvF4vC3s50/f54PN25kts6foOoa8l56Be/IKBoLC8BioVEfjjo83Nlhil+Qe3hCCJdnW2m83RXH+5DBYGD16tXodDpGP/Mk2sQEMFtozMsDswXN8GEYpk5BoVA4O1TxC9LDE0KITqqtrWX16tWo1WqWLl2Kn78/fj+tym4qKUUTFkqTvz/n0tJQq+Xj1dVIiwghRCc0NDSwZs0aGhsbue+++/D397fv846MxDsyEoCmmhpnhSguQi5pCiHERZhMJj788EMMBgNLly4lODjY2SGJSyAJTwghOmA2m1m3bh0FBQX8+7//OxEREc4OSVwiSXhCCNEOi8XCF198QVZWFkuWLCE2NtbZIYlukIQnhBBtsFqtbNq0icOHD3PjjTe2mocn3I8MWhFCuCzb6EfzAG+APh3qv337dnbv3s2CBQtISkrqs9cVvUcSnhDC5TTX1FL0znsYT5y0bwuOCEcRP7JPXn/fvn2kpqYya9YsJk+e3CevKXqfXNIUQrgce7JTKfGOiQalEu/i81R+8I9ef+1jx47x9ddfM3nyZGbOnNnl45ubmx3+Fq5DenhCCJfSWFBoT3aDn3sW70FRVGRmUvLqmzRmZdNYWGif89bTsrOz+eSTTxgzZgzXXHPNJV1CtVqtDn8L1yEJTwjhNJmZma3Lhf20CoE1OJjT1VWQUYXFYkEZHIyqvJzTaQehsrLd51SpVJc0wCQvL4+1a9cSFxfHjTfeiFIpF8D6G0l4QginMZvNzJgxw2GbcchQDn75L5QVBsbHDsZ3cCx1OTkcrqzEClw2Z06HC6s6LOHTSefPn+f9999Hr9ezZMkSWbann5KEJ4RwKdqYaAKTxlJ5JJ3Dj/8ObUwMxnPnsJrNBCYn9fgq4rZi0AEBAfz7v/87Xl5el/Q8thGlzd6XdrzofZLwhBAuJ/63j5H52ptUHj5C3dmzAAQmJxH/xKM9+joXFoO+88478fHx6fJztDei1BIXB1KCzKVIwhNCuByNTsfo/34e47k86ouK8dFH9HjPrqNi0F3hMKI0KorG/AK8i89TvXYdIU/9tkdjFt0jCU8I4bK0MdE9nujAsRj0Pffc0+li0BaLxWG6QVNhUUuyUyqJevpJvKIiKTtxkuqV/w9T9ilqc3Px0uvbfC61Wi0DY/pYv0h4aWlpPP300+zevRuVSsWMGTN49dVXpRSQEKKVC4tBL126tEvFoJubmykuLrb/XHEgDR/AHBRIRmkJlJZgsVjwCwxAY6gka+9+mgfHAC2jR0NDQ+3HRkREXPL9QnFp3D7hZWZmcuWVV6LVann++ecBeO2115g2bRpHjhwhspfm6wgh3I/FYmH9+vVkZWVx++23d7kYtFqtdkiQwZelULBpCypDJYmhYXhFRVJ/Lo/iqmoARky6rMMenuhbbv+Ov/nmm9TW1rJjxw7GjRsHwKxZs5g4cSJvvPEGK1ascHKEQghXYCsGfeTIERYvXsyIESO6/BxKpdKhV+YVG4s2YSTGEycpeGU53pFRNBYWgMWCNjEBP1ldwaW4/QXkM2fOEBISYk92AJdddhkDBw7k6NGjToxMCOFKbMWgr7322h4tBq2/7x60iQlgttCYlwfmlmSnv/fuHnsN0TPcvoc3fPhwUlNTKS0ttV8fr6iooLKyUhZqFEIAvVsMWu3vR/Tjj9jn4WnCQnut9JnoHrfv4T355JNER0dzyy23kJ6eztGjR7nlllvQaDQ8/PDDzg5PCOFkR48e7VYx6M7yjozELzlJkp0Lc/seXkxMDM888wwPPfSQ/TKFSqXi448/JiUlxcnRCSGcKTs7m08//bRbxaBF/+H2Pbznn3+eBx54gKlTp/KPf/yDNWvWMGHCBJYsWcIXX3zh7PCEEE4ixaDFL7l1D6+yspLly5eTkpLCt99+ay/4essttzBhwgTuv/9+5s+fj7e3d7vPERQURFBQULv7LRaLLPPRBRqNBoCAgIBLrlwh3FdX2783ijSrVCoaGhr44IMPiImJ4cEHH3T5+W4KhaLDhCxTGHqGW3/lyc7OprGxkVtuucXhP45Go+H222+npKSEEydOODFCIURfq62t5e233yYoKIhly5a5fLITfcetvzbYem5t9cBsa2xZLJZuvUZ9fT1Go7Fbz+FJbO9VVVUVJpPJydGIvtbV9m+1Fl43VVdXs3XrVvuX3oaGBhoaGnr0NXqDVqvF19fX2WH0e26d8EaNGkVkZCSrV6/moYceYsCAAQA0NjbywQcfEBISwpgxYzp8DoPB4FAbTwjhnurr63nrrbdobm7uVjFoZzAajR1+sa6pqenDaPovt054KpWKlStXsnjxYiZOnMjdd9+N2Wxm9erVnDhxgg8++MB+T0EI0X81NTXxl7/8hfLycmbOnNnpYtDCs7j1PTyA66+/nq1btxIcHMzvf/97nnvuOQICAtiwYQO33Xabs8MTQvQys9nMu+++S05ODr/5zW86HIQmPJtb9/BsZs2axaxZs5wdhhCij1ksFt5//32OHTvGb37zG4YNG0ZBQYGzwxIuyu17eEIIz2S1Wvn000/Zu3cvd911F6NHj3Z2SMLF9YsenujfpEahaGvl840bN/Ltt9+yZMkSJk6c6OQIhTuQhCdcVnNNLUXvvNeyovRPtAkj0d93D2p/PydGJvqKqbqazFffoPJIun1bYNJYyqdM4ssvv2ThwoW9Wh9T9C9ySVO4LHuyUynxjokGlRLjiZMUvbvK2aGJPmJLdgqVCt+hQ1CoVFQeSef8qtXMnDmTa6+91tkhCjciPTzhdBaLpdVcyKbCopZkp1QS9fSTeEVF0pRfQMErKzBmnKA2N7fNlaTVarXUTHQXpnr8ak5DYUCbu+sKS1qSnVJJ8jN34xsVzpEfD1P1/tdENplIHhaMouhIq+P8ak6DaQhofHr7DISbkYQnnK65uZni4mKHbebsbAAUYaFUqJRQXAxqFYqwUKzF5ynNykbVRuX7iIgIKSXlJtSVp0k58BgcaHt/Q1UIkIzWuwrfb27mTNNA3quYyUKNBa1JSeM/luEXUNbquBTAMPQLmkNlEItwJAlPOJ1arW61WG+T1UoBYC0pJdhs+bmHV1IKQOiI4Xi1scCvFNl1H82BcaRNeIOU8ePb3O9TVAov/hVjYwBnL3+XtzfsIj7YB9/z1Vix4HP7X0Ef2uq4tIMHiQmM6+3whRuSTwfhdEqlslWvzCs2Fm3CSIwnTlLwynK8I6NoLCwAiwVtYgJ+sbFOilb0GI0Ptf5xEJnc5m5tJAQm7abySDp5/7uOq3x88G9qwmqxEJichDZlbpvH1WZXyeVM0Sa52SFclv6+e9AmJoDZQmNeHphbkp3+3rudHZroI/G/fQyfhJEoAf/6ejCbCUxOIv6JR50dmnBD0sMTLkvt70f0449Qm5tLaVY2oSOGS8/Ow2h0OpquW8BXpcU8tvQuAmJj7fPwhOgqSXjC5Xnp9agUijbv2Yn+7+zZs/gMGoT+imlA25PQhegMSXhCCJeWk5PD4MGD252EHv/bx9DodE6MULgLuYcnhHBZJpOJ/Px8Bg8e3O4k9MzX3nR2mMJNSA9PCOGy8vPzMZvNDBrgw/mfkl3y6yvwHRxLXU4Ohx9/ksrDRzCey5PLm+KiJOEJIZxGpVKxfft2h21NTU1YrVYATp06hVKp5Ozhw2gBc1AgP2RlQlYmAAOCAlGWlbM/NRXihtqfU4i2SMITQjhNfHx8h/tPnTpFZGQkiVMuJ2fTVpQGA4mhYXgPiqIhL59cgwGAuJTxspKGuChJeEIIl1VQUMCwYcPwjoy0FyLI+cNLPxci+GlupiQ70RkyaEW4PFvpMSkb5lnq6+spKysjKioKs9mM75Kb8EkYKYUIxCWTTxDh8toqPSb6v4KCAgAGDRqE2Wym1mwm4uEHsZaVyYLA4pJIwhNCuKT8/HwGDBjAwIEDHZaP8o6MlEQnLolc0hRCuKT8/HyioqJkfUPRY+Q3SQjhcqxWK/n5+QwaNMjZoYh+RBKeEMLlVFVVUVtbKwlP9ChJeEIIl3PhgBUheookPCGEy8nPz0en0+Hv7+/sUEQ/IglPuDyz2UxlZSVms9nZoYg+8sv7dwqFAo1Gg0KhcGJUwt1JwhMuz2w2U11dLQnPQ1gsFgoKChwSnkajQa/Xo9FonBiZcHeS8IQQLqW0tJSmpia5fyd6nCQ8IYRLyc/PR6FQECmTy0UPk4QnhHApBQUFhIaGMmDAAGeHIvoZSXhCCJdiq7AiRE+ThCeEcBkmk4ni4mK5fyd6hSQ8IYTLKCoqwmKxEB0d7exQRD8kqyUIlydzsDxHfn4+arWa8PBwZ4fS7yUmJnbr+IyMjB6KpO9IwhMuzzYHS/R/+fn56PV6VCqVw3aTyURZWRkhISEyF6+HXH311d36EikJTwghuqGgoIARI0a02m61WjGZTFitVidE1b9dynvqrldbJOEJIVyC0WikvLxcBqz0kerq6nb36XQ6FAoFjY2NNDQ02LcPGDAALy+vvgivV0jCE0K4BFkhoW+tWrWq3X2PPfYYAEeOHGHXrl327dOmTeOyyy7r9dh6i4zSFEK4hPz8fHx8fAgODnZ2KB7N29vb2SH0GunhCdFNjYWFmEpK0YSF4i3lsC6ZbYUEd70/1F+MHDnS2SH0Gkl4Qlyi5ppait55D+OJk/Zt2oSR6O+7B7W/nxMjcz9Wq5X8/Hy3vlzWH4wbN47p06fbv3T8crSsjbsOHpJLmkJcInuyUynxjokGlRLjiZMUvdv+vRHRtsrKSurq6uT+nZMEBASwePFiZs6ciUqlsie0X17etE0JcdeluqSHJ1yeq8zBslgsNDc3A9BUWNSS7JRKop5+Eq+oSJryCyh4ZQXGjBNUnznLgEEd14NUq9UolfKdEy4+YEWlUqHT6drtcYhLo1AomDBhApdffjlqtdqe6Kqrq9HpdAwZMgQfHx/q6+tRqVQMHjwYwGHkpjvpFwmvtLSU3//+93z11VfU19czbtw4Xn75ZaZMmeLs0EQPcJU5WM3NzRQXFwNgzs5u+Ts4iIzSEigtAcA3KBB1eQXZ+/djLiu1H6tSqQgNDXV4voiICLce4t2T8vPzCQwMxM+v7UvBKpWKwMDAPo6qfwsPD+eqq64iNDTU/n9LoVCQnp7O+fPnmTNnDr6+vtx2220UFRURERFhn65QVlbm5OgvjdsnvJqaGqZPn05hYSGPPfYYQUFBrFy5ktmzZ7Nv3z7GjBnj7BBFP6FWq4mIiACgyWqlAFBVGEgMDfu5h2eoBCAyMZGB8a0nUP/y+UQL24AV0XduueUWlEqlPdlZrVbS0tLYsWMHXl5eXHHFFQwYMACdTodOp3M49tixY84Iudvc/n/cK6+8QmZmJt9//z3Tp08H4Fe/+hVDhw5l+fLlfPDBB06OUPQXSqXS3iPzio1FmzAS44mTFLyyHO/IKBoLC8BioVEfjndUpPTeOslsNlNQUMDs2bOdHYpHuXA0bHl5OampqRQWFgLQ1NTEN998w8KFC1vdRjh48CBZWVl9GmtPceuEZ7VaWbNmDddee6092UHLpaJXX31Vau6JXqW/7x6K3l2FMeMEjXl5AHiNGE7x2NHEyr2mTistLcVkMskaeE7Q2NjI7t27OXToUKt9ubm5/P2Xa5alAAAgAElEQVTvfycxMRGdTofRaOTUqVOUlpa28Uzuwa0TXk5ODgUFBTz55JNASwKsq6vDz8+PBx980MnRif5O7e9H9OOPOMzDa/L3JzctTQajdEF+fj4KhYJImcPYpzIyMtixYwf19fUA+Pv74+fnh8VioaamBqPRSF1dHfv373dypD3HrRNe9k8DB8LDw3nqqaf4v//7P6qqqoiLi+ONN95g4cKFTo5QeALvyEj7hPOmmhonR+N+8vPzCQsL69cVPlzR5s2bgZa5d+PHjycgIMBhf3l5OQcOHOD48ePOCK9XuHXCq6xsGSDw3HPPoVarefPNN1GpVKxYsYJ/+7d/Y/PmzcyZM8fJUQohOiIDVpznmmuucaiscuFozYEDB3L11Vej1+tJTU11Vog9yq0TXmNjIwAGg4GsrCyCgoIAWLhwIXFxcTzzzDOS8PoBmYPVfzU1NVFSUsKkSZM6fJxtDqTMXew5I0eOJD4+HmhJdM3NzahUKpRKpf3fAGPHjiUvL4/MzExnhtsj3Drh+fr6AnDDDTfYkx1AYGAgixYtYs2aNdTU1ODv79/ucwQFBTkc+0sWi8Xp87/ciW2gUEBAQIfve1f9cg6bq7KNfNPpdB3+XvVXXW3/U6dOYbFYSExM7LBotNFoJCsrixEjRqDVanssXlehUCg6TOS9MYVl9OjR9n9/++23pKenc//99+Pr68tbb71FYmIiV199NQBJSUn9IuG59Vcl26iusLCwVvvCwsLsg1iEEK4pNzcXjUYjA1acIDQ0FIVCwdmzZ0lPT2+1PyMjg1OnTmG1Wtv8jHVHbt3DGz16NN7e3m3eVD179iwDBgzods+gvr4eo9HYrefwJLb3qqqqCpPJ5ORo+l7NT4NWqqurPfLKQFfbPysrC71eT1VVVYePa2pqAlreV3cta9URrVZrv2LVV2y9cYPB0O5jbO3ZX1awcOuE5+vry6JFi/jiiy84fvw4o0aNAlqS3VdffcXChQsvet/HYDDY6yMK0V0Wi8Xhb9Gx/Px8EhISnB2G0xmNxg6/WNf0wujfmpoagoKCiI2NRa1Wt/oc9PLyYujQoSgUCvsAQXfn1pc0AZYvX05gYCAzZ87kpZdeYsWKFfaSOH/605+cHZ7wMLYq8u5aTb4v1dXVYTAYZISmk5w7dw6r1crAgQNZunSpw75Zs2axdOlS+33Y/nD/DvpBwhs8eDB79uxhxowZrFixgj/+8Y8kJSXxww8/MHz4cGeHJ4RoR35+PtD+Cgmid+3bt88+0v2XVySSk5Px8/PDarVSUlLCwYMHnRFij3PrS5o2Q4cO5ZNPPnF2GEKILsjPz0er1XrkaFZXUFNTw6effsqiRYuoqKiwb7+wmHRmZibbtm3rN7d9+kXCE/2bzMHqnwoKChg0aFC/GRDhjkpKSli1apX9S4dtAGBFRQXnzp2jtrbWmeH1OEl4wuXZ1qGT9eP6D6vVSn5+/kUnnNvYlmaSJZV6ntVqtffwdu3a5eRoepf89ggh+pzBYMBoNHb6/t2FSzOJ7rENRLlw5Gd0dDRRUVH2+3Z1dXUUFBSQ99MqIP2FJDwhRJ+TASvOMXv2bJKSkti1axf79u0jNDSU+fPnExIS0ubjKyoq2LBhAyUlJX0cae/o9g2R06dPc++99zJq1Cji4uLs69Ll5OR096mFcDu2+1FyX6pj+fn5BAUF9flka0+WkJDA2LFjgZaCGoGBgdx88832ZGe1Wh3+QEvpxcWLF7daScFddauHd/z4caZNm+ZQVcKW6CZPnsx//ud/8tBDD3U7SCHche0ek9xr6piskND3LlwVob6+nmnTptkvE1ssFnJycjAYDFitVoKDgxk8eDBKpZIBAwYwdepUNmzY4KzQe0y3/lc+88wzVFVVERQUxHXXXcfq1auBlrJCJSUlPProo4wdO9ZhNXIhhGczm80UFRXZKyOJvmGrnVlZWUlBQQFXXXUVCoUCk8nEunXrWl22DAsL41e/+hUajYbY2FgnRd2zunVJc8eOHSgUCr788kveffdd+3adTseSJUuwWCy8+uqr3Q5SCNF/lJSUYDKZ7MXfRd/w8fEB4MyZM9TX19un+GRnZ7d5j66kpITs7GysVqu97qa761bCsxWHTU5OdtiuUCh45ZVXANi7d293XkII0c/k5+ejVCplhQQnKywsBDq+32y7VXX+/Pk+iam3dSvh2bq5bc3d8PPzA3qn6KnwLDIHq3/Jz88nLCysS9MMzGYzlZWVUqO0G2yrTNgGqezcuZPm5maGDRvW5qoywcHBDBs2DIA9e/b0XaC9qFsJb9GiRVitVu68807Wrl3rsO+ll14CsL9hQlwq2xwsqbLSP1zKgBWz2Ux1dbUkvG44f/48VquVmJgYrr76agYNGsSpU6dQq9XccsstzJ07l3HjxjFu3Djmzp3L7bffjre3N+np6f1mqa9ufWV++umn+eCDDygqKmLp0qX2rnFwcDBVVVUoFIpWVbiFEJ6rsbGRkpISLr/8cmeH4nGOHj3KkCFDABg1apTDoCGVSsWYMWMcHm+7nJmUlERSUhKvv/563wXbS7r1lTkwMJDvv/+e+Ph4h/kblZWVWK1WFixYwKOPPtpTsQoh3FxhYSFWq1WmJDjB6dOnSUtLazXf7sJi0e1t6y+6fVNk+PDhpKen89FHH7F161bOnz9PaGgoCxcu5Fe/+pVMwBUexVZVvr9Ul+9pBQUFaDSaNu8Zid63Y8cOe08vICAAjUbjUZ/R3Up46enpjB49Go1Gwx133MEdd9zRU3EJ4ZYu/GYsWsvPzycqKgqVSuXsUDyWwWDAYDA4Owyn6FbCS05ORqvVMn78eCZOnGj/M3jw4B4KTwjRn+Tn5zN69GhnhyE8VLcvaRqNRn744Qd++OEH+7aQkBAuu+wyewKcN29ed19GCOHmamtrqayslPt3LiIxMbFLj8/IyCAsLMw+rSEjI6M3wupV3Up4TzzxBAcOHCAtLc1hocDS0lI2btzIxo0bUSgUcj9DdIvZbKampgZ/f3+5FObGbCskXEqFFYVC4XH3m3rb1Vdf3aX3MyMjgxEjRjBx4kT7z+6mWwlvxYoVQMv9ihMnTrB//3527tzJ+vXrPfYaseh5tjlYWq1WEp4by8/Px9fXl8DAwC4fq9Fo0Ov1vRCV6Mz95gsTo9VqddsvHj1SukKhUJCYmEhiYiJ33nkny5cv57bbbmP//v2sWrWqJ15CCOHmCgoKGDRokNt+WPY3eXl5XW6Lqqoqe0/dHfVKrabg4GA+/fRThg0bxqFDh7juuut642WEEG7CarWSn5/PlClTnB2K+Mmnn37a5WOOHj3K0aNHeyGavtGtiedXXXUVzz77LF9++SVFRUUO+3x9fbnsssv4+OOPuxWgEO7EdslVLr06qqiooL6+XgasCKfqVg8vNTWVb7/91v6zXq9n4sSJpKSkoNVq2bZtm9S+Ex7FVu9T6n466s6AFdG71Go18fHxxMXFodPpUCqVVFZWkpX1/9m777Aor7Tx498pgAwdpIsFRIoFBQuxIbZYEtfEmE1xkzVu6pa0TfZNsnFXN7vJb90Uk+wmb0zfxDfNmqhYATVYEEUUAREFnaH3MpRhZn5/ECYiRZEZpnA+1+WV8LS553lg7jnPc859zpOTk2NTY0r7lPAcHBxobm42/FxYWMi2bdvYtm2bYZkYkycIglKpxMvLC4VCYe5QhKt4enryi1/8Ag8Pjw7LBw8ezMiRI4mJieH777+ntrbWTBEaV5++htbV1ZGamso777zD/fffT0hISIdabFKplNWrVxsrVkEQrFR7hRXBcsjlcpYuXWpIdl3V2PT19eXOO++0mam5evUuzp8/z6hRo37eWS4nJiaGmJgYfvvb3wJt9+pPnz5NWVkZEyZMIDQ01LgRCwOOGINl3bRaLUVFRZ2q8QvmFRUVhZubG9A2V96pU6cMM5/7+voyYcIE7O3t8fT0JCoqirS0NHOGaxS9Snjh4eG4ubkRExPDpEmTDP+CgoIM23h6ehIfH2/0QIWBS4zBsm4lJSW0trb2qcOKRqOhvLycwYMHY2dnZ8ToBq72xktLSwsbN26kurrasC4vL49z586xYsUK7O3tCQsLG3gJD9rGYSQmJpKYmGhY5uPj0yEBTpo0CS8vL6MGKgiCdVIqlUil0j59adHr9Wg0GpvqQGFuHh4eSCQS8vLyOiS7dtXV1eTl5REeHn5TxQIsUa8S3pNPPsmJEyc4deoUarXasLykpIQdO3awY8cOw7Jhw4YZ6mk+++yzxotYEASrolQq8fPzEy0zC9M+dKannvTt62xlmE2vEt6bb74JgE6nIzMzk9TUVFJTUzl+/Dhnz57tMA18fn4+BQUFfPfddyLhCQOGTqfr8F+hLeGJ3tqWp6amBi8vL4KDg1EoFB0aMQAKhYLg4GAkEgk1NTVmitK4bqrrjVQqZezYsYwdO5aHHnoIgObmZtLT0w1JMDU1lZycHKMGKwiWrv0bsRh/2qa5uZmysjKmTZvW52PpyspoKC1DH+CPQ0CAEaIb2HJzcw1DRe69916OHTtGaWmpoXfmlClTcHR0BODChQtmjtY4jNbX1MHBgSlTpjBlyhTDsrq6Opt40CkIws1RqVTo9fo+dVhpraun6H830JydQ+lPyxQR4fg/8hvkLs7GCXQASktLIzIyEjc3N9zc3Jg/f36X29XX19vM53ify0FUVFSwdetW9u3bR3l5eYd1Li4uzJo1q68vIQiClVKpVNjb2+Pt7X3Txyj64EOasnNAKsU+aAjIpKizsinaIArT90VLSwtbtmyhpqbGMO6uXfvPdXV1bN68uUOBEWvWpxZeRkYG8+bN65DogoODiY2NZcKECQQGBnL58mWee+65PgcqCNamubAQTWkZdj7eA/YWXPuA855Krel0um7nzGwpLEKdlQ1SKQ4PP4R3ZAT6klJUr61DfS6L+oIC7K/q/SmXy0VZt16orKzk888/Z8KECYwaNQp3d3ckEgnV1dVcuHCBtLQ0WlpazB2m0fQp4b344ouUlZV1WJaXl8fFixfZuHGjYZlIeEJfWNsYLElTM9UbPqYs9+fnHgP1FpxSqWTcuHE9btPa2kpxcXGX67S5uQBIfLyR+vpQUVEBchkSH2/0xSWUnc9FdlVBAj8/P+zt7Y33BgYAjUbD8ePHOX78uLlDMbk+JbyjR48ikUh44YUXCAwM5Le//S1+fn4dfnlFdQyhr6xtDJbH4RQ0xSUgk+IQGEizSmW4BRf0zJPmDq/f1NXVUVNTc93nd3K5HD8/vy7Xtej1qAB9aRmeWh32gQG0KFWoStu+aHuPCsX+qn1tpQSWYBp9+u2or68H2lp6CoWCZ555hg0bNhAaGsqKFSvIzs5m165dRglUEKxBa3EJDsUlIJUy/OWXcBgSSNMVJQWv/AP1uSyaCwsHzO3NG50hQSqVdtsqsx82DEVEOOqsbFSv/ROHgECaC1Wg06GIjMB52DCjxz1Q3Hrrrb3afvfu3SaKpP/0KeH5+/tz+fJlcnNziYqKwt/fn6ysLBYvXsyHH37I+PHj+eabb4zSJVkQzCknJ+eGhhroci9gB+i8PMmrrYFzbeOXpJ6eSMrKyUs7CVdVtZDJZISFhZkqbLNSKpU4Ozsb6jXeLP9HfkPRho/avjBcuQKAIjIC/4dXGSPMASsyMrJXd+AGfMKbPn06X375JbfffjsXLlwgICCAAwcO8Mc//pFhP33z+vbbb1m/fr1RghUEc9FqtcTFxV13O/WIYE5+vxNZZRXjhw3HafgwGvLzSa+sQg9MmjsXxdCfa88mJyebMGrzUiqVDBkypM+PNeQuzgQ986ToBGQCPT0mkEgkhvW28miqVwnv3LlzREZGGn5+/vnn2bx5MyUlJdjb2xMeHs4nn3zCk08+SX5+PgANDQ1GDVgYeFqKitCez6VFr8fewm9hKYYG4R41jurTGaQ/8xyKoUNRX76MXqvFfXxUh2Rny/R6PSqViunTpxvtmA4BASLRGdGRI0e6XC6Xy3FxcSEkJAR7e3uOHz/OlZ9a1tauVwkvKiqKlStXsmbNGvz9/Rk7diy7du1i7dq1ANx11118/PHHvPvuu0Dbt4IZM2YYP2phQGitq6fogw/buqUDKqyjt2PYH58m5/W3qE4/TcOlSwC4j48i7NmnzBxZ/6msrKSpqalPA84F0zp69GiP611dXVmxYgXR0dFkZ2f3U1Sm1asBK1qtlo8++ojQ0FD+8pe/0NDQwMyZM9m3bx8ACxYsYO3atTg4OKDX64mOjubf//63SQIXbJ8h2UmlSHx9QWodA47tXF0Zs2Y10e+8RcSL/0P0O28xZs1q7FxdzR1avyksLASu32FFsFy1tbWcP38emUxmM/0wepXwli5dil6vR61W88orrxASEsJ7773X4WH+n//8Z+rr66msrCQ1NdXwLE8QeqNZVdiW7GRSLs2cylcOMkoXzGtLej/1drR0iqFBeE2ZNGBuY16tsLCQwYMHG2oxCtbJwcEBsJ0vLr26pbl582aOHDnCc889R0pKCqWlpfzud79j/fr1vPbaayxduhRo62ZsjvmTMjIymDhxIi+++CJ//etf+/31hd7prudjS0sL0ouXcABa3dz4MScHT09P9pw6yWK5DI8WHVkpR9GHjEAikXTq0m7LPR+tRVFRkc18SNqq7m43t/9NjRgxwjBJrK1Ur+l1L81bbrmFw4cPs3XrVl588UWys7M5f/48y5YtY+rUqaxbt47Y2FhTxNqj1tZWfv3rX3eYokiwbD31fFRfvsLJnbuRVVXjF+jH/6xeTXlWNpfWvALAqfyLzL9lClFRUZ16kNlyz0droNVqKSkpYcKECeYORejB8uXLr9v7Uq/XI5FIuq2EY21uOm0vXbqUs2fP8v777+Pv749eryclJYVp06axfPlycn8qCdRfXn31VTIzM/v1NQXTUQwNwml0BBK9njmFxWT9z58p+Ns/kOj1DAofhb2/P++99x7r1q2zmalLbEVNTQ1arVZ0WLES7YWiu/oHbV9guuvRaW361E6VSqU88sgj5ObmsmbNGpydndHr9WzevJkxY8bw+9//vtMMCqZw5swZXnnlFV5++WWTv5bQfy6EjaLEcRASnZ6GS5cMXfujXnqBp556iieffJKWlhbWrVvHf/7zH4qKiswdskBbD02pVNptuTDBMtTW1lJTU0NtbW2nfzU1NZSXl5Odnc3XX3+NSqUyd7hGYZTCcwqFgpdffpnHH3+cNWvW8MEHH6DRaPjPf/7Df//7X6qvqixhbK2traxcuZK5c+eyYsUKkfRsRE1NDcmpx1n4q/uIHjuOxqJiHP39OnQAiYyMJDw8nBMnTrB161bWrFnDtGnTGDx4sBkjFyorK/H19bWKQt8D2UcfWXZvZ1MwSsK7ePEimZmZZGZmUlNTg7e3N0VFRYb5lEzp//2//0dubi5bt27tdooRwfrs2bMHuVxOfHw8CoWi256OUqmUyZMnM2HCBA4ePMiOHTtoamqiqqqKGTNmMGjQoH6OXKisrCQ0NNTcYQhCJ71KeFcntnPnzpGZmUl2djZNTU2dtu2PyvaZmZmsXbuWd999lyFDhhiquwjWrba2luTkZObPn49Cobihfezs7JgzZw5Tp05lw4YNpKSkkJqayqxZs5g8ebKoot9PmpqaqKurI0BURLE6Y8eOJTw8HIlEwjfffNPtMmvWq0+BkSNHdurV01Vi8/LyYuzYsYwbN+66c2HdLK1Wy8qVK5k+fToPP/ywSV5DMI+9e/cik8mYM2dOr/d1dHQkKiqKxYsXc+DAAXbt2kVKSgpz585l3LhxNtO92lK1P0cVCc/6uLm5dap92tUya9brr71XJ7j2+pnjxo3rkOD8r5qB2FTWrVvH6dOnOXz4sKFjTFVVFQBqtZry8nLc3Nyu+xzBw8MDDw+PbtfrdDqrmYfNErSfbzc3N1xcXHrcViaTdVpWX19PcnIys2fPxsnJ6aZikMlkDB8+nIceeoiFCxeyfft2vvvuO44dO8bSpUuJiIi4qWOagkwmw9PT0yTHNoeqqirkcjkjRozo8ywJA4lEIunxy5i4Q2EcvTqLCxcuNCS1cePGERYWZrYLkZCQQEtLC5MnT+60bt26daxbt47ExERmzZrV/8EJN629TN3cuXONcjx/f38effRR8vLy2LJlC++88w7h4eEsXbqUoUOHGuU1hJ9duXIFT09P0ZIWLFKvstWOHTtMFUevvf7664YWXbuSkhJWrFjBr371Kx544AGioqL6/DqNjY2o1eo+H2egaD9XNTU11y0CcG2VlYaGBhITE4mLi8PZ+eaLQ2u1WiorKzss8/DwYOXKlWRnZ7Nnzx5ee+01xo0bx9y5c2+ohXUjc+EZK1ZrVlBQwJAhQ27o+gs/UygUN31HQ7hxVttOjomJ6bSsvdNKcHDwDbcQqqqqRO9OC7F//360Wi3z5s0zyfElEgkRERGMGjWKU6dOsX//ftavX8/kyZOZNWuW+MDpo9raWurr623qFm1/UavVPX6xNnVv94HCahOeYFvUajUHDhwgLi4OVxPPKiCTyZg4cSLjxo0jJSWFQ4cOcfLkSWbMmMHUqVM71eYUboxSqQQQCU+wWCLhCRYhMTGR1tZW5s+f32+vaW9vz6xZs5g0aRLJyckkJiZy7NgxZs+eTXR0tMk6qtgqpVKJi4uLmCFBsFg2lfCGDx8uelRaocbGRvbt28eMGTPM0rPPycmJRYsWERsby/79+9m2bRspKSnMmzePiIgIm+mSbWpKpbJfemgLws0SXakEs0tKSqKlpaVfW3dd8fT0ZPny5TzxxBO4ubmxceNGNmzYQEFBgVnjsgY6nQ6VSiXG3wkWTSQ8wayamprYu3cv06ZN63E8pPryFSqOpaK+fMXkMQUEBPDrX//aMN3Uhg0bOHjwoChO3YPy8nKam5tFwhMsmk3d0hSsT3JyMk1NTSxYsKDL9ZraWnL+9SbVpzMMy9yjxhH2x6exM3HnlpEjRxIcHMyZM2fYuXOnoTj1bbfd1mNyHoiUSiUSiQQ/Pz+uXDH9lxLB+M6fP99piExXy6yZSHiC2bS2trJ3716mTp3abc++9mQnkclQDBuKuuAy1aczyHn9LcasWW3yGKVSKVFRUUilUvR6PTt27ODYsWPMmTOHBQsWiA4aP1GpVAwePFgU67ZipaWllJaWXneZNRMJTzAPTSOXzx6loaGBBdFDoTC90yYNhaVtyU4qZfwLq5BIpVRlXeTSpn1Up59GnbYXhb93p/2c6/JAMwLsjJeMZDIZcXFxTJ06ld27d7Nv3z4OHTrEokWLiIuLG/BT4SiVSjHhq5W5Xum/67HGsYEi4QlmoS/P4Vx2Drc4FDH4m9u73KapZjAwHkf7Gi6tf5XqOq8O6+s/+x0Kz+JO+8UAVcFbafUeY/S4HR0dWbp0KbNmzeKHH35g06ZNHDhwgF/84hdMmjRpQJbU0mg0FBcXEx0dbe5QhF74zW9+06ceyG+88YYRo+kfIuEJZnE0r5Y6vSMLf/Nn8Ox6KIJjURmsfR91kwvqJpBIpQzy9qCxpAKAItkCfB5Z2Wm/tJMnGeoeYtL43d3dWbFiBXPnzmXLli18/PHH7N27lzvvvJPIyEiTvralKS4uRqvVihaeldLr9T3OgnP1uvbl1jpURyQ8od9pNBoO/niE4cNH4D0mrtvtFAHgEnaAupzzAAzy96ep+OcWXd1FJepWr06Tw9bn1hj1dmZP/Pz8ePzxx8nLy2PTpk2sX7+e2bNn88tf/rJfXt8SKJVKZDIZvr6+tLS0mDsc4SZcO365PaHp9XqbGtssEp7Q706ePEl9fT3x8fEkJyf3vPGI4ch+SniNKhUA+mFBUN+ApKKS1H37ICS4wy7mqJASEhLCc889x65du/j++++Jj4/Hx8en3+Mwh/YB53K5XCQ8K5SRkcHx48c7LGu/3XntusmTJ5tsjtP+IBKe0K9aW1tJTk5m7NixXU7tdK1md3fyE/agB1yX3o5X9AT0Wh0Fr/wDgJCYaBwsZOyXRCJh3rx5JCUlkZCQwAMPPGDukPqFSqVi5MiR5g5DuEnNzc3ddkC5dl1zc3N/hWUSA+8Ju2BWp06doq6u7obnKXQICMAudCQSoG77Doo2fNKW7LQ6FJERFpPs2tnZ2TF//nyOHDlimJjYljU2NlJeXi6e3wlWQSQ8od9otVqSk5MZM2ZMr273ud73S5r9fUGno/nKFUOy8394lQmjvXkzZ87EycmJhIQEc4dicqqfbjOLhGebru11fPWzPWskbmkK/SY9PZ3q6mp+9atf9Wo/qZMTlXPiifT1RdHcgp2Pt8W17K5mb2/P/Pnz2bp1K4sWLbLp6XKUSiWDBg2y6fdoq3Q6HTKZrNMzbwcHB8P/X1tIoH28qakmRDY10cIT+oVWqyUpKYnRo0fj6+t7U8eQ+/riPD7KopNde83PScHBODo62nwrT6lUEhgYOCDHH1q79qTl5dVxfOvVf58hISE4OzsDbYlwxIgRQNutbGskWnhCv8jIyKCqqor77rvP3KGYRFc1P28fEsi2g4dYuHChTdbe1Ov1KJVKYmJizB2KcBPq6urw9PRk+PDhxMbGcv78eVxcXJg9ezYSiQS9Xo+joyMrV66kvLwcT09P7O3tkUgkVltuTHwtE0xOp9ORlJRERESEzc6XdnXNT6fgEUhkMuRKFdOra9mzZ4+5wzOJmpoa6uvrxfM7K5Wfn2/4/6lTp/LrX/+aZcuW4e7uDsC5c+fQ6/XY2dnh7++Pg4ODIRGmpaWZKeq+ES08weTOnDlDRUUFd999t7lDuTmaxrb6nIVdV4S5tuanU6AvDcoS0l/9EN/GJnbu38+C8UNwc3HqtK8p6n72F9FhxbqlpqYSFhZmuGV5teLiYnbv3k1FRQVTp041POfTaDQcOHAApVLZ3+EahUh4gkm1t+7Cwqb2KsMAACAASURBVMIIDAy8qWO09wwzVzkjeXUeMSeehhNdr2+v+alwqMFpR1tSdwIUDlNoaHTBrUXN7v99kbtdOxfINmXdT1NTKpW4ubn1uQixYB5qtZqvvvqK2bNnM3z4cMPfV35+vuHZ84kTJ8jMzDTcmVEqlVZdXEAkPMGkMjMzKSsr484777zpY8jl8g7/7W+t7iGkTXyTmG6KIxtqfja70bD4G0MLT336Q0DHmCkx7DrrxoL7XsXVWdFh3/6o+2kqYoYE61dbW8vWrVtxdHTE1dWV+vp6GhoaOmzT2NjIxYsXzRShcYmEZwLNhYVoSsssvvu8qbW37kJDQwkKCrr+DpbKzpF6lxAIGN/lakUAuEelUH06g/RXP0IxdCjqy5fR63S4j49iwgOPsOfFF9l7pohly5Z12Lc/634ak06nQ6VSER8fb+5QBCNobGy02p6XvSESnhG11tVT9MGHqLOyDcsUEeH4P/Ib5C6d75PbuqysLEpKSvjFL35h7lBMLuyPT5Pz+ltUp5+m4dIlANzHRxH27FPYOTkRHx/P/v37mT9/vk3cAiwrK6OlpeWmb1MLgjmIhGdEhmQnk+IQGEizSoU6K5uiDR8R9MyT5g6vX+n1ehITEwkODmbo0KHmDsfk7FxdGbNmNerLV2gsKsbR36/DLA5z587lwIED7Nu3jzvuuMOMkRqHUqlEIpGIhCdYFZHwekGn09Ha2trlupbCorZkJ5Xi9/yzOAYF0aJUoXptHepzWdQXFGB/VZd8uVxu04N1c3NzKS4uZtUqyyz/ZSqKoUGdpisCcHZ2ZtasWSQmJjJ//nycnDr32LQmKpUKb2/vDlU5BMHSiYTXC62trRRfNR9bWVmZoVqBPP8yToDGzZWssjKkFW2TlDp7uCOrqORCahqekyca9vXz88Pe3r5f4+8ver2ew4cPM3z4cENlBqGtlZeYmMj+/ftZsmSJucPpE9FhRbBGIuH1glwux8/Pz/Dz1f/f4uuLas8+5NU1DFM44RUe1tbCq6oGYOSkGOyv2t5cPQ77Q3FxMcXFxaxc2Xk28oHM1dWVuLg49u/fz9y5c1EoFNffyQJpNBqKi4uZOHHi9TcWBAtiu5+6JiCVSrttldkPG4Zd6Eg0uReoffc9mgMDaS5Uga6tsr/zsGH9HK156PV6zp07x5AhQwgODr7+DgNM+3x5Bw4c4LbbbjN3ODelqKgInU4nWniC1bHdh0hmYG3T2JjCpUuXqKysZPr06UYbKN7+3LS756fWxM3NjRkzZrB//36r7QauVCqRy+U3XQRcEMxFtPCMyNqmsTE2vV7PoUOH8PT0NOqzu/a5t6x1Dq5r3XrrrRw8eJDExESr7LyiVCrx9/fvNK2MIFg60cIzAWuYxsYULl68iEqlIjIy0mxlwKyBu7s706dPZ9++fWg0GnOH02sqlUrczhSskkh4RmTumo/mlpiYiJ+fX4fOPELXbr31VpqamsjNzTV3KL2iVqupqKgQCU+wSiLhGUFzYSH16afRl7cNRbDlHpjduXTpEvn5+UZ9dgdt57Y5Mwt5dY3RjmkJPD09mTZtGllZWVZVjFfMkCBYs4H3yWxEXZUS8/TzRRsWDjZQPqo32lt3oaGhXLhwoc/Hu/bcegPVObm4PvGYzZRpW7BgAYcOHSI1NZVp06aZO5wbolQqcXR0xNPT09yhCEKviRZeH3QoJTY0CKRSHIpLqP7vl+YOrV/l5+dz8eJF4uPjjda6u/rcygMC0EskaHIvULThI6Mc3xJ4eXkRHBzMoUOHrOZZXvuA84F6216wbiLh3aRmVaHhAzngsYcZvOQ2PB78FXqJhObzuTQXFpo7xH6TlJSEr68vERERN7W/TqejpaXF8K8+v8BQpi3wf57H5XePUb7oVpBKDWXart7+6n86nc7I7860Ro8ejVqtJjU11dyhXJder0epVIr6mYLVErc0b1BOTo6hjBgAeReRAXqpjMJ//+/Py+3koGklL+0kVFf3eEyZTEZYWJhpAu4nV65c4cKFC/zyl7+86dqg15ZsqzyRhiOg9XDnXFkpuhIdrR7utHq4I6+o5PyxVFqHtxWklslkeHt7G/a1tpJtzs7OREVFcejQISZNmoSdnZ25Q+pWdXU1DQ0N4vmdYLVEwrtBWq2WuLg4w8/qEcGc3PYDEo0GpFKchg+jIb8AiaZtcPSkuXO7LCJ8teTkZJPG3B8SExPx9vZm9OjRN32Ma0u2eU6KQZWwB1lVNZHePsj8fKm7eJGqn8q0jZoyqUMh7muPZW3i4uJIT08nLS2N2NhYc4fTLaVSCYgOK4L1sr5PB3PQNOJclweFboZF+tLSqzbQQ4sarh4YXZYN8ooeD+tclweaEVY5ASi09dg7f/48y5cv79PMD9eWbLMfNgxFRDjqrGxUr/0ThwDbLtM2ePBgxo0bx8GDB5k4caLFJm2lUom7uzvOzrbRaUgYeCzzL8vCyKvziDnxNJz4eVlTzWBgPFJpKzqdnAZlCQBaiR6ZXkLqh2uY6XOGnp7txwBVwVtp9R5j0vhNJTExkcGDBzN27FijH9v/kd9QtOEj1Oey2sq0gU2XaZs1axYZGRmcPHmSyZMnmzucLokZEgRrJxLeDWh1DyFt4pvEREcbljkWlcHa99FjT/ijy5BIJOh1enI+3IRer2NHSxhXApZzz6LpyLspwZR28iRD3UP6620YVWFhIdnZ2Sxbtswk8/rJXZwJeuZJmgsL0ZSW2XyZNm9vb8aMGUNycjLR0dEW18rTarUUFhYyZ84cc4ciCDfNsv6qLJWdI/UuIRAw3rBIEQDuUSlUn84g58PNKIYORX35MnqdDpfwMJZEhLMj5UfeqGnmsccew9XVtdNh63NrrPZ2ZlJSEp6enowbN86kr+MQEGDTie5qs2bN4p133iE9Pd3ipt4pKytDo9GIFp5g1cSwhD4I++PTuI+PQq/V0nDpEnqtFrmzM3XZObBlG4tLyhl5KoN1a/9GQUGBucM1muLiYs6dO0dcXJwoIGxEvr6+jB49muTk5I49gi2AUqlEIpEQMEC+fAi2SSS8PrBzdWXMmtVEv/MWES/+Dy5ho2itr0cik+EUPAKJTIaPupHJpeWsW7eO48ePmztko0hKSsLd3Z3x48dff2OhV2bNmkVVVRWnT582dygdKJVKfH19rWrIhyBcSyQ8I2gbfqCnLuc8SKWMf2MdE978F+Pf+CcSmQyPmlpuCR3FRx99xKZNm6xucPTVSktLyczMFK07E/H39yciIsLiWnliwLlgC2ziGd7u3bt55ZVXSEtLQyqVEhsbyyuvvGLUMU0ymazrcXONjUh3JCC53NaTEJ2OtH+9gf62heDoiNTTA0lZOUOcnYmOjmbv3r2cOXOGadOm4ehofc/vkpKScHV1ZcKECeYOxWbFx8fzn//8hzNnzlhEK7qlpYXS0lKmTJli7lAEoU+svoWXlJTEwoULqa6u5u9//zt/+ctfyMvLIy4ujmPHjhntdcLCwoiMjOz0zyXpUFuyk7aNP9AD0itKXJIPE+ziiqSyEoCQiTHceeedPPjgg1RXV5OYmIiHh4fR4usPZWVlnDlzhpkzZ1pcL0JbEhAQQFhYGMnJyRZxN6CwsBCdTic6rAhWz+oT3pNPPklQUBDHjh3j6aef5rnnnuPo0aM4OTnx0ksvGfW1eqz5+MKfkI8Mpn3YnfpcFgV/+wdodQwKD0MyeDAtLS0MHTqUVatWIZVK+d///V+ys7N7fE1LkpycjIuLCzExMeYOxebFx8dTVlZGZmamuUNBpVJhZ2eHj4+PuUMRhD6x6oRXVVXFmTNnuPvuu1EoFIblvr6+xMXFceTIEaO+XnvNx/Z/F06kAT/XfCyPnUyzv+/PO+h0aAIDKJ0cw5kzZwz7tbS08NBDDxEcHMyXX35JUlIS+qurtFigiooKMjIymDFjhmjd9YMhQ4YQGhpKYmKi2Vt5SqWSgIAA8cxWsHpW/cnl6upKTk4OTk5OndaVl5cb/YP5hmo+entT9da7oNfj89jDOI3rugqJXC7n3nvvJTExkX379lFcXMydd95psb3gkpOTUSgUFjc+zJbFx8fzwQcfkJWV1adapX2lVCqJjIw02+sLgrFYdcKTyWSEhoZ2Wp6RkcGPP/7IggULjPp6N1zzUa9HERmBx8Tr3/qbM2cOfn5+bNq0iQ0bNnDfffdZ3LO9yspK0tPTufXWWy26mr8lUF++QmNRMY7+ftctHn49Q4cOJSQkhMTERCIiIkxS0eZ6GhoaqKqqEs/vBJtg1bc0u1JfX88DDzwAwAsvvGDy1/N/5DcoIiNAq2ur+ajV9brm4+jRo3nkkUdoamrivffe49KlSyaMuPcOHjyIo6MjkyZNMncoFktTW8vZ1Ws4+funyPrHa5z8/VOcXb0GTW1tn44bHx9PcXExOTk5Roq0d9pnSBBDEgRbYFMJT61Wc/vtt3P69GleeuklZsyYYfLXbK/5OHztagJ/9zjD164m6Jknkbv0rqK8n58fjz/+OH5+fnzyySccO3bMIp7rVVVVcerUKaZPn26xt1stQc6/3qT6dEaHogPVpzPIef2tPh13+PDhjBgxggMHDpjl90GpVKJQKCzuroMg3AyrvqV5taqqKhYvXsyRI0dYtWoVf/vb325oPw8Pjx7/mHU63Y190Hh63mioPRzCk6effprNmzfz/fffU1VVxd13323WTiK7d+9m0KBB3HrrrQwaNOi627ff8nRzc8PFxcXU4fWbnjpsNFy+bEh2499Y99PciPmkP/M81emnUV++0u3tTZlMhud1fneWLFnC+vXrKSwsNMnMFD0pLS1lxIgReHl53dD2tnr9TU0ikfR4y1p0FDMOmziLpaWlzJs3j4yMDB599FHee+89c4d002QyGcuXL2fIkCH83//9H0VFRTz88MNdFp82taqqKo4cOcKiRYtuKNnZMrlczuHDh7teeSEPAL2XJycK8lFnnUOhUCDz8oTSMk4eOAAju54V40Y+yEaNGkVISAg7d+5kzJgxSHqac8qI9Ho9+fn5zJo1q19eTxBMzeoTXl1dHfPnzycjI4Onn36aN954w6jHb2xsRK1WG/WYNyIsLIxVq1bx5Zdf8o9//IP777+/35+j/PDDD9jZ2TFu3DgqfxpAfz3t56qmpgaNRmPK8PpVSEj30zg1u7iQv2U7VFTgJ5OTUV9PsIsLZRVtEwAPnzC+xxkfbuTczpgxg08//ZRjx44xatSo3r+Bm1BZWUlDQwNeXl4D/vqbmkKh6LK3uWBcVp/wnnjiCU6fPs2TTz55U8muqqqK1tZWE0TWd0FBQTzxxBNs3LiRDRs2sHTp0n4rNVVXV8eJEyeIi4sb8K2763EICDD01i17/S0Gu7lSVlNrmKHdGNMbhYSEEBQURGJiIqGhof3SyhMdVvqPWq3u8Yt1XV1dP0Zju6w64Z09e5YvvvgCNzc3xo8fzxdffNFpmxUrVpghMuNxdXVl1apVbNu2je+++47i4mLmz59v8i7qhw4dQi6XG7UeqS27eoZ2u6pqwLgztEskEuLj4/n888/Jy8tj5MiRRjluT5RKJR4eHqLlIdgMq054Bw8eBNpun6xcubLLbaw94UFbR4Bly5YREBDArl27KCkp4e677zZZ8en6+npSU1OZPn26VRa4Nof23rqlWVnknThJyMRofCIijPoaoaGhBAYGkpiYSEhIiMlbeUqlUoy/E2yKVQ9LeOKJJ9Dr9T3+sxUSiYSpU6fy4IMPolQqef/99yktLTXJax0+fBipVMott9xikuPbMrmvL81Bgch9fa+/cS+1t/IKCgpMPlZTq9VSVFQkEp5gU6w64Q1EI0eO5LHHHkMmk5mk+HRDQwPHjh0jNja2Q31SwTKEhYXh7+9PYmKiSV+ntLQUjUYjEp5gU0TCs0JeXl48+uijfS4+3VxYSH36aZoLCw3LfvzxR0NrUrg58uoamjOzOpxXY2lv5V26dIn8/HyjH7+dUqlEKpXi7+9vstcQhP5m1c/wBjIHB4ebLj7dWldP0Qcftk1t9BNFRDjuv7qPo0ePMmXKFNFR4Sa01tVTveFjvHMvUAvU0nZe/R/5Ta8r7/QkPDwcPz8/EhMTu3123VdKpRJfX19RXUewKaKFZ8WkUilz5szh3nvv5fz582zYsIGqqqrr7mdIdjIpDkODQCZFnZXNxfXvotfrmTZtWj9Eb3uKPvgQTe4F9BIJ8oAAw3kt2vCRUV9HKpUya9Ys8vLyuHz5slGP3U6pVIrhCILNEQnPBnRVfPrayWq7mrTWafEiPFfcR+CfngOplEElpdwSOgp7e/sO+5h7PjZL0d05vfa8li+6FZffPWY4r+pzWdQXFHTapy/nNTIyEh8fH5KSkoz3Bn/S3NxMaWmpeH4n2BxxS9NGtBef/uqrr/jkk0+49dZbGTJkiKHrellZGVqtFrvcCygAdDoatv9Aw/Yf0AQGoHEchKJBjZtez5kzZ/D29u5wbHFr6+cJgK/Wfl7l+ZdxAlo93Gn1cOfixYtIpVKcPdyRVVRyITUNz8kd5xLsy3ltb+V98803Rh8+UFhYiF6vFwlPsDki4dkQhULBgw8+SEJCArt27SI6OpqFCxcik8kME9eq9h6g5aftNa6u2NXXY6cqNPwijJ4+DftrOiqIwrVtrp0AGDD83OLri2rPPuQ/TQbsEjwCbVExqp8GoY+cFIP9Nfv29byOGTOGAwcOkJSUZNTxpiqVCnt7e3x8fIx2TEGwBOKTzMbIZDIWL16Mn58f27dvp7y8nPvuuw9nZ2eaVYW0XMo3bCuvq0PuPRhNaRkSwG74MJyHDTNb7Jbu2gmAr3b1ZMBVb7+Lun0y4J/Ki5nivLa38r777jsKCwsJMEIJM2h7fhcQEGCWCWcFwZTEb7QNysnJwdHRkTlz5lBWVsbbb7/NoUOHyDt5Emir6q8bGoREr6f1p2QH0BQexrlz57r8Z64JSK2JMSYD7q2xY8fi5eVl1Gd5osKKYKtEC88GabVa4uLiAJgzZw7vvfceBw4cYMWChbQC0uoaxq/+MxKplCNffY3dj0eQApMWL+p23rbk5OT+ewNWqr28WHNhIZrSMux8vI1SOLonMpmMuLg4Nm/eTHFxcadbrr1VX19PdXW1SHiCTRItPBvn7u7OH//4RyZOnMgn32+n2d8PvVZL+jPPkf36m4Zk5xIe1m2yE3rHISAA5/FRJk927aKiovDw8DBK9RUxQ4Jgy0TCGwDs7Ox48MEHWb58Odt1Gmo9PdBrtajzCwy/AHXZOZxdvQZNba1ZYxV6r72Vl5mZSUlJSZ+OpVQqcXJywt3d3UjRCYLlEAlvgJBIJMydO5fHnn6ave4uVCnaZkHQSyQ4BY9AIpNRfTqDnNffMnOkws0YP348bm5ufX6Wp1KpOgxnEQRbIp7h2RpNI851eVDo1uXqCDd49rYZ5L/9JTrAb9EMhsREotfqSH/1Q6rTT6NO24vC37vDfs51eaAZAXZiuiBLJJfLiYuL4/vvv2f27NkdxlHeKL1ej1KpFHVUBZslEp6NkVfnEXPiaTjR/Tb2lX7AGKRA6Y6DlO44iLtLBY729qibXGj84jEUbuUd9okBqoK30uo9xpThC30QHR1NUlISSUlJLF++vNf7V1ZW0tjYKDqsCDZLJDwb0+oeQtrEN4mJju52m6J/fgyoAHD09aKprIrqOi/DescV78M1Lby0kycZ6h5ikpgF45DL5cycOZMdO3YQHx/P4MGDe7W/6LAi2DqR8GyNnSP1LiEQML7L1Q2XL1N3SWX4uam8mkH+fjSq2qaycQkPQxEzr9N+9bk14namFYiJiSE5OZnk5GSWLVvWq32VSiVeXl5iHkTBZomEZ4NkMln34+byLiIDdF6e6BwdkStVhmQHUD18WJf7ymQyE0UrGJOdnR0zZswgISGB+Ph4PD09b3hfMUOCYOtEwrNBYWFh3a5rdncnf9sPSKuqqYidzKhf3oVcVUTZN9+CTk/I1Nh+Gz8mmMbEiRM5ePAgycnJ3HHHHTe0j1arpaioiHHjxpk4OkEwHzEsYYBxCAhAEREOOh2Dd+6m9vMvDclOERkhkp0NsLe3Z/r06Zw6deqG5kcEKCkpobW1VXRYEWyaSHgDkP8jv0EePAKJXo+2rBx0egD0ra201tWbOTrBGCZPnsygQYM4dOjQDW2vVCqRSqV9Lk0mCJZMJLwBSO7ijKT9mZxEgr2/H8ikNJ7PNfrs3IJ5tLfy0tLSqK6uvu72SqUSPz8/7Ozs+iE6QTAPkfBs1PVm59bkXkAvkeD6+ycIfPnFHmfnFjOeW6cpU6Zgb2/P4cOHr7utmCFBGAhEpxUbde3s3O0zcwM/z87t7kaBuoEr6ekA3c7OLWY8t04ODg5MmzaNpKQkZs6ciaura5fbNTc3U1ZWxvTp0/s5QkHoXyLh2ahrZ+e++v/bZ+e2q6klwtsbx6AgWpSqbmfnFjOeW6/Y2FgOHz7M4cOHWbRoUZfbqFQq9Hq9aOEJNk98ktmoG52du/ifr+PQD7NzC+YxaNAgpk6dysGDB5kxYwYuLi6dtlEqlTg4OPS6MosgWBvxDG+AMsfs3IJ53HLLLchkMn788ccu1yuVSgICApBKxceBYNtEC2+AMsfs3IJ5ODo6csstt/Djjz8yffp0nJ2dO6xXKpVERUWZKTpB6D/iK90A19+zcwvmMXXqVCQSSadWXm1tLbW1teL5nTAgiIQnCAOAQqEgNjaWY8eO0dDQYFiuUrUVEhcJTxgIRMIThAFi2rRp6PV6UlJSDMuUSiUuLi7dDlkQBFsiEp4gDBBOTk5MmTKFo0eP0tjYSF36aSSHjzABCQ2nM2guLLz+QQTBiolOK4IwgEyfPp2zhw5z6dnnkbVoCPppuSr3PQAUEeFttVZdnLs/iCBYKdHCE4QBxNnZmUWVNchaNF2uV2dli3qqgs0SLTxBsCWaRuTVeeh0ekMpuavVZV1CptGgByRd7S+RoD6XRVP6ARx82iaPlclkSKVtW7e6hyBmvheslUh4gmBD5NV5eHyztNv16sJgINiQ7LSAHB36n2722Mma0LQ6oNj5Il5u5Z32r7p7K63eY4wfuCD0A5HwBMGGtLqHkDbxTWKio7tcb5d4HL7ZbfhZKpHgHz+VwgNHAdBoBwF6HFe8D/7eHfZNO3mSoe4hJotdEExNJDxBsCV2jjS6jyI5t6bTqpaWFqT14PDTz3pAotejOnD059ubej3aoCGk1tvDNceQuY8StzMFqyYSniDYmLCwsG7XNfv4kL+zrYXXnuSufpY3KCSYwN89IXppCjZJ9NIUhAHEISAARUT4zwucFIb/tQ8awrAXnhfJTrBZIuEJwgBjmCkDoEFtWN5yRcmV19+ita7eTJEJgmmJhCcIA0z7TBkOI4a3LZBKcRgaBDKpGIcn2DTxDE8QbJBOp6O1tbXb9S2FRTRfygepFN/nnkExbGjbrPevrUN9Lov6ggLs/f2BthnvxVx5gi2wiYR36dIlnn32WZKSkgC47bbbeP311/H29u55R0GwUa2trRQXF3e7XpubC4DEx5taB3tqi4tBLkPi442+uISy87nIJG3dWfz8/LC3t++XuAXBlKw+4VVUVBAfH09LSwt/+tOfaG1tZd26dWRkZHD8+HHxhyoMSHK5HD8/v27Xt+j1qAB9aRmeWh32gQFtLbzSMgC8R4Vi/9P+crnVf0wIAmADCe+NN95AqVRy5swZIiLaHsRPmTKFefPm8dlnn/Hwww+bOUJB6H9SqbTHL3v2w4ahiAhHnZWN6rV/4hAQSHOhCnQ6FJEROA8b1o/RCkL/sPob81999RWzZs0yJDuAuXPnEhYWxldffWXGyATBshl6a2p1NF+5Atq2ZOf/8CpzhyYIJmHVLbyqqiouXrzIXXfd1WlddHQ0O3bsMENUgmAd2ntrNhcWoiktw87HG4eAAHOHJQgmY9UJT6VSARAYGNhpnb+/P7W1tdTU1ODm5tbfoQmC1XAICBCJThgQrPqWZl1dHQAKhaLTOkfHtpp/DQ0N/RqTIAiCYJmsOuHpdDoAJJIuZ/YCEOOHBEEQBMDKb2m6uLgA0NjY2Gld+7L2bbrj4eGBh4dHt+t1Oh16vb4PUQ4sdnZ2ALi5uV333Au2R1z/myORSHr8ci6GhhiHVTd/hg4dCkBRUVGndYWFhbi7u+Pk5NTfYQmCIAgWyKq/Nri7uzNixAhOnjzZad2pU6eYOHFin1+jsbERtVp9/Q0FAMO5qqmpQaPRmDkaob+J639zFAqF+HLeD6w64QEsW7aMt956i+zsbMLD26Y92bdvHzk5OTz33HPX3b+qqqrHmoOCIAimplare/xi3d5BT+gbq094zz//PJ9//jlz5szh2WefpampiX/+859MmDCBFStWmDs8QRAEwUJY9TM8AG9vbw4ePEhUVBSrV6/mrbfe4he/+AW7du3CwcHB3OEJgiAIFsLqW3gAYWFh7Ny509xhCIIgCBbM6lt4giAIgnAjbKKFdzO0Wi3QNr2QNfTC1Ol0VjGIvqWlhdbWVioqKqziQbu1nFdriVNcf9NoH1fc/rkl3JwBm/CqqqoAyM/PN28gNsoaPuwE0xHX3zSqqqoYPHhwt+sdHR2RyWRmSYwymcxQ0tFSDdiE5+rqCkBERITFV4QoLy/n4sWLjB492uLH6ohYjc9a4gQRq6nU1dWRlZVl+NzqjqurK6tWraKlpaWfIvuZg4MDzs7O/f66vTFgE1775JiBgYE9lhazFBcvXsTf31/EamTWEqu1xAkiVlOoqqoiKyurx0l92139BV6j0bB//35SU1MpLS1FKpXi4+PD5MmTiY+Pt8iSZd9//z0//PADf//733tszd4My3u3giAIQp9ptVrefvttLl68SGxsLDNmzECn05Gbm8umTZtIT0/nqaeeMtQ/HQhEwjOByspK1q5dy+OPP05YWJi5w+lAr9dz6NAhf1v0jgAAEmlJREFUkpKSKC8vx8XFhXHjxrFkyRKLvv9uyecUrOu86nQ69uzZw+HDh6mursbX15d58+YRGxtr7tB6ZMm/A5Z4/dPS0jh//jyPPvoo0dHRhuWzZ89m9+7dbN68mZSUFOLi4swSnzmIhGdkFRUVrF+/vssZHCzBnj172Lp1K/Pnzyc8PJzS0lK2b99OYWEhTz31VI9TLZmLpZ9TsK7zumXLFvbv38+SJUsYNmwYZ8+e5ZNPPkEqlTJ58mRzh9clS/8dsMTrn5eXB0BkZGSndfHx8Wzbto2LFy+KhCf0nk6n48iRI2zatMncoXRLp9ORkJDAjBkzuOOOO4C2TjvOzs588MEHFBQUMHz4cPMGeRVrOKdgXee1qamJxMRE5syZw4IFC4C2WC9fvsyBAwcsLuFZw++ApV7/QYMGAXDo0CHmzZvXYZ29vT1vv/12h2d4aWlpJCYmcuXKFTQaDe7u7sTExLBkyRLDbc9PP/2UgoIC7r//fr777juUSiVubm7cdtttTJ48me+//56UlBSam5sJDQ3lvvvuw9PTE2h7Nrdz507++te/8sUXX3Dp0iVcXV2ZNm0aCxcu7HF4SENDA9u3byc9PZ36+noGDx7MzJkzmT17dq++TFj+ABQroVKp2LhxI7GxsaxcudLc4XSpqamJyZMnd/pQ8/HxAaCsrMwcYXXLGs4pWNd5tbOz409/+lOnD0CZTGaRRdSt4XfAUq//lClTkMvlfPfdd/zlL39hy5YtZGVlGWaxuDrZHT58mA8++ACFQsGdd97JXXfdhZeXF3v27CEhIaHDcWtqavj3v/9NaGgod911FxKJhM8++4x3332XzMxMFixYQFxcHJmZmXz66acd9tXr9bz55pvY2dmxbNkyhg4dyvbt29m4cWO376OpqYl169Zx7NgxYmNjufvuuwkICOCbb77h//7v/3p1TkQLz0g8PT155ZVX8PDwICcnx9zhdEmhUHDvvfd2Wn7q1CmgrceqJbGGcwrWdV5lMhlBQUFA24dPbW0tKSkpZGdnW2SxdWv4HbDU6x8QEMBjjz3GZ599RnFxMQkJCSQkJGBnZ0dUVBS33347fn5+AOzdu5fg4GAef/xxQ4spLi6Ol156iVOnTnH77bcbjtvQ0MA999xDfHw8AF5eXrz77rsUFRXxt7/9zdAarKqqIjU1FY1GY1im1+sZNmwYjz32GBKJhPj4eD766CMOHz7MnDlz8Pf37/Q+9uzZQ1lZGS+++KLhXMbFxbFlyxZDy7r9d/p6RMIzEicnJ4sfy9OVvLw8du/ezfjx4wkICDB3OB1Y6zkFyz6v7Y4fP87HH38MwJgxY4wyf6SxWevvgKVc/7Fjx/Lqq69y+vRpzpw5Q1ZWFjU1NZw4cYL09HT+8Ic/EBYWxurVq2lubu5we7Curg6FQkFzc3On444fP97w/76+vobXurrH5+DBg9Hr9dTV1RluawIsWLCgw+vMmzeP48ePk5GR0WXCO3XqFAEBAbi5uVFfX98hhoSEBM6cOSMSnnB9ubm5/Pvf/8bb25sHHnjA3OHYDGs5ryNGjODZZ5+lpKSE7du3889//pMXXnhhQHVTNwVLu/52dnZMnDjR8IXmypUr7Nmzh+PHj/Pll1+ydu1aZDIZBQUFpKamUlxcTGlpqaFajpeXV6djXj0Avv3Z27UFPNqX63S6DsuvTWrtt34rKiq6jL+srAyNRsOzzz7b5frKysqu33gXRMIboFJTU/n000/x8/PjD3/4g1V+i7ZE1nRefXx88PHxYdSoUXh7e/Pmm29y8uRJpkyZYu7QrJalXP/m5mZ27drF0KFDOwxJAAgKCmLVqlWo1WrOnj1LfX09e/fuJSEhgaCgIIKDg4mNjSUkJISNGzcayjBeTSaTdVp2o51Hrt23PSF212lFr9czcuRIbrvtti7Xu7m53dDrgkh4A9Lu3bvZsmULoaGhPPHEExY3TsxaWcN5ra2tJTMzk9GjR3f4lt7ei7CrDzfhxljS9bezszM8l7s24bXz9/cnMzOT5uZmEhISuuwYZIqaqGVlZR1u85aWlgI/t/Su5eXlRVNTExERER2WNzQ0kJ2d3e1+XRG9NAeYgwcPsnnzZqKjo3nyySct8kPZGlnLeW1ububTTz/l8OHDHZZnZmYCMGTIEHOEZfUs7fpLpVImTpzI+fPnOXr0aKf1DQ0NnDx5kvDwcBoaGoDOtxozMzMpKSkxeiHqxMTEDj/v3bsXqVRKVFRUl9uPGzcOpVLJmTNnOizfuXMnH3zwAYWFhTf82qKFN4DU1NTwzTff4OXlxezZs7l8+XKH9d7e3hZfSNsSWdN59fb2JjY2lh07diCVShk+fDgFBQXs3LmTyMhIRo8ebe4QrY6lXv/ly5dz6dIlPvnkE44dO8bo0aNxdHSktLSUI0eO0Nrayr333ounpyeenp7s2rULjUaDh4cH+fn5pKSkYGdnR1NTk1HjOnLkCGq1mtDQUM6dO8fp06dZtGhRl88KARYuXMipU6d4//33mTlzJv7+/uTl5XH06FHGjBnTq99ZkfAGkLNnz6LRaKioqGDdunWd1j/44INMnTrVDJFZN2s7rytWrMDX15eUlBS+//573NzcmD17NosWLbKoijDWwlKvv7OzMy+99BL79u3j9OnT7Nixg5aWFtzc3Bg/fjyLFy82PP/6/e9/z7fffsuBAwfQ6/V4e3tz9913o9Pp+Prrr8nPzzfa4PnHHnuMH374gfT0dAYPHsx9993XY7UXJycn/vSnP7F9+3bS0tJoaGjA09OTxYsXs2DBgl7NZyjR6/V6Y7wJa1NVVcW+ffuYO3euxVdKLygo4Pjx4yJWI7OWWK0lThCxmoo1fV51x5SzINwo8QxPEARBGBAG/C3NoqIiamtrzR1Gj8rLywERq7FZS6zWEieIWE2lvWOJ0DcDNuG1j/1o751mDUSspmEtsVpLnCBiNZVrB3ELvTNgE177g87Jkyd3GI8k9E1RURGZmZnivA5Q4vqbRm1tLcePH+9VBw1Lc/vtt3eoyWkOAzbhtXN1dbXah8CWqP3WkDivA5O4/pbh008/5ciRIx2WyeVy3NzcGDt2LEuWLLmpKjBNTU1oNJpeDbNISUnhs88+45lnnjH7xL0DPuEJgiDYquXLl+Ps7AyARqOhqKiIgwcPUlBQwPPPP9+rFmNBQQH/+c9/eOihh8yeuG6WSHiCIAg2avz48Z2GAPj6+rJx40bOnj3LuHHjbvhYKpWK6upqY4fYr0TCswCVlZWsXbuWxx9/vMM3p5qaGr799lvOnTuHVqslMjKSu+++u9tbRQcOHGDfvn384x//6K/QB5y+XKvy8nI2b95MTk4Ora2thIeHc+eddxqmVxGMqy/XSq/Xs3fvXg4dOkRlZSVeXl7Ex8cb5oCzZu3noqioqFcJzxaIhGdmFRUVrF+/nsbGxg7LtVotb7/9Ns3Nzdx///1otVo2b97M+vXrefnllztVHD927BjffvuteG5iQn25Vk1NTaxfvx6pVMp9992HXC5n586d/Otf/+Kvf/2rRc+qYI36+ne1adMmDhw4wJIlSxg+fDhnz57lq6++QiaTMXPmTHO8JaNpn4bH29vbsCwtLY3ExESuXLmCRqPB3d2dmJgYlixZgp2dnWHQOMAbb7yBl5eX4Yt1TU0N27Zt4+zZszQ1NeHr68uCBQuIiYnp8Lq1tbV89NFHnD17Fp1OR1hYGPfcc0+HufJMTSQ8M9HpdBw5coRNmzZ1uT4tLQ2lUslf/vIXQ2XxIUOGsHbtWlJTU4mNjQXafom2bdvG4cOHxYemiRjjWp04cYLS0tIO2wQGBvLSSy+RlpZm9R+ilsIY16q8vJx9+/Zxzz33MGvWLADCw8OprKzk3LlzVnWt1Gq1YdLU1tZWioqK+Prrrxk6dKihdXf48GH++9//EhUVxZ133olWq+XUqVPs2bMHe3t7br/9diZMmEBNTQ2HDh1i4cKFhjJjDQ0NvPrqq9TX1xMfH8/gwYNJS0vjgw8+4OGHH+4wqfDnn3/OyJEjueOOOygsLCQ5OZmKigpefvnlfjsfIuGZiUqlYuPGjcTFxREREcG7777bYf25c+fw9fXtMI1GQEAAfn5+nD171pDwdu3aRVZWFo8++igZGRmcP3++X9/HQGCMaxUdHY2/v3+HbeTytj+/1tbW/nkjA4AxrlV6ejpyuZxp06Z12PeRRx7pl/dgTH//+987LbOzs+PZZ581/P61TyP0+OOPG2qpxsXF8dJLL3Hq1Cluv/12hgwZQnBwMIcOHSIiIsJwWzQhIYGqqiqeeuopw/Q906dP529/+xsJCQkdEl5YWBi//e1vDa/R3NxMSkoKZWVlHVqbpiQSnpl4enryyiuv4OHhQU5OTqf1RUVFXT7b8fHxoaSkxPBzXFwcd911FzKZjIyMDJPGPFAZ41opFApCQkKAn79pb9q0CWdn5063foSbZ4xrdeXKFXx9fcnNzWXLli0olUrc3d1ZsGBBj0WOLdFDDz1kGA/Z2tpKZWUliYmJ/Otf/+K3v/0tkZGRrF69mubm5g6Fw+vq6lAoFDQ3N/d4/DNnzhAYGNhhrjqZTMYTTzzRqQfo5MmTO7zG8OHDSUlJoba2ViQ8W+fk5NTjLcjGxsYuJzZ0cHDoMF2Hn5+fSeITfmasa9Xu3XffJSsrC4lEwv3339+rGZuFnhnjWtXX11NdXc3HH3/Mbbfdhp+fH6mpqWzcuBHAqpJeSEhIp16aMTExvPzyy3z99desWbMGmUxGQUEBqampFBcXU1paapj4tbspe9pVVFQQGRnZaXlX5/jasXt2dnZA/97hEAnPQun1+m6narHmagu2qLfXavHixSxcuJD09HS++OIL6urqWLRokanDFLixa9Xa2kp9fT2PPvqoYbbw9md4O3bssKqE1xVnZ2dGjRpFeno6DQ0N7Nmzh4SEBIKCgggODiY2NpaQkBA2btxIVVVVj8fS6XSGxHU9lvC5JRKehXJ0dOyyddDc3Gz22ZSFjnp7rUJDQ4G2ZxpqtZqdO3dy6623dup5KxjfjVyrQYMGIZFIGDt2bIdtRo8ezblz56itrbX6smnttyqbmppISEggNjaWlStXdtimvZXXE09PT8rKyjotP3r0KOfPn+eee+4xTsBGYv6UK3TJ19eX0tLSTstLS0vFbUwLcyPX6tKlS5w4caLTNsOGDUOj0Rh60gmmdSPXysfHB71e3+lWm1arBbjhFo2lqqur49KlSwQFBRlmYfD39++wTWZmJiUlJYb3DD+30K6eQnXs2LEUFBRQUFBgWKbVatm7dy8XL17E3t7elG+l10QLz0JFRkaSmppKYWGhoUdZYWEhxcXF4vaXhbmRa3XmzBl27dpFcHBwh3FHmZmZuLq69qo2oXDzbuRajRkzhj179pCamtphCEJGRgZDhgyxqjss6enphtJi0DYY//DhwzQ3N7N06VL8/f3x9PRk165daDQaPDw8yM/PJyUlBTs7uw6t4fbjJCcnU1tby+TJk1m4cCEnT57kjTfeID4+Hg8PD1JTU1GpVPzud7/r9/d7PSLhWaiJEyeya9cu3nnnHe644w4AtmzZQmBgoOjVZ2Fu5FrFxcVx6NAh3nnnHW677TYcHBw4cuQIZ8+eZdWqVRbxfGMguJFrFRYWxrhx4/jmm2/+f3v3r6I6EEYB/FwHERQRCwuDqKVWInYpxcInsJRUouC/RnwhQUIKLSwsgoWVWFrZCPoEFoKISNxiUXZZ4Wa5Br1851cNSYphhuSEmckE5/MZmqZhsVhgs9mg0Wi8svq/ZlnWvezz+RAKhZBKpVCtVpHJZAAArVYLlmVhNpvher0iFouhUqnAcRyYpontdot0Oo1sNotCoYDVaoX1eo18Po9wOIx+v4/xeIz5fI7L5YJEIoF2u/1wMcurMfDelN/vR7fbhWmaGAwGUErdt0DiXM97cdNXkUgEvV4Po9EIw+EQp9MJyWQSzWbzx1wRecftfVWr1TCZTGDbNg6HA+LxOOr1OnK53Atr755hGDAMw9W1mqah0+k8PFcsFu9lpdTDbxGj0eiP+b+vdF2Hruuuj3vpz/XrgKwg+/0etm2jVCpxO64n2u12WC6XbFeh2P/e4PPqOTiOQkREIogf0rz9sJKe47bqi+0qE/vfG2zP5xA7pHk8HjGdTr8tuyUieldKKZTLZQSDwVdX5b8lNvCAz9D7215x9HuO43DVoWDsf28EAgGG3T8SHXhERCQHX8OIiEgEBh4REYnAwCMiIhEYeEREJAIDj4iIRGDgERGRCAw8IiIS4QPzeWipNocnqQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], row='Region', show=SHOW, ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Wrap plots" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Sample', 'Region'], wrap='Batch', show=SHOW, ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can wrap multiple `y` column values and create a unique subplot for each column:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make a new y column\n", "df['Value*2'] = 2*df['Value']\n", "\n", "# Plot\n", "fcp.boxplot(df=df, y=['Value', 'Value*2'], groups=['Batch', 'Sample', 'Region'], wrap='y', show=SHOW, \n", " ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or if we disable y-axis range sharing:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y=['Value', 'Value*2'], groups=['Batch', 'Sample', 'Region'], wrap='y', show=SHOW, \n", " ax_size=[300, 300], share_y=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other options" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Violins" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot distributions with violin plots that show kernal density estimates of the data. By default, these violin plots also contain a small boxes with whiskers to indicate Q1, Q3, 1.5 * IQR and the median of the distribution. Discrete data points are disabled by default but can be turned on with the keyword `violin_markers=True` (box style shamelessly appropriated from `seaborn`)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, violin=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change the style of the violin density profiles and the associated boxplot using keywords starting with `violin`. Note that the standard box styling attributes are ignored when adding the violin plot. The reason for this is to make it possilbe to maintain different default settings for regular box plots and violin plots in the same theme file." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, violin=True, \n", " violin_fill_color='#eaef1a', violin_fill_alpha=1, violin_edge_color='#555555', violin_edge_width=2,\n", " violin_box_color='#ffffff', violin_whisker_color='#ff0000', \n", " violin_median_marker='+', violin_median_color='#00ffff', violin_median_size=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also disable the box overlay on the violin plot as follows:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, violin=True, violin_box_on=False, violin_markers=True, jitter=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stat line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to displaying boxes with a median line and interquartile ranges, a connecting line can be drawn between boxes at some statistical value. By default, the line connects the mean value of each distribution but other DataFrame stat values can be selected. The stat line accepts the typical styling keywords of any line object with the prefix `box_stat_line_` (i.e., `box_stat_line_color` or `box_stat_line_width`)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Mean" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, box_stat_line='mean', ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Median" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, box_stat_line='median', ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Std dev" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, box_stat_line='std', ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dividers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the keyword `box_divider`, lines can be drawn on the boxplot to visually segrate main groups of boxes. These lines are enabled by default but can be turned off easily:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'], show=SHOW, box_divider=False, ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Range lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because outlier points by definition fall outside of the span of the box, we can draw lines that span the entire range of the data. This is particularly useful to indicate when there are data points that fall outside of the limits of the y-axis. These lines are enabled by default but can be disabled or styled through keywords with the prefix `box_range_lines_`:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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