From 24fb01e257182595e784d5aa46709034c9de988f Mon Sep 17 00:00:00 2001 From: kshitij-maths Date: Sun, 29 Mar 2026 22:25:15 +0200 Subject: [PATCH 1/3] enhance: tut-1 ann --- tutorials/tutorial-1-ann.ipynb | 418 +++++++++++++++++++++++++++++++++ 1 file changed, 418 insertions(+) create mode 100644 tutorials/tutorial-1-ann.ipynb diff --git a/tutorials/tutorial-1-ann.ipynb b/tutorials/tutorial-1-ann.ipynb new file mode 100644 index 0000000..592e462 --- /dev/null +++ b/tutorials/tutorial-1-ann.ipynb @@ -0,0 +1,418 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Build and query a simple reduced order model using ANN\n", + "\n", + "In this tutorial we will show the typical workflow for the construction of the Reduced Order Model based only on the outputs of the higher-order model as in [Tutorial 1](tutorial-1.ipynb). Here, we replace the standard Radial Basis Function (`RBF`) framework used in [Tutorial 1](tutorial-1.ipynb) with an Artificial Neural Network (`ANN`)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Install Dependencies\n", + "Install the necessary libraries for Reduced Order Modeling (`ezyrb`) and data handling (`datasets`)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2026-03-29T20:21:39.261129Z", + "iopub.status.busy": "2026-03-29T20:21:39.260988Z", + "iopub.status.idle": "2026-03-29T20:21:40.000326Z", + "shell.execute_reply": "2026-03-29T20:21:39.999632Z" + } + }, + "outputs": [], + "source": [ + "%%capture\n", + "%pip install ezyrb datasets --no-cache-dir" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import Libraries\n", + "Load standard numerical and plotting libraries alongside `ezyrb` components." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2026-03-29T20:21:40.002488Z", + "iopub.status.busy": "2026-03-29T20:21:40.002299Z", + "iopub.status.idle": "2026-03-29T20:21:43.015632Z", + "shell.execute_reply": "2026-03-29T20:21:43.014374Z" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.tri as mtri\n", + "import matplotlib.pyplot as plt\n", + "import torch.nn as nn\n", + "import logging\n", + "from datasets import load_dataset\n", + "from ezyrb import POD, ANN, Database\n", + "from ezyrb import ReducedOrderModel as ROM\n", + "\n", + "# Suppress unnecessary warnings and logging\n", + "logging.getLogger(\"datasets\").setLevel(logging.ERROR)\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Offline phase\n", + "Extract snapshots (high-fidelity solutions) and parameters from the dataset. We use `%%capture` here to avoid unauthenticated request warnings." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2026-03-29T20:21:43.018521Z", + "iopub.status.busy": "2026-03-29T20:21:43.018146Z", + "iopub.status.idle": "2026-03-29T20:21:48.494010Z", + "shell.execute_reply": "2026-03-29T20:21:48.493130Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(8, 304) (8, 2)\n" + ] + } + ], + "source": [ + "from IPython.utils import io\n", + "\n", + "with io.capture_output(stdout=True, stderr=False) as captured:\n", + " data_path = \"kshitij-pandey/termal_dataset\"\n", + " snapshots_hf = load_dataset(data_path, \"snapshots\", split=\"train\")\n", + " param_hf = load_dataset(data_path, \"params\", split=\"train\")\n", + " triangles_hf = load_dataset(data_path, \"triangles\", split=\"train\")\n", + " coords_hf = load_dataset(data_path, \"coords\", split=\"train\")\n", + "\n", + " def hf_to_numpy(ds):\n", + " return ds.to_pandas().to_numpy()\n", + "\n", + " snapshots = hf_to_numpy(snapshots_hf)\n", + " param = hf_to_numpy(param_hf)\n", + " triangles = hf_to_numpy(triangles_hf)\n", + " coords = hf_to_numpy(coords_hf)\n", + "\n", + "print(snapshots.shape, param.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create Mesh Triangulation\n", + "Set up the triangulation object using the coordinates and connectivity for visualization." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2026-03-29T20:21:48.496172Z", + "iopub.status.busy": "2026-03-29T20:21:48.495987Z", + "iopub.status.idle": "2026-03-29T20:21:48.500467Z", + "shell.execute_reply": "2026-03-29T20:21:48.499638Z" + } + }, + "outputs": [], + "source": [ + "x, y = coords\n", + "from matplotlib.tri import Triangulation\n", + "triang = Triangulation(x, y, triangles)\n", + "triang = triang" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize Snapshots\n", + "Plot the high-fidelity snapshots corresponding to different parameter values." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2026-03-29T20:21:48.501970Z", + "iopub.status.busy": "2026-03-29T20:21:48.501795Z", + "iopub.status.idle": "2026-03-29T20:21:49.688305Z", + "shell.execute_reply": "2026-03-29T20:21:49.687093Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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88EKsXr3axEOjDQ0SGKOSwbJlywAATz75ZC3Ibtq0CZs3b6459D5f+9rXsGXLlsAMXy+99BK6u7sDPaMHHHAAnnvuOer+dIwH8cEPfhDXXnstbrnlFnz6058GqrOY3XbbbVi6dCkWLVoEAJiYmMBrr72GOXPmBGaS3rx5c924Gv/zP/+Dn/70pzj66KNh27bUfnjIXE9ZdI1lp4LM9Ql/F47j4KSTTsLatWtxzz331O7DuPsBgKeeegqnnnqq1nM1zGzaMU6+5S1vwf/3//1/+POf/xzoIf/BD34A27Zr58GKkx/60Ifw1a9+Fd/97nfxnve8p/b+d77zHaTT6drMrTMlTsaJd7KYmGdoVdoxFopqPtZzu2nTplomuU+pVMK///u/o6Ojo9bJamKhWCwU/W1SuZ4mFhoaSTvGQxp33303nnjiCVx77bWR8XD//ffHj3/847r1L730UoyOjuLGG2/EHnvsAZh4aLShQQ7PwGT//ff3TjnllNrfDzzwgAfA6+np8T7+8Y97N954o3fKKad4AwMDHgDv//7f/+v9/ve/9zzP8x555BFv1113DWzvC1/4gvexj30s0WM+8cQTvXQ67X3mM5/xvvWtb3mHHXaYl06nvYcffri2zK9//WsPgLdq1arAuu9+97u9Y445xvvKV77i3XLLLd4nP/lJr7Oz0+vr6/P+9Kc/Se/HB4B3+OGH170vcz1JPvaxj9Ude6shen3C38WFF17oAfCOPfZY7/vf/37dS3U/Tz75pAfAe+CBBxI+c8NMo93i5MMPP+ylUilv3rx53uWXX+7dfPPN3tFHH+0B8M4+++zacqw46Xme99GPftQD4H3oQx/ybr75Zu/EE0/0AHiXXHJJYLmZEidV453PTTfd5F1xxRXexz/+cQ+Ad/zxx3tXXHGFd8UVV3jDw8NK+zIxz9Bo2i0Wimo+1nN73HHHee95z3u8yy67zPv2t7/tXXHFFd4+++zjAfCuu+66wLImFvJjoehvk8x+PBMLDU2i3eLhww8/7L33ve/1/vVf/9X7zne+45199tleKpXyjjrqKK9UKtWWi9KGYQ4//HDvrW99a937Jh4abWgQwxiVEVx//fVed3e3NzEx4Xme591www1eKpXy7r33Xm+PPfbw8vm89w//8A/es88+6+2xxx7ezjvv7K1bt87zPM976qmnvFmzZgW2t3LlSu9Tn/pUosc8OTnpffrTn/YGBwe9XC7nveMd7/Duu+++wDKsgHDjjTd6hx56qDcwMOCl02lvwYIF3kc+8hHvpZdeUtqP53ne6OioB8A7+eST6z6TuZ4k7WBUil6f8Hdx+OGHewCYL9X9fO5zn/N22WUXz3XdhM7YMFNpxzj52GOPeUcffbQ3ODjoZTIZ7y1veYt35ZVXCovRYrHoXXbZZd6uu+7qZTIZb8899/RuuOGGuuVmSpxUjXc+u+66KzPmvfrqq0r7MjHP0GjaLRaKaj7Wc/uDH/zAW758uTd//nwvnU57s2bN8pYvX+7dc889dfsysTAI65qK/DbJ7MczsdDQJNotHr788svekUce6c2ZM8fL5XLePvvs41199dVeoVAILKfDqDTxMIjRhgYWxqiMYHh42BsYGPC+853veJ7neWeddZa31157Ca07OjrqZTIZ73//939r7x1xxBHerbfemtjxtiL33nuvZ1mW98wzz9R9JnM9SdrBqGwlpqamvMHBQW/16tXNPhTDDoiJk/ExcVIvJuYZmoGJhfExsVAvJhYamoWJh/Ex8VAvJh62H3azS89bmb6+Pnz2s5/FNddcA9d18eyzzzInNgnT3d2ND3zgA1i1ahUmJyfx85//HM888ww+8IEPJH7crcSvf/1rnHzyydSxMmSuJ6oDiU9NTcFxnMD/DdHcdtttyGQyOO+885p9KIYdEBMn42PipF5MzDM0AxML42NioV5MLDQ0CxMP42PioV5MPGxDmu2Utguu63rd3d11Y5BFsWnTJu/oo4/2Ojo6vL322su7//77Ez3GdkLleq5ataou9fu2225L9DgNBoM4Jk7qxcRJg6E9MbFQLyYWGgzti4mHejHx0DBTsLzKQK0GDq+88gr22GMPfP/738dHPvKRZh9O22Oup8Gw42Gea72Y62kwtCfm2dWLuZ4GQ/tinl+9mOtpmCkYo9JgMBgMBoPBYDAYDAaDwWAwNB0zRqXBYDAYDAaDwWAwGAwGg8FgaDrGqDQYDAaDwWAwGAwGg8FgMBgMTSfd7APQjeu6eOONN9DT0wPLspp9OAbDDoXneRgdHcXChQth2+L9HFNTUygWi0LLZrNZ5PP5GEdp8DHx0GBIBtVYCIl4aGKhPkwsNBiSw2jD9sLEQ4MhGYw21MsOZ1S+8cYbWLRoUbMPw2DYoVm/fj123nlnoWWnpqaw267dGNrkCC0/ODiIV199dcYE4SQx8dBgSBaZWAjJeGhioT5MLDQYksdow/bAxEODIVmMNtTDDmdU9vT0ANUbpLe3t9mHYzDsUIyMjGDRokW150yEYrGIoU0OXl23K3p7onuXRkZd7LbkbygWizMiACeNiYcGQzKoxEJIxEMTC/ViYqHBkBytpg0feeQRXHPNNVi3bh02bNiAH//4xzjuuOOYy//Xf/0XvvnNb+Lpp59GoVDAW9/6Vlx22WVYsWKF8Pm0EyYeGgzJYLShXnY4o9JPYe/t7TXB12BICJVSka7uyisKx1M/JkM9Jh4aDMmiWjbHi4cmFurFxEKDIXlaRRuOj4/joIMOwkc/+lEcf/zx3OUfeeQR/MM//AOuuuoq9Pf347bbbsOxxx6Lxx57DAcffLDcztsAEw8NhmQx2lAPO5xRaTAYWhMXHlxER1je5waDwbAjwIuHJhYaDIaZQBLa8Oijj8bRRx8tvPzq1asDf1911VW455578LOf/WyHNCoNBkNrYrRhEGNUGgyGhlDyHJS86ABb8tyGHY/BYDA0C148NLHQYDDMBGS04cjISOD9XC6HXC6n/Zhc18Xo6CgGBga0b9tgMBhYGG0YRG46IkkeeeQRHHvssVi4cCEsy8JPfvIT7joPPfQQ3v72tyOXy2HPPffE7bffnuQhGgyGBuH3EvFeBoPBsKNjYqHBYDDIacNFixahr6+v9rr66qsTOaZrr70WY2Nj+NCHPpTI9g0Gg4GG0YZBEs2olB0j5NVXX8X73vc+nHfeebjjjjvw4IMP4uyzz8aCBQt22AGNDYaZggsPjin9NhgMBm48NLHQYDDMBGS0YXjylySyKe+88058+ctfxj333IN58+Zp377BYDCwMNowSKJGpewYIWvWrMFuu+2G6667DgCw77774re//S1uuOEGY1QaDG2OGaPSYDAYKphxiAwGg0FOGyY9+ctdd92Fs88+Gz/84Q+xfPnyxPZjMBgMNIw2DNJSY1SuXbu27odhxYoV+OQnP9m0YzIYDHooeZ7AOEQzKwAbDIaZCS8emlhoMBhmAq2iDX/wgx/gox/9KO666y68733vS3x/BoPBEMZowyAtZVQODQ1h/vz5gffmz5+PkZERTE5OoqOjo26dQqGAQqFQ+zs80HIUhQ27Sx1fykp0SE8AgCM5SOqYV0SfnRdf3i2gw8oIL69yzrLnILsfW2Fo1ZJXFl520isBALpt/SUlPrLXaNIrSR3PJmcCsyXuC5/cglek1xHFESjv4X1uiEY1Hv5D6iS5HTVoMGcrlRJe1u7shDM2Lrx8qrcH3uSk1PF4jiO1PABYafF4K7sPr1ySPh5IHpPdkYczOqq0H7GDkY/ndkce7sREovu437lbeh0ZePHQxMJ4xNGGrRgPZWIhFOOhOy7xTCmcs2wsRAPioWwsBNBS8bARsRAJx8MktOHY2Bhefvnl2t+vvvoqnn76aQwMDGCXXXbBJZdcgtdffx3//u//DlTLvU8//XTceOONWLp0KYaGhgAAHR0d6OvrUzqvVsJowxbUhtms3D5K4u1Yow2T24fRho0leectYa6++urAwMqLFi1q9iEBACbcYuL7GPPk9jHmFgSWio9v9CVBQXHbBQmj0qdR14uHfz1b5XhUcTyxl0GdhsVD2cZUTt40l9p+ZycAINXdJbWeRen8Yi5b3UfSpGaJN4pS3d3y2+/uhp2X64RJ9fQg1dMjva8k8M2CdsfEwmRpVW2YdCwEEQ9FSfU25tm2usTjLQDYEvHcysqboACkYyGq8bAV8GOhzPfdqO9ahiS04ZNPPomDDz4YBx98MADg4osvxsEHH4wvfelLAIANGzbgtddeqy1/yy23oFwu4/zzz8eCBQtqrwsvvFDvyTYJow3bXxvKoKoNpddpEW1od+SNNtxBaSmjcnBwEBs3bgy8t3HjRvT29lKzKQHgkksuwfbt22uv9evXJ3Z8skaRrFk55haETT7SpNzuTkntR3Qfk16pIeaYrOE66ckd01j1+qialc00COOYvlsl74ukcQVfBnUaFQ9lGneqQlRUNIUbaSKCtFGNtVR/v9Tydq+4UFRpYMelmYI0jhBtxca5iYXJ0khtaEs0aqEQE2UakGQ8lG2c211iDW67uwt2CzROfXyTUtqgrV5XVbOy2fFQlVaLh0lowyOOOAKe59W9br/9dgDA7bffjoceeqi2/EMPPRS5fLtjtKHgtltVG3Z3CXdix9GGquuaWKgPow2DtJRRuWzZMjz44IOB9+6//34sW7aMuU4ul6sNrpzkIMsyhpFKNqWMGUYz9nhmZaPMNtn9+OciYraS2ZSiZuVYaLsqZiU0Xz/R+0NHZmormZUuLDiclwur2YfZ1jQiHvpCJsnGuUrPrioiPed+j7lM49wXojJZQaKQYlLmWpHLxhGkukSpaEOCJkRF101Vy/ZaTZDy4qGJhfFolDZMumFeM9ME4hTtmeCZlY16Luw+uevvx82U7HqicSEUN1uhgR4nHsrSSvHQaMPkaTVtSMbCRmnDJLIqY2nDBDIxjTY02nBHI1GjcmxsDE8//TSefvppgBgjxE+3v+SSS3DaaafVlj/vvPPwyiuv4LOf/SxeeOEFfOMb38B//ud/4qKLLkryMLmQhhHPsGqGSakCzwSTOWfacrrLv2kl3zyzMmxSxkVHdmVck1Jk/1uc4PgcrWJWljxL6GVoXWQFTJyGudD2GYIkSpC2mijxIbMpZcq/IXjNaMvE6XmPK0gb0ShPhcYWa6Xv3sTC9od8fniN82bFQll4WZVkx4to45w0KWXLv3nQSr5510J3R5iOBnrceCiyfvgYWyUeGm3Y/jSiwmPGakPimFtFG0bpsmbHQhGMNmwfEjUqZccI2W233XDvvffi/vvvx0EHHYTrrrsO3/nOd7BixYokDzOSuIZbI8aq9GFlJbbq2IZh01W2hB0KZeCIkVXpo2pYNiKTMmxS+rSCWcnrMfdfhtaEJlyiGufNbpjL9J5H9ZyHxx8SaZzLlvXIwBKQUdcu6rMoQcoTgqoNdF1CNGo7YSFae79FBKmJhe2Lnc/FbpjrHJtNNRa2yrMQJpyFzsqqjBqXkm1UqMVCEVTiod3Z2ZiGOeO4WuEeMNqwvWk3baiLmawNeRhtqI6JhUESnfXbHyOEBW3sjyOOOAJ/+MMfkjwsIaLMojG3QJ2BuRWyKbe7U1KzgNOgnTvrnMnPk0JlAh1eNmXBKyNnxbv9edfER+a+EDEpWftlmZQ+W90ppZnAdeF6FlxOTxDvc0Nz0JVJaefycAv0Z7MRQrQRQoQmRO3uLrgRs06Kjk3J+x5S3d1wxsbq3hPZrjulHsN9QSoyA2QjyxtZpHp74IwkOFulALx4aGJhaxJt7HfApcwWm3TDXGx7XVIz39KgDWNh9/TAjXjuZUu+m03cWIhqPNQZCyEYD+3OTuqMtzzDoNnx0GjD9qUdtSEtFrK0odXRIT0DOHO/NG3IeGZrnwt2uBttqIdmx0IYbVhHS41R2SqoZLRFmVGszxpR8h21D13l2Sompej5iJiU4axK0ZLvuJmVEMiu1G1SsuCZlD7NzKw0vebtCb8EJH4pX1ImpeyYRGFYszk2YiIJ2RKf2nrEtWzkWJ8QaBAnIUSp4/IxeswDyzS599zEwvZDJcMkyqRkfdbsThvRSXV4qJiUog1zkVm+6yda09MhJAIvo0i3SRl1HELLNTEeGm3YnhhtSDkGow3p+26CNqQeh9GGbYcxKkMIz7odM4MwSZNSpYTah5dJqmtbLGSPfbtbwna3hCFnDGPulPS4lDrMSjCuTaNMSlmaZVY6sIVehtZBtMFGClJe9lD486QFky9IeeJDZOB07r4Uynp0ZVMCgNXXC6uvF+mdFkpfV11jTLEa6K0kRGvLNrVxbmJhO6ESC1VI0qSM0ziPMhBlG+cq41SS5d9CJmV/H+z+PqQXLkCqu7up8bBu2y1mUtaWb1I8NNqw/dDdaUNjxmtDTdmUmKHasK6jymjDtiTR0u92Q9Ys8ktwZUu+G5FJud2dQkrAdZ/0Suiw+KKPRTOyKbe7jPeJ5fskzklHGTiIayF7T6iYlGT5t2g2JUkzysDLno2SFx1gy+yRIgwNphFClLu9UCllo8YeQkSPee1YOCWPOkjN6oPz5vbI78Jijd9Wfd/bPiK8Px1ljz5k+WMrmpS1dZpU6sOLhyYWtg7S5Y3VuJVkw1w5k7K7C7D5DR27qxPuuLy2qK2fYDYlc/1++vNvEY1OrwnPOln+mLRJySsl5dGMeGi0YXshEw9lYiFZ/s2Lhe2kDZsxLiVLF8JoQ/F1jDZsCYxRWUXWLNrsOtV/JzDf5l/GCbeITjvblBm+RZEdH7GR41KyzEmSFCw4qDzBqqalimm4zS1H/j3HZu8/bialiknp02iz0vFsOBwx6sywANyqSAnRaiPQ7u2BOywufNDAAdJFM4nijEfEE6O0cSpFsylJogQob3kRYRpXkJL7S/f1Aq5b+9sd3s7ebwwhand2wsqod7g1Q5Dy4qGJha2BtEnpm2Ku2BfoN85bcbKI2v4E4ifZOE9yXMpwNiXLnGSuL2FakrFQJT5ZoaycdE/wO04qHiLmzLuNjodGG7YPjdKGUsfU4tqQB61zgRdz/U7swDEabVi/rtGGbY8xKilmkW9CirLRFSsfnnIqD+WilP7xBTZS7tyFgvuJm1Ups23RCYHyVkrInBTBNy2jDEuZrMqwEcljC3EepGkZx6Tc7DqY8tRNSp9GmpUuLLiclHUXMywCtyBhIWpLlEDY/WJCyUYvkMvC2zYstryEELUG6IahJyGUeT3mteOqNs6T7jGXFaAsRIWpjCCVObawqeCL01hC1M8OmIjXiGi0IOXFQxMLm08jYiEA2Lk5wrFQFlo8FI2FcbMqo7C6OuCNExlRAoZBqq+3kp0laU4yj6H6fUYZllKxULJckDwPsqEeNx5aqZTy+j6NjIdGG7YHba8NZw9Q3/feFI+9RhsabZg0RhsGmdFG5WtO/LH6pjwbecsVWHKa9VVTMcqwjDL0aKZk/XGlsNGZNtTmaxAuAPCG4wJO5aFfmNI/TsKWqpnbY8tdUx8yqzIML8uSNV6lrDEZxRa3hM1OHoCHvSm+qahJXvIswNITrBplVooMAjzTBgluFdLz5sTfSC4LFASzwLu7gFKp1oiOEqVRQpRlStaRz8GaPauyr61viq0jgDU4F/ZO84ChrdLr8rIpvXmEqB4ei1pUCZXyHyj02kdh9/fB3mUnwPPgrn+j/nPRfWn6fWukIOXFQxMLm4eWeJjJACXxzkgyliUaD7NZWIRpwDMthSe3mT8HqcG5lW1u2iK0jhRzK/HQHkkgFnKyLJnllRrHMbP7+4CeLthAS8RCNDAeGm3YurStNmSYkvXHlmk9bciJud782dN/vKn/+TTakLIZow2bxow2KuMyxSlVIBl2swCAvDVterEMS9KkFDEl64+r/sHc6EwbYDTTMiq77w2Hbhr674saljTzdQtj28OuhX47uV4Dlmlpw4ILT6s5SVIxKSu8WKo8fgMptVT6ba6FAU3XaKs7hdedLN6hZWt0Sl4KJcq9GVwmwQMwsOnoAHSUtcgIUgIRUSpsSoYJNTJ9UQqGMI0aON2qNsTDeIPTwtGKEKa08u/AduYxevz7u2ElYFYioifdb5zrFJ91EGatvWghoGJCVH/PrJ5ueKPxr1GjBlHnxUMTC9sYmVIzf4bt8rTmYMVDsmGuFA+z2bq3ZEzLunXn000Mq2puiBqW1Ib5XEYs7OuBtT25BiPTtPS8ZGNhz/Q1sHdaUPlPxG9FFFZfr7TJwCLV2wNrVnJZYTDasLWJqw1z2el/k9KGoqZk3bEF43RTtSFnbNmAOUm+P6sHVgJmJYw2rN9cA2IhjDasY0Yblb552G/LB0/SpORlVfr7YRE2LFXMyelj4fcehE3LP5UqwXq/TMW8YxmTLMjlRUxLljlJkoKHYTdo4CZhXG5z0thWzcDcLV3ZXyNMyuAx5KTMypI3fV10mJWvO9H3py5cgdnKZlpKe0sRR5DmJO6hiN5iWlaRskEJwqQs0Z9pmjD1dt8J1quVHlyW+KytQ8mK94VppCitijCWMUndV38wAzMR43LxTtP//+vryQlRVjap/76oKA11usUVpI0QoT68eGhiYRPxG6Qq8VDFpGQQbqTHioUUk7Juf2HTcteFlT9e21D5nGFMMrdHZGMJmZYMczKwTc+D1xfsTEjCuPT6egB/P5SMHq0QJmVgbNPuLjmzkoiHOszKRsVDow1bHFVtKKMLoaANVQ1KECZlq2nD6jVgGZPUfc0KxcMkjEujDZXXlcVowyAz2qj0GXazUmalTCalDOsdD6NuFv22WoadiElJstXNYyvhGT5bzGF2Kl5WFS3LctIrBcxRVUSNS1b59zYn+nZ/texh3MsASGMw5nUgYRmUwWOrGCo8w5I0KWvrKpqVjTIofcQGTJ9ZAbjlUGmgq5qUvNLIRQthxRlbRnISDG/3aSHm7r0LUtvjxYConnQZg5K5/RjGZVjYUpfZa5daFLU3swc6l0ZkAqHebr4gZZT0qAjSRopQH/6A6SYWNh3ZBnrYpJQs/2ZhDfQDnR3ApOJwRQImJYnX1w30TT+n7p6LkBqNFw9pWZZWV0fAzFQlrnEZXr+ORQuBTAoeAGurxljYI1BW7/9m8gxLSjxUNSsbHQ+NNmwDZLVhHJNSRBtOxpjMNSc3J0NDtaGEQcncfgzjsqW0Ie2ZN9pwxsVCY1RWEc2ulDUpw9mUU146UP5NMsrJvIw+LnmTkoQnEmSRzbJUIcq45JmSPIacjtr31G/HmPRGwKQkicqupJmUtfUkzMpGG5Q+LmwzYHq7ICpKaWJUscSHhtfZoWZWSpiUbh89q8np64gtSH3InnRrz120bLNuHxHGpYj4jNw20aC2RtXKEQGGSckSXSKClIGoIG2GCPXhxUMTC1sE0VgoO7NoOJsynQ6UfwfoZJccclExKQncrN5mgnSWpQJRxiXXlORte3YfrEJVE47FmGhIxKQkicqujBiHTcasbFY8NNqwjYiTba5TG3bk1MxKCZOy4dpwj4S0YYRx2dLaMGpZow1nDMaoDBFlWCaVSVl/DDmprEqaSdnFMEPDBmXd505H7KxKks1OF7ZWTct5qWRmj/QhjcuM5aIU8/vyTeVhd/qHTca0lDUpfWhmZZRJWVsvwqxsljlJ4ngWHM558D43NJiojCKNZT1hPE5JZCQaTEofnYIUAIpvrQjRzNYYgk6QsHEZa1v5NKypym+KkjCVEaG09cKiVGCA9ChB2kwR6sOLhyYWthhRDfS4JqXwMeTlsippJmWRbhSEDcowTk9HdFalJXe/luZ0wRqoxJL0tmTjYVxzsm57uUzFrOwmvkcZ05JlUrqcBijNrBSJhRFmZTvEQph42Hq0ozbUYFL6aNeG++8KNEobxjQnA9sy2lA7RhsGaYzz1ob4huX6cg/Wl3u4JiXtc97YlCThbMphV6yxLZpJWSnzFjPOtjoxeu8JNjvBH59NjtwPTEqx12DUzWLUzWJE8BpGMeUFvfxhN1N7sdjs5JVNSp9tTq5WDs5jyOmuvf5U6sGfSj14oVT5IXrdybaESQkAJS8t9DK0GB0dtUa6N9APb6BfnxAVaOB7MtlEgial29fJFKJeKIPI6dMTD0tzpgVZaXYXSrMlM2oUcLvzlVdX/Fjo5eufTa+nq/ZioipEWdvgCFGvr6v2ws7zK68q1qz+lhCiEIyHhhbENyxn9VVevBgma2KGUc2mFMyk9Pq6uSalj9OjKxYG40V5IPlYCABuV6720k535/SLRU+XfCZl3X66hI2dQHzeeUHltbASD9stFpp42II0Wxt2SDzHgialjDbURVO0YTUOOt3x2qow2lA7ScXCm2++GYsXL0Y+n8fSpUvx+OOPM5d97rnncMIJJ2Dx4sWwLAurV6+uW+bqq6/GO97xDvT09GDevHk47rjj8OKLLwaWOeKII2BZVuB13nnnSR23MSoZDDsd+Gupr/b3Zqer7hW5fowyblFkTEpZ4pqVrOuzyemUNixF8Q1KEhmzsjI+pTgipmVctjk5rC/3BMzI8IvGqNuBZ4v92JbQtVbBqQ4QzHsZWg+vKwdvDjGYeVdn4FWHrFgN7Kt+e0JmpYBJGSVCk6I0p3taiIayjpIUpW5IgCZlVtY+ExGmdStJdEb1dsMb6A2ITdqLupvddwIWDcLTIMp1kVQsbFcx2i6EY2HAoOIZVYiRTenTIXAPS5iUssQ1K8MmpU95oEvYsLQkx+iimZNS8TBTr7W9KOND9F6IQ3cXvP7eQNwNv2h42XRbxkKjDVuTpmtDEbNSwKRU0YZxO7ED2jD8WYJmZTj2JWVW1j4z2lCKJGLh3XffjYsvvhirVq3CU089hYMOOggrVqzApk2bqMtPTExg9913x1e/+lUMDg5Sl3n44Ydx/vnn4/e//z3uv/9+lEolHHnkkRgfD2bTnnPOOdiwYUPt9W//9m9Sx266qCgMC5p0YTNuUVpswNrwOJWssSmjSsBFTEoVgzKwvkIZOM/A9fHNSh3l4LyxPUfcHHoVJygCZ1xRn6TMyq1uF/KW2hiZU14WeasYMCsHEi6/j8IVSFmXm2/ekDSeYGMuLCCtceI+kyjrUSbKpKzO6hjHoKSV+dBmdazbNUOE1i03u0tbyU/YoAx8Vv0+7fEYA9EL4AtSWUMhCrcrNz02nMyxhLIgfEFqjSlOTKIJXjxUiYW+GF2zZg2WLl2K1atXY8WKFXjxxRcxb968uuV9MXriiSfioosuom7TF6PveMc7UC6X8YUvfAFHHnkk/vSnP6Gra/rZPuecc3D55ZfX/u7sbJ1OMl2IxsM6g+pNwQkHwuNUsjpookrABUxKFYOShFsGToFlUIYpaywH55mRblcuViyslYBHIWpW8sq+w4t352oll6L4sdBLpWA5TqBx3sx4aLRh+9E22jDKpGxxbeibldq0YcR35nTnkWpADDDakE8S2vD666/HOeecgzPPPBMAsGbNGtx777249dZb8fnPf75u+Xe84x14xzveAQDUzwHgvvvuC/x9++23Y968eVi3bh3e9a531d7v7Oxkmp0iGKOSQNSgZLG+3IP1pdnosStBa1HmTU1HFkS3SalrIh1Rk5IkrmEpOgFRY8zKyv3TZcUfLHqrq/4DPuqy72PftGyGYSk2YLrpNW8VhBvl1HU74ew8B1bRAQCk3hQb+Dpq/CHmxDqcTEpdGZSyYxKJmpS15WOK0iiDsm7ZGA10ckyiyOU6MvAA2BPx4iEproWMAfIYCCHqZVKwSs70300WpfwB0+VjYTuL0VYmTiwEgPLuCwAAVqnSxEhtk5uVWhjNJqWuiXRETUqSOIalTLZkI8xKN1/5Xuyp+NrQ7U6gbL3J8dBow/ZCizYsV7XhVg3akDWxDieTcsZow4jvy/I8eNVKHz+zUtWwFNGGXkflO7Fi6kIYbShMsVjEunXrcMkll9Tes20by5cvx9q1a2MdK8n27ZUO2YGBgcD7d9xxB/7jP/4Dg4ODOPbYY/HFL35RqiPbGJVV4pqUALC+NDv096za/1mmJc9oC2dVys7uHRfRrEoVk5Jkk9MpZVaqzJCelFk5HDIGx72sslkZx6AExaT0syrDNMOwLHkppDn3b0ljL5tBjbiN8sC2silYRQfOrGlhVmdaZjJASS1rWGbiHB2ICFJZEVq3vqQolTEoA+slZFb6QpS/Ef6zHqdcXXQ8qWaJUl48lI2F7S5GWxGdsZDEGZiezIBpWvKGuwhnVUrO7h0X0axKFZOSpDzQJWVWqsSMuGYlc7v5bN3fqmZlXIOyLnuomlVZt1wT4qHRhu2BVm2YTsEqO3BmE9owbFrG0YYSE+fooCW1oeL3FSe7UlQbup1Zdie20YZC2nBkJDhBWi6XQy5Xf122bNkCx3Ewf/78wPvz58/HCy+8oOWYXdfFJz/5Sfzd3/0d9t9//9r7H/7wh7Hrrrti4cKFeOaZZ/C5z30OL774Iv7rv/5LeNsz3qjUYVACwFbGWIE+YdNSJEMPAIbKfejPVsYQoJmUQ05v3XslL425KfoMfypEmZVxDUoSWnZlCh4cTKdAyxiUWctBMXTN4pqVYcImZRxYJuWUlxEq/47KpGTRSMPS8Wxu9q6u7F6DPFwRKlhv4HVm4ebYPy0s05I3m6Pbmwd680gNVTt9KCal01+/DasoVx4Xh7hCNLAtjihVNSgD22A00D3KmGx1y4QEKcugjBSkEccVB5YQDfecBz5rcBkkLx76n80UMdpq6GqUu53RmqXOtAyXf7PW680j5RuVFJPSoWQLedkUUmP69E/NrKTM+B3XoCShZVeSmUDQEDNiddxQsnnCJmX0zqMb5iyTUji7XSEztpGNdKMNW5uGaUOGacnThk5fB9DXgfTQcOUNikkZVxvGnUinodpQw28Xy6w02rD58dD/bNGiRYH3V61ahcsuuyzx46Nx/vnn449//CN++9vfBt4/99xza/8/4IADsGDBArz3ve/FX/7yF+yxxx5C257RRuVLxfmxDT3foJwgJm0ZdTtq5d80SNNShBeKlbGl8rZ4z9Jmpzdxs1LUpHRhw5YYVYE0LP9Sns7amG3rGacjjlnpG8w8g1ImqzJuFiU4JiUrq5LkhUKlZO8dsY+EjcggwGbA9ObgzKt0eMQqgeM0yKn7nUXO2Mcf1wcAnEHx+OlmU4BE41xEjLJ6znUK0cB2q+NXTu3cF3g/O6zHcIhd+iiaQSl4LHHRMTOnM79PYKmY++DEQ/+zmSJGWwlnTi9sWimhBL5BSTbMvYxdK/+m7pcwLUV+Cp351UksJAatcrpz+s3KUONNp0lJQhqWZDzMtEAs9M1KnkEpk1Wpo8w7Kh6ysipJWiEWwmjDptE0bUiYlp4t9t2XB/uFxz6U1YYiNE0b7hRMWNKlDeOOW2m0oeI+BLXh+vXr0ds7/d3TOrABYM6cOUilUti4cWPg/Y0bN2oZrmflypX4+c9/jkceeQQ777xz5LJLly4FALz88svGqBRlM5GRKGPs8TIodTPlZZEH36gkp63XbVaS6MykpLHN7cY2txsZIuuUZ+jJGJn+bOCyhuVmSgYrgEhjmoUOgxKKmZQkm8r0c9KN61lweQOmcz43JAspBkSFaViERvWYR+J4wmal9KarDT5dotTp64BdFXBJiVCSsbdUzNn0xLQjUeyPFm4yYlWlgV7uycHqqm+ApCbqf6fqes4pjQlRIRo1FpGIEI3qOZc5jrjw4qH/2UwRo62GS8wmK2Na8jIodePm0rAnRbLqpjNhdJuVJDImpWcDluTMAIXZWRRmZ5GanF6xxImFMkamqlnpdGWBUDy0KbFQ6Bg0jUMZt2HeKrEQRhs2HZWJ+HRpQzeXgl2INtQBwM3aSAksR6JbG5IT6SStDQsDGRQG+uFZQGY8GW2oYlYabRgPUW3Y29sb0IYsstkslixZggcffBDHHXdcZRuuiwcffBArV65UPk7P83DBBRfgxz/+MR566CHstttu3HWefvppAMCCBQuE9zPjjUoSEdOSZlCS2ZSyDDtd6E9FG2xTnrrw9c+JdT4y5RR+ZudszvHGZZs7fY2n3IxwJinN+CONWwAYsINjoIhkV7LMSRLSLPRNy6isykablKysykaZlKhm1vJ6xc2A6a2DiDAV6Sn3x6nk4XRlkBIoY3NylQY3T5C62foSFV0N9MnBDgAdyA4rjp8kSGF28PqWO+2AWRmFrFgVaaCXe/i/dU5nsBedJk7D+9VBuzTKa/vjxEM/Fs4UMdrKiJiWNINStWHudFbW48VD5U4hgQa6zEQ643tWOlKyw/EnSIiCjIdOhx0wK6PgGZkImZmipky5N7hdywk2st1QLPSNS1ZWpc6JcoTHYWNkVTYyHhpt2D6IdmYLacPqOJU6cXKppmrDsb0qsTD3ZsLacCAYW0pddsCsjIKmDUlfLBzHRcxKow31IaoNZbj44otx+umn45BDDsGhhx6K1atXY3x8vDbx4mmnnYaddtoJV199NVAd8/xPf/pT7f+vv/46nn76aXR3d2PPPfcEqhU2d955J+655x709PRgaGgIANDX14eOjg785S9/wZ133oljjjkGs2fPxjPPPIOLLroI73rXu3DggQcKH7sxKhn45tRgujLmRRIZlMOSWYk8UzNsypHEza5cX55dM7q2Vo9bt2FJGpQkMmalyj7898jrI2JOsiDNw65UMOCrGpS0cSrbJZPSp+SlkDIDprcdAWE6WhFyLBGq3DDvqggYJ5+ObJz7JmUc4vagF+bk4aYA2wGK/ZXjTsKwDJuUPjJmZRRUI7P6Xm7TdGyPEqCebcHijK/mi1OnM4PMlunt6hR/skI03HPeaCEKgXioEgvbWYy2C75p6TfcGp1BScPtiM6q9CgNc5+4DfTJhR21rMhif+Va6DYsWbFQxqzkQTUzafGwVz1WkMZlzaisxk9Vk5I2TmW7NcyT0IaPPPIIrrnmGqxbtw4bNmzAj3/841oHDouHHnoIF198MZ577jksWrQIl156Kc444wyp/c4kGqINBcuH3Wx8IzuuNpyam4eXsmA5HgqzKset27AMG5QkMmYlSTh5z4/jAarv5TcabZg0SWjDk046CZs3b8aXvvQlDA0N4W1vexvuu+++2pjmr732GmxiiIU33ngDBx98cO3va6+9Ftdeey0OP/xwPPTQQwCAb37zmwCAI444IrCv2267DWeccQay2SweeOCBmg5dtGgRTjjhBFx66aVSx26Myggm3CxeKc5DX8REI6xsSt44laImZZxsyjC87EqSIad+HIZwVp5Ow5JlUtb27VYCmoxhGWXc0nh6alfsxJidXZUhpw+Dqe3aMih9VExK8vtrtEkJAK5nw+Vk8PI+NzQHX2S6uTS3F7RRRPWc03rM69aXaKAX5kwPpl3O1Zdk+IYlNJiWrEY5iS6zknkM87qQEignVcLzmipEwzRDiEIgHqrEwnYWo+2Em0/BzXdFxkJWw5w7TmWn2P0s2vCPMilr+5SIhcXZ9ZN4hUu4dRqWvHjodFTuZ12GJY3RvfrQsZFf/uibFCL4s5nrzKKE6sQ5RFZlM+JhEtpwfHwcBx10ED760Y/i+OOP5y7/6quv4n3vex/OO+883HHHHXjwwQdx9tlnY8GCBVixYoXUvmcSjdKGouXfSEAbsp6pqbnBWOjk6u9R37CEBtMyyqT0UTUrRRndsxcdG5MZNsRow+p+E9CGqA7fw6qu8fWez+LFi+FxDFHe54sWLcLDDz+scKRBjFHJYIKYXXq70xlpVsZFpPybt6yMKUfLrqQZk6LEMSyjDEqHMkaDzuxKn2Fneja4reXK8cxOj0WsIbftYaeTOpmQ6j7iZFI2w6D0cYDADO6sZQytRbhB7HRmtApSP5uSu5xgNqWIEK1tkxCkpKghjUnmfqpZlWHiZFmKmJQ+SZmVxZ4UvDSAWSlkxlxkRqLPQ6Tn3KewoBd2mX7MqXFxU8MfiyiOEPUyKS2Dq6vCi4eqsbBdxWi74OaJsR41x8IwvAzzwHFxsiq5+2JkE9GMSVHiGJYysRCasyt9Sj0p4v+VuJ4Z1fN9u9kUioO9sJz6Y5aJhSRx4lmzGuVISBseffTROProo4WXX7NmDXbbbTdcd911AIB9990Xv/3tb3HDDTcYo5KBqDZslWxKVW1IEjYnabA6LOJkWYqYlD4yZqXM0K+lnhS8FDCxMIfMuIvMdr3akBYLASA9ZrRh+POZhDEqKZAmpY9Os1J3NqVs5iAAPDu1CAOCRhm5/agZpGUNS14WJQsRs1LkmpAGZRgdhmXU9sl9sKDtO45J+XppltKkP7owGZXtB0tg0gRplBgVHacSko1zkfGIuNvozmFyXg7pKb2NXKZhaVl1A4bLNsp9dJqVxR66iC/1TgtknmnJws1Mb9tN21Sz0qEMvu5Da7jHFZLNFKJIsNfckBykSemj06xsRjZlmLHde5EWNPwcIrs8amIcWcNSNR7qMitLjFgIAcNSJKuSZ5jIxkLEjGflvlzs39E4yGjDkZFgkkUul2NOMCbD2rVrsXz58sB7K1aswCc/+cnY294RkdGGUciMU6krq1IUpzuHYp++mat9ZAxLGYOSRGdmJSselohrwzMtWZDa0EvZVLOy3M2OhzQT02jDHQtjVIagmZQ+YbOSN4kOr/xbFZkMTFAMsVJ17INt5W5hs1IGnmGpalCSxM2sDJuI49XvMjwWJHntRE1LmkHpwqZmVUbxUiE4U2uPLTfzGsmUp//HVpayl6rde+xlkitZ2LZtGy644AL87Gc/g23bOOGEE3DjjTeiu5t9P95yyy2488478dRTT2F0dBRvvvkm+vv7EzvGVoLXGNbRQG9GNmVYeNLKdViEy75ZWZWB/XEyLFUb5bVjimlWsgxKGr5pGTYso3rOSSGqitOVrbsHRM3sMF7KjrW+LnjxMMlYaJCDZlCShGNhnElu4iCbVVnsDcXCfOXZKHfYwmalDDzDMm4shAazMtwo9+xKzC93ppCecIjliEa6YJYl7feJ1Thn4XRl4YZj4aS6IeOmmz+btow2XLRoUeD9VatW4bLLLot9DENDQ7UhMnzmz5+PkZERTE5OoqMj3pjwOxKNiG/NyKYMa8NyNR6KdGKHdaRIhwXPsFQ1KX14ZiUvmzKqw6Zu2eq1CxuWSWvDcjctHhptuCNhjMoqUQYlSdzMSlY2Zdh8jJNNycvUk4G2/aisysBxEOc6NzUKaDIpa8fBMCujsil5WY5R8ExL3rZFzcptjImbRt1KyYGsYUmalEmZ5yI4ns2dZV5mFnpZTj31VGzYsAH3338/SqUSzjzzTJx77rm48847metMTEzgqKOOwlFHHYVLLrkksWNrNWSFaLMa5uD0nPN6w0lxWc7b2rMqA8cSMix1NMp9VMxKlkFJhs9St43MWP12RbIso0QoK6uSBsuklsmu8PGFKKqZu2iiKOXFwyRjoUEcnknpI9NxQxunkpVNGc4wj5NNGTYm4+BQxuqNyqoMHAcxWUNuW0VL6oyHKmalTKO8ft2gaRk2KXgmiahZGW6Q+zgdlfdlDUvSpNSRgaaKjDZcv349enunhzDSkU1pEEck/pCxsF21oW9SogHaMGxYxjUoSVQyK1mxkPTOWNsVybKM0oYyHTfMeChRlUXul1wfRhu2DMaolDApfbY7nchYjf9B31jqC/x/99wmvDi1AHPSo8LbCLv0SWVVhtns9CBl6Z/RWTSzMspEHOdkxtLwTcttVTN2rsR3wIJlUIaRMSxpmZTNMitdz4LL6cLjfa7K888/j/vuuw9PPPEEDjnkEADATTfdhGOOOQbXXnstFi5cSF3PL/sJj+22IyMjLKUa56Hy76hsSlJosIwqUhCVkIGTtZEqJCcmaZPoQDCrkoSceEcnMmalTBYlD9+09IV9fqtgdhHHrBTJovWFqohhSQrRwH4URK0OePEwqVhoEEfUpPRxOjPCk6koHQ8jNpMdB+jNIPtmEZPzckhJNK6dfPD5SCqrMkxhIAvO8IRKiJqVUQaln00pg29a+tczty3+sACsBnkYpyMlbFbSMimbZVbKaMPe3t6AUamLwcFBbNy4MfDexo0b0dvba7IpqySlDevWjcimJDsoWdmUpDa0hlGJhQlqQ1ZVjszkWghNvKMTmqnIetzidNjUbav6PZRzctqQZ1aKxEMZs9Fow9ZmxhuVsialT8lLSZuVsmNTksYkjRenFkjtn5VKrGJWimZV1vbhdGsx86jHQpiV4WxKlQzKcPk3i23E90nupz8i45aWVSlqUIYZdfNMs5JX6u2PddlIw9KBDQecXnPO56qsXbsW/f39NZMSAJYvXw7btvHYY4/hH//xHxPZb7uh0vudZOOcNKtKAmMFOTlxs5ImLpPuOfeZmJtCx1b9DcJyZ7VUiWFY8gxKheGO64+ha3of6fHocwyblaIl/nXb4RiWLCFa228TBCkvHiYVCw1iyJqUPrKNU0iMTelT4mRGTs6T63wNm5Q+LLOSlk3pI5pV6TM5O4WObcmYY1FmpUqDPFz+zdwvmY3VScTDiHVpjXNRgzKwb052Ja/U24/BjTQsm6kNfZYtW4Zf/OIXgffuv/9+LFu2LNH9tgtJakOZcSprx0OYlFHa0O8YltGGZUo8bKQ27Nwifi1EPSteZiUvHnJGZhCi3E3EwrHocwzHQ+FYGLrdeIal0Yatz4w2KlVNShlksteGnS5sVzDWtpR7pLIqRVGZpMeHZr5tLvcE/tZpXNIyK+OUefPYFmE6h/cbNi59s1LVoCShZVfKjEfZyOxKmV5z3QOmDw0NYd68eYH30uk0BgYGMDQ0pLzdHYlGluiIjk0pYk7WbVtAkEaNS6kiSKOyKifm0gUW+X7nZr2NwnB2pc4MSur+WEZHV/1+aealrEFpMWaippWD84Ro7RgaLEhNr3nrompSykAr/2bh5NMo9yjEwrwtlVXZCCZn11/biTnB92Qa6jzCZqXOjCHq/hixECHTEhTj0m+cqxiUdcdBMSxlxqNsZHZlEtU2Y2NjePnll2t/v/rqq3j66acxMDCAXXbZBZdccglef/11/Pu//zsA4LzzzsPXv/51fPazn8VHP/pR/OpXv8J//ud/4t5771U8qx2HhmpDwbEpk9KGLC0DRW0Y1XFF1YY2MDGP0Iab9D2Dpa7KuZGGZdLxsMzQ2qRp6UMzL3XEQjD0ndGG7cGMNipZbBMY43HKnQ6Su+a2cJenZVNuKNVPytFpi2cpkvDMSt5A1XGyKlUNN9K41GFaTrkZDJX70WUXhNdRKfuOMilphI3LLaWgYTsnE//c/exKlUlzGmVWlrwUbM59WJIcMP3zn/88/vVf/zVym88//7zS8c4kooSoI9BoJ3u3s2/Kx7BSL2Us3NkZpEpimUmO4IDqqrDKvmmwjEmSUjeQJvovwuvoMC5HFmeQ36phBlzGOJU+YWHPE/Nh87Kcz8AmhHxmNN65+8LWyaeQHpMTl40cm4gXD0szbMD0dsC/P6JwM9OxQmSW63A2pYohGbl9jlkZZaxBsQTcz6qkmZIikMalDtPS6bAxMSeF/LD4eaiUffOuZZiwcVnusAMdXhnJ+EU9pmo5uMqkOY0yK2W0oShPPvkk3v3ud9f+vvjiiwEAp59+Om6//XZs2LABr732Wu3z3XbbDffeey8uuugi3Hjjjdh5553xne98BytWrJA+nx2JONrQydu17GoVXQiGNnSyWaSKgp08CWtDmckYhbRhB5AhmmOkaQlNxuXI4gzy2zRoQ06WZtikLOdspCOM4rB5Wc6FtCEnC5OH//vt5mwlbdgos9JowyAz2qh8dWouAKAvLWfSbC9XymZzduWm/VthTu0zlmlJMyXDTLkZTLkZDKT5M3rTjEedmZW8bEq/LL0nJX7txt0c00TkZVsOlcVmWp5ws1JGJQvR8m9ZwiYl+V4cw/LNchfeRMVAVRk/9U10YdTJK+9fBJlec9EB0z/1qU/hjDPOiNzm7rvvjsHBQWzatCnwfrlcxrZt2zA4OMhcd6ZADiwuO5YPKUYBoDhrOlM9LE69bEpq0gQnYwmblYH1InrORYSlbM/5ZFWA6hq6mJdtGRavzO3Ms9G5Sew8VBLoo7IPVNct9aRimZVk40nEZOdtIylMr3nr4k/2IpuN6BtVfgYNOWkMy7QUMSadbOVeSBX5sdDJUMYeZJiVssYaOGXfADA5Rz4WljsspCcZWUecbMvw5yx0zW4tWv4tvd2OyndBZueXuitBWdWw9E0a/1+VIVqcfAquhBmjQhIZlUcccQQ8RuY9ANx+++3Udf7whz9I7WdHJ442DGxnVlD31WnDtKQ2zNrCZmVgvQhtKKJnZLXhxFz/2ZM4yKjtcbItJwXMUP+4OjcLakMFOcTKpIyzbqk7FcusJOOYisZrhC6E0YZ1zGij0sc3HmUNSxqkaYmqcfn81E5S29hW7hIyK2nQzEpeNuX0fvlZleFxM0UzMWUzFzeXe1CUbDmPOXnYlovN5R6hDE2d2ZS8MUtpBiVrGVHD8s2yXGZnFEmblADgeTZczmxlXvVz0QHT586di7lz53KXW7ZsGYaHh7Fu3TosWbIEAPCrX/0Kruti6dKlwucwE5Aa55Ej7KJMy6ShnYdM77cvSFnZlKKCkLn9zmBWJYuaaSmpTdzqajJmpQyqJqXIen45koxhSRORXtqCVZZvnLvZ5IUgLx56M2xmx1bEj286yqdJ0xJV47IwX26SDidrCZmV1HVjlIGLZFVOhgzDYo+F7Cj/WEtdcs+aqDFJUu60YBcr64pkaOrMpuRdd9+gjELWsNSZRZa0SQlJbWhoHq2gDXXc27TzkNEzvjZk6UnfnFQlnFXJQrTDOoybsN+malKKrFeqZl3KGJa0GGa0Yfsws86Wg29Yxl3GZ8zJ4bkJOZPSZ5smE0rUpJzeb3ddNuXGUl/tFRcVc1CFcIamDmRLvlE1H0VMSpl13ix3RZqUst95I0xKAHBgCb2SYN9998VRRx2Fc845B48//jh+97vfYeXKlTj55JNrM36//vrr2GefffD444/X1hsaGsLTTz9dG+vo2WefxdNPP41t27YlcpytgpOzuaYeKURFfjcnBnPCPeZkVhAtQyiwbIRwlTEmRZmcm2KalEX9YQeolopLLS85SSmvT6jUXV/erYLseqWeFHcMJSef0tbT7WathghRCMZDQ2sgknkok53o5GxMzlf73XU03Z/SZcoddl025eScVO0Vl3JHY+53FaOTh0pmarnDFjIpSUrd6ZppST2OrB35e+il5K5xI0xKNFkbGuRotjYM7IdjWjZaG07MtZkmpWQzUJiirDYkRiITMVR5zUl/3EufJE3KwH67UzXTkoWbs7XFMKMNm4fJqAyxvdzBzKwMm5QFN10r/1bdpg855qUPK7OSZ0TJlIDTzMeNpT7smd8obEyqjG/JY9Txy+vFyq/HKGabaGYlC7L8W9WkjEM4w1JnBqVPo0xKACi7NmxOV17ZTW48pDvuuAMrV67Ee9/7Xti2jRNOOAFf+9rXap+XSiW8+OKLmJiYTnNbs2YNvvzlL9f+fte73gUAuO2227gl5zsCMj3oUfhZicql3IrrgTgHEWFa6LNCf1fuV5djlspAmo6iWZVS26eYlEllVYrCMyjdlBUYiygMLcNS1JwU7TlvlAj14cXDJGOhQZ6ozLiwUSU687dIXJMxJrmdOhJZlcVe+jObG3aEjUnRrEoZSt2Vc8yMiW233Fl/TUQzK9nbnC7/VjUp41DqTgeyK5MYh69RJiVaQBsa5GkZbahYAg7iHEQ6UIu9Vujv6ljYGnVDiWjiiWZVSm2fMr+sTAl4EvAMSq42pGRYisYuow3bA2NUUqCVgstkUqKaTdlMtpR70EfMNi2bDakje5JF1FiVKtBMSh+WWSmT2SlrUsY1KMO8ODGIjOVgVkbc0eCVoqPBJiUAuLDgcnqCeJ/HYWBgAHfeeSfz88WLF9eNaXTZZZdRJ/GZSVBLqCnCzp9Agbs9jiBlNbbjmpU+YTOSR6nbQkoiXBV7gKyeoYKr+9ezHV1mpew4TnHGsQxT6kmhnLeQG9ErrBstRCEQD5OMhQY1aKXgskaVjkyeuCXgJCxDkoWO7MlGQTMpfVhmpUzZt0pWqi5K3WmUOyzYpfrZw6MQMdEbaVKiBbShQY2Ga0OGIU8zK0XNe1KfhM1IHsUeOW1Y6gE0zJ06vX9d2lCTWSmSFUlOqBNnHMswpW6jDXdUjFEZgUgmpI6sSlo2pY/qeJUbin2YSqvNHjnhZlFw05iTEc+S1JlV6WdT6iJOZmWzTcqt1S62kpfCm6HuMBnjMkyjTUoAcDwLDmcQYN7nhubgN65TBVcpg6Rue5oyK0XFqKw56eNn7wgtS+mt1kmpC8hwfgp4Jd80s1J0KOBStw1LYk4HnQbl9DYr30eJ0uDPRIyhF9Vz3gwhCoF4aGJh6yKSmagjqzIqW0fVrJyck1I2OYvdFtwMpLIkZbIqoybVgWQ8FiFOZmUzTUqESuXDs4fHmeyn0SYljDZsa+JoQ9r433E6pFWQNSdr6/WIr1dOWBsWu4Esp/nN06c0s1J0FLFSl6Q2TCDGGG2442KMSg7byx3YWurCbF4LUXBbKhP2kGal7PiDsky48uOE+LDMyiTHpYzKpiQhzUrZ4xExH8fLlW32xzAPw2wtRZukYeMSIfOSlVXZDJMSAFyBAdN5nxuaS6E/LTXjIRhitJEUFIUo2SgWEYIkMlmVUeXfMtmUouNSqmZWWmWg0CdYUmMD+Tf19mz7QpRFWKBGiVOfZglRCMRDEwtbGydvS88Ay9yWctnjtFnJK/uOS1GzSQiFiXRkiMqmJCHNStlJdETiYeUxtpEbFr9PyJm/aZAmpZsBwiMkhY1LhMxLloneDJMSRhvuEKhoQ52olICrakPSpCx1AxI5PVJZlVHl3zLZlKKd6KqZlVLaMAXktxltGLlvow0DNMSovPnmm3HNNddgaGgIBx10EG666SYceuih1GVvv/12nHnmmYH3crkcpqamGnGodfhmkf+viGEZVfatw6yksalUP0Pym+VOzJIYAC1sUm4pdUtlVcrAKv8OZ1MW3AxznEpRk9Ln+cmFKHspdNh6Zx/2TcpWIGxeziPckmYZlD4uLLicnqCZltLeTvgZIX6mHE2Uipb4gNE4F2lsizTqSQHqCw47Zi99kmZlo5mYZ8MPBzJ9cLxe86T0U1iI0hrnYWg961lijMtmClEIxEMTC1sbPw5GxcMwUWXfOsxKGrTSbtlszLBJKTv2pI6synA2ZanbYo5TKWpS+mzfNQXbBWSKl6LGTfNppfZk2LzMjE4H82YZlLX9G23Y1jREGwpUz/hmZdSySWjDJM3KRjMxd1obyoyfztNjSeVYGW2445O4UXn33Xfj4osvxpo1a7B06VKsXr0aK1aswIsvvoh58+ZR1+nt7cWLL75Y+9uyGv+lsLLZaIalaPk3jaiybx40c1IVVialrFmZxMQ6NGRNSjIrcrJ6riKGZVQGK82g1JV9y8umFGVTsQfzsqNNNykBwPFslDnK3WklZW8AIkrWRBrovGzKOCXgIH4XRHrG3YwlLEh1lxhOb5f+Pi2rkrYsq/xbdpbvUjfg/2SJlJSLEH50p2bZSBU9ZMbFrjlr0HReb7kKzRaiEIiHJha2JqwhDWjxULT8m0acSRpkx52M3BYjFiZpVoaRiceyJiUptcpdcmYlC9qjW+qykRnXMA6cptnRSz1pZEbLTTcpYbRh29KS2jBkUurWhjIl3zKwmny0rMoksilry/dMG326JnsMN6OnBqraUHBCNBZGG84MEj/b66+/Hueccw7OPPNM7LffflizZg06Oztx6623MtexLAuDg4O11/z585M+zBpbS11CJhFrOZFJdGQn5vF5bnwhNpV6ay8W5PgFb2oYHGOLrtkcQoRLsHWPTenDKt2ejFHmHpVFKXoPRa1PQ7Xs/2+Ts7GtqH/GcFn8dHbey9A6iIyrVa6WQPrIfoV+FqVM6eLk7BQmB2wUei2p8h2R2bujGsWyg5cXFYesTaLkO2rbIuGKlU3p2dHfeanLUi7x1C1EC/0pFPpTKHU2P86YWNhehOOc7HIik+iolm+PDaZR7LVrL+b2iUaYiBHKK/dOqtGuy4zjQYt75ZhSKToW2ih1qT/XrOuimu9Q7EsnMpawLEYbthflDrux2lBiVvvJ2TYmZyejDaPinWwzWXU6A5YGpb2vYlKGEbEQWBmMXio6k7LUbQl1Qrmp+mWMNpw5JJpRWSwWsW7dOlxyySW192zbxvLly7F27VrmemNjY9h1113hui7e/va346qrrsJb3/rWJA9V2Vjy11uY2y613jMjOwMAZmXFum/L1ad9uNSBftagFQx4JeCq41KyjDOVrMookzJc/i2TTckbX3LSzUqVgvPKvFPw4FTTsmWGC/DRlUkJACPlynXKVOstSLNyQPC+04nrCZT3zLBBglsVlYH/SUGamXClxqYcn1/5KRIpRyS366Yt2IyBsFUQEU2yJeCiqPRe6zApa58pZFbK6CXfrBTNsNQtRN1sMLuNFKSZicaPrcWLhyYWtgaqRo6/XmZcbmKT8fkVXZUSlCV+PFTJQIoze3gUJUZWo0pWZVRMDpd/y2RTRkkt36yUya7kxUKyJNE3K2UyLHWat05V8vtZ9eQ93oxxBo02bB/iaEP/3lLRhiIZjw6pDTlZkrKZcyKdMrIl4KJEjVXJXEfCpOSZpiraVCavxo/xohmWRhvOrFiYqFG5ZcsWOI5TlxE5f/58vPDCC9R19t57b9x666048MADsX37dlx77bU47LDD8Nxzz2HnnXeuW75QKKBQmB7rcGRkRPo4dZhDbxT6AAC96fqxNDdM9THXe7PYxTUry6EnXqdZKWpSqo5XGc6aXF+YHfh7c6HScg5PQrM4v5W6PZ0mpQ/LrAwbsapjUYoalkmYlCyaYVq6sLhja8y0sTd0Ezce6pqZ1P+hD5c9lro55V0KDecos5ImRlkCVqa8UMasjBqrshhKjC/008dxiit+RXv7ZcxKEZOS9n2KGJYiQlRkLCIINkiaIUx58dDEwnjEjoWaMs1KXRUdQYtRxZ6o7Ee+WRlu8Os0K0Unz1Et6Q5nWYdjYbG/+nnocWTFJ10mZWCbjFLw8BAVqgkuUYYlOaFOEiYli2aYlkYbJk8raEPy3hLRhmTWt0x5tuo6rOUTK/eOGKuyFLINirPo2jDuSGuimZ2iZqWoQUnVhhHjDteOw2jDGRcLW27W72XLlmHZsmW1vw877DDsu++++Na3voUrrriibvmrr74aX/7yl5X29fL4POGMRlGiTEkWImZlGJZZKTNtvWwmpYxZ6WdVho1JUf46FVxv786hRExKH15mpY4Jc6IMS1GTkjWTtw/PoKThm5bbZdOzJDG95smjGg+nZqWQntKbWVNpXAlMjiPRs83qiZfNrFQRvToIN8ZJIksGu4P/79wonk0pXZLEMSt1VZ2Uuizh7EpVVMYbKnXagcyMpDC95skSRxsW+lNIaY6HUaYkCxGzsm4dhlkpE2dlZ/iWMSv9ZaNiYRRhqZQZ45uUpLST7Q/mjVupIx5GGZa6TEqeQUljesKoZGOR0YbJ047aUAbWb7Yus1IU1azKsDFJEhVjyt3B/3cOiWdTypaf88xKHRPmyGZXqmK0YfuQaKH7nDlzkEqlsHHjxsD7GzduxODgoNA2MpkMDj74YLz88svUzy+55BJs37699lq/fr3UMb5Z7MKbGsbv21roxtaCWIuw6Ir7w+FsSpJhSWOJHK9StdxblNcL/Xh2vD4DlmSz4PUCgBcnBuvMyzB2tbtJ1qT0oY1ZOV7OSZuUKUQH2PAYlroyKVVMSlQNyqRNSgAou7bQy6BOnHhYzltaGiRxxiREzEkkVFGZPEdmvMrxnSovFqQQFWn4TgxGC1sf1eGFwyHJH59S99A4tHtFxz3oZi3lQdEbIUQhGA8N6sTVhk7egtPgeCgz1mBU+aTsWJdkzJU1KWUpdQPjCzj7kLj1JwYtYdNTVWrRxq3kjc1Lg/f9hsewlDEpo7atYlJCoybg7sdow8TZEbShyDiSulHJppTRXRMLKy8WstpwfAFQFNGGimNkhses9DMXdc/qTRu/0mjDmRkLE82ozGazWLJkCR588EEcd9xxAADXdfHggw9i5cqVQttwHAfPPvssjjnmGOrnuVwOuVz8bDffrJTJbAwbk1NOGvmUQL4xY/8q2Z2yZeBvljuVZygHJ6vy9UK/8HZkTEqSsFkZLhFXNSl9yMxKHVmULEhje3YuXu6+qkGJBmRRkphe8+TREQ99MSDbix4WoHHGP6OtyxvXKJxVyRMjbsaCwNxnkfgl4OEe7Ii5zrRCmpWZ0DDJcedAIzMrkxy728lZNQGY3yZXWkMr8Wl1Eepjes2TRZc29M1KmQzLcCx003FioXxWJRTKwJ2spWxogZNVKRWLZGONV0nOCpuV2VBla9z+YDKzMvl4WGn1Z8filRpGfZ+8ZkAjDEofow2Tp5W0YTlnIV3QlzHH++0OZ0mKaMMYzSqAyKwMG3sxm6jCkGZlNqwNYx4DmVmp26AkcbIWnIHKd2U5cqXXRhvuOCRe+n3xxRfj9NNPxyGHHIJDDz0Uq1evxvj4OM4880wAwGmnnYaddtoJV199NQDg8ssvx//5P/8He+65J4aHh3HNNdfgb3/7G84+++ykDxUQNCyjMieHix3oz0qOekvsO0mzkszAnJ9jDIzBYXOxB5uJqWw7VBS0AluK3eijnCNpXE46GeXzIpl0syg4eh+NqHuG9pmoeckzKTO0QU0abFD6eAJjazS+GNfAQlSU0nrI3bTYD6nu7EnREnAyG9LNqY8BWe4Olt6ooNLo9SzACp1mlGmpSqmLPYaSKGHTOUr0TQ3YCI9sISpOVUUo75iSghcPTSxsLUQMy6hsoXgdN8malaSRKDG3YIByF1Amz79BcxB4KfrYbaRxmVKT5HWUu/SXJEbFHtqkRJkJsf3HyaJsNEYbthdxtKFotjdLG6qWZouuRzRv4WblJtQiKXVPx9WwVhNFqUPEqn9YokxLVcqd8cdOr9OGERrOS6FuRm6jDWcGiRuVJ510EjZv3owvfelLGBoawtve9jbcd999tQl2XnvtNdj29M335ptv4pxzzsHQ0BBmzZqFJUuW4NFHH8V+++2X9KEGoBmWUWbTlKCxpavsO8xwqQM9lIl8wCgR31Jtqc+RmL6WNCjjQMumHC511k2oE2Z7qYNqVpJsLPQom5Vbi9NdX66GLvMpR6KOK3wsEeblaxMDgff7s3LTsTXDpITpNW9bWKJUpIRHd1alCFFmJatcW3ZcobjmpI+SSSmwTqmvYmYC8rM1AkCZCBERQ+KKY6k/12FxCkKgUj+blMgia4II9TG95u0JzbCMioWinTa6yr7DOBmLORwcLdPRzzwUnVQLjNJoJWixzeabnp5NNyt9nKq0SynEQgDB7Co3/nPJkOpCsMxL2vtpiViIJpmUMNqwbaFpQ9HS7jhZlUmYlazmLW+M2jC0mErrWOaRlDYs9k0PD6qkDYkMUS3aMMZYpUYbzgwaMpnOypUrmaXeDz30UODvG264ATfccEMjDovLSCmHkVIlVb47Ld7N3IysyrpjEDSjRAzLKINy0slKZVWqlHxvkRkMrmpWQjBrlDQndbJlqqLcuzP6Mk63FrpRdOvN6+GIc5hLZGY2y6D0Kbs2wBlbY6aNvdEukOW5YMxg6yPaMBfab9WslGmY044hKoTYhUpWpS8wowxLXQalDqLEL6ljfGEpIkrLlBDh5IFUjIa1v920pqwmMERo7TPGuG6kSG2mCPXhxUMTC1uXcs6qxSSZSbyakVUZRrQMmzepFngGpYDBWLe8JLJlhzKGZdzST96245iVYWgmJThjXJJl+s0yKGv7N9qwbZHRhrJj54ruX4Zwdl1U/o1drGRV+nEuyrDkxVUVs1IZSlZl4LMqojN5A/Ul7NCk64w2rMdowyAz62wFIQ1Kn7FyspPPkLxZ7JLKpvT56/hs/HV8tvQkO2CYgeEybxaTgjUmquNSksiYbRsLPTXTMszWYmekSVmOkVE5UppWuGOlxt03NDYXuvG38Vn42/isph4HiF4i3svQWsT94WaVcyQ5aU5hACj0V16S/RyBkh0fHSXeYZLqMWdBE5qoCkX/xcLR0Gjn7UMWT7KbtdRhodhto9DXGrLHxML2gzQofXR2zPBwsnLZlD6FvspLdtzaUhd9bMdKmbfABkQfNQ2PpExsdDqnTcsw5Xy0SRlrXGPiGHUaoSr3YLHHwlS/jan+5sdDow3bk7jakBXLRLSh6sQ6vi4s9EeblDRoMY+mF1mI3sKN1Iblzght2Bn9ORid2yIEOtM1a0OZ6gTMIG148803Y/Hixcjn81i6dCkef/xx5rLPPfccTjjhBCxevBiWZWH16tVK25yamsL555+P2bNno7u7GyeccELdBNs8WuNbaSHCBqUItLLv4WLy2WtvFjtrr62F6Qg6XOyMzLJjsaXYXTMs/zS6QMpYFDUrmwFpWPIMShDl+WXPljYsSZPSZ6yUjW1Yqm6DXGe4mMdwMcE0AQ6eZwm9DK1BuKecpLGNc/6+SEEVFlWyhpYPKT61TJ5A9HDztie6P9nHhbw+suJQ1qz0LPrx6RCkKt+pm5nOwGrUbLZRJBUL21WMtjoqBiEtTibZQeNDdj6Qcxy6qcpLFtKwFJ1hu0YLtzJIw5JnUIIodXRyCoYl5TqI7JOH6m8xafQ0Ox4abdhetIo2FDEryVgY1h4qE8HUddJIni7vNtalDWWPK6ANOeZk3bqSmo51DXRoQ1mTEjNEG9599924+OKLsWrVKjz11FM46KCDsGLFCmzatIm6/MTEBHbffXd89atfxeDgoPI2L7roIvzsZz/DD3/4Qzz88MN44403cPzxx0sdewtLiMZCy6LUjcz4lKOE4UUakuSLh4pZubXQhRdH59f+3lzorr14RJmVqtmUtExPWlblJGc8yE2TPXh2eCE2TcqPsyliVo6U8lSTkkTVrFQ1KFnrNcuwdGEJvQzNR7WnnCVSdTbOw6ZkWFDRDDUvLW9uOTlganblhapA9F/tTrmrUtIki6hZydNRcXrQ/e/R4sxaS8ISr80UpUnEwnYWo60KLYtSNzKNK8sjSnY76C/u/hQa6E5+Ohb6hqew8RkVMxXjKc1koMZmzlfnptRnwRUyK23+OaqalSqmkJuxmAZPs+Kh0Ybtg6o2ZJV964ytvFhI1YYphSEkctWqHX+6AIt4tTmlLrWJuET1nIg2VMHNTP+Ohmf75q1HPY4dTBtef/31OOecc3DmmWdiv/32w5o1a9DZ2Ylbb72Vuvw73vEOXHPNNTj55JORy9F/6Hjb3L59O7773e/i+uuvx3ve8x4sWbIEt912Gx599FH8/ve/Fz72HaDJFR9Rg5JW/h01iY5qVuWmyS5smuzCX0Zm4y8js7nLR6UBs7IrHco6ZFYmDRHTkmZWipqUw6VkxosMm5PbOOdJI8qs5BmUJLKmo8ry5Dp2xKAojTYsTXlP6xPVU651PxLGZamr0pAs9cj18tIQNSt5DdA4pqWq0claT+qRCYlpVbOSZViysihZyIhSFbOZFK+Rx9EEUZpELGxnMdqKiDaiaYZRlImk2nFT6rZQ6rZQ7BErW4yKYyyTMRVq5EU97+FtRZqWrIlyREiopUIer1KWJO+3QuK4Zc1KWZOyzqCMGD+00fHQaMPWpyW1YTdqsTBuNp6oWcmNEQKmJetW1q0NpbYR0m4qmYlRHWUy2lC2I1s1i7LdteHIyEjgVSgUqNsrFotYt24dli9fXnvPtm0sX74ca9euVTpGkW2uW7cOpVIpsMw+++yDXXbZRWq/M9qobEQWpQy+QRlm21T8fOio7MqthS6uSRkmyrTUVQYuO4kODVYGpQ6zUiSLkoZoGXfSpqZPowxLx7WFXobmID0oeaihxGs4SZuTlPHReGJSJOOPZ3jJNlZlTMtGZGMyxSDj/Siz0o7IWgxfa9V2pIgg1WFQRs0KXDuWBopS0Vg4U8RoK9GILEoZfIMyjESRDpMoc1FlbNpI01JT/FMp2SSJMlW1mJWsLEpODBItBVcxKVVoVDw02rC1iasNeZPoyMRaf0zI8LiQvFgopA052ZXSsSHCtAzrpUS0YXi/LIOUpQ0jjLyoipa6EvsEtaGsSbkjacNFixahr6+v9rr66qup29uyZQscx8H8+fMD78+fPx9DQ0NKxyiyzaGhIWSzWfT39zOXEaEhs37vSIyVs0ozgEeVfdPMyTDbpjowkK+fGkuml9E3K/uz09N8yRqUNEiz0p9l2p8NXMcEOjS2lzrQl2FPFSZS4r2t0IWBHH+G9eFCMFqSWbS92fpGY9ERU9FjpSx1VvBGGZRhkjYrRcbWMOMQNYdWmOkOoE/cEMYXkv54Yap46XqxFWuihJDYDIufOEI0tojllT9WQ4gt8NNGXiNS1IvMpMvCF6S02R9VTMq4NEKQ8uKh/9miRYsC769atQqXXXZZ3fJRwvGFF15QOkaRbeoSo+2Om7ZqM96KGEn+DOBR9yvNnKzfL71DQSaW+aadTcRUHRNokWZgbdv+bOAJ+U6eHd3wFClVd3JAit4fENxWLvh/8jcpzky2rFnBWfcVa6ZlVYOy/niSjYdGG7YuLaMNBZqSfjM7qoNVBC8VfJbj6kIgpMGqj6s/E3gztSHvsZIppyY7vcvEcSWlDWW0ng5diBbThuvXr0dv7/Sg0ayqmHZnRndRjRTyGCmoq7Gosm8efvakiEnpoyOzEoRhqcOkDENmWjZrgh2ZcSi3FbrqsiuHCx2BF0n4Ox8pxgsMYZMxynTMppy6ZaOWjyr7DhP3WRDBE0hnN2K0OagO6i+b2eFkLWpmJWt2WR+aKRnu+VZpWPvZlaplf5Hbjjmmpcx6kVmUEl8RLbvSvza8a8SaRVeGup54iZ9Y0VIeEXTfCzR48ZAUo9u3b6+9LrnkkuQPboYjUu6cFH72pIhJ6aMjsxKEiZfEuQcyLZvU8pAZm5MWA9xc8EUS/o2KW4oa/j2W+a2NGoeysoD4cSTx2xgmSW0oM7kYAKxevRp77703Ojo6sGjRIlx00UWYmqK4xjMEHRM+Ce0nx9CGErNq+4TjoZI2rGZXJnLvE5mWKre1lKaMyKKU2TdNW7nZ4ItFEtqwGSYlWkwb9vb2Bl4so3LOnDlIpVJ1Exxu3LiROTY5D5FtDg4OolgsYnh4ONZ+Z7RR6eObNDrNms0T3bXXS8Nza+/LmpNhtk11JF4KrovNhW68NtaP18b6BZYOIlL27U+qQ06kozJZDohScJX145iVmyemz1MmM1JXFmUjDEofD4DncV4NORIDC1+UyorTqEYUWapDCk5WebcMcUsAGwVpWjZsMh5Fz58UnLKijJxFVwV/fzLjUYoYlCKlPSJmrE648bC63EwRo62Ib1jqNC7JWDg1YBHvy5mTYdz0dAM9zj2sMtGOyj5UOxZEYn4txpJjrqlMIJQLxiRZ4piV5P0ma1LqoKVioaI2lJ1c7M4778TnP/95rFq1Cs8//zy++93v4u6778YXvvCF2OfY7shqQ/+ejSr79mfQDs+kzSrvpmEzKmt0dd4kjtV4baiaD0LGa9nxzeNoQzIWyfxu7OjaUJRsNoslS5bgwQcfrL3nui4efPBBLFu2TOkYRba5ZMkSZDKZwDIvvvgiXnvtNan9tsuj3FDCxk1vLtibNlbO4s1JuSfu5eHZdduJw7apDvRLbi9sbtHKjnWydaoTqWoUCJuVu3QPM9ZSQ9WgJFEZt9LHNytppeBhSHMSAF7dPoCULdbF3S2wfR6NMibDOAK/xM6OMKXyDgRNkIZL0gr9cqqn0C83Kx+PcJmOKI0SHRAYjyhKLIk+En4ZUWWDkgcYws3yr2nk+JWdYuU+tO9garZYCTqtNFKFRt4Hgf1y4qFsLCSF43HHHQcQwnHlypVKxyiyTVKMnnDCCYCiGG0HwmZlKnQPumlLOvtnapZVN4FNHFQa6OR5eWm5jDsVvNR0rAo3JHX+NkCT8erk2IYIj6jSxbr9hO6vqQFL6Hqkp2RSoyL236KxEIrakJwIDADWrFmDe++9F7feeis+//nP1y3/6KOP4u/+7u/w4Q9/GACwePFinHLKKXjsscek972jE9aGtN9jJW0Ys2ybhDUsBo9GZtOHb+sktCGsYLl5HNxMG2hD/iJCtGo8VImFF198MU4//XQccsghOPTQQ7F69WqMj4/XYuNpp52GnXbaqTbOZbFYxJ/+9Kfa/19//XU8/fTT6O7uxp577im0zb6+Ppx11lm4+OKLMTAwgN7eXlxwwQVYtmwZ/s//+T/Cx26MSgF0GTsjhbw2s3KkkMdkKYsF3SOB90Uz7VzPwkgxJ2SsybJ1im/isozL4VJn5AzbJH8bnQVgForlNOZ2jike7TTbq99zF8PAFSn1HynmkE8Fo3TYmIzD9mo2bR9lvFISWtl3swxKH9ezYHF+Jc3Mjq2PjjIgmXFvRCjMqvxLNgZFRQbZsJcYLUEI0dtZRpxS1/fH7SxXTYCYRoNnVQyLOI0GliAVmjVTZPvEfRg2jLjrtsBQPrx4qBIL21mMtiO6GrROpn62beVtdVbMuXTo2ZM6VjsZs1IkG5JpXNri8bS2DSt60gdhbMC12b9XIh1l5Q4gHRoSXdf9U85Px02VsTGbHQ+T0Ib+RGDkUBm8ycUOO+ww/Md//Acef/xxHHrooXjllVfwi1/8Av/0T/8kte+ZiK7ycF3jTPoUBir/kvFQ9LkLaEPN8VC4AzquNgxnl8fVhlUPLY52T1obkveibId2s2MhEtKGJ510EjZv3owvfelLGBoawtve9jbcd999tfHHX3vtNdj29M32xhtv4OCDD679fe211+Laa6/F4YcfjoceekhomwBwww03wLZtnHDCCSgUClixYgW+8Y1vSB27MSolGStk4XkWOrNqT6lvFsUxLEnDacNYZSDVHontkTe5TCYgDxGDksVrY/01E64zK5/p6ZuBqobldo0m3pSTxqjE9grlFICU1D21nSj/jzItm21Okvhp67xlDO2D/6Oumm3iZuKblWTpuJ+9IirmwtlHfmiMa1jG9du96qyxHiBV5+GfD29CCZnt0RoMoo0Iv9RHi1kQtZ8I05K8Dq0gQn148VAlFrazGG13nGy1Aad4r/sj2MQxLMnSurL/7EnEgUB5s3+baIgjYYNSJr66GaKxrfBM+OekHIM0FnmUu+Sy/z1bfGKf2j6IcvMo07KdYiGIeDgyEkzOyOVy1OEwVCYX+/CHP4wtW7bgne98JzzPQ7lcxnnnnWdKvxWIrQ1jdpSCiIFQiId12lCTpoo9+Y1dMezctOLxaOqEYmn3VtOGUablTNKGALBy5UpmdY2v93wWL14MT2BHUdsEgHw+j5tvvhk333yzwhFXMEalIGOFSqaiP4jpRDGjbFYiRnYly3jyjTGeYcly4uMYliyDMiURRUnjbayQQ3dOzTjdPNEtbVaGTcrxUpaZVdlMHJf+C+dfu8liBoO9FRG3YaQXXbnWOgczs+OOQzjrxU3FMyuhmF3pm5SWE2wMi4jKqBLJQBm1BFpu3/Bjbik20Kvbke6BD52DjgaDMNV9uznAVuw7801LJwNkR4FidVSQVGuFQ+GZHWVpVzHarvhzBvrPW9znRTW7kjX+l2gcYI7BGMOw1DGGcKBhrxgLUT0/6UZxKBbr6FhLBEao8E1LN12JhXCBUo9Y+WQjkdGGixYtCry/atUqXHbZZVqO46GHHsJVV12Fb3zjG1i6dClefvllXHjhhbjiiivwxS9+Ucs+dnTCYxfG0oaK2ZWkQWmVg7EtjjZU1VTQYFBWdly/zUaaleFzaGg81KANfdPSnaHasF0xRqUAvkkZRtSsLDEMJtnsyrBJWXJtZEJjG0YZliLpwjLl4HEyKH22MyYGSsqsTIeuFyuTMmxWipR9jxbymCpVlstn5FsqcczvyWLF7dk4Oj1W5zhx37aCaWmMyvYnamDqOIIUkqJHZAKeOKISktmV2m5blpiN00CXELOs81AxX5xs5dqlFEoR4+Jnp5H3iW8otYooNWK0/XEYI+2IPi+sBrGsWRk2KW2nfmzGqHgoNFGMRONWu0FJ0iizkrH/8O+USIYkeZ+olmbLZFWS+PcYGQtJM6kVTEsZbbh+/Xr09vbW3tc5udgXv/hF/NM//RPOPvtsAMABBxyA8fFxnHvuufiXf/mXQDa6IUjU5CqxtaGE/igLNEtja0OJ9bUNu8+avTuOWQmJmC4YD0VwcpVjboY2dI02bDtM1I1grJBlmpQ+E8X4896LlOfKlvCGS49lxjQYKeYiZ7LeOtWZqEnpM1aIN5t23LEhxwXG+xwt5GsvFSpl3/GYFLgHxwvZgHHZDBzXEnoZWg/RmfbiTlwgsg/ZWcJp41LLTDgRFTo9S2MWJe/XOMZ+RMSy6HmwGgxONvjyDV5HceZbNyL8sw7VyUyblCz842s2Jha2LyL3UNxZZ6PuZbK/VXYm1brJG2SOkxOnvFTCJqVPnFiYVpvBm0Tkd4qMhSroMDhE7kE3Kz+Dr25ktGFvb2/gxTIqVWa6nZiYqDMjU6nKDS2SeT4TEb1/YmtDgXtZxKQkia0No2Khrlm8LX68i7UfEW0ouH2mNswFX76xmoQ2ZK4j0IYx2rA1MRmVFHjmZJi4ZeDglIKrjjPom2dFR+0X4s3JTuza92btbx3mJDgGZdhQjZNZCU52pci4lOu392Nud3B9linpZ1P6/086q1LEoAzjm5XNyLCsjLvB6zVv2OEYBGH9uDN7WDVkVoJRCh5lUobLv8P4Pc8qjbLaZNrEeSWeRUkjZmYlWBlVAudCy2pgiTqlMT5jXk+eQVm3PHHszehJ58VDEwtbD9lGjI5hE1jZlbIGJYkfC5QNOzuYmajDnIRsgztGLAQvu1LgOMp5IBOeHEfg/ih3JJ9VqWKS+7+LzciwTEobyk4uduyxx+L666/HwQcfXCv9/uIXv4hjjz22ZlgapmFpKWZlhobMSjAMsSiTMlz+HcbXhiomlR+zyGNKosxb5DiUx9CMyK4UORdaViVrzEelY9QwU7kMRhu2FsaoDCFrUvr4mZVxx60EUQouYlDSyr918rfts1B2bPR36snR5mVR0tBhViI00U7YpNw2wf6V2zzWjbJjozvPjlikSSkKK5uSZlaGx6dUMSlJmmFYmtLv9kL2xz2wbkxBCor4kc2kpG4zZm+pL5RlJkRgoipm4zbQQ4I2/MhFmQ5OihgkX6Y0tUOtzEdkPCJZg5K6jSaU/pjynvZCNdNCl1kJYqKdkkCxCK38WydeujqWbzMnmNBgViI8oUM4wyriGpa6Kseg29yTNmwJ4mbyNsOwTEobyk4udumll8KyLFx66aV4/fXXMXfuXBx77LG48sorFc5qxyWOjtKiDUMxVTaTkkbcTLqaNtTRHFf86Y894U9oeI+67PuIuORnS0oPEZSgNozThvEx2rD5GKOyiqpBGSbp7EpZRqdyyClk9vmUnUpkGp6oGIyqhqWKQUkS16xE1bBc0D2CV98ckFrPvwZjU9lIszKMalYlj7gmJUkjx7H0BNoUM6yjqCXR8eMOjWYlQjOZRsHNqlScJKduO6np/Umjq7c9plmJqqjWlQ3lo+P6kkQJUh0mZWB7DRSlvHhoYmFroKMUTHVSiLpjUZxoh4abjdeo9dtKusZ7UyZmLASRXSn92+dP8JCVM/aSyqqMa1IGttXAcSyT1IYyk4ul02msWrUKq1atUtzbjo2uIQJ0mZWQ0IaNIlY81OA/aTErAShVF1vRY1ZqMXEJorShrnaMj9GGzWPGG5WbhnvQ2RHPAAsT16wcn8xhfLKSttKl4dgKpXQss5JE1LD0Z/yOa1CS6DAr/7x5LjJpHelQ06hkU/Kg3UM6DcrAdqeygX+TwnMteJxfP97nhmQp9QApPX0kgCZB6uQZmS+yx1J9fHTO6C1tWOocFVpDAz1Ow1Z2EPXInnOJx95fVLdJ6dOoMdt48dDEwuZS7NUbC6FjRvD8dDzUMdtq7EZtaFsQaIz6sVfbJBPQFAuz7dECpJmVOg3K8L4QUcapC6MNW59Sj/qETjQarQ2jyr+TeH6kDUuNt7fOuC4McfzN0obk/qNQvTZuTm18TFmMNgwyo43KTcOVGZInJqfvvCjTUibdVtasHJ+k3/0ihiWr/Ht0anqbOs1KEIYlIkxLnSalj6pZOcq4vjz8bMra/jVlVcpOoqPbpEzalKQiUN6jb+A/gwyl6cni4RCjIuhoqMsKUidixAsdhiU0ZlbWtsczLJOatk6xga7VJCDQnU3pQ/acixqUMmK0KZNJ8OKhiYVNo1idVFg0Fso8T7JmJSseRo3l68Mq/ybvd92NWvJasLabSPwJx0LBxydW2TmBrqxK2ePRbbIkbUpSMdqwZQloQ+Le0GFa6taGcXVhEnANS4XbWuRRUI3rtfgjo+UEjicp45TUhrqzKP3tNxyjDQPMaKOShqhpKbStCLOSZUyy0JFhWahm/okalmGTjgUtyzIJk9KHNCuL5ehbWNWghOD5J5FN6aNjGAGSppiTBJUBgvnLGFoHXaZllCCNEp8sokQprfybJmB0m5WIWxKuioRZqdsgIHvORa4ltee8SZqr2TPd8uKhiYWthc4OnCizUjYeihiWgeUp971so1a0nURrpCfVSVLZUYNiYZPbiX5Wpa6GeVPMSQKjDdsPXaalrw1phrtsLOR1ZNOyKpPKRg4Td4gM1X2K7q8uHsbMUg9oQ4FjaClt2OLxcKbFQmNURqDDtJwoZjA2Oh1ts/l4XT6ihiWZTRlGd3alT9xxLGXgZVZGGZSlcopb/h1lUvpZlaImpexYlaOj0ybvmFVv+HZ2it+LzTYnScxkOu1N3Ia6L0j9Hvq4pYui2ZVRjTlRs1L2tmy4YckRlYmaAwkSGH+qg349Ze7FZpuTJGbA9PZFh2nppoFS7/TfcccBlDUswyTZkG5oIz1OLBRpnEc8lkmPVekQ8ZBmLkptq8mNcRKjDdubuKalm6p03BRmVf5umDZsggNCxkI3Hb/8XWR/UXFXyxjBTUC7NmyjeDjTYqExKgXxTcsOStnv+Hh0t49btmGnK5GiOFW55LoNS7L8O8qk9OGZlaLZlHXHNZGrXY9UxkG35vE/ScYKOWRTwegUJ4OyUYTLvkljMoznAVYoJk1M1J8jaV62kjkZwLP4js8MC8DtipOvNMrSY/Wfic7AGLdh7RO3HDyJzEpUBWCgDNJLuKFOaWQ3wqB0M3IDjEeNR8QbGJ+WSUvLuiAFaiuZkwF48dDEwrbAv/9oBpUjUViia7blcFwly79FngVuw1Z1RtoU0YHjJdyJQxtPuA06a8LHGHn/hGboBSN+kuZlK5mTAYw23GFwcuwY1m7aMClIbdiIThzPrte4WuIh55F0M3LGdcO1YbvGwxkWC41RKUFpKg1X0sBzivTlkzIsZdCVWTlOGmfEA+SUUhhDMBLoMi79fQ5PpTFv7gig0aRMouSbzKqMMibDuKXKsaSy0b9ivnlppxo9grI4nlt58ZYxtA+iwtOHNph5EqLUL/8WLY3TaVZGCUCR8dvi7M+zK9exHRrlULh/RHHy8WdYThpePDSxsH1ws/XDTXDXYcSmpAxLGXSNW8m6Jp4FIPSZLuPS36ebmu5A0RYPE2gfklmVMsa2Z1fMSp4J4zfwWzkeGm24Y1HurjfReTRMG1bLv5uZTRl4r6o9E9eGViUGSMXCqAxzgVgYZ0iARLVhI4dmUsBowyBt0pxpPqWqseiU9F6y4lS6ZlrGYXwyh+HxDmzc0ouJsVzgFUUhxhiL4xO5oEkpwNhkrvYKMzqer22T9wLxnWze0oPNW3owNS6eOlNiTGajmkkqypY3u5XWYxneYUoa7qWk8NPZea+k2LZtG0499VT09vaiv78fZ511FsbGKCmBxPIXXHAB9t57b3R0dGCXXXbBJz7xCWzfvj2xY2wHVGdFZs24WNtuRs+YW166ui9rOouHzOZhrse49UQHLg9nUPK2Q65DFbC22ItcHtXrKHK+ulAxeGUa5NM7qvzDu49q+2jV3vIqzYyFBn34sVD386Zr9nk3U1H6TodkPIwhhVTiT9RxhY876gUQGaSZ6XgoDOuxS/hxLHeprbcjxMNma0ODHtpGG1JiSlLE1Ya8bYpoQz92uWn+sehE5TtriDZs1SqbKiYWBmldV6NFiGP8kOYSWf5NI06GZakYfYxhs7KzO9jNEc6sjDLrZI1Jp5RCKkPvvvDNymLVYMx0iHebsb4X0qzMd8mlJIiYlJNjOXiuhVROvEvGKVR+BUcA2BnxrhBX0RT3r00mZrZuIjRxEOBTTz0VGzZswP33349SqYQzzzwT5557Lu68807q8m+88QbeeOMNXHvttdhvv/3wt7/9Deeddx7eeOMN/OhHP2r48TebOI1mUQGBkLiplS+WxEVPVE85TZCSmTyymZU6BV9dqbjM5BYsQZvwWJleSv6R9jVWHK0lOsOn7llKtTPDBkXfkYgTD2UacHEyLHn7CcfDcJwIZ1ZGVqPJGpMRsTZsOMpkwNBmOQ8fn3Q8FIhVShla1e0Wc3JZY6q/O348NLHQoJNGa0PVDEt/fWrHMEcbyqJLG4ZLxCt/SGyA1QEfp+RcovNehoZqQ+KelRm6qGGYeFjDGJUM4mamiWbAhRE1LFnmpOdYsFLRdzg1y7I7ejZwIYNSMroUQxmQpYkMMp38XyDR78Y3LWUNyzCTlOvlFFJCZqVvUurAKdqRJeDhbN9WMyybOWD6888/j/vuuw9PPPEEDjnkEADATTfdhGOOOQbXXnstFi5cWLfO/vvvj//3//5f7e899tgDV155JT7ykY+gXC4jnZ454ZMpRCnjZGndr4AwZTUQRRvO4eU8okyOdjvGyjRiNM5jbVNg3ViN9IhtSa9LXE9yVkgutO9BUJD6tFoj3QyY3p7EzXJUzQwSNSxZ2xfphGE925FjViaQjRQ2G/2J2GTXY6GrA4f22xM1o3sAjY83LxaGv6N2i4Uw8bBlaYY2DHdmM4fRiJmFKWtetpo2FDUUa4vTvq9w+XdUZ1XM8/dpuDas3sOtYlgabRhk5rS0JUjKpORlVZIUp9JwyynkiexHXuakqjmKqnk5UR1P0p1KoW/emHT2JPO4QlmVYYOSRNSslIGVZUnO/k3LpqQZlJ4rHiBoJqVbsoWyKlnZlDyzkgZ5PzfVtPQEeokS6kVau3Yt+vv7ayYlACxfvhy2beOxxx7DP/7jPwptZ/v27ejt7Z0xJqWO0kOZHnPmcWSC4iXp8YVq268qR6tsJVIuIzKepe4ZG1Ua6XHNiFbSVS3TSOfFQ9Oj3nI0y6QMH4ObDjaqeNsVNfBokKWRXsqDXbC0mZPhxnnUcYqalVL7F+nAocSu2L8/tG0KNs6Z2fOSjXO0UsZ5E7WhQY2W1YYaYmwUtZjRRG0Iu/owRLVHFTQXV3MmMElZS2nDVjEsjTYMMDNa24KIGpROyUZKooRXBbc6huJU1SxLZcUVmkhWJXPdiTRge9i+qTKWYrpbn2kYZVCSRJmVcU1kWpYlaVLSzEkVdGZS1m1bwaz0aWqWpcTMjiMjI4G3c7kccjn172ZoaAjz5s0LvJdOpzEwMIChoSGhbWzZsgVXXHEFzj33XOXjaCdaRYiCEJ81EdqAH2rP9mqNaC8tIAxFt2vJiUjWxBaxBaJAI13UkIjKIop65IUa51E9+AqNc5+mG5ZmZse2QTQWeqmEZ7MmTDK/USU1VEWMScPcdCUeurnpBrouRI3UKLMyjhmLcAeOn0VEZvnoai0l+Fi3bTw0s363FS2tDRtAnTbUoAuhoA1hM/Yd83BEhiAS1Z9tqQ2bbVgabRjATKZTRdckJLysRrfMv+QuZaIXp5iCUxRXYp4jfyN7E/XXoDyWQXlM4Bcg4sEpj6eFTUqf0kQGpYngfnVOFDM1nsXUeBZlx8bkWK72iiKcTUkzI51CimtS8saeVB2bUobSVLrxE+94gi8AixYtQl9fX+119dVXUzf5+c9/HpZlRb5eeOGF2Ic+MjKC973vfdhvv/1w2WWXxd5eKyM9IHpEhoeW46GFH16bJm6j1Wa05lnvyxCjp5v1d1zI66VzgPlG6Km495mTa9JEE4Kx0NBcdDTKoSubknKvi3g84eXl91t/M3ppb7oDRxEv7UkbjG6KXhqui1rssyrX21WYIZi6vIAJwR1TtAEttqbEQwltaGgeuib4SlQb8vYdt4OXpgFtr3HaMNzTFN6vZs1Vu16W2MRAwtttB22YbdLEOyYWBpjxGZU6zZo4pdc+NJMyuI/K5+EMy7j7ppmUJL5ZKZNhWR6Pf2397MqkTDVdGZRIOIuybl8xsipJGpphKdFrvn79evT29tbeZmVTfupTn8IZZ5wRucndd98dg4OD2LRpU+D9crmMbdu2YXBwMHL90dFRHHXUUejp6cGPf/xjZDIN7LptMLoa5bqIFKL+rZTgjzY1A0mk7IaGv56iQvMzK920B0tTD35g+5rDl+hpRvacC24jTu+5T8PLIE2veUujMxYmZVKS+LdLOF7FNfFoJmVgv2n5DMu4BieI7EqdJqWPZ+kzU4DkZwwn0REL0egMS5NR2fIoxcMGjVPZDFpJG9YyKxN6RGa8Nmz0xDtGGwaY0UZlabj6S5yXr9UJl3/LGIUyY1Uy988wLElES8B5JiWJiGFJMyi9kgUroyZOS2/mgA599VTe+PQvnNUlZrzyxqaUNSlFx6qM3KcmsxJTKZSmkjdZPa/y4i0DAL29vQGjksXcuXMxd+5c7nLLli3D8PAw1q1bhyVLlgAAfvWrX8F1XSxdupS53sjICFasWIFcLoef/vSnyOfz3H21I6Xu6f/r+CHWNfaQEJoNS2Y2ZRhRUVrX4+3FMit1Q55vHAOULPFpho7S1UD3x7xKGl485MVKQ3KUeir/qpg04fLvRjeoWYZleBmREnCeSRnYpoBhSTUoWeWLAjhZD5ZC9RAL8ny1bVdyM6zGuUzs1xYLNWXQ8ZDRhobG0tbaUDOtrA1he5W4rrETW7c2bHd/zWjD5mBKv1ExagKvJsHLpqTBKwdXKQEXCUiBkvBq9CmPp7VkUQYoVG/RST3fC2lS0v5WQWcmpWzZt3ImbTPud9cSeyXAvvvui6OOOgrnnHMOHn/8cfzud7/DypUrcfLJJ9dm/H799dexzz774PHHHweqJuWRRx6J8fFxfPe738XIyAiGhoYwNDQEx0l4ILIm4pc7qJY8NE2IVkvrYs1KrVK+wyr7iSoHUhwoTun4IrYV3l7c7cuWofo0MzvCF5+NEqHTO25OLDSI45fBqpbD6rqfVMZHTCJBTWQdWkm4jjLxuv1UO+E9xfHYw4RNWS3bbeIjrPo77JuTDa2uaKI2NIjTttrQ33+cWalbXRtqfDyS0oYqqAz9VLdv4r6TaR8YbdgazOiMSiakeSOQbaliFoWzKlVMytr+txO/Gh1y3agy2ZQ0hMav9Pclm1VZCF3XyZRyZmWUIemNZyIzK5nZlJNpOJPV6yd53aEpqxKimZVNNOB9LI//G6w60L8Id9xxB1auXIn3vve9sG0bJ5xwAr72ta/VPi+VSnjxxRcxMTEBAHjqqafw2GOPAQD23HPPwLZeffVVLF68OLmDbRHCgpTZo14t8Wm2EAUhqGR7gGObgBpNRBrk8Xm2evk37zxVt10Rt4Bdak4mEohMIp4YbXbZGATiYZKx0KBGM2ZJjjOJi5NVzxCUyaakIWVMSmZVhk1EL6WeWRl1nqrb9VIenGoMShXl1xedAZx7HAKZla0w3EuztaFBHqMNJUhaGxKnk6Q2jLNNrdpQ5TgEs8yNNmw9jFHJI2zwEMalN5SHOxA/F17KpJwKz6oQevApxhmrBDyuSQkAqbE0nG4NNSYJPXiiGZM8szLAJOW6RdwnoihNojNaPb/ZlFZTC5iTAUQGAU4wAA8MDODOO+9kfr548WJ4RE79EUccEfjbED1WS6OFKC3jJSzYfOKUrcjMlCs1669EmQ9NQKoI0iSFaO1vSsNfZPw6HY3zckdl3+mJ4P5aQXzWwYuHJvS0NOEMy7Bx2YhxKUnqshhDj5wfL0njjRXb4pqU4Mz22gqInqOMWUn7TXJDnfMqjXWVTLByZ2W/mZFQLGwBY7KOJmtDQ3xmojaUITFtSFksKW0ou12jDRUx2jCAMSplCZs/vlHUI/8UVWYAZzykYUNSFtJM6yjXmZW6TMrav5YHp4sfhYWzKsPZlD4SWZWyZd00szKQTUkzKFmwTMKQgRnIqhxVj5jeUB4QuP5NxQyYvkNBClM3W8mm84VYelLv9xi3DI/Xk67DwPOz+KQEqch2dRyb5DZEBKnMNmUFqt/IVqXU4yE11eKxxAyYvkNBGpdO3puOhRNq3yPLpIw90zYRSy3HqjMrdZmU/r+WJxgPBbMqWb8Fooaiyvnxti3z+xQ2Ln3CBibZOI8TD4uzdoBYCBMP24lGaUMdwzPE0YaindiJaUMNl9JowxbEaMMAxqhUwCJMRLtkVYSHoslkhSp2vVwCU6T5BpvEjN3SeBZS45VoLGJYRsIyKX04ZmWccSeZmZUyJmUUhIFp+/fR3AKsDXkgFy8A29Xr76U8ePmEptqLg+k13+Fws9NlHSR+76U0xO9vODbqgNaTrtOkDP/NFaVxBk8XEI1xzo21bW7puKh4JwTq9PWzYvec+9ty8h4sF7AVSi8bguk13+Fws8F72nJiNKxCt63OBq5PLctSYsZu6X1YAETjIW9bHGOCZyjGMWFZ29Y2RmamPh7aJQvFfi/+rLV534xp0XhotOEOh9GG1e2GtaHt74OzIkcbcn19ow3rt2u0YVtiJtORwJqyAyZlIvso2LB4Rp0iXnU8SZFsSl6PiZ9NSf1sPFUzLanHEVX6EuPcvfGMlslxattzrYpBqcukrGJP2dMmJVAxKeNsj3I9G3GvSuMKvgwtj5v1Ao1ynzgT2dRty55+JQFtwHCl7UScs5dKfnIf1jK6MzF1Xa/A9kPXx+nwUOr1tJSK+bDu1aZjYuEOQyPusbixJArfwBMx8ngN5Khyde45RGUvSRqC4SxRHZmi4ePRZVKCuDbk9Sn2x82erX+vJeOh0YY7DI3UhknREG2Y8DmAoQG1nZvRhsmRUCy8+eabsXjxYuTzeSxdurQ2cSyLH/7wh9hnn32Qz+dxwAEH4Be/+EXgc8uyqK9rrrmmtszixYvrPv/qV78qddwNcTJ0X5xGQzN9yJ7VOAPEsnqydRuW9oQNe8KGtSmH1EgKqRH1X40okzKwHMewrEPmfKuzgFuWp9+gHM/A3pRDaksW9oSe78A3J+3wfUR8/6mC/t6dljIs/XR23svQsiT5wx4lQEREnfCtY0+/aI1DGUTXi9wHo4tZqnwmQdHo2V4l20dTGIl7zXnbDvxNHHPLidKEYmG7itF2hHZPkfdcrE4Kxrq6nx1/e06u0giM0xAUHVNT9hxkDEFyWd0GpZfy4OYqL13fAetakO+pfCfcCcVaKR4abdj2NEMbinZmq2jDwEsBtt4LLRd1/CxtKPEohLWhTjzbq2Q/Gm2olwRi4d13342LL74Yq1atwlNPPYWDDjoIK1aswKZNm6jLP/roozjllFNw1lln4Q9/+AOOO+44HHfccfjjH/9YW2bDhg2B16233grLsnDCCScEtnX55ZcHlrvgggukjj1xByOJi9MIfIMnSZNHJO3YNyxVTEvfnGSZbSqGpahJGViHYlZGZlUKYm/Nwt6YQ2rMRmpM3/eUGg9ui3cdI4+RYk5G7lvSrKRmU1LKk1rBsPRnMuO9DK2HzA+5isjwhShvXeVeaAHRGSWQdLWRREWYtKC0K+UybsbTKvTqthVDvEubE5I/NaLbbhVRmkQsbGcx2i7490+S95DIvR+nUcdbV8WwVJmdnLr/mI1pL1X5jpx8fOO1btuhbal+Byrr6TwPklaIh0Ybti9R909Yq7WrNmxESpfQ8VuevBatasOaoajrXMLbSlAb1t1HRhtKc/311+Occ87BmWeeif322w9r1qxBZ2cnbr31VuryN954I4466ih85jOfwb777osrrrgCb3/72/H1r3+9tszg4GDgdc899+Dd7343dt9998C2enp6Ast1dXVJHXvij18SFydJVA0d2axKlbERRAxLFVNN1LDkmpQREZSbXSlgxNoTqcCr/vjiGZapcbvOpKw/Bsb1Jc6dlT2pG5VM3qYalp7gy9AyiPxwJ12+wtonV9gpCieZLElV6oSZJdnrTenxr5/lN5mMLuoxRGxD3JylvJfgKNpNF6UJxMJ2FqOtjur9Im1iKRp+3Ia8ojkmcjw8kzJyXgBeI5U7LmUyxqvs+iLXN8ny/fB+qO9HxOqmxkOjDduOpv9+MkhMGzKWp866HWu4n9Cxk9pQpMknoA1jG5a8dTVrQ+r6RhsKUywWsW7dOixfvrz2nm3bWL58OdauXUtdZ+3atYHlAWDFihXM5Tdu3Ih7770XZ511Vt1nX/3qVzF79mwcfPDBuOaaa1Auyw26nGgTsxEXp1AoYGRkJPBSQcbAYQ3WrVoCLjuQeTjLMk7GH0mUWamSSUndDmFY1rIqGdedZ0zaRYv6XfiGpYxpyTMo6ccXvO6y5iTre0+iBLxu300wLC2RnqKGHtGOh654GPeHupGZIgFhJylAWT2TIg1OHQT2Y0WUbMcoRZIvs1Q4v7AwblCD3EemNz5MIzLkaHDjYXW58PNcKBSo22t3MaqbZsRC1r2W9NAS5PLks6erlC4qRqtkUlL3QR5nNQ6yZ/jmnJddX2IJwnCU+c2JYxx7qWqlnkIM1nUssrRkLDTaMDZGG2ow6CBmwOkgbFgmoQ11mbVC6xhtKIxubbhlyxY4joP58+cH3p8/fz6Ghoao6wwNDUkt/73vfQ89PT04/vjjA+9/4hOfwF133YVf//rX+NjHPoarrroKn/3sZyWuRsJGZSMuztVXX42+vr7aa9GiRVLH2AzDRudMU1bRQmpK3/bI7ErehDqx9lM1LMkScJ4xqbQfjmEZlUUpk2KvayxLH55ZGWdcVJKG3v9mHKLEiRsPdf4oN6pxXsPSn91JE1VJjZ/DLLEWOCeRx0Y06yo2ur+DBjTOfRoqSgVj4aJFiwLP9NVXX03dXLuLUd20UiwUReu9nsBzWCvDTPBnuhanyLHVBLImpffDMSwjP5e4LXT/Xohkduqg5WJhg8bsHR4exvnnn48FCxYgl8vhLW95S9PnSdBBK8VDoQoLnbEwAW1I02bCz57UGJOhDhtFbRj5+IhsS8f1M9pQDM3asBHceuutOPXUU5HPBycHvvjii3HEEUfgwAMPxHnnnYfrrrsON910E9NUpdHArzkZLrnkElx88cW1v0dGRoQDcPrNyuk7Hfqmk7NLVmXiAdbnGk3K1OT0U5+asuDk9T1EvllZ7i9ry6akkd0cnARH9BzI62g5Frc8yDcrne7p71oli5K5/YIFp7N1yiBErgmJ/ywkikjKeutcwrZENR6Wq8+FbHyKK/50CY3AxAM2YGmeIdRLAVY5+Z5g8nroPofaPqrnYDn172nZfvWekDl+7mD46cr1p36m+TtpmCDlxcPqZ+vXr0dvb2/t7Vwul/yxMYgSoz4HHnggstksPvaxj+Hqq69u2vHG0Yaq8TAKLxV85uo+1zmWIpGlDQBgVAEpbbt6nFZJXzYlDTcbfkNwxUDZJF9T1M6nXP+eFmwAEd97o5H9fSx3N2C67YS0oT9m75o1a7B06VKsXr0aK1aswIsvvoh58+bVLV8sFvEP//APmDdvHn70ox9hp512wt/+9jf09/fL77zFaDdtSN0mJ4ay1qn9PwFt6D/fiWtDYvuJjdfqf2cu5T0NeJb8sRttyPhcQhvOmTMHqVQKGzduDLy/ceNGDA4OUtcZHBwUXv43v/kNXnzxRdx9991RZwUAWLp0KcrlMv76179i77335i6PpI3KpC8Oql9MXCHsG34ihiWr7DsuVtmqDHYrAGlQBt7XbFZCpeRbIhKlKFmISZxDYPtjttYaEj/z0bMAu/q9uJqM71TBgpOrvxa6silZ91FiGKMyceLGQ/JHWEcjPUpY6mgM8sbi0ilK3XSyA/rXDRiewDkEtp9EZqgd/L/OY48SpNx1OcfSlPGIBMVob29vQIyyaHcxqhsd2tC/L0RiYVJj9co0zpnPdMrTalZCoeRbppFKn2RHwqxUQHt2jn8/WB5hhur5DlixUGc2ZUNJSBuSY/YCwJo1a3Dvvffi1ltvxec///m65W+99VZs27YNjz76KDKZShLF4sWL5XfcghhtWH0/AV2VuEnJmBKBF0/rxi0XjcFJmMx+ZmfCura2P9Gx5meANsxms1iyZAkefPBBHHfccQAA13Xx4IMPYuXKldR1li1bhgcffBCf/OQna+/df//9WLZsWd2y3/3ud7FkyRIcdNBB3GN5+umnYds2taOIRaJOBXlxfPyLQztZEBeHhHVxdJOatGuvOLCMpLjBXeTYUlN6S8FVG4Y8aCZl7TOF4xc1kNPjFtJjmow+Rnm2PWnXTEsWooI1vI+4JqWue1wFM7Nje9Gs8VlEiDNBS9z96oY38Du3RzlOSNAxZlPEOSjPxCm635jfRzPvb92xMGm9lbQYbWV0xcKkxh4Uiocpr/LSRULl35HnoRJLBI/TS3lSVSiRsMYqFUhGEG5gU2Ygj0Mzf++T0IYqY/b+9Kc/xbJly3D++edj/vz52H///XHVVVfBcVooJbYFMNow+e1BRBs2YgiOuNthjNqgUxsmUQK+I2lDVKtevv3tb+N73/senn/+eXz84x/H+Ph4rRPntNNOwyWXXFJb/sILL8R9992H6667Di+88AIuu+wyPPnkk3XG5sjICH74wx/i7LPPrtvn2rVrsXr1avzP//wPXnnlFdxxxx246KKL8JGPfASzZs0SPvbE6z0vvvhinH766TjkkENw6KGHYvXq1XUXZ6eddqrV1l944YU4/PDDcd111+F973sf7rrrLjz55JO45ZZbkj7UAKSRo6M0PI5JqWIqRWUmima6pCemj9mzgHJP/Ic2yqAMLFc1K2nnoKM3Lz1uodylfj4iE97Yk7a27EoV/PLvZpiSVFyBjIjmXS5DBLTMIlGRQes5Fxlni9bbriKctGX2EYOBw9OzTeFrmFTJkgZEziGqF11GrJKZRKoiumUaV7x4qPB9J6W3fDF63XXX1e1z7dq1eOyxx/Dud78bPT09WLt2rZIYbRe0ZxbFmY1a5RmIyq70xIy9sKGnI1NQ+Fxo5Ynhz2Idhxevcopbqli5drqyK1Xwf0/aJhZi+vPwJDCsTMGoMXtfeOEF6i5eeeUV/OpXv8Kpp56KX/ziF3j55Zfxz//8zyiVSli1apXsWc0IjDacPl+pbEHOsBTC11CynFpkeW3jAIv8lhhtWE8C2vCkk07C5s2b8aUvfQlDQ0N429vehvvuu68WH1977TXY9vQFP+yww3DnnXfi0ksvxRe+8AXstdde+MlPfoL9998/sN277roLnufhlFNOqdtnLpfDXXfdhcsuuwyFQgG77bYbLrroosAQFCIkblQmdXEaiW/0pKaAUq/gGIqcsSpphMu/4xpMccqoSZMSVYc/PTr9noppKWpSBtaROAfeuIzpcavub1mzUnZGbh3l4H4JuEw2ZWbEX9Y3fJV3rw2RniCTUdnakD/kXsbjZg7XliXEpeosqnGIXW7CyBZU3aZKTzJNVCv3qIf3H9X45xyT7PJxGwYqJeBu13TLxiq0RscNLx6qxMJ2FqPtiB8PvZwLe1wsSKmOs6Z1TNkYpeA0jUXqVhUDTul8ZErBeaZA6JyUzErZWKjBsPRjocz1I2MhWiQeymjD8LiKq1atwmWXXablOFzXxbx583DLLbcglUphyZIleP3113HNNdcYo5KDSiwM047akFVJorpNJW1IMR9VtWHd5JGK5yK7/0Q64wWYKdoQAFauXMks9X7ooYfq3jvxxBNx4oknRm7z3HPPxbnnnkv97O1vfzt+//vfqx0sQUMm00ni4jSS1NT0/zOjwaevFGHY+WalTK+77uy3qMxEFmGTkrpM9TpQDctQ1FQxKElIs1I1gyFsUvqZAzJmpaxJSUIalirCNFWwIn/Awvdl3fpTLWBWiszcaGb9bnm83LSaCBvwosal0H4SKrOWFkO0UyIavuRzKbLtOOUuWsb3idq/RONf9Tx0nAPv3ojqGPLv36aLUl48VIyF7SpG2xHVWOgbjzINc+3x0DfnJAw5kdLoKAMu3KCOfU5kvFKNR4xzkjIr48R04nopZYWlo01YXie5l3NbPxZiOh4mOYHEggULkMlkkEpNfxH77rsvhoaGUCwWkc2GZ3gykPjx0O1yADc0bBUjHsadIEcXKtqQOyyPpNaJpQ0Fx60EJQ7X3o+4rqLXJ04TLrZpzImFmOHasF1p+1m/k4Y0KWlEGZe5bRYKlMqnDG+MROJB02UuiWYmRpmUllf/fEQalhpMytp2pixkRoAiZ/I9WlZlnUkZwv88yrCMY1KmyXtoyq5lA9XNasmBvLd4xiQN/15ummFpJtNpa8hGOYuoxrrT68CeCCohNxu9TYsQu9omIhAVpIpZj9BQxiK0nyRnfoy4PnHOg1plkKnuTDKDyZ4SzFa3GUZEsxvoggOmG1oTXjyMjIXdDlKUrCNePCTvCbuk6d4VzK6UHb+RlzGozWywATftweb9PlCyKnnn5H8eaVjqiocZD/AzUxVjIRSrd5reQJfQhklOIPF3f/d3uPPOO+G6bi3z/M9//jMWLFhgTMoIEtGGnIpE0mhrtDZUqSTxSVwbJjluJef6cPcd8Tn1+67FQ8EDrGIXjDbckTBGJQOmQckZw8c3kOxiZbncmxbcjJ7jYBlMoj1SPLNSJJOSuW6oLDy3OfiQl7uUNx0LnkkZXjZsVsoalGmOsQ2iXMcuypmVua2WtLlJo1nZlZbLFwHNSP038BERojR8oeClvcqYWJ0OoCgqwxMRxCqZ4/XcimiUiHLC8PYDx+5qUJK2V+kVl70GotorVAruNwpkBLXs0Cey5ahOjxO7gdLMBjovHppY2JowY6HtRT7btViYcQHXgtPlwIoxOZ6bmT6O2KYl59mLM8lMuCw8PA5YrPEgYyBzTtTsSslLLhUPZWNhbxmWBuO6WQ30pLSh7Ji9H//4x/H1r38dF154IS644AK89NJLuOqqq/CJT3xC6bxmAlq1oeI93EhtGNdUrNOGZFzQEQvtqmDjbEs1u511fWQMUnltKGdWGm24Y2GMSgq8LEpZ7FLl3ziGJSjHRZpN6Ynp/5c7o7ZReXjDYlHUpKRlVYbJbalfID1ev1yUeZmapL+fHZ4ulyp1M46xmlUpY1JOH+d0dqWMSSliUNKwi5V/RQ1IWXOTRVOyK0VmK5thPUWtjqoIDWwjPNNp2lM2K1nbDYgSW9wU9HuIAzFNd+ZjuNeW0YvLPFbK8rXjTUmIXJXzIrIrRQW6tAgliTF2XhyaIkp58dDEwpZDRzwMbK/6rMQxLBEyLUEal16wwiSygeMvF4pD2mbCDjfKI7YfZV56jPjpVg0PhDLxgxuuPFcq5xTIrkyqw6ZsTWcRScZCL+NqMyvRarEQavFQdszeRYsW4Ze//CUuuugiHHjggdhpp51w4YUX4nOf+5z8zndwEtGGGVfZrGRtN6ANyceJN6EMbUzwpLUhKy6x4gB1WCKv/jNeon7MiYhETcp42lA+s1IHTem8MdowgDEqCXQZlL75VPd+Kb5ZSZIdrvwbDjKkacmijErPdpwsSl2wTEkS3+wlyYwF/2YZlyrktljC40fpKGHSZUACckGsoYalKf1uKxIRoj6azEofXwDZYSHDMgUJPFjT952sHhGYpEF4zCCIHW/dev4qYZFLits4OssGvEbOciXQQPcNDy/taZ09t6Gi1JT3tA26DEovQ9+Ol/Fim5Ukfgl52PATaWhbqGSG6jQoVWAZkvXL8ddlGpcKuBlPfMw51u+fKArjiEYi8fvSUMMyQW0oO2bvsmXLZuyYu6Ikqg01mZXh/dR1fgjOSG1JdtQKIxrfatpQcvtkVlF4XdJgjDtmeiMtBAGz0svq14YN77wx2jCAMSo1Z1AGTEpKmbgOs1LH8aYngPRmC0XKGJo8orIq0xNixp1dBLJFMYMsbFJaZfog9KRxaZcslDv426bhG6es/dQdX6Hyr0sf01sYUbNSq6lZpSHl4MaobAukRCin3DESXZmVxCbcFMWs5OELRs2D+4g29Gu7lRCuQlT371nxGup+o7+RXqVMNlESZmVDMGK05dF5LwRMSkrc5JqVIveDhsfAs6vZeRqfKX+7Qp02tgfPFpvIJmwesMZQI43LOLPL+vsT3oZ/CnGfZdFxRDVlVQa22YjOG6MN24KGaUPNZiUgOTmWj1Vtz+q+92S1nuilEBVp/vZESiSjOuMT0s6RSGRWGm24Y9Aac7E3kdy2xu+Tlh1Yg3MD6jJV/VLs7Jt6tgcik5M3XiYr41QX/vVNC2RqhhHJ7mTut6C+bm0bgtdG5zVMT1ReST8Llif2MjQHr6+st2Eukk0SI+NEZKJQme34DWRpKMegVFoo0sNP25fA5ICq5xZo4Ascn6tzNk4dGV0q32ferbwSxsTC1sbrjRJqCe1TtTTO0pfZ4seu2NmA5DYFWxpK8VfhOFSyo2JlVOn4bkQ7vhhZu0rkHCDnJP4sGG3Y2ni9TdCGOu9jRXzd5KU8NS1BI6kYR3tAoh4a/zPVh4s8D4H1XY2/J9ChM1W+h5xbeSWMiYVBZrRR6RszvlEjDOMmkTGPIs1KCqkptkkpMpGOT3qyfrzI7JuV9/yXCOEHRfT6ha8Rz3hlXSd/5mze8ulJccOSZlKy9sPCLsQ3LJM2ckmk7vu4eIIvQ8Px+qo3uiaTRqqRKylgdBmUYJhvNXGqalzG3H+i+5Mp/YsaG1MnUZkToo1zHSK4QQZlDRMLW5aaMVM1aoRhzSIq0eiWNiujOipkJozxG+Tke2mvkmFpqxt15HqRnSqyw14wjkf0fZnzoZeXi68PaDKTG1WOL3vfx8Vow5bF661qQ00mjdRvdRPNynA8qpRJe8FXkvsnYkXSOhSQLJmhHU+j3TPRyX90aMMGGZQ1TCwMYEq/CXzTJmoyGhYq5pJIGbjOsnRRwy5sVvJm7G6o2RVBlPmbnkRkKXhUJmVUCTjTMC3EKwUPl3fT7i9qCbhgAGvGdybSEzTTeopaFt+wmWpQX5YvJjhlGqJZfbzybxnDjRSJvEkaIGEOyJp+vMzJ8LPDWt6zPW4peJQwpu0rUUTLHlXLfBppThLw4qGJhS2Eb9oU5FM5VDLchMas1NhpoDoeJK/8OU4WYlSppux2eeZl1HlE7SuqBJxpOHPGNeYSiodetv4AqCXgomZHIw3KKkYbthG+YdOo8fr8+Km5FJyFlPaRmLixbvmoY5CN7TwhEd4ga3mRUvCocxBZXwZycjEagmXgytqwkeYkgdGGQWZ0RiWLRpo4UeaatjJvMquQ8dxFGa2sbMuOzXLHIWvm8rJOZbMd64xaiYdddl/QUAoucr1kr6l09rBuTC9ReyGSZRbueWYIC6HGJWvdhLMohddlZFt6Ka+SfRTTpJR9X3b7tc8jskVVe++1ln2HSSKTqNEZlDRMLGwvJE2cOGW4kZmVumIhGQdY24xquDOyLb2MJ5mxqPeG12VkJrZuAzIrpe+9RmdRhjHasL0QyTLTqQ01ZFfy9JlIHGJqK0a2pZeSKx2P6mCmIutaifQIsJZR1YY6y77DJKE7G51BScPEwhrGqGQgY+jELdUNG3JRZd4sWOXfMuM0ipxHehzIb6m8IGFWRm2bdq6ypfGiy9Ouh+i4lKpmZRzDUlcZeNMNSpjynrZG0NTRUmYR2oZOg1J36XJduWSDS7kDx2IF/xVaJ9yQSKrHXwcpj9tAD9x/rHNpBYMSJha2LQ00dOrMSoXyYVbjXMocFGnA21WD0j9m0U6bKCOUso2kTMg45d3KZmWcOKqr86bZBiWMNmxrBE0dLdowoVJw2WF+hPRPSBs2RTP5kONRyq7jI3p9mpHuJ2BWCmnDVjAoYWJhGFP6zYFZDu5VRIYuI8kvA29GqXfgODgzStO2malmWpYYJeJJjrloleXjYnoSyIxO/13sldufXwYuY1zGKQXnXb+o76zp5iSBKe/ZAWhUSXjaA0p2S2RRMmFtk1Pax812DJUXSRmPCufp2Z7S7LQNLwEXJLLMpxUMyiqmvKfNYZWDV2e71TWpSa0MXGMWZR2CDe/I8kaaccYZtiHJsdeUJ8whG7QS5YJkGbjUOKNxSsF5HTdRs4A325wkMNpwB6BRJeEZF1ZR3z6SiEFRlTFR97FIJUxg2J44xqPgOiLDY1D31WhnVqAMPFIbtoJBWcVowyDGqBSEZliKGHCZscq/pW7+stlh1aMjjqkUYTQKPoc040vE9MyMs81KHqkpwMlX9y+RTcl7YEWM3+wIe6xQ2riWVjl6HdZ6fmalm6uYnaJGp8h1DX9nrWRQ+lgu/8dO6sfQ0Dzybp1ZKdRjnneAKcFajRg98G71l80uWPr1ksj2yDErCXGqu4RbCsnjFsGziEZ5lODXNL6U1VmGO6UgW1rIoPThxUMTC9sEimEpYlLa+YoAELmflWcDJ9a3PAC8cS950MxKXmaf/7nAOLM0yLEqY828zTquKNIeWzdTTFvPRmV25IhYSDVZyI4i3rhsBHZXCQ7n/vEybnCszxYyKH2MNtyByLl1ZqVubRgnHvrr2lN2LJNSZlxw3nqi6wbQ6FYJHbcdrQ3rDsfy4Ipk1+vShl0lNW3YQgalj9GGQYxRKYnIhDsZyszZvmHJo6np4QS+8SWblRk21XSOS5kdDf6dKgAe8btWzsvtK7xfmvFIO3//GKMmQ4q8bsRnpIFNu29on0VlrrqZ1jQpAcGU9RnWU9TWENmVUULUb5ADgOdaFUEqwmTMnycXcDOKg2izkNlUjEwZbrYiY7Zy/wckloaNO9kDDdnssoh7hLyfwDB6vLRXEXMtaFDW4MVDEwvbC4EJd1LhWEi5n1koNcKSwDcrZUuPw5PAaJrlG6B0atle8PkRmeiChc3o5Kccf81AcS32DPCUyW9okOai1cG+R8h7KtK0bEGDsobRhjsWRHZlS2pDB3DDBr4Cqp3QsapmOJMhUoewIPcn8xyFdxOhDZW9CxFtSG48IhZKacMWNChrGG0YoEWUT/sRNtSiTCZRLGc6LriS3wx5PNRSYIVnUqV0HNVrUewVMymzpIE7Jt5jnqKM+5ieEjMrWWaoyCzsWrHU7pvwOqRx2bImJYwY3WHJuwCRJSLa8I7CSnnwYsy0qxLvog8o5nqClTBk/PMkDMe6sSbjlmULmpWBzIaIxjkPu7sEt6zWs07ebwFh2somJYwY3VEJj6uY0hAPPdeClXXgFeVjYSAOZLz6rEqV2KY6PmLKA8qWmElJnKroJGUAI7ObV7buw5woI4HflAjsrJqpGL7XfOPSS3nNHD6Zj9GGOyY5N5Ax1xLaULNfr2rQ+esJ6zRiPzLxsO744nZEi2pD0qB2FDq2/N11leEpGspMbdjKJiWMNgxjjEpFsiPBbL64+Kaev027LG5Wyk48I0J2NDprlLv+CN00zApmlkZBMyl9RM1KFjyzMnytVc3NVPX7dhTHrSQhjUvLjXf+SWLGIdoxSWUduHaCP/yyojR0KJHj0jQIWtmMrjJG5uzdskI4jMK4lUpoNBRJYWqnPTgKxk6jMOMQ7ZhkuovKpjsNO11ptThFG1bVwBI1LBO5h9LR407y8Fjl1Doe1SgDVNSsZK4fbVbWlaMqdtykO6tDAmj4zUoF4qGLcqtk5YYw2nDHJJVz4KYS1oYyZmXIpCSHlWgWVKMz6bHZRbRd1DEkUXVDQ6OhWKcNVUzuBmG0YZDW/NVqMVQzC0VhZR7a1ecqyrBkZgdyJsWJwi+xTk/ENCs1mJJhwial5dQbxunquJSqhl2SmZV1M7wX9JiVqH7nXnr6/H1axrh0BbISWryjy1AxJsOkcw7Kmn74LVbPK0+UJnTv+L3XUeU2QttJYIx5kcykpLIrqeNEyTbOCZPSTrvaDJ5U1oHn2tR7tWXMS148NLGw5UlryBCKwmaUTYoYlsxnnsyqlA1p/vFwJsnhksQjKBJ3/GVUY3mCmZXhLEo77WkxKwEgnXXgulbd/doyxqXRhjsEKcrwAqmso+03l6oNRTqyExr1QGmiGRoJeKVCmZ5xDMcIs5Na7i+bVZlzYaUrF9ZKecpZlWFq2pByr7aMeWm0YYAW+ZVqLUSNSZ0mUxSs7ErhTErBm5pmLKqalZnxSkBycvoicFQmJQ1adqXoNaOZlXFLxpPIfK1tO6LMPmxcoknmpek1bz9oRg8LHWYl06T0YYlSToyTzaqkldbwxgaK3J6tfxZEmTHedJuVcSf3CBqUDvH/+Galf89atgvPrd9W+J5ulnFpes3bD1FjUmfHTRSscnCt9w5rjDlVszIV0yykwZrJnHUdaNmVoodDMSuZ8VCw40a11FuEdMS2afdzM8xLow3bD5rRw1xWg1mprA15M0FLZlVSx4C01c1Kz9Z/b0tJTc2l4EITJ0XByKLUYVby2jPhe7pZxqXRhkFmtFGZq86yHcdsjGtWik42Q2ZXCpttAlmVdeYk5QGQNSt9kxIA0pMeyh3iwcVy9WYexSkFJw3IuCZj1PqNuodImpJ1acYhalny3ZVegFIx3k9CnAZ6WIhaGRcea0ZAMrtSU++iyLg/smZlwExUnfqbt13RdXSUgousy2ucc0q9dWZWihAWr5lsGVNjDeiBNOMQtSydvZUfyGKMeBjXrGRlU4YhsyuFn23aWJVhRPYva1YSMVZb2aXqzL1xSsEJszJup02USRk3qzLKpGSuQ5iXmYyDydEWiIUw8bBZ5Hv0aMM4ZqWyNtTk/4u0SWXNysB45Laeqh2oystwdqT0DOSCzycvq5JT6q0rs5LViR0mbFyms2UUWiEezrBYOKONSh8/U0/VLFI1mlQMJnL2cKF9Up57Zkl2xM0valaSJmVt3cnKezKGZRjZbMrA/qtmpYrZKJMtSVuOtk9aY0LXPWSVK+XfovjXNc71FcX0mrc+mWylkRJHlDYqmwg5B7C9mmC1itHCg5VVKTVRg4RZyTQTrXjZlSomZWD9ONmVVswe84QnuJHJAKbh3/++cZ8kpte89clW7wcZw9Im4klULLRsrzbzd902FJ4xuzobqle2A5ObMaHtWuXZFjUraVnq/rAazRonzjcrVXYvWgbO6LihGZS0713VrAyblLbtwZUwQjKZyvodPc2PhTDxsOno0IY6y8AjyTmADXhFXxtG3/esThPZpBlRs5K13ThVO9DRBx6zFFxWSwdIeIKbONownZ3uvMm1QDycabHQGJUEMmaRHaqYkDWaVEzKVCgLjmYuhY+BLBuPO2ZklFlJMyjr1pfMrvTRYaKlpwBX8fdRNZtSdr1G3EPh/TUU02veNugQpTJwy3po+L3Q1d51L1svdFjmZSxBJSAouWaiolkZ16SsbSduKTgPWuNcwqRUyaqkCVHRnvNMNtmxBqmYXvO2IZstK2dXynbcqJiUdfGTEgvrzMt0ZQbu2v+TQiRTXTW7Ukc8jDEsh2o2pWypt6xZqZJJSeKblA3DaMO2oT20YXXdrAuvaMPL1m+DZV7GrejjmZW87aualdpGFkq6zyicVSlpUKpkVcbRhmmjDZuOMSpDxMmu1DFmJW1yGFBMyqhjAIBUMXgnuxnOgx3jxhcxKX1kzcpGmGl+xmcUdhko9kQft45ScS33ECersuEGZRXTa95+ZLJlJUEq0ziPY1Ly8M1LX/h5aYGSR0FYglLYTJQsBddlUsbehzvdEBBCMYtSxqyM01veFJPS9Jq3HSrZlT46ssxTWRcOpeNFOH765iW5eAYAq4RS6uAYWZUSsV3arGxEPBQ4/sgyVB+i4ybJ8SjBMSl5WZUNNyirGG3YfqhqQ5msyjgmJQ/fvPRNxYo21DPkDMusFDVBZUvBNQ9/rr4P2ckUFbMoZcxKVW3YFIOyitGGQYxRyUDVMBJZTzYTTtSkrC1frL+L7ZLHNislbvpwVqWMSVnbhmApuE5DLTPmwXI9lPPyEd3PnmUZmuR55IYry5S6kv3lUM2mbJZJCZhe83aF14Nup+hiQ6RxnqRJCZbQExmfTRDSrFQ2EgWyK7WalNVteZba+J617ATGMdWyWF0Lqf5KoGI1TMiJdOif881KnhBl9Zw3y6CsYXrN2xLV7EqReCibTUmLn1barZR/06BtPuMmY1YqxHbhUnCN8dBLVVuFCllMVqbaEcaIQeRER7ne6lh/ipPV6JwFnEazTErAaMN2hacNLZsuMETMyiRNSrBm6tYVC0NmpWqWpkh2pU6TMtAxo1KCXu0MY+lVssIp1VvJ5mFNWOPP+M1CxKxsR5MSMNowTONGrG9DUgU1YydqnWaYlLV9l+Ld3dlxF9lxF52bK6+uIRfZUfVtRmUy6jLUMmMeMmPEmFFTcsdLlviHy/1r25z0kNteefnLZMa92ksW3rkrDRugeC/rxO8l4r2SYtu2bTj11FPR29uL/v5+nHXWWRgbix4P4WMf+xj22GMPdHR0YO7cufjABz6AF154IbmDbGEy2bK0uZOWmBlSCJYAylDKvqOEVtxZq+3pl5f2KiWAcRKmIm5+bSal7dVfP9kxmCglVPXLuLD7irD7pgNVKuvUXrLYEYJVVYg23aQUjIeG1iSbLdcyLGWIioc6TMpIErqfvJQ3/cq6lSz2nBurnDwyk1HX8BfVY1bdbuA3h+EWWFkH2b4Csn3T4iuTL9desvDuEZWS70zGaa5J2QLa0BAPFW0YdzzpADZby1i0IYGiPDCKlpQ7Fq/2mtaGMWJhRFzSZVLWxUIoxFnacCMh7P5i5dUzXXKYyjm1l05E7i+akd50k9JowzqMUSmALpNHxGDKTHjIDVdeMiZlquhFmpRMIlbxjUn/RWIRMSA76ikbljSzUse1DhuUgX1OedKGZRQpzveqYlqyroGoSWkRsbbZBmUNT/CVEKeeeiqee+453H///fj5z3+ORx55BOeee27kOkuWLMFtt92G559/Hr/85S/heR6OPPJIOE5zhX0z0WVW8hramXwZ2Z4i0p0lpDtL8TMp63YgebPZ0YIYQMWsjGtYEkiblDQFQzMoA5+LbbrOpGRc41RH9P0Rx7QMb0cWlQZVYjQxFhr0oGpYhhExKbO5ErJdlRcvdgayUUTuJcnGOWlO1u2bDAu6zUoNJiXruGvb15itmSFioUdxFUjTUtSoZi0nalLaxPk126Cs0WRtaNCDLrNSVBumOspcvVG3bZFQJ2tWEuYkk5S6YenZXp0W1GFSRsZCSMTbkEmpOiGQrGnJuk9UtGE6W24JkxIwsTCMKf2WQKYcPGrZzITYXUYz02ilyzIGZaAEnLJa2JCkkSp4cNP1x5Ed9bjjONIgS8G7hhx4ttw2JudUWtosY5K536noUnBaBiU5OZEKuZHoYySvX/ge4pmUYSPU9yzizLauE8vji4Skeoqef/553HfffXjiiSdwyCGHAABuuukmHHPMMbj22muxcOFC6nqkkbl48WJ85StfwUEHHYS//vWv2GOPPZI52DZAdkD1cNmjLzB4WSW25cGtju6dDi1bDpXQWRkXkB0HjlcGLmLi0Vb3D0OlHeiXgqs28v3LJNPg5sxgK5JJCYpJ6Xkh4yJERxc7qE2OZ6cPT3Jync6O+u36DfSpQkZ4O0nCi4czrde8nfHLwW2BhmhUCXg2Jza4NS1uUkuKZe4hTtmj0HiNtIlp/DimULYcKAVXybiplhpKT55mR5eC0zL4485Q1tUVnZkwPp6fPrxQGTjPpAzHw1Q1k2hiKstYo7E0Uxsa9CKrDcNl4DLa0L/rU7ngsk4hpA2zLjAlmZfFKwMX0VdUbVhdjyxbFowdfim4p6ANPQuwqlpXKh5yYqFIJiUApDrlTMCOLnaGzeT4dMM4XALOMyk78vW/sanq8FWTRhu2JCajUoL0ZDXbcbsXyJJjvfLbKndT50YXuWEPmQmPa1Lapegb1M8G9F8qWZThEnBW1qQKMtmVue1u4NU15CA1JX8MnRsdaZPSh5VZySrzDsPLpqzbLqf83r9+/qtji4fcm5UX735jkZ70aq+mItFrPjIyEngVCvHSQteuXYv+/v6aSQkAy5cvh23beOyxx4S2MT4+jttuuw277bYbFi1aFOt42p3OfBGd+SL6eifQ2VEQevX2T6B/9jj6Z48rl76RpPPlwEvapPQJZ1aKZE768NreooeUCr3SAj301ONRXA/s8400KRV7ziHQMO/oKgZeXX1T6OmbrL06O4rMVxT5XAl5QUMoURLqNb/55puxePFi5PN5LF26FI8//njk8j/84Q+xzz77IJ/P44ADDsAvfvGLwOdnnHEGLMsKvI466qjAMirDauxIdOWKmNUzge6OgtCrv38CADAwewz5rmIlW5JzT9q2h0zEmK5kdl4mX1a7f0IGXFTmpDRpT7jzxUq7gRdyjlprJeuqH7vEMCM0MpKZXmnGWM8+XV1TgVdP3yR6q6+oWBgVD/3f8c684qDnujAZlTsMQW0YfV/6r56+SfQNjKNvQI82TOXKgZe0SekTftZFMid9uNpQ8Ia2UTfUkKrGU47lrH1FmJRkViXNpPQiDqOzM7q919FVCLw6e6fQXX115EuRr8jt5kroMNqwRqtoQ2NURkAaPAGTR+Im8c3KVCGZX1nVEma75CmZk6LnETYrw6Zkbjt7v+kJ8Z7zVKGynUwMkzV8DXkmpf85y6RkjmWpsdxclWYaljLjEC1atAh9fX2119VXXx1r30NDQ5g3b17gvXQ6jYGBAQwNDUWu+41vfAPd3d3o7u7Gf//3f+P+++9HNtsamQiNgmzQ6GjUiGzDrt4Mac6g2jXyMcrYZMxJH1GPjlYOHjYmdRLnV132GhDIlmCByOwRxaFMiiOCTRHavmHZLNMyiXGI7r77blx88cVYtWoVnnrqKRx00EFYsWIFNm3aRF3+0UcfxSmnnIKzzjoLf/jDH3DcccfhuOOOwx//+MfAckcddRQ2bNhQe/3gBz8IfK4yrEY705UrBl4q+GZlUiZRSjUeZlylBq0l2nAOmZVhU5I6iYId+leE6rJKk3LUthE6Vp5JWc0mZZmUtPJvAOjmNMwbQTMNSzNGZfuiWxt2CMRTXxsKD10QSxsqGIPC2jBUDm5TXjqJU1yneVgMFr5JmZLcl6Nabk7pIPINy2aZlkYbBjFGJQHTmIwBaeylCl6k0WcTz4TQOBpVwlmWIq+45yJC14Yy15QMbF8hmxIA7HL1R4tjVkaVlKenKhPhiGZSxkF2UqN0AiZ3U7IsJXrN169fj+3bt9del1xyCXWTn//85+t6dMKvuJPfnHrqqfjDH/6Ahx9+GG95y1vwoQ99CFNTkrNctRm6xadPNjUtGHU3irIdpYoglX2pIKuJbK+SualiTIoKNosieFWxK5mUQiXfriVtUvKyKaPIpfUH6aYYlgn0ml9//fU455xzcOaZZ2K//fbDmjVr0NnZiVtvvZW6/I033oijjjoKn/nMZ7DvvvviiiuuwNvf/nZ8/etfDyyXy+UwODhYe82aNav2mT+sxne+8x0sXboU73znO3HTTTfhrrvuwhtvvCF/Ei2IqDGZkhBu5H3Mi7OBcQUjsirrjifvSL9UEDYpfXIRpqRONJmVVsYVzqSUhTQpeVmVYToy8jGL1znUlCxLk1HZNiSlDUlEzEoZsp0trA0tv4JGYV/C2jD0/7iGZdYVKvm2XEu65DsOeYV4yKMphqXRhgFmtFGZhDFJwjL2dGVXpie9wKQ2Moiahz6yx5wZizdIt0hWpZ9NGdjvuKucXZkdc5Edc4XuCVlDM242paxZKdPj0ijDUqbXvLe3N/DK5egDvn7qU5/C888/H/nafffdMTg4WNdzVC6XsW3bNgwODkYed19fH/baay+8613vwo9+9CO88MIL+PGPf6zvwrQISYvPHKWBLbo/4axKFfIO0JHgpAIN6IVm71txvZwLK+VVXlkHVoyJb8IlPmGTUjarEgmZlWhwlqXuXvNisYh169Zh+fLltfds28by5cuxdu1a6jpr164NLA8AK1asqFv+oYcewrx587D33nvj4x//OLZu3RrYRtxhNVoNHRmTUbDuX12xN51ykFPcli35rEublDrKyHlQ4l6kWck5JCvlwkq5sLNO7cXeVmPHBFcxK0VplGGZZEalbLmjz1133QXLsnDcccep7XgHImltmM+U6/RhR65INSzt0I2Q6IRQSWvDZk4foLhvL1cdTiPnTr8UCWvDcMm3bFYlEjIr0eAsS9FYKDpEWrtrQzOZTgOwXMALCadUwYOTi44UtPWoyzmAp1A+mKqaZ07EhDJogkmpg8y4i1KXeCudZSTSDDzZyWlo2w5MaiS6ner3UObcN6okbla60RN21JaRYO7cuZg7dy53uWXLlmF4eBjr1q3DkiVLAAC/+tWv4Louli5dKrw/z/PgeV7sMTNbjaQbIzSTMrx/cmD/sBjl4WccZTtKKE5KDojtl4x0OMCkQCCVefxUTUods33XtiX5XDGEJ82s9Ip66tZTtitU1t2Znb5Pc+kyCmW+hKGVfbcEvHhY/WxkZCTwdi6Xo3bcbNmyBY7jYP78+YH358+fz8wqHxoaoi5PDodx1FFH4fjjj8duu+2Gv/zlL/jCF76Ao48+GmvXrkUqlYo1rMZMhDQpsykHRSf4DIVjIY1M2kGpzH/2cvkiCgoTpqSqY8Q5tAl6CJpiUsrGMwLfrCQnX+DujmFK0t53JeMhreQ7nXJRduR6mDoyJUyWkpsIInGzMgFtCKLccc2aNVi6dClWr16NFStW4MUXX6yLWSR//etf8elPfxp///d/L7/THYykv/t8JrrTsSNXxGRBfaglv7Q321lCcaKFtKFqM05aG3I+k9icR2hDr2zB8ofxoGnGQmPz4MgOxXymhCmBeEgr+24JBLVheK6EVatW4bLLLqtbvN214czOqIxRBs1DxNwjS8FtSZM+jqkUPraUxmsQNinTE8kEAlo2Zd2xCGZW1o1R6URfj/SkwKRIAgk/siXgtf0nUArOG5ZAB80ch2jffffFUUcdhXPOOQePP/44fve732HlypU4+eSTazN+v/7669hnn31qPe6vvPIKrr76aqxbtw6vvfYaHn30UZx44ono6OjAMccck8yBNonuXAHdOTXzldfryTMpfXiCWDSrMtsRo8eT13set4+gEcYl7SESLQWX7B23sg6yfeL3TZySbxpJZFbGeRZkaNZ4vbKcfPLJeP/7348DDjgAxx13HH7+85/jiSeewEMPPdTQ42gkXdnmTi5CZi/JGu3pVIzs59Djn4o5qUVwY6HzSKoDQaRzX8AwpWVO8gxOO+sg3xMdO1jjVJLIloCjalYmkV3Zky2gJ5tsPExKG8qWOwKA4zg49dRT8eUvfxm77757vBPbAejMFgMdhDLw7mOeSenDKwUXzarMdraINtSZaxJ37EzBUnBPNnMy5yItoQ1ZE+ioZFUioczKVtOGokOkJUWjtOGMNip9dJuVsoZP1PKiQx6ploDXjoFxDWTOhZVJqWpWykyqwyLKrFQ1qv0gIbJ+3HvLH3+zbrtR94zgLn1zMmmDskaTxyG64447sM8+++C9730vjjnmGLzzne/ELbfcUvu8VCrhxRdfxMREZZKDfD6P3/zmNzjmmGOw55574qSTTkJPTw8effTRyN74dkb3DzHNpMxGNKRVyotiZczRBuDuYJT7qIxL2QhkWnBRv/gsIRqR3eNPGpFKu0jFLM9XKQGHRrOyUSK0hmAsFBWjc+bMQSqVwsaNGwPvb9y4kTm8xeDgoNTyALD77rtjzpw5ePnll2vbUB1Wo5Xpyha1G5ay92pULBQdq1K1BNyHZVZKZVOyjEGRbdDCj4aWS5RZKVv+7pPNVeOhgNEYdwId1pAEUWalaIz1zcmkDcoaCWhDlXJHALj88ssxb948nHXWWXHOaIcjjmFJg2ZSRnVqs0rBo4iVMZekNqSRhF7UZJ6yTEqvHDHvQ3WGbTvlwo6Zudhss7JVtaHoEGntrg2NUVlFV3aliumTKkJqohtWNqWIWRl1fGGzUodJKYrMRDoi2ZQktHEredeZlVVJ8wTi3DeqWZWIkVnZUHOSwPI8oVdSDAwM4M4778To6Ci2b9+OW2+9Fd3d3bXPFy9eDM/zcMQRRwAAFi5ciF/84hfYuHEjisUi1q9fjzvuuAN77713YsfYKuj4YRbNpAyTsl10dRTQ1UEpi2tEVqVPnLGJooRVo8rBmdsJ/a04zhBtZluWYel5+rMpSVgGkIiJ3XARWkU0FoqK0Ww2iyVLluDBBx+svee6Lh588EEsW7aMus6yZcsCywPA/fffz1weAP73f/8XW7duxYIFC2rb8IfV8FEZVqNV0WVYqhjqKcuTGitTZzZl4DhCZqUWkzIJJFs0/ji8gU1wTEpWVqVvUvqkUm4so0Qlq9JHNbOyoeYkgYw2FB2XLarckVV2+Nvf/hbf/e538e1vfzuBs9wx0GFYimZShknZHrMzW2tWJW8G6TjaMGrTzdaGoWPzcq58JiVhUpKwDEvPY2dTihL128gyK4U6k1pcG4rS7trQjFEZwjedypxxG+HVP9S8zEiR8SYRMr7KeUtq3Sh45lRqykWq2pb0DblyJ3/HIiZlesIV2lb9eg7KnfyxQeyyBzcd0bsz6SI96dZdRycvfkxRiUu0+yapYQUC+y14wmNWNsOcJLFcfoawzGz3huTxf6THCnRzhEUck5IkbFaOTwaPI8qI4o5XGSFGa43V6r+1scemBMYpEsoS8vhiWATVsRI6HeqMu6JjTtJMSpJU2oVTlo/3UWNV8hpHomNW+jRDgJLw4qFKLLz44otx+umn45BDDsGhhx6K1atXY3x8HGeeeSYA4LTTTsNOO+1UKx+/8MILcfjhh+O6667D+973Ptx111148skna5nmY2Nj+PKXv4wTTjgBg4OD+Mtf/oLPfvaz2HPPPbFixQogNKzGmjVrUCqV6obV2BHwzcrxYvR4aSnLhRMSGlEmJW2cSuYxEA2y8UJW21iVUSYlAKRzDtK5SiwsV2OEWxA4ZhGTUjUWio5VyVnOrp5XuIOlLHJ+VcImJYnfIHaIzPS42ZQiyIxb2QxzkkRGG4qOyybL6Ogo/umf/gnf/va3MWfOnNjb29Hxf48nOPEwTByTMrD/kFkZHtc3yohSGq+yih8vUP23FgdFtKFImNOmDRXWqc507mtDchOi4+/STEoSO+XClRyDF9Xv31G8LqJjVvoYbdha2tAYlQyEDcsqqiZQitMxRZpdpU6LOzal7MQ6vExGv2ybZTLKZFKqmpVxSE9Gn1/4/FnGpagfkJ7yaveMm7aYpdskKhPrBPZJmJW042y2QVlDpHynRQ7VEKQ7V5A2K6OQaZyTkMbl9tEO9QNgCB5uyV9VyDFFqY6ebV42ZhwRm58+P69s15mV4QlzasalYwNV4c8zKX38hr+KYamKiFnZbBFagxcPFW6lk046CZs3b8aXvvQlDA0N4W1vexvuu+++WlbRa6+9Btue/j4OO+ww3Hnnnbj00kvxhS98AXvttRd+8pOfYP/99wcApFIpPPPMM/je976H4eFhLFy4EEceeSSuuOKKQGbnHXfcgZUrV+K9730vbNvGCSecgK997WvyJ9AGiBqWPqpDE6Q4oqNmWuaA4fEObjal7MQ6vjHJwg431MPIZFLqapxLYHPOL3z+LOMyyqQkSaXcmlk5Op5Hj0CGucrEOiSkWUkr+262QVlDQhuuX78evb29tbd1lTv+5S9/wV//+lcce+yxtfdct3LN0uk0XnzxReyxxx4yZzUj6MwWpc1KWURKfzvzRSBf+X8i2pATL7jasFXLw3042jCsjX3jkpxUh2dS1rZV1ZIqhqUqImal0YatqQ2NUclBxLBMyqQMk5nwIDAON31fxDHKlFn70AxLlXLvuGalaNk3y6DkZaeS1yYFoNSVkk5a6thSEa6k+SgzA7mPiMnpQ8usbBmDsorIgOhJTaZjiI9odqWubEoeImW9IrOA88xJak8yTZTKisgkG+eWh8CPRV7tOyGNS8+xhE1KknkDo3Xf7egU+x4SnQGchW8MkYZlywhQAl48VI2FK1euxMqVK6mf0QY5P/HEE3HiiSdSl+/o6MAvf/lL7j79YTVmEiKGZVImZZj+rkmMKczujVA2Jc+cpEE1LFXKvePGQ8GQwTIcnLIdOc5u+No4ZVvYpPRZMLC9cgxES3OkkJfaBjiljmFomZUtY1BWkdGG/hAYPMhyx+OOOw4gyh1p8XGfffbBs88+G3jv0ksvxejoKG688ca6TE7DNKLZlSLZlLm0g4JAlngUImW9IlmVPHOS2klD04Yq45vLxkLV+KmoDUnd7Lm2sElJMmfWWJ02HIvUhupZlSDKwEnD0mjDCq2sDY1RKQjLsJQxg1RLuFnmXJmV/cfIqlQxKMP4hqWOUnTxfYqVf0Mgg1IUqzpGZUZye1bVXAxnSJJjZNJMS9WsSnKiovREdVsO4FYvV7mjhYahNRmVOwQ0w9IXEEmblHmi4e8R5XNjE2xxU2dWupbyZAn1B+RUBGmcsYVUhZeIWuGIUFrPeZiOrsp1thQOsydPF4Hk+1GmpSz9HZOBvzvTJZSrpuf2orwhkCgJ9JobGg/LsJQxKVUzzDsz04aVTcSDkUn6M8XKqlQxKMPUDMtSPJMhuFGBzwUlGjcjSoAu4jfHlmwt+r+bdujB7s1NZ1bSTEvVrMr+/GTd/wPxUMEgTYyEtKFMuWM+n69lC/n09/cDQN37Bjo0w9K/f3WVfLMIxNvO6f9GasOwWelaWuIEQGhDVV8tljbkfObp0Yb5rsr3LTuhZVRHSzehDaNMS5FtkQS0Ycck8qky3GpnvtGGrU2iRuW2bdtwwQUX4Gc/+1kt5fPGG28MTGAR5ogjjsDDDz8ceO9jH/sY1qxZk+ShCpPbXnm4C30pdL1RwtRstUvIy6YUyRxMh4xH0rj0zcrsdk1Blzy2KXHjkEY4q1LUQOVdk9y26YvqdKh9LxZjEh2hdQUzIHmmJY+oWdTt0NdNGrfNNi1NRuWOxYLuEQDAhrFKdoOqSSlCntPoD4/5xRKndsyZqcNkOksoFRv8XAkK2OycijArjqmXZfkmJaqDnoualSyDkresb1qGsypZ41OGjUkaadtF2bXRl502BFpBmCbVa25oDgt7KvHwjdFeHDBnA/48PFdpO7xsStKcZNEbGtuXNC59szIlOPmEDB2dRYxvj1F2GWe8ygh6Z4/X/j82pvbsd8UYV1I0a4dnWvIgzckwnelgxlMfsa9mm5ZJaUPZckeDHsLaUNWkFIHXISSsDTN6tWG6syQ1zq0WGqgNfZNSFplscJppKZpVKaINbcuD61lGG7Y4iRqVp556KjZs2ID7778fpVIJZ555Js4991xuGug555yDyy+/vPZ3Z2dn5PJJEWWM+YZldqyyTLFbz4+d7IzWJGHjstRlI1WqjhOWiT9pTGqqKmw9D+nxyo9DuUvtFpItAU9POPBS7OCU3V4KVDqmJqd/vMKmJSuzVdWkFDUoaYRNS1pWZZQxSUKalGRWZW07zTYtPYFBgGdYAG4nejL0xtaC7hH05yqiYLjQgc0T7I4oEj+LiJVNyTMno6gTpwA6iMHXR+OMYVQ1KH2sTiLLc0IhHqo0zjlKxe6ZPr5s9/R5iwpT0qCURcakZK0blWUpIkBBaZiTtIQw5cVDEwtbFtLkCeMblvM6xwAAmwTjIQ8Rg5JF2Lh0iVg4PC4eC8uMCRU6OivbK5VSyFb/X5xQbATLxkOOlMl1B8+9u3v6uwublqzyb1WTMk5ZYdi09LMqyYZ+lDFJQsZCv+OGpOmmZYLaULbckeT2229X2+kMg/w9JVnQPYLe6mcjxbywNvTLv1nZlKpDaoChDfO56edDtSPDJ01qw67p/3vjCpP3KGlDziZ7puOHijakGZSuawllVcqYlGF805KVZSmqCwEgn2LfP0Ybth6JGZXPP/887rvvPjzxxBM45JBDAAA33XQTjjnmGFx77bWRM/50dnZSBztOGhmT0DeP7IILN2fXDEsSlnkZzqaMY05G0bGpVBNxvmEJSdMSpEFJwTcsfVSNSxWy28XGxPBNy6gsy2aYlGF807IRZfVNMS09r/LiLWNoCVjGZJhuogHtG5ZhWAI1bFLGMSej2GlgGNsmpju8enqmj1PGtCQNShrKpqUvSEVLaKygWCGNyShowjRc4qNqUrIMStmxR8PbUjFowiYlrXHu0zRhyouHJha2DFHGZJj+7GTt3+FiR82wJGGZl+FsyjjmZBSzO8exdaKrcpxd07FQxrQEYVDSyIY+UzYuFQibkyx80zLKnGiGSRnGNy07MvLjwMnSFNPSaMO2gmVMhiF/h3sZ67C1YfD7jmNORrFw1vaANozqyIgizdOGqqaltDYMjk9OGpNRiGhD3VmUKtqQzLLsVhhrN2xS+lmVNIw2bA0Sc5XWrl2L/v7+mkkJAMuXL8f/z96bh8lV1fn/77q19t7pTiedzkIIIGFfJZN8XWCIBnBQFFEQfwgqqI9xFFCBGQcQBtERJICMUfkqgxJRZwZE8YsGEBklZgSMApKAEEhI0tk6vVbXeu/vj6pTfe6tc+9Z7r21dJ/X8/QDqaq71Hbqfd/n/fkcwzCwceNGvPe973Xd9r777sMPf/hD9Pf34+yzz8a//Mu/uKYqs9ksstmpD+vo6KjwOaoahM6+lMSsdOJlXiZGyuaZS59JP8QmvEt6RE1LL4PS/dhTg0ChLYb4qPvAFh8FJvtTwoZjpFCEmVT/yDpTlpbBNygjeROWy2sUpElJQ0xEGQPRWfINl1Sl1/HCRpd+h4/qeChqSqrSx7hYpwXqgo4R7JtsC+XYXeXUyayWSRyYrL4QJ6all2HpZlC6JYzgYlpGOYaiWRSfPY/4XAGSCFN6Jj1ok9IvizuHkCuWXrthQaHolaTkIXoBFgS6vCdc/GhDGWOSpjVm1zvErHTiZl4WTQMLO4cBAPsnxSuJMgWxC99ZLWnP+0VNSy+D0g3auMylE2jp8B4zJkdSSAheGHe0ZjDu0pdTBNqcmCz38OQZlKYVYfapDHNxBmKCsz5TbrDGQ6+JGxryPQjbsNTaMHxUx0PV30TR32GeNpwfojYkEwDdrZMYTld/p7wmMshCOm4GZdFLGzpMy9a548hMuk/kmCMJm57kEYY2rEWptwyLO4dQKF/gimpDryQlD60N60doRuXg4CDmzJljP1gshp6eHgwODrpu96EPfQgHHXQQBgYG8Je//AVXXXUVtmzZgv/+7/9mPv7mm2/Gl7/8ZaVzpHsjihqGbovnuJmVTlr25G0lzOQcgjAsnQZlpGgCRbgabXAxLVUMShbJoSwsw/vCu3V7SThbidr28ohOFmDkTeQ75OP4YRmUABAfL8Asvw+ihiXLpKTvEzEra4JeTCd0VMdDOgk5nBW/CGpnJH66k5NC++hrHUd7PIdM2Yia3TLVRywIYdolWBZHYKUsozHTcyVYUdrmlJ6blxgFgNZyEig97n3RTQxF3v5EIKJUdeXgsExK+vMAAN2JjLAgZSF6cV4zdMP0UPGjDYkhBAlTyGlS0vsS2cehXfuQLk59/3rLpqKMYemG06A0rQhmtaRxwGPfLNNSxaBk0dc3wl0ooW9uaYXsEYaBECYtqRy6WycxmpEfa8IyKXtb0miPZZErizlRw9LLLJIZD1WNe2G0NgydWmtDFp2JDEYFfsOJNkyXJ2CIFgjKsOyU/DyzUpa8BKUorXOrjVonRlcOqZbS2DvJ0YbEUMxOKpSaOyDasKttUmhhGydhmZRBa0OvVGVd0NrQhrRqv/rqqxGJRDz/Nm/erHxCl112GVatWoVjjjkGF154Ie6991488MADeOWVV5iPv+aaazAyMlL52759u9JxoxmTu6iLzArfXrBSfOT4qitz81KUItCmpSuCkeNotnQ+EVPs8ZGc2Pkb2WDi/4bIc2UgYlLKrt4dmyxW/ljn5pV49DIp5c7BDD1ZGSmK/WnUCWI87E5OupZw07BMSnoffraf3TJRJUZE6UpNVpmUVlmEzBLsY9PRMWkzLv3QKliGSISoDCrbsKBNCVE6UtlQTEry3rczUr7diQy6PWa2eSmOmGCpUU/SO3kWBHosDJegtGF3YtJmXLJwMyllaWWsstjbkq6YlirwUpQiiIwPeYHVvrvaJtFV3le74NjR1So2NrW3BDMWdQser+r4Aialc8VvHs73PuEQfF6fSz/Jcpqe5AR6kmq/xaJobRg+tdSGXp89txJwGjdtSLSBqjbsTGaqTEqz3NRR9Hvf3p6xGZd+aAlRGyZbgvn+dylow7ZkLnCTkn7vVbQhL03JSsez0Nqw9kgnKq+88kpcfPHFno9ZsmQJ+vv7sWfPHtvthUIBQ0NDUv0nly1bBgD429/+hkMOOaTq/mQyiWRSveTDiZ+EIy9VGU2LfbpkzsHNoIwUpy7IvMqXncTHS4ObFVVLnhCDUoSIhFkYKUzt18gWfJWA00YgSY8WU94iO4wUJTEmK8fwKENXKQcn8FKVuvR7+hDkeEgvkOPEy2SktxeZgU9FC5VUpROZmXTZBKUIne2TGB1XTxGImpSs7XipyqCgTYiWclP5ySx7Np6s/B20QSl74cGaQQ/iwrwWIpSgy3vCJWhtqFJ2S2/rtV1nnH/hSxtWIilLN4OSTo7wUpU0c7rGAAAHJtQSnjIXvKImJspl35XtWrK+SsBps6ItUfqNm8h5p8yDTlGyTOn2mPsx/HwueanKsA1KgtaG4VMrbSjyOyyarGyN5SupSicy2lA2QSlCZ3sGoy49LL3KvgmiJiVrO16qMgic43VreQG2tEvVDVlQJwyDUgaWNvRT8k3Q2rB+SLs9fX196Ovr4z5u+fLlGB4exjPPPIOTTjoJAPD444/DNM2K+SjCpk2bAADz5s2TPVVfOM1C0TSlaAl4pGh5rmINTml6EAlKJwZlMkaKprRZKWNSsojkisIl4KpmpVuSki53d5qWQZqUTnNSfnuzYlYGkaaslUkJ6IbpzYqz9EfEpAwaXlm4l0lpOUo63HpVOolFS98NN7PSqz+lm0GZaskxy7VlZsydfSTd9imCW1LKy7AM0qR0E6H0jHkiWqj0qaQhs+fDuZSUSel2cV5LIQrohunNitMYEk1TipaAt0ZzthJwFl5l4UEkKJ0kqIUsZrWlpc1KlVSObfvWydBLwN0SVcSwBMO0DNKk9JOahePzFcykTW1MSkBrw2bFaVgGleKVgacNvUxK07FEtluvSidT2tDdrHTDzaAMQhs6+0gmW/JKJeDO8Zp+nbwMy6BMSi9zktaGMaNY6VNJQ5uVMialWwm41ob1JbQelUcccQTOOOMMXHrppVi7di3y+TxWr16N888/v7Li944dO3D66afj3nvvxSmnnIJXXnkF69atw1lnnYXe3l785S9/weWXX463ve1tOPbYY8M6VVdIOW6hVe5lEjUrZYhmzIpZyTMp6TRl5TZOqtJgmIxVZqXHl8OvSVkLRMu9naZlbML9x7fQJvYjwDMoZVYdT4wUUGiX/Ew6UpU1NSjL6Fnz5mZ2YhyzE+MYzHQJb+OWqnSanV6pyqrzKIuY7fnuUFKUoIQoQSZZqZqiZO1HNFUpa1ayDMoiQ6ARwxKUadnrIiL3C/aPUi3bYjErkcasRBq7Mx2+9lNzIapnzZuavuQ4ehITGMx0Sm0nalaKQsytHWNdQgYl6yKMl6pMMFbbdZqVXmXffk1KWVRSlaJln07Tss9jLNsrOB7yDEqvNKWTg9qGsDcrNxY6J25qalCW0dqwuVnSvh8ApMZDt1Sln4lwoi12jHWFkqIEUxuKm5WqKUrWfkRTlbJmpeh4TQxLUKYla2EkuKzszlrxO0hteFD7AQDA7kmtDZud0IxKlFfvXr16NU4//XQYhoFzzz0Xd9xxR+X+fD6PLVu2IJ0ufRASiQQeffRRrFmzBhMTE1i4cCHOPfdcfOlLXwrzNJnQxlIsXfBtVoqWfXueUwgpSriYlKKoGpRuZd+sVCVd9k0jk6pU7UmZGM7C9Eh5skzMXHdp0PaTnjTyZmVRHdvtudLziI0XYMWmLjp4peugzMp6mJSAbpjerMxO2MVHf2okELPSL35MSq9UpVOIEkTMyqBMyjBR6UeJsmnZ3zbmej/LwKTfd1ERyuo/xEN28RNycV4PEVpBN0xvSvqSU+Nhf2rUt1kpUvbNI4wUJVxMSlFUDUq3sm9WqpIu+7btQ8KsVO1Jecis/Z73s0xMkoD1k55MGMXKojo0XfHS8+hLjqFgTd1/IMdPv06Nh7U3KQGtDZsVog1Nq3StIjseipSAe5V/sxjLJYVMSmeakuCVqnTXhnyzMiiTMkxUx+zWVA5z2twXBWIZmEOZqXEpTG1Ia7yhLH8sJKlKrQ0bh1CNyp6eHqxbt871/sWLF8OiUnoLFy7Eb3/72zBPSQiWweQ0K61oRCoFx0Kk/JsQzRRgxv0t38xKVfJMSq8ScFGTMmJa3NW/VRExK1VNymimJNKjkwUUW8S+KpGiheT+LIoSxrbq5yhSsCpmpchK7eS9Fn0uQRMxLe7iSqKLL2lqg9OkJNTbrGyN5TCa41+IOsu+ebgJUQIxK1ll36ompVdpT9CpSlWTkhiUor2lCIs7hzCeD6ef0qzElJBMGgVkzdK4xlv4BAB6EuX+Vtnqmf5awRsP9VjYeNAmJUHFrOQhUv5NaI9lpS7kReGZlF4l4KIXvO2prNJqskL7FjArVU1KrwkbNzrjk+iMT2I0L/47KJOmpIlFihWzkh4n3eiJl8bDvbn6jIdaGzYf7tpQ3awMoq3Q3NZx7GYk+PzC14Yls9LZn9KPQemlDYNOVaqalMSg7IxnMZ4Xr+pZ0rVfSkvK0EVpwLhRRL48sSNiPmpt2HgEW588DfBKwcXScrPLRjaY5BoxzIw834xilX37hbVPP6XevEV0RFcAF0HFpIxmCpXXXNVEjEp+VkQgaUoa0f6ZtCEdnQz+3EQgcXben6YxcBOihP7UiNT+SD8jNzEq2ksmqBV2nfCEKKGz3dFkvD1bsySlsz+lEy9hq2JS9reNVV2Ui6zaCdv7nRWeCXd7XELgs5E05Me12clxzGaYT7VAj4XNBcukJPSnRqX2JWKmi0CMrDkp/meYVfZNUE1kzmqr3s5PqTdvER3RFcBFUDEp6fGwPZZVMhI748GXwnf52Gc3tW0f5zc/LLQ2bC742lBuPORpCtHel2H1yBTXhvbnUcsUpbM/pROvVcBVxuw5beNVKUpRo5low85ERlhPumnDmMBiDXGFBR20Nmwc6hOtakBEy3Rly8CNrOlpdvFSlcQwq+wvX/SdrCTED4iXHBXaSzMljdiL0i1VKWtSOl9r230SqcrKNukCN1npN5UrAis1S8zKmqYrdXlP08ATovWCNin7W8cwmHbvP8NLU9Ll34u6hqXOY2ioNNuqYlDSyUeRRulBrACualLSiApKN9rj2cDSlW4pITpZyYLMljuZnRyv/Qy6Lu9pClgGJaufK0kS5cwoEgIXRt2JSU/zkJeqdJpkc1Lj2JMJ5jN8cNeQ8GP3DJfG4Fr3onQr+6ZxS1XKmpReCcr2WBbjBe9xzWlOiiQrVdOUBDpV6UY3w+AkZmVN05VaGzYNjasNp4w4XqrSreybQJd/H9R9QOo8DgyVetOqmJSy2jCIFcBVTUqaToWSbNv2kpU6XnS5TALSyUoW3XG2ptTasP5oo1Khl6CsWalaJu5lnLHwSlPGxqiBJCJfhh0bz8EKwCDlpSkrjyv3qnTrT+nEyBZQTE29J0GalJXHcMxK1ntMkpUypeAEuk8lK01ZOS5VAl61D46xrGLAqqIbpjcHMkJUpQSctUofwWtRHVaSkmdWurGwvWRMdiTUBFYj96J0loDLmpQiZY2qwtLLrFTpP8TCzax0MykJtRakumF64+OVomQhW/botsooD1kTy+sYC9uGK/8dy8t/p4MyKHlpysrxJFcAb2/JIl+Y+s0J0qSsHEPArHRCzEuZUnAC3afSK03pZlayDEonfYnxmpmVWhs2B3LaUL4EnPS6ZOHVq5KVpFQtASfasEtxYraRe1E6S8Blx26vPpSE9nhOqgSc4KUpg9KGbmalm0lJ0Nqwvsx4o1J1wZNYuoBisvoDHxuvHjAjjtWyC632wZaVqvQyzmRSlTaD0geRfBGRcum52So/CKn0qYzkikrNCWRMSq/XOci0IytdGeT+nWalzAJJNTMrTav0x3uMpi6ozpT3p0awz+WCZp6jBIiVRNo52c09hmy5NytNSQQojeoqvItmTc2ybzswS3p7WVrbs7AkvhqplhwKxaiUSSnbd81LWJLSHhZEdKqmK0V6rjnhmZQEUupTE1HKGw/1WFhXZE1KQn9qFEO56hWf5zFaZTgNxF2OSR9WqtLLpJRJVRKD0i+Lu6bGwtdGwh8L/SBjUvJSlEHBSlcGuX+nWSliUhJqZlZqbdjQqGvDUexjjIUAML/FPh7mzeqLPZFJcNlyb1aakqUNVSdjD+qZGg9fH1IbD0XSlISW9qxUL/ZkSx7FoiFlUooYlDReZqWXNiRVO6rpSrc0pRc8k5KgtWH9mNFGpZ9VmeFiSgptl67eLt8x9aUWSfc5zUo6TRmUOel67PTUIKpiWnrue9Jx7oa3U2m22E1fnklpUK+9xTCaebiZeiKmo2q60itNaTuHslmpsop7LfpWRiwgwnkqM22mqFHwW87jNCRlGGixi8Sdk922VCXPpOSlKlki1A+diYxt9UBV05InRun9olxeM8wRcNsPTJm+PJNyXvvUe1ZgXCTYju2z7JsFna4UmTFPRAvIuaRtnZBUpahB6aQWvYl446EeC+uHqklJYJmSqtu9MtFX+X8RA8tpVtJmaFDmpBsqpqXogjp0e4723t3cBKPz+F4m5bxWuylZ8Eh2ueGWqhTpSamarhTtTUnMShmTklCLvpVaGzYufrWh05CUwdkHfTDTZUtV8kxKr1Rl0LoQZR1DT3wT01LVsHRj4Sz7uXfGsxjlTPxuo86BZ1L2t0+Nh7yx0G/ZN3OftgWW+PuPGUXPSi0akqoUNSidaG1Ye2a0UdlIxMdKF60RxoI5xVb+io5hmpORbN7VMJQxLVll31XGJP34ggnAhJVw/5gak1M/VLbSb4YZHBR+E4jxfZPIzw5uBWRCaWV4eYFds8V1LAvcWJhMbEwzLSHG5avjs7G4bX/V/Xuy1aYkbVZaViQUEQoBw46Yi6opS6c5SWgvm7XdiYynWUkL2AOTU2YqbUqyiBkm16xkwUodeM2YOzm8Yze2jM0VfrxomrIvMYa0qTaJNi+hfmElBW881GOhBsAhbXtd79ud5ZdWhmlOdsQzGHFJpMuYlqyyb17fYF6fR/r4eyenUl1OUzJIVErAaZa2D2LzeH+g54Sy2TipMB7OSahPQEqhtaFGAGJcvjo+G0va91Xdz0pg0malifC0oZehFkTK0mlOEohRyDMrF1HnMJSe0oa0KckiFjHVJm4YqUopbdi5B1tG5wg/XjRNOTsxjski31Nh0TDj4QwbC2e0URlN54VMQOa2o6XBwZno80OEJCmdZeAuplsUeUSyeeTmSPZosyzhPpWRrLjhJ2paepmTleMWpkzNSK7gaVYS4gcmgYK3sWk7RrbomqqUKcvmPZZlmsb3TQr1/IwVp4xr0eclQy1XANd9iBqX+cmSCNqR5ZdhM7dPlETQjlxwM8fHdu3AaKHalJuTZAurOckxdMYyeC3dG9g5qMJLWdJpSjdz0g2eWUmY1ZIWXkndDzIlUvNT1WL78I7dwseaFS8lJMcZn4uqx8bSOFBo5T6OpmYmpe5D1ND0J4YxmFMbCxenShfQuxS3Z9EeLbdLKNovROcm2RdOc5Oj6IpN4nf7D5E6Tkc8I9ynsiMunrImpiHPsBRZ1IxOlYosSgMAfS0T6E1MYEQwseh1cS5Tls1LUw4kq8ebpe2DQvvuik3te6zo/Z61RrPSRmXNLsq1Nmxo+suf0cEsuwzbq68kytowSF3YGcvg+O43mNrQmcCkb++MZfBqenZg56EKz7SktaGbOemGSLISAHpa00ILvvlFpl8lqyrr8M49MCBWUUjGQ95YCAC98Qnsz7NbErCo5VgIrQ2rmNFGJSgTUMawJCZlafscigGUP0ckF84BZSIm9oyFYmLZTErT5JZh0xDTkhiWxri/0sFIrvT6iDxPUWPTD16pSpE0Z8Q0EcmaMJPinzvu8ypaMMrGppnim6C1NCkBvbJjMzA/OSxlVi5O2ROPQYhSclGOsihlCVIWnbHgy5Nt+1csf2aZljLmZDuj9F3UrJTpB+mWqpR53qwZc5Y56aQrNomRgsQCGbFMoGZlLQ3KCnplx4ZGxawkJiUALEgM4Y1cj+/zoMdDUchF21t6X8HWyeAvzmmTsisx6ZqqdMJKWYqYk16ImpUol0qLmpWqeKUqWcakE/LeyYyHHdEM9wK9Nz6G/XmxUEOtL8y1Nmx8+pMjrmYliyUtU0nwoCayaY3XSNpQdbEXlmkpY06yyq5FzUqZfpBuEzcyZd8sbSjSMqo9mq2aoPNCZCyEhFlZ87EQWhs6mfFGJUEkXUkblPZt1c1KpkFZtKpSlc1KdGiqR5iVEOshQacpq+4TNCFljE1VaLNStdTcyOaDNSvJfjNFV7Oy5gZlmUjRQoQzFRTkAkMaNUTNSqdJWdneh1mpclEOhxCd3zKMHQIL9BBEFtQJokfj7OQEZveXxsN9WbHZXNqkNK0IDOr7I2pWIoAFbHjQqUoRY5KGXJjzzEqSpiQEZVbWxaQUGA/1WFh/+hOlzzLPsKQNSho/ZiVrLJS9aGtkTpqzHQCwl9HKww23NKOsWQlAybAUTVPSZqWIOclCdvJG1KwE4GpY1uWiXGvDpkHUrKRNSho/2lDVbLRpw9QwdmSCS7ojoBWpe5Jp9MwrtbXZlxHThl4moahZiQAWsOFBpyple9l3RktjNe93j06XI0CzslHHw5k2FmqjksLLrHQzKae2LV1QyhiWnilKjlnpLMkm+7JSwbylMiXfzO0zatt7mZSVx0gkJnmGJav8W2QQMEZLA6MxUnqs2SY+yEdM8VXJmdv7MCvrZVICQMSyEOH01uDdr6kNvFJwN5Oysr2CIHUzKXkz504BG48UMb/c51LGsHTdv0+TcnayekGX2ckJYbPSCy+zcnaq+rhhGZaHt5fKt7uik9iVE09dOAWmSrISAqXgs2KliwDasKyXQUngjYd6LGwcvNKVbiYlYUFiCACkDEuvCRvZi7YFqVJq541MMOWXMiXfLHodixH0JceEzEqeSSi7IA3PsFTtzba0fRcAoMMovU4yLQCc750s4hfo1enKel2UQ2vDpoJXCu5mUhJktaGXQSmrDZNGQcqs5LW18WtS9iTVFnQRwcusZGlD1VXOeRzRURoP26MZqQoFYlISVJKVECgF7y1PgNOGZT3HQmhtWIX8r/A0J5rOV/WE5JmU9u29V3IlqJR6V7ZlmYjG1H797Nt1/6LbZvKuJmUkF1xPDGJAyjxedhsnxuhk5U8VlklpKLzeos/FyBRhZEqve+xAeD+KQliCf5qGgRiWhMWp/VyTsrJtQqy8uT2a5SYpVWfT57eEu8qtF7OTE0yTUhRWyTeLbgUj1U1gxwz7+ORl0h7evrvyR+PXAFS5WG8X/HwQw/KY1jekjxE4eixsKvoTw5WEJYFnUtIQw5KHaqocLt+deKT0+78gdaBiWqrix6TsTY5XmZQo97jrTXiPk0H2hXTSFZ8UXj3bjaXtuyp/qrDeO5WxkFyg8+iNj1USlke17pA+TqBobdh09DuSwkta9nJNSoKoNhTRfSracH5qWLryI0h6kmlXk5JlIjoRLbmWXZG7M5Fx1XwxxzLUXvs+omNX5Y/G+fspi8pvo/h4WHrdtTZsPHSi0oVoOg8IpPvY27qXgkuZiIxUpaiJGMkUvNOVLgvqqJqUqglK2z4kX2+VXpSshCWdqnSmKUVNSWMiI5WqrNqeUQIeKXobuyLP38jkyv8tb5PJwUr576mqhF7ZsSkhZiW54JXaltObyM9FOTxEajxSRN4qfaf9pCtV0pSi5qRXqlLUpCTIlIFXjqGQrnSakjRdUUmDwGd6yAmvFHxufMT239mx0kX6voLkYnRBoVd2bEr6E8NKYyE4peAyYyErXSL6fVqQOuCZrnRbUEfFpGQZk7VAphScwEpY0qlKp1kqakrOSwz7WliJlTLnvdciycq+8vhH/3dvo46F0ONhI0LMylREPgTCS1b67Svptn3SKCBrlq6biFmpUg6ukqYUTVDOTk24loBLm48SZeCVbRTKwZ2mJE27oFlYOb6kluRBj4etRrW2dmrDubFR7C50BnoOUmhtaEMblS5EyslI1R6HLLPSb9JRlqDLwav3r5IELDJ7VcqalFP7U1s4x2s7P4lJz2NySr5l+1XC5XkQc9J1mzqZlXplx+ZlbnwEQ4V25e2dolTFoHSW+cgKWdnelbImpZ/0ZBComJXgGJZexqQX8xIjniXgvAtt2RJwAjErk8bUby0Rn27Mjo3VxazUKzs2J3Njpc/TUFFtPGSZlX4nbKTPIeBycCeiBiW9YnBvYgL7c9UX5zJpShoVsxKcBXf8JCY9jxnCeMgyK4kpSUOb7vUyK7U2bF4G4sPK2pA1ka1iUPrWhpK9K2VNyjBLvEVQMSvBMSy9jEkveIvU8UxK1T7NrPHQSxvOjZXKv+thWGptaEeXfjOICJZv86DLwKNDEzDS2cqfMFTCj5t2dHk3RcvBxdOa7uXd9aBSBq2QyDRG7OaCH5PSmHD/cRTtS6laBh7JFWBkcu4mpWMGJpLJIcIxNIMmUrSE/jSNw9z4SOXHvCfmLx3z5rZXAQBLW3ZhQWLI9icKEaB+SsFZ5eDdCfv3Xsak9FPizdpONk1Jo1IGXjluPIujO3dWyr/f3PO68r4QcAm4cyEdL9pjmcrnlmdSEmYzLuDDRo+FzQcxKf1Cj3nO8VAU2tzkGV1uCVDRUnDRNKVbeTcLU6D/o5dJKbI9KQPnlZY76YpP4thOewmgH5NynkfJo2gSVrUM/KDkPvTFxpgmJQuZxwaF1obNx0B8GAPx0uc6KG14ZOvO+mlDwXJwGZPSq8SbB7OPpI+emL62TWRwbNeOSvn3sp7XlPeFgEvAZcbFjqi8NiSGZS0Jayy86667sHjxYqRSKSxbtgz/+7//6/n4n/70p1i6dClSqRSOOeYY/PKXv6zcl8/ncdVVV+GYY45BW1sbBgYGcNFFF2Hnzp22fSxevBiRSMT299WvflXqvHWikoJlUKom9gAgMpFBbCIDGNWCys2sNFsZMwVFC5GC/zSmVzm4iEkZlDnpTFWqpint+yzAcrzOkUmxgdnYWxbrpBS+VXDmmhG/9lsC7oUxyXn9iyaspGQpfC3Tlbq8p6lg/ZD3xMaVZs8H4qXv2N+1v4LhYvUKzG6CVHXFXDjKv50EsdhOGAlKPyYlwS1ZubhFrLfoqr4XAACJSMHX6++GjLD0ShKRiyQWqUie+Tnzoual4CGV99x11134+te/jsHBQRx33HG48847ccopp7g+/qc//Sn+5V/+Ba+99hoOO+wwfO1rX8NZZ50FlMXol770Jfzyl7/Eq6++iq6uLqxcuRJf/epXMTAwUNnH4sWL8frrdmP75ptvxtVXX630HBoNlkHZEx1XTlWSC6WxYvVnW2YsbI9mEY3400+8dKWISRlUibdbqtIPrJ6VB4mOhb3PAwDi5dLWN/Ji4yFZSIfGbwm4F/Pi3oZzm5GV/qzWNF2ptWFTwfrt9asNV3T8rWbakC7/duIsB1dZZCaMBKUfo5HehzNZKaoLQWnDlJEPRRvKlHx7JSu9DG4VbVjzdGUI2vDHP/4xrrjiCqxduxbLli3DmjVrsGrVKmzZsgVz5sypevxTTz2FCy64ADfffDP+4R/+AevWrcM555yDZ599FkcffTTS6TSeffZZ/Mu//AuOO+44HDhwAJ/97Gfx7ne/G08//bRtXzfccAMuvfTSyr87OuR+V7RRWcYrRanUC5FO15km06xk4WZgssqlVWCVg0eyeUTGBQaIgktfJlFjj3U+AZiUlX0JGpM2coz3PT3p6zk5kV3l28jmETkwBrTLDaYAEMkWGtesFGkCrLVoQyA62yjCgOMiqjuaFhYKTMGR8CdSaVjl4H/Xs5W7XbGNPZ6/PFH9g88jqBXAaboTGSkBSpiftL9XXj31RHCWgKukgrpik56mpBvd0dLFgophWROzkjceKoyFzSxGGxWvFKWKWUmPrR3RSaZZycLt4mtXPhjzi2VYdsQzWNqmniT8W5o9HvpNU8oiakzSzGOMOQviQ8JmpQiy42FXbBInt76KHXn5kn2Vz2rNzMoQtaHMxM13v/td3HvvvXj++ZJBfdJJJ+ErX/mK50TPTELld9h7fw2sDRnl4G+epV5lsmVirvQ2Xr0qVemMZ5W0oTMV7lcbOkvAVfpStkezUqlbgqo2rFnvyhC04Te+8Q1ceumluOSSSwAAa9euxcMPP4zvfe97zAnl22+/HWeccQa+8IUvAABuvPFGrF+/Ht/85jexdu1adHV1Yf369bZtvvnNb+KUU07Btm3bsGjRosrtHR0d6O/vlz/pMjPaqDR2H4A5d5ZQqbeMWRlhlQBLmJVVZLOIODSb1eHyBTMAcHyxyEQaERIGYiyoI02aMcBwjL4ISTHOcu9jxmWS8TobEoYuy6Qk+DAr6VSlrEkJoGRS+kDFrDQOhN/0PmJZiHBmgnj3a8LhLW1b8LuJw4UMStWZ86DoiGZwRMtUecGLkwOej/diXmK4IsDGOYsP0EQjJoqMi+3D2vYwH88zMN/Z9yIA4KkDhwifg5NDXY4titOkJPgVpH5YkBjCQKx0XjsLav30ZC5+CMe1+Ct7F4E3HqqMhc0sRhuJFa0v46n0YUKl3jIGEGt8lTErWdt2OC7wXsrMYz7WK2FOmBcfrhh0Y6b/ypBDW6vHJDfzkvDO3lJq56mRQ30cV2z1YTdYJmUQ0KlKWZNyQWII/TF/56ViVh6X2ubrmCKEpQ1lJ26eeOIJXHDBBVixYgVSqRS+9rWv4Z3vfCdeeOEFzJ8/X/r404G3t23GbyeWCpmUMtrQaVIGQZDacH7yQEUTjRTkQyNODm9j9/vmGZjvmFPShhsPLFE+9iHt6uOhV9uKemrDg5L76qINT2zxV/YuQtDaMJfL4ZlnnsE111xTuc0wDKxcuRIbNmxgbrNhwwZcccUVtttWrVqFBx980PU4IyMjiEQi6O62G/xf/epXceONN2LRokX40Ic+hMsvvxyxmLhHMaONSpTNSpRfMKvFu0GriFnJNCkJfsxK53HGpqLlrqZl5ZwCiKFnspXXiUs+D4zkgYRASu/ACBD3WECGLnlPBpj68zIpa0SElZ7NUudFDGARw7RoN0Qj2XJylmNYRiZr+DqYlq3nqutjNHXhLW1bMGGWxkDeD7+oIHUToyoCwQ1amMIhTlkX517CS5RZsQnsy/OTJqR306IW9+/h7PjUJMFRnTtdHzcrNlVqvicX3Kyum0FJwxOkXit+k1Sl14W526w4EaLk/4MQpG79+ubH5WfmfcEbD8tj4eiovUdSMplEMlmtVZpdjDYa9AWJSoLNidckkB+z0smbUlMJSDfTkhCEISeTuuuOpnFyx2vYnedPUK/o+htGPH4juqJTujbIBDTvNQk6Vck8BmM8pE3K+eXfVZHPZZth15k90dLvDc+wpMfe0AlJG8pO3Nx33322f9999934r//6Lzz22GO46KKLpI8/XXh72+bAtaEbtdKGrPJvES3EY3Z8TEgbdsVK49fCFvdjzo5PhVaWdgy6Pq6H0oa783xtWISBKC/RJKiVedrQa8Vvkqr0SlMelNzHvF1rQ3FtuG/fPhSLRcydazfF586di82bNzMPMTg4yHz84CD7c5jJZHDVVVfhggsuQGfn1GfwH//xH3HiiSeip6cHTz31FK655hrs2rUL3/jGN9yfn4PmVZEhQJcO80zLyuMikYq77WlSEgI0Kwm0aRkqhQLfrMwL9LF0moT5vLdZSSAmnpdhaRb5qUpRk1I1VTmRhjGRhjW7dCHHNCRl8JHuZKUra2pO0sfVicqGp83IYsJM2kSAmwDgCVLejLmKIB2IH8CY6f1dcM6oB2FM0tCGoSii/cm6opMYETAs5iRKAsWvYSkjzFVnzw9P7cSRqTfwdHqJVJkO60LZryAFULngQj0EKIXorPnChQttt1933XW4/vrrqx7f7GK00UhF8shYJV0ynxrLWOYQK6lGXwwG2UpDBtq0BBBaEl7ErOyO8nWq6qJWQfWXFTVuVc3Kw5KDOCw5iD9PHlTaj+B46JaknB8/oGyisz6zNTUnKWS0YZgTN07S6TTy+Tx6euqTGmskpqM2DMKYpKGNRVGEtWEsLZTsnBsv91MUMCx55yWKsjZM7sIxqe3YOHGoqyHJQmtDOW0YNvl8Hh/4wAdgWRa+9a1v2e6jJ8KPPfZYJBIJfOITn8DNN9/MHLdZaKMSbAPOzbR0S1UKmZQqpCeBqISxOZkBWgJezCWjaLTlcmKpSllEDEs3ZJOUsiYhlV6N7C9fnIi+H9lwStEj2QJQdOkvWkssgSbA2qesO0SQEryEqZsgFS3rkRGksqVCvdExKeHYHs1wy79lTErnSphBm5XwaViqiHQZQXp4yp5mOLn1VQwWxPrpeV0w+y33QZ1FaAXeeFi+a/v27TZTUFTcBU3YYrQRoc1Kgptp6VZWK2pSyqYq58eHMMq5MKfpjQbfskN1dei58RGhVGVXNO2ZqnTip7+sbLpU1qw8LDll/p/cWlrlWHQ89MKvWcla+KfmSGjDMCdunFx11VUYGBjAypUrhR4/3Zmp2lDEJJTdHw/W/kTNSggYll6pSpXJfSltmLRPoC1r+5vWhjQBa8PZs2cjGo1i9257+4Hdu3e7tuvp7+8XejzRha+//joef/xx2/mwWLZsGQqFAl577TUcfvjhno8lBBvta2Y8VtWOTGYrfyiblbb7ZU1K0b6FrN6PXpCejazejarImJSsNKWoMSiSxHTiZuyZLqacark3631gDSJuJfYi74eXSUmfh+xnIpst/+XEjhEmZCUz3p+mYRmIHaj8uT5GUjSKJG1U+xktTe4MpRcSFGfPq/cRTG/YOYnRimkpgp8kgUgKyGlSFstSQ6THmmiqRzb90x8bQX9sBMek3kCPwGcudATHws7OTttfvcXo+vXrpcRos5OKuGuT+fEDlT9QZbUE2SSls9+k+3HlLqZ6y+dFm2V+kTEpWWO86GvTJfldnR0bk05mqpbAL2C8Dyzjz+11FxkPRR5DfwZF6YuOoS86ht7oBHqj8lUCgSKhDbdv346RkZHKH52YDJKvfvWruP/++/HAAw8glQo4/DEN0dpwClltGHTVD83c+GjFtAz7XIS0YZK9OJvWhhQBa8NEIoGTTjoJjz32WOU20zTx2GOPYfny5cxtli9fbns8AKxfv972eKILX375ZTz66KPo7e3lPrVNmzbBMAxmj2A3tFFJ42FWEohhaYz4/GHnmZWqJiVB1JjyMoZUk5ReBN0bUvR5+j0u7/3g9QH1MitlDUTeuVTMSU4PzFpjCv6FxNDQEC688EJ0dnaiu7sbH/vYxzA+LmYUWZaFM888E5FIxLN/23TB2deKBRGlR6e2T90WgvBT2WdvdEoodhqTgZyXnzQlQVQEevV89ELEsAyi3MlLkDpNSideglRWYPIeTwRoP2NRlLoL0oDHwmYXo42Ml1lJIGbRMdR4qALPrFQ1KQkD8QNC46FX0k41SemFatm31/5E9um3TyfLrKThmcNe46Hs4jk8s5KYk33R6telrmalhDYMc+KGcMstt+CrX/0qfv3rX+PYY48N7nlOA7Q2rCaINKWwNhRIY7JgGZZFhwUUhGHqqQ0ZJmXOmqpQ1dqwTAjXyVdccQW++93v4j/+4z/w4osv4lOf+hQmJiYq/Xsvuugi26TPZz/7WTzyyCO49dZbsXnzZlx//fV4+umnsXr1aqCsC9///vfj6aefxn333YdisYjBwUEMDg4iV/ZbNmzYgDVr1uDPf/4zXn31Vdx33324/PLL8eEPfxizZomnXnXptxORPoxlKmal0xASLdF161fp16SkyeaCXYTG7fXxSkSKloCL9qpk4SwHJ70qgzRGWeXXMgsVscryVY1D57mwTEk3gv5MCBIxTUQi3iOsyirpolx44YXYtWsX1q9fj3w+j0suuQSXXXYZ1q1bx912zZo1iEQioZ1bI+Is8/GCCNL5sVEMU9tsz/NNDXiU+fgVoqx97VQok1PpS8kjqDQlizmJUWY5eJA9mVilPjyTkkAEKV3uo9ofzVnuk4rkmeKTRU80jaGAGvfLwhsPVcbCK664Ah/5yEdw8skn45RTTsGaNWuqxOj8+fNx8803A2Ux+va3vx233oVt2hgAAQAASURBVHor3vWud+H+++/H008/je985zsAJUafffZZ/OIXv6iIUQDo6elBIpHAhg0bsHHjRpx22mno6OjAhg0blMRoo8MqA3eDmJVtEfvv+7aCWGmcWxm4X5OSZiB+QGksdMOtT6VXKkq1BFwmZenWvzLIlb1ZZeAy6dX+2HBV6aPqCt/OUnCWKelGb3QC+4ttSsf1QxjakJ64OeeccwBq4oZcbLP4t3/7N9x000341a9+hZNPPlnqmDMFrQ2nCKKyphb7JMyNjzLLwYNMdTK1oUuS0onWhuFoww9+8IPYu3cvrr32WgwODuL444/HI488UmmNsW3bNhiUH7VixQqsW7cOX/rSl/BP//RPOOyww/Dggw/i6KOPBgDs2LEDDz30EADg+OOPtx3rN7/5DU499VQkk0ncf//9uP7665HNZnHwwQfj8ssvr1rAkYc2Kv0yQV3AEgOPZzTSBpPTrJQ1KUVQ6elYrzQlbVYKJFyroJ9rGCt70wahymrqtFnpZVIaAqZYenLKpJbtS1oPs1KktDuk0u8XX3wRjzzyCP74xz9WxOedd96Js846C7fccgsGBgZct920aRNuvfVWPP3005g3z3sV1emGjCAldBvZiiBdGN/PfTwRrEGs9ugmRGlkRamsSemWpiSE0auShbN/ZdCN41EWpMRQETUpaVgX6KoMxA5gUWwEg5zVbJ3UTZDyxkOFsbCZxeh0Yz41FpHxcFHM22ikjUynWRlG7yyVC3S/Jd8sRJKPsv0q3Y6xr9ARqElJoM1KlRJ7eixUNSkJ8+MHKp+/PR6vWZtRrUHrYlaGpA1lJ26+9rWv4dprr8W6deuwePHiyqRMe3s72tvDWYiqWdHaUN5Q5KUhg15Yxw1n/8owSs8XJIYq75moSUlDxsMgFvjS2rDE6tWrXSdpnnjiiarbzjvvPJx33nnMxy9evBgW5zxOPPFE/OEPf1A6VxptVLIQTVVOOkxF0e3czEiV1cDd0pSstKaoYSlrUqqs9B0y5t79MGYFcwFcRXpSrM+oZQGsFB55z/yu/i7ai7Tocq61NislxKjoyo6ibNiwAd3d3bYZ8pUrV8IwDGzcuBHvfe97mdul02l86EMfwl133cUtF5quiAjSOdFxxKkZQFqQ8qAFK/n/tkge2yQbYosIURpWokhkQR2a2fEx7MtPJXV4JuXUdmKP82tWomxYHp/ahhey833txwsVk5LQHxuG4XMVrUWCs+Ru1EWQajHadIimKvscZbSi42GVkVmWk8MSi+YQ3NKUrPFc9AI9jJLvufERFK3adaFa2f5CaGPhgvgQ5sT4/eDyVhTxSHUvdb8GJWG+5G+hk5qblSEZlbITN9/61reQy+Xw/ve/37afeq2m2+jMJG3oNAeDNill9+vXrETZsDyx5TU8l1ngaz9eqJiUhCDGQ60Nmx/do9INXprPaVKKbueFrEGoumiOV5IvDJNSFp/7NEdLA715ILwGxdZYeGWbXCYz1e+9agK2lj0rJfoQLVy4EF1dXZU/MuOtyuDgYFW/tFgshp6ensqsOYvLL78cK1aswHve8x5fx292vPoSzSlfEOcdF5vdRhbdAv2M3FgkMZMqK0QJvH5tYZR8A0A84uN3QpLjU9tC3f9Z7c/jEE5SLEycQrQvOlFlFIlQ875EdezXq1GH16/S7bOnOha2GnkMCJhfNF4l3154jYWyJqVomlIG2YV1nJCx8KjkjoDOqJolIaQ1RZkfHasyKXsV+x3XtGdliP3LV69ejddffx3ZbBYbN27EsmXLKvc98cQTuOeeeyr/fu2112BZVtWfNindmanakIdq+TZrAiMsTmyRX+wuZYhfn5/d/hzeFN8nfYyg0NpweqCNSi9YpuPkpLtJ6bUdj1z5yy9qOPld2ZtehGaauPNWJgvL8fqZwyMwh/3NqFQdZ6R00WCNjSsbllZG8f3zet8zWTXDskZmZcQ0hf4gsbLj1VdfjUgk4vm3efNmpfN96KGH8Pjjj2PNmjW+nvd0Zo7ABbGsIG2jjAARQaoqRGlYojTokm9VVBfWGYgfsJmURyV3CF+gJwSN1GOSb1T+vx5mpddseaMLUtGxUNN4sMxKkYsgPxfnomalqklZOQ41FpIFdcJIUtYS1vi+NLkTS5PqSXAnRyV34qjy/pbEh5UNy37F988rRdkbnVQyLGtlVspoQ01zMJ20oZOw0pSyqO53QWK/zaQ8JvUGjkm94bmNLLQ2rIdZqbXh9EGXfvOgy7l5BqVzO0CsFDznEL2ZLJCiovFFE4hSnrJfk7KMOTYOlMdbY3aPuGFFXhOB5KPpYuQZHZxeEfk8u2zagdOYtFxKzIlZaXTzG7dXHWPE+wLBGhtHhPd86MeHYVLSOD8/ItSiDNy0gAjHFDdL95MVHXlceeWVuPjiiz0fs2TJEvT392PPnj222wuFAoaGhlxLuh9//HG88sor6O62txA499xz8da3vpVZRjmdcZb5iAhRgky5j5NFsQPSpT5OOo1JjHqUTx4S31v57/+k3xTarDZdBmNianz7K6f0RsSsdArqOS4inTYrVUogaQEKAMmIhaxVei7ErHyFsWhIEQaijKlgYsAMMhbicEO0nKcvOoG9kiWMNSv14Y2H5vSYQJyu0GXgMhc+5OJcZDxsdaRXBmKj2Flw/130a1ISFseHsLjcE/Op9CHC25EFdUTSlIcn6LFwSt9uznr3gRZNVYqOh8Ss3Jx171PtxlEco3NJfBiv5sVbEIVhUtL0RiexX7KVSE3KwCW0oabxaGZtyOOQ+N6KPgxTGx5J6TJaGz6XWeh73wsS9n6gbmMhbVaqlIN7aUNiVr6Uny28P60NPe6fQWijUhQZk5JGYhVxG25mk0+T0s04NPfaBzKjU3xgED2G12OYxqVLj0enOVm5XaAPJp2u9DItvcxJK5dDxLGKuaxZCQBWOo1Iq8Cgp/Keq5qVYRJCH6K+vj709fVxH7d8+XIMDw/jmWeewUknnQSUjUjTNG2lQDRXX301Pv7xj9tuO+aYY3Dbbbfh7LPPljrP6UKbkbXNassgIkjd9u0mSP3MmBPx6eStrS9hwrR/v5/LeotFtzSlW3+e3ugE9lKNvY+kBCLPtKRxK01yE6JOiGnJMyydApTHIbEhplnphE6J9cfGhASpbM8hYiLJiNKazJ7rPkTTApV0BnxcoLuZlX5NysUui/Wc2PK67d9/VTD0CLQ56cZSx5jJMy5p/IyHdLrSy7T0Mif7onlkLLtmlTUrUTYsRRZ+UOlFqWpWhkodF1rUBEOzakPWJHaQ2tAt9XikS3VLd3TSZoYdU141HS6mpdv+neYkQVQbEtOSZ1jKasM3xfdVmZU5K1ZVxaO1odaGhBltVFrj3j++VnbKEHM17gyDv7CKl1npTFPSOM0mBcNKxDQEw3wjfR5pbK+BI03JO45ZNhcNF/OM3t5pWroZk7bHKCzWQ0xLK5tFdO4cbnLSeTyWWQnA07B0pim5ZqUfYzqThZWeRKTLPYHB+w4Ei4AY9bmohhtHHHEEzjjjDFx66aVYu3Yt8vk8Vq9ejfPPP7+y4veOHTtw+umn495778Upp5yC/v5+Ztpy0aJFOPjgg0M5z3pxWJz/HZtllMTcCz78bJk0kROnIFUxKd0EKE2HUagSo8ckt9v+TYvT2fExmNTFqZ/m4XCYlmAYl376JrnBSlmKCNC5UffxiWdWskpZeYLUT2P04xKT+HPO+wJ9cSyEnsuu8MbDmSVGGwneeEjGwhfz7r+fORhIcJpJeV2gO9OUNE6zUsWkdDMmnfQZWeylzvFIhlFHm5fONCXPnOwujyFuSRXauHSaliJjoeiFuf2Ypee4MDaJ9ROHcJOTNKmIxTQrAXgals40Jc+sFDEpi2BXJfVGJzEQNfBqwb1qaWGsdr3y6qkNNd5obThFW6SACchpw7wVrfzbzZwUhTYtwTAu3cxJgspYyEpZ+tWGLLOSRrYnM7Q2nNbMaKPSC9qkBACrvFJ3pFVxBVa/yUoBw8p0mE5WLoeIwErJzufqun/KvDQnJ2G0+FuN1vU4Y+MwqQRrtMu7XFvFpHRS3L1H6PmIHMstXelW8l1lVhpl8ShqUjpSp5ZjVXlz3xAisunKMKjzrPl9992H1atX4/TTT4dhGDj33HNxxx13VO7P5/PYsmUL0ukaN05uAogQBYAFsdJ79IbHRQ4P1gW6yGz8otgBvJBr4QrRwxgXsMOm+MV8fyyNQY8VFWlxOieaxraCeEsJkk7pi47bUpVuHJl6oyLcxswEdnBKnVTEKGFhbAwLY6WernslVj93w6sUXAY/InSAapvyf1ImDpi1FJwe6FnzpoQeC4+IpzBulvTT9qLa++UnWTmaaxEyKZc4LvzaDAODRf743SFY5kiblxkzvMuKpcldGKDS65tz3mWEfsZCwjvaXsHeoshK7/xxxS1d6Vby7WZWqq7qTY+FAHBsIoEDpmK1WJDoRGXTMtO04ZxoGns8yn9pbdgbncQOj1YdTrrLLX5ES4yPSW2X0oZ+WBgbw8L2F4GAtKFbKbibSek2ia214fRHG5WS+DIsnX0rvdKUNJkszBqYJ6yUIAtTsgzepBKRZibrmqp0PS/H8SKUocg1Dl3Kxyt3UyZtkOZrxawsH5/Xl9JmViqmKJ0Gpe2+TLb+ZmWxCFicCx8zvFn8np4erFu3zvX+xYsXw+L8APDun47QQpTGryhVvUA/KrETHYb8gmUD0QJ2Fr1/8lT2i7JYkjErZaCFW4eRw3yqibxTmPo1KWWgZ8zpXkQsnOlKrxlzpyBVFaLOi3LCLKOlMS7OeeNhiGOhJngWRkuffxXD0pkm8kpT0ixN7BY2E/3gTFW60WtkASOLHQWxUrpuagxR6f81P2ZfsGZHYcoE5I2FUViuiUOU05SEvmheyKwUgZiVeSuKeKTI7UtJm5VBGZQ0DTEe1lkbatSYSdqwTXCBwVoyHbQhL11JE4Q2bPixEFobOtFGJQORhCFtWJoTfBPRaKMEmEK60soXEImLb0MMPCubFUpVqhBWqtJphJq5HAzKQLUZl9EoVBFNklYeL5nctMbGYRXFBxTLw6A02t2Fv6dBmW+gH1c9a950sIRol5HCiDn1WXWK0gUC38k3yt8LIkhlexvNNuLYJzH72SqwMJcTXqoS5dl1GZy9vkRTlW7QwrQvmsHOgvq+nPRFM4HMnBPenBQvWe+PlgR4ElGmTNlVdB/XvIQooSEEqZ41bzrcLsxpaMNyXpSv2ejPssoFel80gb1FcW3SZpS+H/1RSyhVKUovtYLv/NiEsFkpw4CjF3CHUcAYleCkjUu65FIW2qQUQSRNSbMkPoweg4xT/PdgbnQCcRiBjoXtRgNU2RC0Nmw6ZrI25KUqUU5TAsD82KhQqrLbsWCi34VbwtSGXniVfLvxdynvknUarQ1n3liojUoH0uaVh0lE4zQzicHHS0rSRpOsWSlCVYk7J1Upm6Zk7kMhVel1PipmaRAmpWgCVfgYHu+vs6yfJiJo1tY9VWla/N4aM2w1s+lESZSKiT5asC6IFrC1AAzEOL1+K+JEDlqIisyci+I0KcNIVbKShx1GDmMme9wZiI0rCVI/M+Zh0RlJImuxRaeXAWQK9u+puyDljYd6LGwoRExKGmJY8nB+lnMoXWQPcIa6VGTqAbJmpQjOpKZoqjIsnCalFz1GHkAeuxUmWoIwKVl9Kv3QZaSQNtnv74wYC6HHw0ZCdiycadqw12E6ipqVMtRTGwY9iS2L1oYzayzk28szCC/zyip4JNO87nPBTKeVyrlFEnJOU03WlHODZVLyjEtTYCEckf2ZDKOQ3BaEeco7virSKUzZBKREYhOCCxOFBpkl4v1pGgJZMVraphXthpyAaTUSSkJ0thFMKR6BVTLU77KiYi1QaSgOyQt61NCkbI2IXwR0RtQMEa/PHitBpPIZDww9FjYNXp8Tr2Sa0lgYlTMpCX1R/qRpm2GX/P3RYD5jdJqSMD/mvVBfN2McUVlR1avUM8gJFdnUJA/We8iiq/wZajXkJsVlP3sNPxbq8bCpUdGGWRQbQhs2Wtm31obyaG3YvGijsoyqmVfZTsKstHJ5McNRoWxXxhhze85BLE6jgh+TUGbbsEu+CeSchBbgcSRnZZA2Q+tlVloiA3B9Tk1jp1Y/0qIXX26z5TxByirrGYj6F51uJd9ePXOcZd+EPoUVezsM+3e+zyEQRQWprBD1Ihnhf3lFBCktRJMSAlb2IqjucMfDep+gBj7Gws7ydrKfy66QPsdOk9KLWvS9lEH2AptG5uI57JJvwkBUzUiRNSs7JT+7dbs419qwaajVZyQZiQmZUvXShm4a0JmmJMz3MBedZd8EtYkbrQ2daG3Y3IRmVN50001YsWIFWltb0d1dvcodC8uycO2112LevHloaWnBypUr8fLLL4d1ir6pMrwEzEqLWkDHy5BSvc91G5+pSi8j0DUF6WGIySYt4UhVMhOWAmZlUOlSHlLGKeP9FHqPqTQlszTd6zNUD7OyWBT709QVESHKupieZUz10xERBvRFVxjiV6b3kOoiOmGhOmNu34f6xT3BKXJVZ8wXxKYuGrwEKevCRESQ0p+3prk412PhtMX5GZQdD73MSq8knkiq0olMqrKPkZxkpSkJbqlKVpqS4DdV2cNYiEhk3JI1KVWhTUpeqpL1ORAxK3njoVcKuC7jodaGTUGttCH9m6+aoPNCRhtOlzSlfR9aG4qgtWFjEJpRmcvlcN555+FTn/qU8Db/9m//hjvuuANr167Fxo0b0dbWhlWrViHDWTHZL7UyryzBVb5V05ZBpCnrRVAl18z9lGPSos+Z3gfvNRV9zd0ep7zYDWOgavhkpS7vaXhUf5hpIUoIqvSM13tIpcxHZubcWf7NW0CHlap0S1MS/KQqnYKRxkuQBjlj7gUtRAkypT6QnD1HswhSPRY2PI2WLBcpF2aZlTM1TUnDupCOlqMpoiYlnaDkpSlTjBQRK0np9p6qJmuDSA/VfDzU2rDhqac2dDMr660NnVrQLU1JYKUq3dKUBD+pSq0Nq9HasPkIzaj88pe/jMsvvxzHHHOM0OMty8KaNWvwpS99Ce95z3tw7LHH4t5778XOnTvx4IMPhnWa/ku+nbikKt1MyqBWZRYqL5Z4rvT+REzEqpW6BUwwv6lK0XOpNW7Hr+odynnvXe9v1tkULUanJSwhSnATpG4X5k5RINog3SlIVVZybBSCmDG3769akKoIUZUZc5YQdYOXnHATpG6fMVqQiqxw25AX55q64bfk24nsWBhUCbiISamaqvRKUxKcqUqvNCUh6F6VhFosAqaC06zkvfdunxmRsbAh0dpwWqKiDd1+5536oBbacDqmKe3709pQa8PGp2F6VG7duhWDg4NYuXJl5bauri4sW7YMGzZsCOWY0r0KyyYkdzuHWclLUqr2JwzK5AwKVYNQdjtRs9KWjFQwpFV6U/Kei+/FdTgmZUOnKk1L7E9TFxolPUTOQ3YVRyJIRYUomTkXucAlqUpempLg1asySJz9iNygBamsEPWalXdC9yLiCdHWAMq7eMmMhp4912NhwyL7OSAXO7zPm/PzyhsLacNKdPEVKJaANyKyaUpW2bcT50W1Ssm3Sm9KXl9KmfcXjM/OtB8L9XhYN2rZl9ILohNqpQ1FIJqQl6YkePWqDBKtDaf5eDiDkMvMhsjg4CAAYO7cubbb586dW7mPRTabRZYyoUZHwx0EhA2vQgGIib+8qqajlS8AFn9VtMrjJVOVVrOm98qYk5MwWsIdYKxcDpFEwndfSq/HRuISn6VcDoiIz0FYmSwiqeD7wFQdxyzCsjhGK+d+jTeq42GQZT1O2o0Uxs2SoJFdDKCZWRQbwbZCF7fsm9AXHUc8Ij6WA0BK4vEDsXHsLLRje6GjZqs58miNxBCTuOhIRmLIWqWxM6wG6bOMFhwww0/l88ZDPRb6o9baUPTChx4PRegyUsha8sZYXzSBtCXR4iJqYcIUG0/6jCxkRqr5sQnsKLRJbBEuc6MZ7C7WboEFmcVzZJK0rUYCaVN8crrTaIEp8c41ylgIPR76ptG1oWwJbzMzPzaKHYVObtk3oSeaRkoy3am1YfA0yng408ZCqZHh6quvxte+9jXPx7z44otYunSp3/MS5uabb8aXv/xlpW1/NXFv4Oej0WhcsCxwlyubYZH2oFEdD2P9f5PeplfisZ2S++6TfLzqcfolHnuY5L4B4HCFbcJE5Tk0GrJTKmJL+dlR/fxJwRsP9VjoCz/aUGU8lEF2nFK9hJe1BsP83C8Jcd8qLFbcbmHA50GjYuXKfpZky+gaYiyEHg/9orWhHDLaUEXnHamwTZhobShGQ4yHM2wslPrNuvLKK/Hiiy96/i1ZoiZH+vtLw8Lu3bttt+/evbtyH4trrrkGIyMjlb/t27crHV+j0YSMaYr9aZTR46FG0yTosTBU9Fio0TQJWhuGjh4PNZomQY+FNqQmavv6+tDXF46ffPDBB6O/vx+PPfYYjj/+eKAcTd+4caPnyuHJZBLJZPhlqxqNxid61jx09Hio0TQJetY8VPRYqNE0CVobho4eDzWaJkFrQxuhLaazbds2bNq0Cdu2bUOxWMSmTZuwadMmjI9PNW5dunQpHnjgAQBAJBLB5z73Ofzrv/4rHnroITz33HO46KKLMDAwgHPOOSes09RoNDXCMk2hP41Go5nu6LFQo9FotDbUaDQagh4L7YTWvfbaa6/Ff/zHf1T+fcIJJwAAfvOb3+DUU08FAGzZsgUjI1Oro37xi1/ExMQELrvsMgwPD+Mtb3kLHnnkEaRStWt6rdFoQqJoArwGzxILQ2k0Gk3TwhsP9Vio0WhmAlobajQaTQmtDW2EZlTec889uOeeezwfYzniq5FIBDfccANuuOGGsE5Lo9HUC8sCeCtOzrBIu0ajmaHwxkM9Fmo0mpmA1oYajUZTQmtDG6EZlRqNRkNjmRasiPcA65y80Gg0mukIbzzUY6FGo5kJaG2o0Wg0JbQ2tKONSo1GUxssU2DWfGZF2jUazQyFNx7qsVCj0cwEtDbUaDSaElob2ph2RiVxmkdHR+t9KhrNtIN8r1RmdPLFDCwUPR9TQF753DTV6PFQowkHP2MhBMZDPRYGix4LNZrw0NqwudDjoUYTDlobBsu0MyrHxsYAAAsXLqz3qWg005axsTF0dXUJPTaRSKC/vx+/G/yl0OP7+/uRSCR8nqEGejzUaEJHZiyE5Hiox8Lg0GOhRhM+Whs2B3o81GjCRWvDYIhY06zY3TRN7Ny5Ex0dHYhEIq6PGx0dxcKFC7F9+3Z0dnbW9ByDQj+HxmAmPQfLsjA2NoaBgQEYhiG8/0wmg1wuJ/TYRCKBVColvG+NO3o8bC70c2gMRJ6D6lgIifFQj4XBocfC5kI/h8ZAa8PpiR4Pmwv9HBoDrQ1rz7RLVBqGgQULFgg/vrOzs2m/MAT9HBqDmfIcZGaICKlUasYMqo2EHg+bE/0cGgPec1AZC6HHw7qgx8LmRD+HxkBrw+mFHg+bE/0cGgOtDWuHnNWr0Wg0Go1Go9FoNBqNRqPRaDQhoI1KjUaj0Wg0Go1Go9FoNBqNRlN3ZqxRmUwmcd111yGZTNb7VJTRz6Ex0M9B0+xMh/dfP4fGQD8HTTMzHd57/RwaA/0cNM3OdHj/9XNoDPRz0Kgw7RbT0Wg0Go1Go9FoNBqNRqPRaDTNx4xNVGo0Go1Go9FoNBqNRqPRaDSaxkEblRqNRqPRaDQajUaj0Wg0Go2m7mijUqPRaDQajUaj0Wg0Go1Go9HUHW1UajQajUaj0Wg0Go1Go9FoNJq6o41KjUaj0Wg0Go1Go9FoNBqNRlN3tFGp0Wg0Go1Go9FoNBqNRqPRaOqONio1Go1Go9FoNBqNRqPRaDQaTd3RRqVGo9FoNBqNRqPRaDQajUajqTvaqNRoNBqNRqPRaDQajUaj0Wg0dUcblRqNRqPRaDQajUaj0Wg0Go2m7mijUqPRaDQajUaj0Wg0Go1Go9HUHW1UajQajUaj0Wg0Go1Go9FoNJq6o41KjUaj0Wg0Go1Go9FoNBqNRlN3tFHJ4d/+7d+wdOlSmKZZ71PRaJRZu3YtFi1ahGw2W+9T0UxD9DipaRT0WKcJGz3eaaYDeqzUhI0eKzWNhB7zmg9tVHowOjqKr33ta7jqqqtgGI3/Ul188cWIRCKufzt27PDc/oUXXsB5552HJUuWoLW1FbNnz8bb3vY2/PznP696bDabxVVXXYWBgQG0tLRg2bJlWL9+fYjPrrnw+/q8/PLLOP/887FgwQK0trZi6dKluOGGG5BOp5WOc/HFFyOXy+Hb3/52IM9PoyE02zgJH9/PP/7xj1i9ejWOOuootLW1YdGiRfjABz6Al156KbBjNBt6rNPMJJptvJPRdSyeeOIJV035hz/8wfbYmTLmqeLn9ZF5H0SPpcdKTZg021gJn99RfQ1dTRDP89lnn8W73/1u9PT0oLW1FUcffTTuuOMOpWPpMa8JsTSu3HbbbVZnZ6c1OTlZ71MR4qmnnrJ+8IMf2P7uvfdeq7W11TryyCO52z/88MPWqlWrrOuvv976zne+Y61Zs8Z661vfagGwvv3tb9see/7551uxWMz6/Oc/b33729+2li9fbsViMet//ud/QnyGzYOf12fbtm1Wd3e3ddBBB1k333yz9e1vf9u6+OKLLQDWu9/9buXjfPGLX7QOOuggyzTNQJ+rZmbTbOOk5eP7ee6551r9/f3WZz7zGeu73/2udeONN1pz58612trarOeeey6QYzQbeqzTzCSabbyT0XUsfvOb31gArH/8x3+s0pd79+61PXamjHmq+Hl9ZN4HmWPpsVITFs02Vlo+v6P6Groav8/zV7/6lZVIJKxly5ZZ3/jGN6zvfOc71lVXXWV94QtfUD6WHvOaC21UenDsscdaH/7wh+t9Gr74n//5HwuAddNNNyltXygUrOOOO846/PDDK7dt3LjRAmB9/etfr9w2OTlpHXLIIdby5csDOe9mxu/rc9NNN1kArOeff952+0UXXWQBsIaGhpSO8/TTT1sArMcee8znM9Ropmi2cdLP9/P3v/+9lc1mbbe99NJLVjKZtC688MJAjtFM6LFOM9NotvGOBUvXuUEMsp/+9Keej5spY54qfl8f0fdB9lh6rNSERbONlWGMYTP5Gtrv8xwZGbHmzp1rvfe977WKxWJgx9JjXnPRHFnsOrB161b85S9/wcqVK6vuW7JkCT784Q9X3X7aaafh7W9/e43OUIx169YhEongQx/6kNL20WgUCxcuxPDwcOW2//zP/0Q0GsVll11WuS2VSuFjH/sYNmzYgO3bt0sdo5leTxH8vj6jo6MAgLlz59punzdvHgzDQCKRUDrOSSedhJ6eHvzsZz8L5HlqNM04Tvr5fq5YsaLy/SMcdthhOOqoo/Diiy8Gcgw3GvH11GOdZibRjOMdC5auE2FsbAyFQoF5n9aF3gT5+ni9D7LH0mOlJgyacawMQ7fN5Gtov89z3bp12L17N2666SYYhoGJiQnXXqd6zJu+aKPShaeeegoAcOKJJ9puHx8fx2uvvYbjjjuuapu//OUvOPbYY5WOl8/nsW/fPqE/0abE+XweP/nJT7BixQosXrxY+FwmJiawb98+vPLKK7jtttvw//7f/8Ppp59euf9Pf/oT3vSmN6Gzs9O23SmnnAIA2LRpk/Cxmun1FMXv63PqqacCAD72sY9h06ZN2L59O3784x/jW9/6Fv7xH/8RbW1tysc58cQT8fvf/97nM9RoSjTjOBnk+IVS+xTs3r0bs2fPDu0YYbyejfBa6rFO00w043hH4Ok6Hpdccgk6OzuRSqVw2mmn4emnn7bdr3WhN0G9Prz3QeVYeqzUBE0zjpVBfUf1NXQJv8/z0UcfRWdnJ3bs2IHDDz8c7e3t6OzsxKc+9SlkMhlfx9JjXvMQq/cJNCqbN28GABx88MG2259//nlYllU1KLzxxhsYGhpSHhR+//vf47TTThN67NatW4WMx1/96lfYv38/LrzwQqlzufLKKyuNZg3DwPve9z5885vfrNy/a9cuzJs3r2o7ctvOnTuFj9VMr6cofl+fM844AzfeeCO+8pWv4KGHHqrc/s///M/413/9V1/HWbJkCX7wgx9IPiONhk0zjpNBjl8AcN9992HHjh244YYbQjtGGK9nI7yWeqzTNBPNON4ReLrOjUQigXPPPRdnnXUWZs+ejb/+9a+45ZZb8Na3vhVPPfUUTjjhBEDrQi5+Xx/R90HlWHqs1ARNM46VQY1h+hq6hN/n+fLLL6NQKOA973kPPvaxj+Hmm2/GE088gTvvvBPDw8P40Y9+pHwsPeY1D9qodGH//v2IxWJob2+33f78888DQNWg8Oc//xkAlAeF4447TnglrP7+fqHHrVu3DvF4HB/4wAekzuVzn/sc3v/+92Pnzp34yU9+gmKxiFwuV7l/cnISyWSyartUKlW5X5RGfj1N07Q9by+SySQikQgQ0OuzePFivO1tb8O5556L3t5ePPzww/jKV76C/v5+rF69Wvk4s2bNwuTkJNLpNFpbW4Wem0bjRjOOk0GOX5s3b8anP/1pLF++HB/5yEdCOQZCej0b5bXUY52mWWjG8Y7A03VurFixAitWrKj8+93vfjfe//7349hjj8U111yDRx55BNC6kEmQulD0fVA5lh4rNUHTjGNlUGOYvoYu4fd5jo+PI51O45Of/GRlle/3ve99lVW7b7jhBhx22GFKx9JjXvOgjUpJnnvuOcydO7eqp9Zf/vIXGIaBo48+unLb3r17cfHFF+OJJ57AggUL8O///u+upTazZs1i9vJQZXx8HD/72c+watUq9Pb2Sm27dOlSLF26FABw0UUX4Z3vfCfOPvtsbNy4EZFIBC0tLchms1XbkSh2S0uL8LFkXs9vfetb+O53v4vnnnsO//zP/4zrr7/edb9BvJ5PPvmk8IzSiy++WHnN/L4+999/Py677DK89NJLWLBgAVAenE3TxFVXXYULLrgAvb29SsexLAsAKuJZowmDRh4ngxq/BgcH8a53vQtdXV2V/jhBH4Mg+nrWeozUY51G09jjHYGn62Q49NBD8Z73vAf//d//jWKxiGg0qnUhgyB1IQvW+6ByLD1WampFI4+VQX1H9TV0Cb/Pk9x/wQUX2G7/0Ic+hG9/+9vYsGFDxajUY970RRuVLvT29qJQKGBsbAwdHR2V259//nlmL4hNmzZhyZIllZ5aAPDpT38a/f392Lt3Lx599FF84AMfwMsvv4yenp6q7XO5HIaGhoTOra+vz3ZRzOLBBx9EOp2WLvtm8f73vx+f+MQn8NJLL+Hwww/HvHnzsGPHjqrH7dq1CwAwMDAgvG+Z13PevHm4/vrrsW7dOu5+g3g9ly5diu9///tC+6Aj535fn3//93/HCSecULlwJ7z73e/GPffcgz/96U9YuXKl0nEOHDiA1tZWJVGs0ThpxnEyiPFrZGQEZ555JoaHh/E///M/VdsEOUZC4vWs9RipxzrNTKIZxzs3nLpOloULFyKXy2FiYgKdnZ1aFzIIUhe64XwfVI6lx0pN0DTjWBnWd3SmXkP7fZ4DAwN44YUXqkzYOXPmAOVxS/VYesxrHrRR6QKZDdm6dastOv3cc8/hgx/8oO2xpmni8ccfx9ve9rbKbePj43jwwQfx6quvorW1Fe9+97txzDHH4Gc/+xkuueSSquM99dRTgfbOue+++9De3o53v/vdQvv0gkSmR0ZGAADHH388fvOb32B0dNTWuHbjxo2V+0URfT0B4JxzzgEA/PKXv+TuN4jXs7+/HxdffLHQPmj8vj67d+/GrFmzqm7P5/MAUFntUeU4W7duxRFHHCH9nDQaFs04Tvr9fmYyGZx99tl46aWX8Oijj+LII48M/BhORF/PWo+ReqzTzCSacbxzw6nrZHn11VeRSqUqpZ1aF3oT9G8Cwfk+qBxLj5WaoGnGsTKs7+hMvYb2+zxPOukkrF+/vrKYDoH0m+zr61M+lh7zmgdtVLqwfPlyAMDTTz9dGWT37NmDvXv3Vhx6wh133IF9+/bhmGOOqdz28ssvo7293ZYUOeaYY/DCCy8wjxdkLyIy+3TBBRcwey+k02ls27YNs2fPtq1Uu2fPnspMBSGfz+Pee+9FS0tL5YL8/e9/P2655RZ85zvfwec//3kAQDabxfe//30sW7YMCxcuFHoeMq+nLGH0/BRF5vVhvRdvetOb8Otf/xovvfQS3vSmN1Ue+6Mf/QiGYVQ+jyrvw7PPPhtIylajQZOOk6LfG9Z3s1gs4oMf/CA2bNiAn/3sZ5Xnr3oMEcIaJ2v5WkKPdZppQDOOd6K6zk0X7t2713ZBiHL/s4ceeghnnnkmDMMAtC7k4nesFH0fZI8FPVZqQqAZx0o/2hD6GroKv2PeBz7wAXz1q1/F//2//xd///d/X3ns3XffjVgshlNPPVXpWNBjXnNhaVw5+uijrQsuuKDy70cffdQCYHV0dFif+tSnrNtvv9264IILrJ6eHguA9Q//8A/WH/7wB8uyLOvJJ5+0DjroINv+/umf/sn6xCc+Efp533nnnRYA65FHHmHe/5vf/MYCYF133XW228855xzr7//+763rr7/e+u53v2vdeOON1tKlSy0A1q233mp77HnnnWfFYjHrC1/4gvXtb3/bWrFihRWLxazf/va3VccDYL397W+vul3m9aT5xCc+UXXujYbo68N6L377299a0WjUmjNnjnXDDTdYd911l3XmmWdaAKyPf/zjSsexLMt6+umnLQDWo48+GuIz18w0mnGcFPnesL6bn/3sZy0A1tlnn2394Ac/qPqTPQbBbYy0FMfJWo6ReqzTzCSabbwT1XVuuvC0006zzjrrLOtf//Vfre985zvW5z73Oau1tdXq6uqy/vrXv9oeq3WhN37GSpn3QeZYeqzUhEWzjZWWD21o6WtoJn7GPMuyrI9+9KMWAOsDH/iAddddd1nnnXeeBcC65pprlI+lx7zmQhuVHnzjG9+w2tvbrXQ6bVmWZd12221WNBq1Hn74YeuQQw6xUqmU9Y53vMN67rnnrEMOOcRasGCB9cwzz1iWZVnPPvusNWvWLNv+Vq9ebV155ZWhn/ff/d3fWXPmzLEKhQLzfrcB4Uc/+pG1cuVKa+7cuVYsFrNmzZplrVy50vrZz35WtY/JyUnr85//vNXf328lk0nrzW9+M9MYHRsbswBY559/ftV9Mq8nTTMIUtHXx+292Lhxo3XmmWda/f39Vjwet970pjdZN910k5XP55WOY1mWddVVV1mLFi2yTNMM+NlqZjLNOE6KfG9Y3823v/3tFgDXP9ljWJwx0lIcJ2s5RuqxTjOTaLbxTlTXuX0/b7/9duuUU06xenp6rFgsZs2bN8/68Ic/bL388stVx9K60Bs/Y6XM+yBzLD1WasKi2cZKy4c2tPQ1NBO/+jCXy1nXX3+9ddBBB1nxeNw69NBDrdtuu83XsfSY11xoo9KD4eFhq6enx7r77rsty7Ksj33sY9Zhhx0mtO3Y2JgVj8etN954o3Lbqaeean3ve98L7XwbkYcfftiKRCLWX/7yl6r7ZF5PmmYQpI1GJpOx+vv7rTVr1tT7VDTTDD1O+sNrjLQUx8mZPEbqsU4TJnq884/WhY2BHis1YaLHSv/osTJY9JjXfBgC1eEzlq6uLnzxi1/E17/+dZimieeee465cAKL9vZ2vOc978F1112HyclJ/OIXv8Bf/vIXvOc97wn9vBuJ3/zmNzj//POZvTJkXk+UF1bIZDIoFou2/9fw+f73v494PI5PfvKT9T4VzTRDj5P+8BojITlO6jFSj3WacNHjnX+0LmwM9FipCRM9VvpHj5XBose8JqTeTmmzYJqm1d7ezuyL4MaePXusM88802ppabEOO+wwa/369aGeYzOh8nped911VaWW3//+90M9T41GI44eJ4NF9vXUY6RGUzv0eBcsWhdqNNMTPVYGix4rNTOFiFVq1Krh8Oqrr+KQQw7BD37wA3z4wx+u9+k0Pfr11GimH/p7HSz69dRoGhf9/QwW/XpqNNMT/d0OFv16amYK2qjUaDQajUaj0Wg0Go1Go9FoNHVH96jUaDQajUaj0Wg0Go1Go9FoNHVHG5UajUaj0Wg0Go1Go9FoNBqNpu7E6n0CQWOaJnbu3ImOjg5EIpF6n45GM62wLAtjY2MYGBiAYYjPc2QyGeRyOaHHJhIJpFIpH2epIejxUKMJB9WxEBLjoR4Lg0OPhRpNeGht2Fzo8VCjCQetDYNl2hmVO3fuxMKFC+t9GhrNtGb79u1YsGCB0GMzmQwOPqgdg3uKQo/v7+/H1q1bZ8wgHCZ6PNRowkVmLITkeKjHwuDQY6FGEz5aGzYHejzUaMJFa8NgmHZGZUdHB1D+gHR2dtb7dDSaacXo6CgWLlxY+Z6JkMvlMLiniK3PHITODu/ZpdExEwef9DpyudyMGIDDRo+HGk04qIyFkBgP9VgYLHos1GjCQ2vD5kKPhxpNOGhtGCzTzqgkEfbOzk49+Go0IaFSKtLWXvrzomipn5OmGj0eajTholo2xxsP9VgYLHos1GjCR2vD5kCPhxpNuGhtGAzTzqjUaDSNiQkLJrxHWN79Go1GMx3gjYd6LNRoNDMBrQ01Go2mhNaGdrRRqdFoakLeKiJveQ+wecus2floNBpNveCNh3os1Gg0MwGtDTUajaaE1oZ25JYjkuTJJ5/E2WefjYGBAUQiETz44IPcbZ544gmceOKJSCaTOPTQQ3HPPfeEeYoajaZGkFki3p9Go9FMd4IeC2+++Wa8+c1vRkdHB+bMmYNzzjkHW7Zs4W7305/+FEuXLkUqlcIxxxyDX/7ylz6elUaj0cihtaFGo9GU0GOhnVCNyomJCRx33HG46667hB6/detWvOtd78Jpp52GTZs24XOf+xw+/vGP41e/+lWYp6nRaGqACQtFzt9MG4A1Gs3MhDceyo6Fv/3tb/HpT38af/jDH7B+/Xrk83m8853vxMTEhOs2Tz31FC644AJ87GMfw5/+9Cecc845OOecc/D8888H8Aw1Go2Gj9aGGo1GUyJobdjshFr6feaZZ+LMM88UfvzatWtx8MEH49ZbbwUAHHHEEfjd736H2267DatWrQrxTDUaTdjoPkQajUZTIug+RI888ojt3/fccw/mzJmDZ555Bm9729uY29x+++0444wz8IUvfAEAcOONN2L9+vX45je/ibVr10odX6PRaFTQ2lCj0WhK6B6VdkJNVMqyYcMGrFy50nbbqlWrsGHDhrqdk0ajCYa8ZQn9aTQazXRHdCwcHR21/WWzWaH9j4yMAAB6enpcH6M1l0ajqTdaG2o0Gk0JPRbaaajFdAYHBzF37lzbbXPnzsXo6CgmJyfR0tJStU02m7UJ99HRUeHjFQYPlTo/owa+bt4qSD3+gJnB7Gir8OP3FNPoMuLCj48hKnU+AJCVfA4AEI+IHycZET9/QtbKCz92xCx9nuZE26WPI4oJuWa4I2YGswzx93mwOI45Ep8LQqz/b9LbiEJi67zHaNRRHQ/fGT9f6jiWWZv3KWJExB+bSMDMiJk4AGAkErAK4uMCFJ+3zHOQPoZiU+1IVHy8jcTiMHM5peMI7V/y9YHCe61yjF/n75feRgbeeEjuW7hwoe326667Dtdff73nvk3TxOc+9zn8n//zf3D00Ue7Ps5Ncw0ODgo+i8ZlpmvDUSuLWUa1ZnZjXzGNLiMp/HgD8t8pFW2YjIhfpsQlHkuQ0YbjVmkc7DXapI8jStjaUHb/BK0NmxutDSW0YSoJS1LzaG0YPFobut8/k2ioRKUKN998M7q6uip/TlFfL8bNTOjHOCB5jD3FdGjnQrPPlLv4l4EIxVpst6c4rnSsoBkpv88HzNq8f2FRtMT+NOrUajyU/XE3EolQzoMQKe/fSIlfaKMstMJ4rB9kXiuVczISCSkxSrYJ+z0UJdIg5+EX0bFw+/btGBkZqfxdc8013H1/+tOfxvPPP4/77w9XUDcyM1kbjlriF2oom5S1YETCFASAIQktqaoN05LnBAD7Tfe+r7VERRvW6jpABq0Nw0drQ0ltGLIOCxtVbaiyTSNow0giMeO04UyhoYzK/v5+7N6923bb7t270dnZyUxTAsA111xjE/Hbt28P7fxGzUmpx8sK0v3mhLDApE1KWZE5Iij+hswc9kg+ZxV2m3Kz7LIikTxe1aysp2E54uOiptEEqSn4p1GnVuOhjCBQFTGiwtJ5LiLb1UpYyR5HyjiVNBuDoJ6C1I8QNVrl0+VhIzoWdnZ22v6SSe/P9+rVq/GLX/wCv/nNb7BgwQLPx7pprv7+ft/Pr95MN20ofC6UhjwgeV6kmoTHATOL/TUwXEUh2k52Mpc8XtWsrKdhqbWhRgatDYPdt1+ktWEiIf68fWhD1W3rrQ1VaWZtOFNoKKNy+fLleOyxx2y3rV+/HsuXL3fdJplMVgn5MBgXFHBQnDGXETysJCXPrKyVMNlRlBPGxKR8o8h/fWmjUfT1cj5OddY9SLNSVEz7EaKERhKkJiIocv5MhXIyzRS1GA9VZ6hlhEytxCIEzUHyGKnnUH5sGLPttJiU2T99/n4EaVCiVHQ/LCEq+hmJtpWEaKMJUt54KDsWWpaF1atX44EHHsDjjz+Ogw8+mLuNiuZqFqabNhSZxGY9hmdW1ipNKTvpTdKUuyQ1pai+cj5OxaxEwOlKrQ21NgyLRtOG9G9/rbRhGKlKrQ3t+9Da0D9Ba8NmJ1Sjcnx8HJs2bcKmTZsAAFu3bsWmTZuwbds2oDzDc9FFF1Ue/8lPfhKvvvoqvvjFL2Lz5s3493//d/zkJz/B5ZdfHuZpcqGFKG/mvB4mpQq8VOWQOWXoiQpM2qQMuvybZTDyXregZ7uDSFf6FaIi2w86zrFRBGneigj9aRoX2ZlLpVISCTHpdj5e+2iEMhUWtKgMI4nJ2qefmXe/r6MfISoKEaKVYzaQIA16LPz0pz+NH/7wh1i3bh06OjowODiIwcFBTE5O/S5fdNFFttLxz372s3jkkUdw6623YvPmzbj++uvx9NNPY/Xq1YE+1+lKI2lD2XJvN3ipygPU/aKpSlpDypZ/82BpQ55OCrqNThDpylpoQ6d+1dpQExS1KLsNXRvWcIJcBvq5hNHeSEUbeu1Xa0N/6LHQTqhG5dNPP40TTjgBJ5xwAgDgiiuuwAknnIBrr70WALBr166KaQkABx98MB5++GGsX78exx13HG699VbcfffdWLVqVZin6YnMbDl7+9qVx7jNjDeKGHHiLPkWSVU6URGHqqlKgqphWYvZcqdJSWiEzwBvxpz8aRoT2ZnLepmUSvvyEF3O+0SeV5hmqJuAVBWOXoKUJ3JVZ9CDEqJe77FTiFa2aRBBGvRY+K1vfQsjIyM49dRTMW/evMrfj3/848pjtm3bhl27dlX+vWLFCqxbtw7f+c53cNxxx+E///M/8eCDD3ouwKMp6cJG0oY8k9ItVVmrNKUszt6UbqlKLy3npre8dJhqqpKgYlgeMNM10YZumlVrQ41fmk0bBsVM1oY8tDZUR4+FdkJd9fvUU0+F5bGM+j333MPc5k9/+lOYpyWElwgdNSfRyVhNsRHSlPuKaalVwFnQaUrCHnMSczxWkJQt+ZZBxVjkva7jVg7tEX8/GHuK40Irg8vM3osI0QNmmrnKo5tJSdhTTCutBB4UphWByZkJ4t2vqQ9BJSmNRMJ1lcBaCNFapCmZs9OxuOcK46IlOiKz3M7jiDznSDQKq1gUOgcW5BgiK0DWYracew6trTDT9b1A542HsmOhl9YiPPHEE1W3nXfeeTjvvPOkjjWTaURtKMIBc1JqFXD2Pqqf+34zg14j5bpNLfqcB0nayqM14q8kc785IbQyeK20IW9iXWtDjSrNqA2NVLJqZWi3Y0QSCekVwF2Pq6INRfWS1oaBMB21YbPTUD0qGwWVmXIvIep2Xy1Kvr1mS0UX1eGhYlKKLqAjYlI6X0fR19VvshIC6cqghagbPJOSUM/Zcz1r3pwEmVwMYh9Szdp9npubgVgvw1MEPyXkfuEdLwwhynqP3WbMbdvVefZcj4XNRyNqQ9WSb680peiiOjxUTErRlb5F9JtTf4nqMb/JSgikK2ulDUWrf7Q21MiitSFjvw1WAk8z07QhC60Nmw9tVDoQFaKyqzw6CdOk9FPOw0pTEmRFp0qfStny7+2FKLYXotiUyyiV3QRhVsJFDNZKiMpSL0FahCH0p2kcREUBLZxkBUnYfYHI/nnnFURjcxXxF1SaEuXnaqSSiLa3y/e5DGgVcbeSn0YSooR6ClI9FjYXjagNZU1K2VXA7du6H0t2BXCVPpV0+beIbttZLP29kE9LlVcTgjAr4fJ+NppJOfV4rQ01YiitqC2bvqyVNuQcJ4gEn5I2DChNiRmqDZ3vq9aGzUmopd/NhuxsOSnzkS3rqUWScl8xLbSE/YiZR5ehfoFejzTl9gJ70KRvXxgTj6oHUQYOShTOibaHLkTpEh/RNCVNPUp9CpaBvOU9wBb41YuaGlELISpyDnTZTa16D0GwP6NIOYsfyDG8hKJryVKydLuVFf9d81vmYzsv6vVpRJOSUK9SH954qMfCxqERtaFqkvKAOYmiQJuAETOLLkPdKAgzTenGTpehi759IJhrbinI+9prtNVUG6qgtaGGh2xy0cxkhfs3VjSDgHnYLNqwHn0pvV4/rQ3F0NqwMdBGZRlZIbqzaJb/O4EFArMN42YG7UaqLit8i+KVpiTQvSpr2ZfSzZx0Q9W0VCl52l60D6C7i5MAFc1eEHMfVfwmKVVMSkKtBWnRMlDkiNHiDBuAGxUpIVqeeTRaW2GOyyWaa9Ug3UglAZP/4eL1C/I8hkBi07lvlRSn9KqPyanHiwhTv4I00jbVBy/aZu+JZ024/2b4fX99NX6vgyDljYd6LGwMZLXh7vJ3x4DYb7uKNgxqhW9RvNKUBLpXZZh9KZ3a0M2cdEPGtKT7VapU3zh162DEPsZ4Hd+vNlRZ8HFqW60NNWxqpQ3DOicnonoqyF6VVftmaUOBsnrRPpuux9XakL+91oZ1RxuVDCFKTEhR3hD84o7l8wASWBIPfrB7tVDdzHxxTEzo+E1VerHPzGM2tW+RNOUbxSy6jYi0OekG2Y+XYSmTqnQakzzeKLBNSz9CdGcRyFrqQpRQS0FqIgKTE1k3McNG4AbEKQpkSiCMdv4CAgBgoA2IGjDHxD7DUuLY5RzMUfHvi6iBSGaGw54xVyqBsiwgYu9lIypMZQRppE18gQ7nY4k49SVEy59PmXSA235qKUh546EeC+uPUxvulrhI21UsCPeSmijksDgkNf5qvvq7dVBM7LviN1XpuW8rjy5q0RqRNOWu4iQ6jKi0OekG2Y+XYSizuI6sZnUzTf1ow91FC3mtDTUhUDNtGIvCHB1TOifPfXewFz8V1aHQ2lBrwxqgtaGdGW1UvpT3P+s7YcXRFpFL4BDh6GVYeqUpWaakk2GzFa/kpz7oh8SD+ZJtyvZVvkDHJIKfNX8uOxcAsDi+P/B981KWrqXmksakF28UIthR7AIALEtWv8eiAjxjxQAE1V+zNoJUpAnwTGsS3ChEu7v97yQWBQqCH+BkAigUKsLRSyh6CRVR8QvDqDw2yJl9o70NBtqU9skTvES4RQAgF0y/NNv+Fcp/ICk+RfZlpGYBkQjMoQNV9wtfCEWD6dlTS0HKGw/1WFg/Xsn7/wyMWgkpbfhaYWo8WBxz384rTckyJau2N1N4nZov5pmWImlKAHgh1wWz/Jk9MgRtuCU/CwAwEBsNfN+8lKVbv8qgJtPJOewsdAIATmZow92CMZqMFQUg1l6Jh9aGmkC0YSIurmFSyZI27OwAAE/D0lMbupiSVUSjFZ0R5G+/0dkOQ3KCnMBNU1K6yK8Jxzx+o2jDlp6SNtw/VHW/sDaMRQG3pxERH1O0NqwfM9qo9MuEJZ5C3FssXSSnKOHqZljSJqWIKelk2Kz+Ar+Sn7qNZVp6lX1vyvYxb38uVzIVj0nsFjovVpqSGJNOXsv3hmJWEtxMy2gkgqJlBWpO0hCTEgCezpZEqarw3lFMYH40OLPylXwr3hrI3tjkrSjylrewz8+siaLGIZUEMgEIHhmzkkLEsBQ2Jas2tJtY9H5YBqOXgeh2Drx90vv2Ki13FXoyQl8St5l0Ui4TpPisOnZq6vfN6Jml9hksm5SR1hZYaf8GSa2aqPPGQz0WNi+jlrh+2F8sfb9SxpQ+Iqal07CkTUoRU7LqvMxqPfl6Yer7L5q0JLyQ62Le/tdcyVQ8MlE9+cCClaYkxqST7YVuLIwNS52nDG6mpYEIXi+Et4gBMSkB4NlsyaSZr6gNdxZjGIgGZ1a+VkhhRSB7Y6O1YQPjVxsm4lP/VdAwIoalsCnpxFESTP/2s0ypSCLh2kLI6GSfA327l2nJ04ZuuiSSTIZiVqLe2rBlat9Gbw8wqZAyj5HzbIU14d9kNFpbESl/HsNEa0M7M9qoJAKxNyp/cUOblLxUJTEp3XAalirmJIFlUjpxmpbr04sBAH/fuhXwMCbdIIYlBE1LN3PSyWv5Xtu/wzAuX8n34ZXyW3dqyyAQcIKShjYpo9RSRzsLnVJmZSlNSfbp36ykPw9hYgqsVjbTIu0NhR9BGpNIliTFZsGJaalsUIIyKV3MU5bBaPTOgrn/gPKxRZKbxAyVEnoJh4EqIvoZJT5eGN1TY5Q5PBKaEKUNShukjEn0c+hIUjLNSonnXwsRSuCNh3osrB/7y4ZeryF/caRiUrrhNCxVzMnKeTFMSidO0/K3k/MBAG9t2QF4GJNuEMMSgqalmzlJE4WJ7QV7yisM4/K1fA9eKw+xK1LViZ4goU1Kg/re7yh0SpmVGeriNgiz8jUf1yIyaG3Y4KhqQ6dmETmOCwb120xMS2WDEpRJ6aKjWKal0dsDc+/+8vnIH5ts42lYltOUMhOmtKEI0SSkrDacNTXmmgeGw9OGLS77bSmPRaKGpeOaxK9ZqbVh/ZjRRiVhf7FFyqyUSVLK8Go+gT3FDvRG1frLiJiU9uPNwavUGP3z8aVY6NMMZKUs95l5bMr2+9ovAjAuX8l7G7BPTPYjY5be26XJQYUzZEMblG4QocozLGmTcmr/amZlrQxKgljD9Jk1ADccskYRfJiUsRhQcL+QMnp7AD8zxYZc+sXonbpINmb3+E6YeqUsAxF5KsYlOX4L/wLU6Jtd+X9rMrhSTleTkkbkwsil3FslWVlLEUrgN0zXY2G92W+mpMxKp0mp0hqIxWuFOPYW29FrqLWtEDEpbcfLz66YdACwPr0YAzGxdKQbrJTliJW3mZmq+DUuX8v3eN7/VKYHabP023iYYAWRCLRB6caO8mN4hmWGkcBRNStrZVAStDZsAmS1oR+TkqcN+3r96TPJxVWM3qnxwejr9adLOSnLICo6lIxLsm0rX5sac6aupa0Ay6GrTEqWkdqS4puVLtckKmal1ob1RxuVZUTTlbImpTNNmbHitvJvmj1F9S+EiklJM2EG2zBdNmWpgpdxyTMleWzO9qM7WhrQ+n30RBIxKWm80pUsk3LqOOJmZa0NSoIJQzdMbxZERSlLECiWfzNJJtVEoYxJ6ZbwDKoc3pGyNLr4F6dKuBmXliUkPr2QXR3SdT8sk9JtVt/H6y9qVtZDhBJ446EeCxsD0XSlTJISjDRlxozZyr9p9hbVk0MqJqXtvAKemJdNWargZVzyTEkeL+fmojtaMoz7FEMFEDQpabzSlSyTsnIcCbOy1gYlQWvDJkJlMpsQZAsbVX0gY1K6Teiq6lIGdMoykH6gDFyNS8tCpM3f9SCt6ayM+iJgrklKFiJmpdtxBM1KrQ0bB21UOvAyLMNKUlafQ7tUqpJlUnZE2F9ip0HpZHu+1zNVyRMTTp6fXIC/ZgYAAIcnd0ltKwttXEZhcktJeAwXW9EdTWOQEpQypqWbSUmXfbNgmZVeJuXU8dzNynqZkzRFK4KixWmYzrlfU2O8xKBMkhLeJd9V+FkpMQiTkhCgWQkARk9JiIbVU8iGbKLBC8MAzNK4pWJaCqUoWbhdFAksnuNlVtZThBJ446EeCxsLL8PSr0kpfg5tUqlKlknZ6WK4Og1KJzsLszxTlaZkg//N2QG8XK60OSzAChYWtHEZjZjc9B6P4WIbuqMTNgNZxrR0MykNzgUoy6z0Mikrx/MwK+tlTtJobdiEeGmjAEu+q5DRkU6CMCkr5xGcWQlSxQNFA1gSp3HpC1obKpiWUgYljVspuMB1iZdZqbVh46GNShdIOfgrZfOLZ1CxSnx4vSlpnGlKUbNSNEnJMyhpeGalKM9PLrD9e0t2XuhmJQAMlkWpaUUwNz7ia1/ErJzaN9+0lE1RshAtBS89tpv6/6nb35zc0xAGJSFvxQQaps+sAbgpoM0i0hNIthTYTVxySnxK20oIQlGT0kvsOhN+QZmVyUSpL5CPVRVlqQhSwwDyPpMMlCCt2r/Hc1E2KWno94BnUlKlU5Hy/1vlVSMbQYQSeOOhHgsbE1IO/lLZ2FPRhjKopilFk5Q8g5KGZ1aKsjk7YPv3y9n+0M1KANhb1lVFy0BfwKuHi5iWsilKFqKl4KXHdlP/P3X7Scl9DWFQErQ2bFJobdhV/m2VTbq5mZQi2lBGm4malAJtcQInmaxoQ1+JValjljVwWNpQwLRUNilp6HQlz6Sk0qMkSWqVe45qbdi4aKPShb3FDuwtdiAeKZUwDjIEhpdAlTEpVQnDpCT4NSudJiVhS3YeEFK6crBQHZvfne8SNitJf0rx46klLWXYWehERjKtgbLB+vtM6bXuj/oza4OiKNAwvRhipH1oaAif+cxn8POf/xyGYeDcc8/F7bffjvZ29oXg0NAQrrvuOvz617/Gtm3b0NfXh3POOQc33ngjurr8m9FNRSpZ+iuWxYhTYDiNSz/l36w0pYhZKWJS+pmNV4U+ZiQyJUhDNiyrZs3j8VAEKet4ws9Hopk7UsnSc1AgMjB36rOrWDIUNLzxMMyxUKPO3mIn9hY7YZQrI2S1oWqasrK9QKoyDJOS4NesdJqUBJl0pWzFzF7Ge7S30ClsVqYZrZFIqpJ5PMWkpQw7Cp1KZfnDxVb8IVNqzdQf09pQ4xOiDYmucRp9zt9bP+XfLP0m1M9awKRUMSj9pippjebQhkFX89iP63gdw9aGKuXhMtqwJaVcQRSZ3z91raK1YUPir/5hmrJXsFfkYKHT9ieKU1y49abc7zGTLmJSlhbLkTcpCdsdPSBFeH5ygatJSbMlO69iWvplsNDNNCkJu/P+TKXhIv+1Fv0c8Mq+nezw0U+JiOvBYlflr56YVKTd7U/u1ZHjwgsvxAsvvID169fjF7/4BZ588klcdtllro/fuXMndu7ciVtuuQXPP/887rnnHjzyyCP42Mc+FuJZNhhEhPJoabH/0dTCHPQyKYkI8XMeMqVJNILHDLIUJ5JMuu8vHlc2+1TOIZA0JUE16ZB0PN+WVH1SEw5442GYY6FGjb1FMZ2nrA1Ne3bALU2533SfCBcxKUuL5ciblISdBfkFcDZnB1xNSpqXs/0V09IvewudTJOSvt8PwwKBhL3F9sqfF7yybyeDBXk9R7Qs6Uk/WOiq/NWTemtDjQLC2jBl/3PuI2y8TEpimPrRA6raTWQ70ddY+JgJd01aA12IsmkZSaWCSVMSVN8/p7k5jbXhk08+ibPPPhsDAwOIRCJ48MEHPR//3//933jHO96Bvr4+dHZ2Yvny5fjVr35le8z111+PSCRi+1u6dKnC2XmjE5UUogalG6/ke7ElOw8d5R5AS0MqcxY1KUUJaiEdEYPSid+EpZdBSSOTrGThLAFnMVQWokGUFPkxKL2MVWJW1iNlKdYwPZy5kxdffBGPPPII/vjHP+Lkk08GANx5550466yzcMstt2BgoPoC6uijj8Z//dd/Vf59yCGH4KabbsKHP/xhFAoFxGLTfPj0I5BaWmB1tiKSK5fujAqmSrx6U7rNXvOSlEEZpbIz3JLH9Zuu9DQ7TdP+OvmZQfeYObdBRGBeftVZG7RwlE3q0iZl1JhKVcKjx1GN4DdM1/PIjYKoQenG+okjAABtRum7fXgiHG0oalKKEtRCOiIGpRM//StlDEiZZCULr2QlYX/52qI3OqZ8HEJYpiLZbz1SlvXUhhoFfGnDFMw5PRVtGBHVhl56yk2b8ZKUQZlSsslKWXPTbzm412tHa0NiVoapDYnG95vghOP9i0aBooQ2pE1Kp66chtpwYmICxx13HD760Y/ife97H/fxTz75JN7xjnfgK1/5Crq7u/H9738fZ599NjZu3IgTTjih8rijjjoKjz76aOXfYVwXT/MrbXH8mpSgTDfCZurfbqYlb6VvZ69K2dW9/SJaAq5iUtLI9q8UNShpwjIrhxwz5X6Erx+DEgyTMm0m0WpU/7jVw7DMW1HEuH2ISqmC0VH765dMJpH0kTrbsGEDuru7KyYlAKxcuRKGYWDjxo1473vfK7SfkZERdHZ2Tm+TMsAZXCsRKwnSTuo74hSmIr2I3JBZOCcIRMxKn8aorGGpnMYMy6wULcERKe3xlXQQPI86iVLeeJi3ZlZ5TyPi16B0Y0tuShu6mZa8BJ6zBFx2dW+/iJaAq5iUNLL9K1VSkn7NSjf2V/We71A2K/0alE5tOGEmK8Y56zi1NCxltKGmjoSgDS1KG1aZln60oczCOUEgYlb6rZyRNSxVtWho2pA6H69jhK0NRTXqNNKGZ555Js4880zhx69Zs8b276985Sv42c9+hp///Oc2ozIWi6G/P5gKCDem8dW2GEEYlACwmyMinKZlxoojJdBg/fXcbPS2lAZvlkn5Wq6v6raRYgsG4sOCZ86HmJUsF9+vQUkjkq6UMSiNiAXT0XTWr1npxGlS+sHNpNxfaEdvTGBhJYESdSe1NCyLlsFdbZPcv3DhQtvt1113Ha6//nrlYw8ODmLOHHvKOBaLoaenB4ODYhdB+/btw4033uhZLt7U8ERoUazgwGpJAnEPkehmWvJW+m5rKf0Nlcc2lknZxvgO1GAVxQoBlrnzDMtAysXdxKJIGZBTkLqJv3hMPlXpN+ngZlI6U5Vux6yBMOWNh35XJtb4IyiTkmecOU3LjBlDyuB/X7bnetGbKhmVLJPydUZycsJMBmpAEbOSteK3X4OShpWudPaplDEoWSt/+zErWalKp0npBa/s282kFKn0gao2rKFhKaMNNXWApw0FjROrJQHLY5Lf1bTk6arWltIf0YYsk7Lu2jDAEm6eYRmEDg1UG3qUm8saon61oZtO9arW0doQpmlibGwMPT12n+Lll1/GwMAAUqkUli9fjptvvhmLFi0K9Ngz2qh8LrsQ/TF/hh4xKGkhMGamKuXfLGjTkrfSHQA8O7kYKBtvouzMdwduVs6P22fPRU1K0zJgRMS7KtCG5VPjb6rcviS1R3gfXvgxK4kw5BmULNHr1p/Sb4oSHCHqlqqk+XOmNLC81feZuCPWML10//bt29HZOXXh4ZamvPrqq/G1r33Nc58vvvii0vnSjI6O4l3veheOPPJIX4Zpo2LNKl1URSZz6vtoURBitGkpOkvY0y1ufEUi9lUBRR7Pwy1VGVIvzkgyCSubRaTDMeaoNqR34reRumITcyZBlGKJJik9sHrCSdLR8Bum6wvzevFcZiH6fU5oEuNsjDIR3VJsBNq0FLkY2VT+3Y5K6KvBQlfgZqVTRwdpUtLQhuXGiUMrtx+U3BfI/oMwK3kGpUyqMogyby9tyPs8AsCmzEEAgBW+z8QdGW2oqS3ktzCSVjf1rBZ5bWQzLWW0oWhrGFltKIJbqjJIk5KGaNEux5gTlAHrWxsGqImD0IYBaFWrN/x+vqLaMOjKQy9uueUWjI+P4wMf+EDltmXLluGee+7B4Ycfjl27duHLX/4y3vrWt+L5559HR0dwq6jPaKMSjoSejGnJS1AGzUixFbNi3n1wUE5TEoI2K2mCTFKy2Dw+D5vH56EvOTWr9mrGu++mjJFJFtiRNSx3F7qY731fTL6cJwiDEoqz5TR+FxsSxbQiVQlX1mMAoLOz02ZUunHllVfi4osv9nzMkiVL0N/fjz177J+PQqGAoaEhbmx9bGwMZ5xxBjo6OvDAAw8gXqOm0/WAFpSipmWVQemVpvTCuephkARdwkGblTVYLCjS2QkYEXsPHp7okjEyVWe2WcZujvG5caYqWduJClGvmW8Rk9IrVal4UaUCbzzkjZWacBmkfhdlTEu/C7TIMmamhFJ1dC/yoM1KGhmTsghDeoHBVzJz8EpmDmbFpp7z61nvvpsyRqaqWclalEZFFyLAPpR+taFKiyUVZLShpj5YraXxQ8awdP6WeqUpvTBb4jAm+frEihmIyPSwRsjlvWEZlASy2I5h2LUhLwErY2SqakOD8X3NuiQ06f370YZefSpFTEpOD3TyHQgbUW0YdOWhG+vWrcOXv/xl/OxnP7NVJtKl5MceeyyWLVuGgw46CD/5yU8CXXR2xhuVNCKmJcuk8iMGhgrt6OGU9Y742P/OfOk5uRmWMgvp/HzoeADAwS3BzF67sXl8KlWwN9tuMyu94BmZALA4udf2b5F05RsOQzEeqR7I9hamZg+IOPUSvLU2Kd1SlbUyKVFuAMybFZdtEtzX14e+vur2B06WL1+O4eFhPPPMMzjppJMAAI8//jhM08SyZctctxsdHcWqVauQTCbx0EMPIRXkKsYNDhGZXoalSIqy0qeSg5mMw8jwzVHLMIBkApEs57FugicIQUpWTwy7dMgpdGUahrOEGV0S5Xz9RASpiGB0zqKzjEvZfYrgM0lZK4OSwBsP9eIRjYOIackyKMcU+0YSPdHDWaRFdf8QKO2VWUjnkZFjAQCLU+Fqw1cojbc/34beOH/yHi5GprNcfVFiqhc7eS95huXOvH31c2flEK0LQWlDt1RlkAvliGpD916VtTEpEZI21IQDbdZ4mZYiv6ei2lAGKxVHJMPRMWFqw+7ydzjsEmGnGSmjDVlGJt1Kyalrg9KGTo3GMi5l9ymCzyRlrQxKgqg2FK089MP999+Pj3/84/jpT3+KlStXej62u7sbb3rTm/C3v/0t0HPQRqUL5EeaLCQTRoJS1iQ6UGjzTFXSaUonftOVG4YPQTJa+kHZOlkSfUEblrRBSSNjVvJ4LVttapHbjmt9vXKb05yUwW5aloQuSQ2oGpSsPpXNkqQk5K0oonVqmH7EEUfgjDPOwKWXXoq1a9cin89j9erVOP/88ysrfu/YsQOnn3467r33XpxyyikYHR3FO9/5TqTTafzwhz/E6OhoJWrf19eHaK2bddcJW8pyPFO+zeUHUTFNaZYFjJlKeJqVVhCL5/idQSdJwmLR/2qMXriJDtnVDentbPtnXEiQ22gT00ssWha/XJ4Yl4kEMEElv4ISoVAwKR2pylqblBAYD/XiEY0JMS0Hyq1wap2gZMHrVeg1Ie03Xfn02MGIGaXx6LVMSRsGbVi+4jIJLWNW8tiW63W97YjUzsptTnNSBlobEqOS9KdUNSlZ732zJCkJ9dSGGnVspuUE0Ybs31LVNKWVEtvOijWANmxrgWWUU51hJTW90pKq2tCpq1nHYGldLw1nWuxUJQ3Rbck4MB6SNpQ1KR2pylqblJDQhqKVh6r86Ec/wkc/+lHcf//9eNe73sV9/Pj4OF555RX8f//f/xfoeWij0oPxYgovFud7Jh7dBAGvT6WoSeQnTemEl66keXGiunwnW4xVzEoEbFi6mZSEvdlSv5KgDEsWD+49ESd3v8Z9XN6KMlOVLP6amY8jUzsCS1ASVIQonaqstUmJcq9Sk9N3i3e/H+677z6sXr0ap59+OgzDwLnnnos77rijcn8+n8eWLVuQTpd+MJ999lls3LgRAHDooYfa9rV161YsXrw4tHNtNKyyAWnNakMkE+wMuCqWV6pSdNVAURFJCyfWvmlh59e0FJkVVRWkwueQCG9FddIbKiiaLElJ4I2HYY6FGn+MmSlsyc7zTDy6pR15fQGdKTzZ/bOOx0PGrHxxslobFsxoxaxEwIalm0lJ2J9vAwApw5K1+I8Xvxw6Fsd3bOfvV6If++bsAJYmdwaaooSiNqQ/k7U2KdEA2lCjTkUbdrchwkvI+UC0/Bu8VGWQ2rDNHg5iTqQHuRCLyKrrIWtDq7sdkWxI1wBBa8MmS1ISwtCG4+PjtqTj1q1bsWnTJvT09GDRokW45pprsGPHDtx7771Audz7Ix/5CG6//XYsW7assuhsS0sLurpKv1mf//zncfbZZ+Oggw7Czp07cd111yEajeKCCy5QeNbuaKPShfHi1JdFpDzbDzL7d0tVeqUpnbDSlSxjUhQ/hiXPoHQSZLqSsGNySii+PlmaQT+oZb/HFuKMF1P434lDkDSqfzTnKjdtVzev62FQEooAipwLhBCtF/T09GDdunWu9y9evBgWNWt/6qmn2v49U7EcKUkrFQvUrDQFjSbhNKWIECXQgpTeTkQsuQlCPylLmdINGUEqk/5NxGElytLANPllVCKpSvJQj0VquMehIbPefkzKqDH1POsAbzwMcyzUqEMbhEPFNm55th9k9i+6ArQbbqXgLGNSFD+GpZdByerfFWS6krAzM2Xa7ciVkpTzEwc8thBnvJjC0+klLtpQfbFHVephUBLqrQ01alRpw2ScaVY2TJpSVRvStPGvta1YlN0r00/KUsSkJMhoQ4kJaSsVhxWPwopHESla/D72IqlKsu+gtCF57n5Mylh02mnDp59+Gqeddlrl31dccQUA4CMf+Qjuuece7Nq1C9u2bavc/53vfAeFQgGf/vSn8elPf7pyO3k8ALzxxhu44IILsH//fvT19eEtb3kL/vCHPwi1Y5NBG5UMaJOSEKRZGXSaUsakJPx66Cj0xMVE7XB+av/OVCWNrGEpa1ISgjIraYPSCc+wFElVsj5HNLs5JWMsI9OPEH0j14MuHxcyftGz5s2HU4hWbmeZlR5l3zK9iHjl37b9ivSq5NGSgtWa9LXiORM3w5K1aJBqb5kgZ89dhJ2VmrpdSjDS+0jypQZ9HCfM4/pNUtZRiEInKpsSVooxSLOyHmlKJ48NH4mehNjzmShM7d+ZqqSRNSx5KUo3RMxKkTQlbVA64RmWIqlKvjZ016ZuJqYvbZjvQVd0Unl7v2ht2Hy4akMXs9J1PzLaMKhUpShui8L4RcawlDEoaQLUhm7aTGXxzap9COgwaW3oN0k5DbUhL3hDzEfCE088wd3n/fffL30eKmij0oGXgHCalTxhwCv/VoXXq9LJ9oy97HikbDwO5VuFzUoZeIalqkFJ49esdJqUOTNW3m8H+pJTTc6JYQmJlCXrM5Q148yZcy9eythXo+6ReM+d5Dn9f2pBwYpyz6Ngya0AqgkPNyFauT+AZGU90pRVpb4ys+zOx4qIQV7C0m8DbN458NKUEqKOCMYqceiRqhQxKUWOa6bs71skryjCy+mLoJv4y8IbD/VY2DjwjEGnWelnkRs/yKYqt2ftfRlH86XzHsq1CZuVMvAMS1WDksZvstJpUmYr2tCuOYlhCYmUZRDacHehCyMF+7WHH22Ysep/Gai1YXPB04aBHKMOacqqVcrL2wgv8mg7L5dUJY3TsHROYqualASeNuToai+DsOqxbotveqQqgzAErVQcZov9PFW1oVXWyobWhg1F/X+hGgTeDCfBb7LSLU3p3K+fNKXTmPQDnaYkeKUqaYhhCQCHtO4BAjIpCSpmpVeKkofTtHSmKnmfIVFB6hShU7eX3ouumNzMNz3gjRRb65aqLFoGipyZIN79mtogLURrIFzd8EpVcvsPUuLVakkEn6qkcRqWQa7QpzJ77pagpMWjYQBmtSgSSVkGYVCinLBl7z+KSFbyOVMXNeR51suw5I2HeixsDERNR5lkJatPpVuaUtUEZaUpncakH+g0JcErVUlDDEsAOCRV0oZBmJQEN7PSK03plaLk4TQtnanK0LVh+TpANhVJm5QjxZa6pSq1NmweRLQhnapULfsOAq9UJU8bWpQ2lKnyUcJpWPo1KGkUtKFrgpJ6761oBJFidUJPJGUZVGLRaVDS5ylrVlrUhL5ZPr96GZZaG9rRRqWESUkYKrQLN8wOku2ZKTG0HbNwUMt+PD82H11xcXEx4jAew0pVOnklPQd5M3gzQ9Ss9DIoSZpSBmJaktfz8Pbd0vtw4iZCqx8nbliyZmXqZVaaVoTZW8r5GE19kTEpZVKVzhIfrzQlLQzd0pRmGyXm2pKAARjpEMWk24y8rBAkItQMuP8p6zzc0pQ+S2NoiKglhmJQgt7NoLQdO1l6fkKGpUvyQqb0LEh446EeC+uPbDJyqNgmvNBekOdDT05vRw+WtOzFc+ML0C2hDUmakhBWqtJJkAYljWiy0sugzCpoQ2Ja7s+V9NyhrXul9+FEWBtKmI2sJGW9zEqtDZsDKW0oWQJu29YjTUmXf7ulKc3WKe0QzRZQ6G1HNERt6KZRhVKVNMSwZEwO+4KlDd3OWSJFyYOYlsRQDEqfuxmUtmOXP6sihqXlopPNRKwuZqXWhnZmvFEpa1ISZFb3I8j2pqSNSRbPj82XOr7TpCSomJWiqUrC5uE5OKQzmAVqnHiZlSoJSmf5txv06zmYneo32Z90XySHNXMuKkKrjl9ocTUreWU05DNWS8OyCANFcGbNOfdrwkWlpMdKxZgzq4GcDyWmbMakC2ZrQlwMMYzH0FOVhEQcCGOGngguN+OUY1AGUopDGdCyFyoi5iT7mBzDklMeVg+zkjce6rGwvqiWb4v0r3Yi2puSwKuaeW58gdT+nCYlwc2sZKUpCaKpSsKr47OxpN3/6uAsaLPSmaZUSVCKTowTkxIA9uXbK/8/O+6+bVDakJeu5JV6q6Yz/aC1YeOjpA2TcUBAG6r8/tImJW1MOinOKn2Hiq0JYbPSYmjD0FOV5NjJmJwGFW2LxJlQ5xmUQZT70+EEQ1YbCpiTLHiGpZtJWTluHcxKrQ3tzGijUtWklEGmT+VQoR07s/LG2ki+RSpVKQqr7FuUzcPVs+R/G5lt+/ehXcGJU5aA9FPmzcPN9IXDtATDuCSCVNWgtJ0HI10p04+ylulKPWve2NSi7xBBtDeliDlZtY2IWenRr0jJrPQSgW7mIP0a8ESbbEN35/kEmKBk4V6eXX1clnkpbVC66DRmObhgD6tam5V61rxxqUWPSVb5txtDxTYMKmjD4XyLVKqyFrw6PrvqtpdG7XrxTZ17AjueM1npp8Rb6Hg5d11Hm5ZgGJeBakOG4SjTj7KW6UqtDRubWmpD0d6UXuakGyJmJcukrBxTwaz0SlUy2+NYViALGDJhTGQHmaBk4WYwsq4BWOalqkHphFUOzjMpK+dQY7NSa0M7M9qodMMpJliMF6cuoJe08Es7WGlKFVPSDZ5Z6WWswWeqkmVKikAbl0GYlnuz7XhpuA+LO4eEt1Ep++a9lk6cxiXZPlFOHcxLsVdxlDqncrpSZdGcWpmVeSsKg3N++RnWJLhR8BKipoCQsaJTP5yxUbGLb9sxWquPUexIwMgIJnPCnmCUWXBHwBS0IhFE6KbpTtGmWDJloyUgs8WlTyXBaTJWPTcHTvOy2BoHrbuiaX+CkKQrzWQM0bTc61jLvpW88VCPhY3HgXwb9zGy2tCZptzpUkmj2m6IZ1a6pSkJKiXgJFXJMiVFoI3LIEzL/fk2vDQ2Bwtbh4W3USn79jIpWTivNYZybYhTadR5yQC0YdlwVFk0p1ZmZb214dDQED7zmc/g5z//OQzDwLnnnovbb78d7e3sa8GhoSFcd911+PWvf41t27ahr68P55xzDm688UZ0dYUXkKgHfrShmTAq1TZRBV0IAMW2akOy0JFEVLTlkGjiUBGZ/Yv07bZiMUQKU8/NaSQGYVxabSn7oj2q+3HpU0moMhmjEc+ErdO8LLbGbNo7Krjiuxvks1xMxaR1Zi3NSq0N7cxoo/LV8mIvnTG5lblHCyVhZ0Ss8n76Kve5CVMRU3KsvN8OgfMhj6UJMlnJS1O+PFx6zrGoeInP6GQKnS3s58ZLW7403AcRCsVgfpREy79lYZmcuzKlz4Yfw/JAoRUHyrPwSUN+MN2Xb/cs5woCPWveuBS6psYTQ3KBEjMRRaQ49cNZ6Jz6HDlNSysRYwpP132nouJmJb2dV6pScPVHmVRlSUzG1VeidsJLWwomJGVSgipl36ql2igblOzb5UWk7ZyoiwFTdUGfgBYC8kLPmjcuRNPNislN4JHfYFL6LaQNOS1+AGC8WPqeiWjViWL177ibWckzKZn75+iEl8ZKzzkl0RpoJJdCV4L93Hhpy5fGxCbKc8VgUmEqiziKMJQrmeB5M1oxK3eVrxtUDcsD+Vbbf1W04YF8W+WaJyzqrQ0vvPBC7Nq1C+vXr0c+n8cll1yCyy67DOvWrWM+fufOndi5cyduueUWHHnkkXj99dfxyU9+Ejt37sR//ud/hnae9SBPacOo7OJ1FMVO+7jhNC6tRAzFDnE9UUzFhM1K23YeqUqvNCVBNlVptcRhIR7Y5CcvbSmakJTpIaqSqPWThCy2svVXsSXuy6wsUmldM6XwnBS2UUFrQzsz2qgkkB9hWcOSBS1MURanfxpfJLWPsUJKyKxkwTIrRROAIqnKlx2G4dB4K3ra+WJ+JC2XQvzbyGzpL+NIOoW2ZA5/OzAbh87iJzSDTFP6TbRCwbA8EEB5ECFskxIALMuAyVmtzJphq5k1ImYyKmxWmgnvH24v0zJsmGalRDKyYla6bOO3ZMYyDEREmqYT01Im1UkZj2GVNKualG4Gpf0xpXOXMSxZpiRvxt/1+MnwBSlvPNRjYf0hv7GyhiULljb8s6Q2HC2klHWqnzJwkVQlMSgJe9LtmNMq0M8xI6djXhqd47l6N4vhTAta4zm8MtaLQzr4vdKDTFPyXndiUHoha1gSYzIIwjYpUWdt+OKLL+KRRx7BH//4R5x88skAgDvvvBNnnXUWbrnlFgwMDFRtc/TRR+O//uu/Kv8+5JBDcNNNN+HDH/4wCoUCYnVc6TpMismosFlpJjg9RyltKJO2tGTb4LCOzTArRUxKAjErXRfR8Vmu7ExVuj4uFRfvUUlvF9Cq226ompRuBqXtMeV9yxiWRUY7AcuIIKKwoKWptWHNmVnPloPID7LMj/ZYPoU/jy5UOhdWYlIF2TLloXxrVZry5eG+yp9fRifDFz0A8LcDaiVHXsi+lmQb2e12ZboqpiULOj3JQlZk18KkBIAiIkJ/mvpjJqPcH2TapLSi/J+SfE+LcJqSLiXnzmJ6HFqljxEPKxV3NSnDEoBuq1u6Pl7yPLiPd4jhME1K++NjXPFqJmPqyUnn8ZLRmpiUEBwPNY2ByKSgzMThaCGFTWNq2jAo40g2TTmUa6vSCi+N9VX+/DKSq402fGWsN/B9ypZ8o/x6ipiUNLuyXRXTkhClWgIcyLd6mpSy2rAWJiXqrA03bNiA7u7uikkJACtXroRhGNi4caPwfkZGRtDZ2TltTUqCyG8kbVLSWs6N/OwWqTRl5Vw4/Sy9yrKLYWjDlrirScnq1x3IMSWNSlrriZwTL03pfH/DNCltj2+JV0xL18ekYtzPiCgi10RBobWhnek9oirgNWPt/NE2rUil/NuLiUISbTHvGSOWMemWrOSZmDIl4DvG2YbYwvZhYWNSNFUpw9B4SWx1t4k9j5F09Wsimqx0gy7/VjUp/UAnLKMwA01QEmplUgJAwTRgmJwEnhlQ6awmEGTSlV4Qo011f6ol4KCTlSJlPU7hU/634bM3Dg09cy+cqpTZP8N0rMeq1jQ8gzJiAV4BelbCUtScFE1V1sqgJPDGQz0WNhYHCq2uyUrnb7Poyt/jxQTao95lhKTsWwRW2TeNTKpy12Qn8/bFbUPCxqRoqlKG/ZMlc29Wi5jmHM5U6zDRZKUbdPm3qknph13ZLlu6MsgEJaFWJiUkteHoqH1xymQyiWRSXccODg5izhx7+4BYLIaenh4MDg4K7WPfvn248cYbcdlllymfR7Mhk670gpiaqtpQtQQcVLJSqOTboWHIv41scLqKXtxFNFUptX+WNpQoAQ8DrkFpWZ7anZWwFDUnRVOVtTIoCVob2tFGJQNWKbjsj/aYQu+fIHGaZG6GpBtBpCfd8OpVqQLLpCS4mZUyZd+yhqNfg9LJi6P9aI3lMCshbgZnzRi3H1EtTUoAMBHhlmzJlnRpwoclIFkl31bUsPWqlNmffT/sz4Bvs7IsZGRnfFVmrIM0BWXTlK77Cei8RNKU9II6silKL4qtMRRbYoj5XHCnar81FqIQGA/1WNh4sErBZScQgzCA/JaAG5i6OHMzJN0IIj1ZK1gmJcHNrJRJHcqalH4NSppd2S6M5FqQiualFjsS0Ya1NCkhqQ0XLrQnka+77jpcf/31VY+/+uqr8bWvfc1zny+++KLS+dKMjo7iXe96F4488kjmeUxnWGYlq+RbdLKQqw1dyr5ZZqWobqNNStaijp7bxgxAoqNR0KagFVB6N6jzEtLW1II6silKL4otcRRaooFrw1qblNDasAptVHogIgaDSFV6JSRV+1W+MjwbqZjawDOUbkUuHxNOMyLgVCVJUwaFn2RlmCZlzoxWVv52YzhX2l+6UG0OyBiXTmptUgJA0YqgyOk7yrtfUx/Ij7WRLXL7UoruL5BkpYSHp1KSImVSSvaQlEVE7PNKuFlmpXCZuGHAlCgpD9KgrOyzpXT8IqMdQNTDxPZ67ephUkJgPNRjYePila4kBJGq9EpTqpqVr4z2oj0uvhgEzb7JNuSKUcxuFTfGZFKVXovqgEpTBoWfZGU9TUoAGMlNaU3nvmVXaaeptUkJSW24fft2dHZOmetuacorr7wSF198sec+lyxZgv7+fuzZY1+gqVAoYGhoCP39/Z7bj42N4YwzzkBHRwceeOABxOPhlPc2MuT3M5otcvtSOmE9PqgqHuFzUNQpUhPIYWtDgcocrjZkmJWii+hY0YhUu6EgDUpCoYWs6C2pDT1SlfUwKaG1YRXaqOQwWkhhf7YdvQGs8idSAs6CNiuD6l3pxlBa3SR0MytlF9KRwStNSUOblbKL6OyY4KdR8+UVJRd3Dknt24vhnPfrdoAhlGnz0m3mvB4mJQCYAg3Tefdr6kuuK4HYpJyIDCoRqIrqSoG0SWm2xKXKv6VW2/YQmTKvnahQVE1WmokYLEGTupiMwigEW9JOTErX+x0C1UucVrapkxCFwHiox8LG5kChFQdyrb4mDAkiJeAsaLOSV/btl30Bm4RQWEhHBq80JQ1tVsr2cBwUSKPmilFswywsaBNfuZte+ZsFbVJminGkovbfJpYpSpuXbtqwHiYlJLVhZ2enzah0o6+vD319/PTv8uXLMTw8jGeeeQYnnXQSAODxxx+HaZpYtmyZ63ajo6NYtWoVkskkHnroIaRS9a2iqze5rri0NgwSlRLwYota2Tity8xUHAZj9W3XbWVW2/Yo/5ZJUwprQ8VkpZWICWspMxGFkQv2c0JMSjdUtGG9TEpobVhFTYzKu+66C1//+tcxODiI4447DnfeeSdOOeUU5mPvueceXHLJJbbbkskkMpngSoVlOFD+wd+fbQcAIcPSq+w7CLOSxc6J6h/uTCEulap0mpTDEy1SqUoZ3Mq/nWlKr3MQNSkJz7yxENGoia5Wuc9SIub9Q0ZMykbAaV72p6b6+dTLoCSYiHBXcp9pkfZmolD+sSeigCVKRcu/4TJzLtJ4XaQE3NZk27J89TGqHDdEs7LWWIkYiu3l8UBh5UM3wjL+nCalSG8h1sx6bGLq/ainSQmB8VCPhY0N+a0l/xUxLL2MoCDMSha70tXacDyfkEpVOk3Kfem2mqcqnWnKA5Otrn0qRU1Kwv/uXoS4UURnSlwbJqL8i91cA2lDp3k5LzVlnNbLoCTUUxseccQROOOMM3DppZdi7dq1yOfzWL16Nc4///zKit87duzA6aefjnvvvRennHIKRkdH8c53vhPpdBo//OEPMTo6Wumd2dfXh2i0cd73WlBMlYwTb20oVv4NN20osNo30Xmei+g4tEQg2jBEs7LWWMk4Cu2lJL+olhchiEosFk6TUlkb2vqfa23YSIRuVP74xz/GFVdcgbVr12LZsmVYs2YNVq1ahS1btlQ1MCZ0dnZiy5YtlX9HQo5NszjgUqbBMixFy79Z+ElIssxJVdySlLJmZRgL67CQNSlHJqaEK9lWxLD0MilZBuWeyXbMafGfvuWlKUUZzHSiPzVad5MSAIqWgQJnJqg4w2aKmoGCy6rbXqKUwEsE+ioBp2Zleav/QVKQyvalFMWtaTsrVcl67dzEvuwq37YyeCMSiFnpNP7MmAErGhFuuO+2oA4vSalCvU1KCIyHeixsTFiVDHAxLEXLv1nILKLjhGVOquKWpAzTrHQiU/Ita1LuT0/tezSTkjIr3WAZlPsybZidUi/JJowEpA13ZbowLzVSd5MSDaAN77vvPqxevRqnn346DMPAueeeizvuuKNyfz6fx5YtW5BOl77bzz77bGVF8EMPPdS2r61bt2Lx4sWhnWsjQQxKJyLakFcm7mdxHSM3paVE9IOUNgypQshyMbdZqcow0pQE+vWSCR544TQpzUQUliGWbPSCl6RUod4mJbQ2rCJ0o/Ib3/gGLr300kpKcu3atXj44Yfxve99D1dffTVzm0gkwu0NEhZuBqUTt4SlyCI6qqnKP++fL5SQnMxPCVzZVCWLsJKVzlRl0L0pCbRJabs9nZJOVxK8UpR7JkufDVXD0s2kTBcSaI3JJy62pXsAAL0++hYFgS79bj7cTErbYxyiVFbcEEEqkqYk5NvjAORLjUQEqZdJWatUZRgl3wRmr04Rs9KtkT1H2NE9rGQJ2qTMzZr6bYym67tyoi7vaS7cDEq3xzkTliKGkGqq8i8HBtAqoPPShanvvkiqklfuLWtWisLrVRkUtElJ8GtWeqUo92VKx1M1LN1MSlb5twivp3sBALNmuDbs6enBunXrXO9fvHgxLGvq9/HUU0+1/Xum4WZQOqnWhuKpStDaUCBNWTlmR3kVaMnfdyFt6KHLapWqdDMpmZPdPkzKyj4E9Lzb+8NLUZJkI9ewZKz8HbRJmeue0ob1bGEArQ2rCNWozOVyeOaZZ3DNNddUbjMMAytXrsSGDRtctxsfH8dBBx0E0zRx4okn4itf+QqOOuqoME9V2KB0QgzLvtSY1HbPH5gHAGgRNBHHc6VEnIrxyNtGtS/l6CQ7paeSqvQyKZ1GqUya0s2kpPclY1byyrzT+QRay+JfxbAMKkkJAOP50vtDSpT2U5/xepiWpiVQ3jPDmgQ3KiIGZdU2lHCIj5tSZtvk3NJ3OiYgLmlRVGiJBioqRJKUsmalzLF5DdGrtgnCpCQoJCtlkomyhmXQJmUxaYAufCi2Tp17PUxL3nioMhY++eST+PrXv45nnnkGu3btwgMPPIBzzjnH9fFPPPEETjvttKrbd+3aVbfJ4kZD1KB0225OUlIbDpded9HS7PHyxHS6EBcyK53bqi6s48Volq3RVFKVXmlKZ/m3TJqSZVISRjOl85cxLHll3pliDKloyQhRMSyDSlICwHi5woYs5khf/9TDtNTasHkQNSlpnIalzKI7mb7SZzU6KaCNqMnuYms00N91ET0ra1aKH9u9V6XrNjKL23C0lkqyUqbUW9iwLBO0SVlMGYhQT4/efz1MyzC0YTMTqlG5b98+FItFzJ0713b73LlzsXnzZuY2hx9+OL73ve/h2GOPxcjICG655RasWLECL7zwAhYsWFD1+Gw2i2x2Kp1I+oTIoGpS0uzNdAAAc1ZzcLLDdbvJQpxrVhKTkhCkWSlqUqqmKp0L6YyP2gXs2HD5fsf3rqWdnTgN0qSk98kyK51l36q9KL0MS3rl7zBMSjfqYVqaiHB7a8y03htB43c8VDEoWZQSj0DMITzyHd4/OYXWqJBZadvGy6xkpB7cZs5lyr1lzEqvVGWxy/6dL7THbb1yCNERf+00hFc8lzArRUzKSNGqSsqKGJYiJqVILyKUDUruY+pgWvLGQ5WxcGJiAscddxw++tGP4n3ve5/wdlu2bLEtUOHWlqeZ8DsWqhqUTvZk3bXhHg9tKGIijuft5eFBmpWii+eopiqdC+nsG223/XuPWXptDMP+HXfToUGZlDRu6Upnf0rVXpRehiW9oE4YJqUb9TAttTYMH7/joYpB6YQ2gKI5u/GVb6v+DtHaodhiiJmVFLJmpas2DKvc2yNVWey0f0/zbW1MnRsb9pc8F50QFjUrRQ3KiAk4g4HFVJRrVoqYlMLaUOAzXQ/TMgxt2Mw03Krfy5cvx/Llyyv/XrFiBY444gh8+9vfxo033lj1+Jtvvhlf/vKXlY61dbwX3QGXl3iZkm6ImJVO3IzHybx4XyPZJKWMWUlSlU5jUpTJcfsg3d02GYpJWXk8J1kZxII5XoalqEnJK//mGZQsiGk5mgu3j6WeNQ8f1fEwOysuLQJ5WPEI8nH+T4wpUfLtVmIim6wMooG6Ck5jkqbQ7m4mFrvsY3VsaEJ4xlzYpCRwzMqg+jsWk1GlcnC5Y8hfYBRboygkwx+Hwpg1P/PMM3HmmWdKbzdnzhx0d3dLb9fI+NGGr4/3oDNgbehlSrqhknh0Myvpsm8esit8y5iVJFXpNCZFGXZou1ktaa5J2Uq9hqImJYFXCh7EgjlehmVQJiXPoGRBTMtRBV0pg9aG4aOuDWOIBawNzXgEZjzgXoAuOjIos1IU1VSl05ikybe5a71Ct/26OD6UFtaGslUrPLMyiAVzZNOV6sdRSwaraEpZdKLSTqiv+OzZsxGNRrF7927b7bt37xYuK4rH4zjhhBPwt7/9jXn/Nddcg5GRkcrf9u3bpc5xOJfCcM7bABNZKGco24KhrJigmJQQjM40JU1GYj/Ox6uWe4uSHkvhjV09no+xTPEv267d3UiPeb9PbcmSGJU1KQksIzRfjEqblGmOWbxnsr1iWiLAJKWKSYmyQRm2SQkABdMQ+tOo42c8LLYYKLYEMGveaqDQqr6fQmvAAlYAlcVzZAzAQk8bCj3uF8i0SVlo5YvHfF87Cl38iRtpk5LgNITL/w56EZpiMlq1zyBKvotJQ1lQ1sKkhOB4iHLyhf6jUzFBcfzxx2PevHl4xzvegd///veB778e+NWGo7kURjnaUIR9mbaKEcVDxkx0pilV9+Pcl6xJKcuB8VZs2eOd2DUltOGr+3qF+5vLmpQEUgpOkytGpU3KTNF7bHN+VmRMykzR/T1XMSlRNijDNimhtWFN8DMeFloMFALRhlFf+i4IfSqLSprSTImPv/nZbcjPdh+XaJNSJE2Ym92GvIfpSVDVWVbU/nqQ8EDQq3oXU9Gq1bmDKPkupgzldHAtTEpIaMOZQqiJykQigZNOOgmPPfZYpU+SaZp47LHHsHr1aqF9FItFPPfcczjrrLOY9yeTSSST/n9IiVkpk7B0GpOZQtw2cyuDSqoSCmXgmUIc6ZzixSsnVckzEmlkTEqvY7R22N8vVZOysj2VrAwiRenGRC6JrWVzcG6bXA8rJ6oGJWqQoqTRs+bhE8R4SMSgbMLSaU7mWw3E02oz8awScF5D9apUJafZvXN1SBUqJeCORt/F9tp8r2izMjZiHwuVTUoClawMc5XsQlsUhXLZV3JI7veTVeLT6AYlQXTWfOHChbbbr7vuOlx//fWBnMO8efOwdu1anHzyychms7j77rtx6qmnYuPGjTjxxBMDOUa9CEobErNSJmHpNCazxVilxYssqn0kZcvAx/MJ6clvGq9U5QGJhRJlTEqUuwZZjD7nzj7pqiYlgU5WBpGidGMsn8RYWdPNVVyQkeBlUPI+j7UwKAlaG4ZPEOMhMStlE5ZOc7LQaiCmqA2ZcKpyVFKVRsGnNiTJSuciMB3iVY9+oM3K+Kh9ctPvZDCdrAzaoKShtaEVgdRnhqkNG9ygJOhEpZ3QS7+vuOIKfOQjH8HJJ5+MU045BWvWrMHExERlFfCLLroI8+fPx8033wwAuOGGG/B3f/d3OPTQQzE8PIyvf/3reP311/Hxj3887FMFBA1Lr+QkvZiKLGGblQcoEy8ZV4u2Z8YTGBynBtpafV+sCMBIttLGZXo0hUSr/0bGI+lU4KucT3gYgs5eTQDQmxLrScczKZ29lAi1NCgJlkBvjZm7jmLjIWpYstKTZlxsYJAp+xZBtASczNQWU1EYRQvRCbXxsNgSR7FsCBp5RVPWo+TbdRvG8/QyLZUxIr5NSmefygKjFxUh25OAU4OJXhT5EZO1NikhMB6SsXD79u22/pFBmG+Eww8/HIcffnjl3ytWrMArr7yC2267DT/4wQ8CO850QMSw9EpOjuWT6IirpWHDNivpCpvWhJqGGkunMEZVpYhUIgVBsWjAiFaPEbRxOZn0OWlTxu+K4CzGPDTcPoY2nC2qDX2kKGuN1obNhahhyUpPmoJfRWdva4JKr0pImJXEzCqitMAKq2e4CIW2GFBOQ6pqQ6+SbzdYz9PLtFTFihow4/4MPGefSi9tGLGqrzVEjUs//VVrbVJCQhvOFEI3Kj/4wQ9i7969uPbaazE4OIjjjz8ejzzySGWBnW3btsGgyu4OHDiASy+9FIODg5g1axZOOukkPPXUUzjyyCPDPlUbLMPSy6AUnYkOquybdXzLxWU/wEgZTkyUnl9bm7joyowHMxPETFNaAqani1lJk0vHlc3KbGbqvRlnCF8ZxjPJSim6Cl7m5Y6JLtvtXZK9tOphUkLPmjctboalSHl30KlKoe08zEpnKUnl9raYlFlZZKQVzbghLUhVTMp8O/9nu9CVglkuWYql5cdDuvzcjPn/Tpp+TERGuRe5QMp1VL+fsYz4e1APg5IgOmve2dlpMyrD5pRTTsHvfve7mh2v2WAZll4GZZZT7ksIquxbZr+sFkCkBY5Xz24nYxL9w71gpSlNM1K1oE7VY1zMSkJ6svR6tbaoabLxTHCaaRRAi6IZDA/zknV7d1JSG9bBpITWhk0Ly7AULe32k6oMw6x0M7MKrTEps7LAMBd52jBSrB7fVEzKgoA2zHcmK0ECFROWLr+2gtCGgqEG5rkwrkHIZyrP0IbRrPhnph4GJUEnKu3UZDGd1atXu5Z6P/HEE7Z/33bbbbjttttqcVpcxnPJilkoU15dj1SlE5Y5yULEsPQ0KEUMRvrhKiXfkl/KXLokzEUMS9qcDJqJbMKXWelkf6aVmVIY8eij1dcyVYpVL4OSUDANgNNbI8zeG0NDQ/jMZz6Dn//85zAMA+eeey5uv/12tLfzm/pbloWzzjoLjzzyCB544IFKK4uZQiEVsa0IHs26Xzj6ER5Vxy2blbyy76rtWqI2EeZmUKKc6jSKFoplYehlWLIMStu+FMxKVbwMWZPqq1RoLa/ALmBYivTHVKEYjyCaD24e2KtfVsHlgoM2MOtpUFbOgTMe1qsP0aZNmzBv3ry6HLtZoMtzk1Hxi716pCqdiPYn5y0wCI5BaVoRqVSlbMk3ymlKGWQMyyDNSZqiZWA8m0R7MrhesyyTEgCGs+7vzxxaG9bJoCTUWxtq1HH2/PPWhiGcgM+qHK+0nWWUUn9EF3kZeyyDkqaW2tDLkKX1uYwJy+wPGfEf7ysmIojmAtSGHgEKN/ORNjDraVASGlUb1ouGW/W7EWAlGWV7QfphshBHUeGDuH+0NKvvNbPsxsREqsqsFE5QCpqVqn0p7TvhpyoJXoYlz6CczMTRklJ7v4tmBNFyAiBos1KWvZNtyBVKX/MOydn1oKn3rPmFF16IXbt2Yf369cjn87jkkktw2WWXYd26ddxt16xZg0ik/uZGPSik/D1vt1Rl0GXftn0nDeSSpfErKrEaOMrpSjgMS55BaTu2oCANK03perzWONOsDMucJOTby2X2ZYEclGFZTEYQkXhriYFpJiKISqQuwyKMWfPx8XHbwoNbt27Fpk2b0NPTg0WLFuGaa67Bjh07cO+99wLlce3ggw/GUUcdhUwmg7vvvhuPP/44fv3rXys+q+kNq0w3W4xJmZV+kElS0uweLa04Ho/JjYVu6UrRBKWoWaliUlbtg5OqpPEyLHkGZTqXQGtCTdPlzWjl9QjSrFS5Ptkz2YZcOe3bOcO1oUYNPyW18EhVupV9246tmKrMzprSO/K9NquNPZ5BSSOqDcNKUzK38zBhhRavUTQri0kDZvmUi4myNgzIsCwmIzAkfpKJOVlMRhCbrH9htU5U2plZtqwAMuXWBFbZN2/l5yAYzyQrf/tGplJhZtGAKTnTjLJZSRKWmbGkXJKx/t9tV3LpeMW0zGbiXJOSiN3JTByTkonLIkNwT2QTmMj6+zzkCrGK4ShDJj91/mPZFMY8ZtjDxrIiQn9h8OKLL+KRRx7B3XffjWXLluEtb3kL7rzzTtx///3YuXOn57abNm3Crbfeiu9973uhnFujUkpRuvQJqmEiTaSUiMzqs1b0KyquFFikxGK+U+67x+zdQzX25pmUouah7CqIhdZ4JWFZaI2FalK6rSJfDCBxq/L5KyYjMMuC2M/Kj0ERxlj49NNP44QTTsAJJ5wAlHuEn3DCCbj22msBALt27cK2bdsqj8/lcrjyyitxzDHH4O1vfzv+/Oc/49FHH8Xpp58e4DOdHnj1EnSDVfatsh9ZRjItlT9iUgJAvhBFviA/Ho6kUxXTcnhUfGEcNPhFVXoyUTEtiZb2gpSgp3MJpHNymi5vVr/u49kkxrP+Pg+qCyBNUtcoo9kURmeoNtTI4/X7WUttKLIKeCEZsf3Z7lNYRdypm8hErCi8vo48k1JU8xUlV1enn1ehJSqnLSXfcrfUIjEs/aCqDcl2hZYICi31HWvCGAuffPJJnH322RgYGEAkEsGDDz7I3eaJJ57AiSeeiGQyiUMPPRT33HNP1WPuuusuLF68GKlUCsuWLcP//u//Sp8bD52oLKNiUMoi058yapiVVKVqCYrMDDOhmI1iNEv1W6K/ELyZcY9kpXKakvWFZKUqeUapGUGunBA1knKpApF0JcugdKKarvRrUDohZmWtE5YmItyG6bz7VdmwYQO6u7tx8sknV25buXIlDMPAxo0b8d73vpe5XTqdxoc+9CHcdddd6O/vD+XcGhHVFKVb2befXpVOeAYTa5giZqVMurLQGrWZpLRZGR+tTYIqLNLzSq1B4uNqKxHz4F1A+ElXEkEpk6Z0E6/ks1SPhCVvPFQZC0899VRYHqvdO4XmF7/4RXzxi1+UPs5MohbGokx/SpqRjFiLHyf5QlQ6XZnNxrEnWzrPYsH+/Y7GvL8/XslK1TQlq+ybpXl52rNYiGJsrAWJpHwFjUi6kmVQOlFNV6qYlJMeIQpiVtY6YVlPbaiRQ3WCz63sO8gVwFVauqisZF5oMVBomfoe0WZlWJqqVkzOLY0BsQnJ5yGYrOSVVquWgtMaTy5Nyf7MELOyHgnLMLThxMQEjjvuOHz0ox/F+973Pu7jt27dine961345Cc/ifvuuw+PPfYYPv7xj2PevHlYtWoVAODHP/4xrrjiCqxduxbLli3DmjVrsGrVKmzZsgVz5syRPkc3tFEpYVKyyiu8hIJqr8oDE6UZ60JZiCU4gjKTdT8Hkqx0irdYooBCzv72F7McQSViWjLMSmGTUrLfpTCO45u5KIxEcGaliElJkDUrZU1Kp0HpVXZVa8NSprxndHTUdnsymfS12u3g4GDVwBmLxdDT04PBwUHX7S6//HKsWLEC73nPe5SP3Uz4LfMWRabsO99mVPrO+BW0xZaokFnJS3GKmJZuZT4qJd/wKPsWXekcAHJd9n0EeZEAwYSD7fESvStVZ8qFHlcHw1KX9zQ+oiYlq/zbaxEd1V6VpL9koVgan5Jx7yuyTM79HEiy0mlYxmNFW+oy66EvCbRx6WZassxKUZNSZEEdFYrU88yVn6esYellVoqYlARZs1LWpHQalFHDfayrtWGpS78bn1pVIIiUfRNy7UblUtSvjim0GEJmZVUK03HdKmJaumlDlZJv+Cj7th27IwBtSF4HVlhAovejbCl4mNqwHoZlGNrwzDPPxJlnnin8+LVr1+Lggw/GrbfeCgA44ogj8Lvf/Q633XZbxaj8xje+gUsvvRSXXHJJZZuHH34Y3/ve93D11VdLn6MbM7r0m14spxE4MNFaMSlpcgqlOk68SsGL2SjfpHRiRab+qu5TOEG3Y/jFRQibOfnX1FkGXjQjUiYlQbQU3K9JKUqtSsKLpiH0BwALFy5EV1dX5e/mm29m7vPqq69GJBLx/Nu8ebPS+T700EN4/PHHsWbNGl/Pu1mQNSmdP/S8RXTyAquEVx7bZlT+bOfI2YdI+9piS9SzHFx01UpCvjNW+XPiLPNRNSlloBfSoXGalASv11RmxW9Zk7KynUApuKwQpUt5CEKfjRqWhIuOhZraQy+W0wgMpVuZi+Bk8wFcoHroSxGT0kmxYFT+nARlNskuolO1fSFqMylpcgrP2VkGnjejTJOS169TtBTcr0kpSq1KwmW0oab2yP4mVmtD78fzdB1Nrt2o/Knuw/U8WgzvhfokNU6+PVr5c+LUhqompRfO8m/XiqcOeW1oeek2x12qC9SIlIIHoQ1FqGVJuOhYODo6avvLZoNboG3Dhg1YuXKl7bZVq1Zhw4YNQLlt0DPPPGN7jGEYWLlyZeUxQaETlZLINq0mqUqvsm+WOekkV4gyk5VeaUonrHSltEHJgpW0LM8yBbKAjtsxvUSfwHFFk5WF7NTXZCwbg0ElBlKMZuxRwZl/t3RlrQxKJ2GblSK9Ncj927dvR2dnZ+V2tzTllVdeiYsvvthzn0uWLEF/fz/27Nlju71QKGBoaMi1pPvxxx/HK6+8gu7ubtvt5557Lt761rfiiSee8DxuM1GrJCUPpzHJIsx0paxJ6YSVtCSz535MSj+L6MDDpCTIvKa0IUkLST+N0L1KwVWEqF9qYVbyxkPdk625oFOVXmlKAklVepV9i6zQnc3HmMlKrzSlE1a6UsWkdMJKWpJkZRAL6LDgtTxyMyhpctm4ULIyR73GuVwMEUr7tabUF1F0S1e6GZRu1ySqBqWTsM1KGW2oqS317uVMcBqTLILShs50pUovSyespCXRhn5MSr9pSjeTsrJ/ide0QBmSJq0NPVaC5+GVrpTRekH1Tq2FWSmqDRcuXGi7/brrrsP1118fyDkMDg5i7ty5ttvmzp2L0dFRTE5O4sCBAygWi8zHqIaD3JjRRuV4OdXWrrgqs2oTawiak07czEpZiJALxKR0Yvty1WmFHQkBTJKVtGFJG5NODEdZU2YywTQrRZnIJtDVOln5t5dJmYo72g5wDEqR1TYJ6Vz4SS9LoLyHDMCdnZ02o9KNvr4+9PX1cR+3fPlyDA8P45lnnsFJJ50ElI1I0zSxbNky5jZXX301Pv7xj9tuO+aYY3Dbbbfh7LPP5h6zmVAtbygmI1IiJN9qMB/PMyhZ8xLO0hSJj3sFkqw0zeDHKr89LVkrTLo+1qX8m2dQVh+zutxHNCmp2lvIto94BEZhah/1EKIAkK+RGPUaD/WFef0gqbagVmWWQcScdOJmVspCelcGYVI6sSUsJXunB3cO4pqXZVbmPMzfiGOCOp1J+DYru1JT2lDmeoNnUHqVfTuZkFw0SAUZbaipLeS3MB5y6WvBRRuKGJSsfQVhVgJAJIShym5aym8v0+6n2BpFNF39WJ5BWXVMxmtaEExKyl4nMPeRiMDI118b1iLUIaoNRQM9zc6MNioJ444yXFXjkmY4PdXkfBgtmNWWBhQNShpSBu7XsFRZFVwaKzJlGsoKUxFRQtwLevxTnKUn6UqTUa7Ew49ZOZmJV4xKmSRlUCnKWhiUBAuAxzoPlceEwRFHHIEzzjgDl156KdauXYt8Po/Vq1fj/PPPx8DAAABgx44dOP3003HvvffilFNOQX9/PzNtuWjRIhx88MEhnWl9cc4WihqXXmXfTqHZki2NXSLpSR5B91gMi3xnzPZ8U/vCX4xH1qQk0K+pdM9Jyd5CTnKdEaSGrMBFqIiJXQtzkoY3HtZpmk9D4SzDDcK4pDXgAbRidnvpSlXFoKQhZeDJeEEqTelEZVVwWYpFA1axPDkm2S9cpOybTMbTFT0yJiWB7ltZUNjej1k5kUlUjMogTUrh49fAoCTUUxtqxHD+PvKMS2JOeZV9u2lDGXPSrbiuptrQx/oK+faorS1San/42lDWpCTQr6moSUkgOk3FsMx1lI6VGirWJ0VZ44ozUW0oGuhRob+/H7t377bdtnv3bnR2dqKlpQXRaBTRaJT5mKAXntVGJQOecZkpxG1GpAh7RjqkV1n0IleISpuN+UyN327aNHSea9Az6gGUEZm5KKDYsD0zWfrMiBiWzl6Xg0OdSCT4P07jmQTafczQE2ppTtIULQOwOCu+ce73w3333YfVq1fj9NNPh2EYOPfcc3HHHXdU7s/n89iyZQvS6XRo59BssMocnOZlZpbcBVy6L4p4OrjLDlVBSvdGjPmc7eWR64giQqU2M7PtY7GXcSla9k3PsqualJV9tRrcpvZe/YNE05W5zup9ZHoMoavSqP+hEKiDQUngjYdhjoUaNXjGZbYYk56M3jXchWRCfsVpN1T6VtIJSqsYQSQa7nhoFgxEyu5CwdEvXNa45KFiUDrJZeOe5eRepDMlbShiWE5k7NceO4e7hEIJlsQFuVeaspbmJE29taFGHhHjMjNL7j1L90UDXbREVRvaypYzIWvDdsOW2sz0OrShh3EpWvZNpypVTcrKMVsNWAZn4SsvbSiYriTmJE2mJyqkDYPS8/VqidUI2nD58uX45S9/abtt/fr1WL58OQAgkUjgpJNOwmOPPYZzzjkHAGCaJh577DGsXr060HPRRqUATuNSFVJWEwS5dByWaSDeYhe4wmYkSQ6GsJKikGnoZlxaEJ+aKkYARGBZ1WU3SpjlBKjLqpXOsm8WmckE2trsFy9OY9IP42UhyzMsWWXf9TIoCaYVQaSOKzv29PRg3bp1rvcvXrwYFmdan3f/TCCIHi351nI5UUCGZbarPOM6TPXfFVikBSgNN4VyH6ZYwKs+5zrELpJljEsWk32l73bHtiLGFiWQHPFZ9lSe4ffbW4hlVrLMyartBI5Lfw5lL27qZU7S8MZDvcpt4yOy8IkI2Vw8MLMyM5mAZQKpVrtGkCnnDsusFKlYcTMuTZPfx7Cyj2wUQBSWFUE07n9MN4sRmMWoq4kqoj/TmQTaW+za0GlMqjKRTVTGi46UfOq3XgYlod7aUOOfoH5Tg15lOdtdGnOSlDb0MtJorEh4qz6LpkZljEsWk73l9kZzS/9Njvh7HqQk3pc2dDErWeakbbsEEBUY3ujPomzLgkbo1x+GNhwfH8ff/va3yr+3bt2KTZs2oaenB4sWLcI111yDHTt24N577wUAfPKTn8Q3v/lNfPGLX8RHP/pRPP744/jJT36Chx9+uLKPK664Ah/5yEdw8skn45RTTsGaNWswMTFRWQU8KLRRKUk2F4dpRZQNR1bTclly6SnBmZ8s/79MgzZaLBJTMSijT5WiAav8OxJRmCwgJT7KhmWAjd0nJpLSs++5XEwoVUkYpwSul2lZb3OSxrIEynu0D9hUkB91EfHAIt8a8W1W5lum+hpmyqI0PiG4T8fXPijDUtSgdCMzO4Z8awSWkZASyCNLSoseZLsM32YlPASlyGqM9OPybeGKPy/Tkv5pbASDksAbD/VY2FxMZkvaULUtT7b8W+3HsCSVHQCQSZf+X8ZwJOXY9P8HYVg6DcqIhF4t5KKV7VX0XTFfvrBWNCzNYnBjxvhkUuq5W2YE2VwMSQltOJaZMs+9TMt6m5M0WhtOP4rl9ZdUtWGhJeLbHMy3RGAUS/sghqWo3nR6QUGcDxR7btJkekvaEEZc6XyyXRHfZiU8tKGoCUzKskloISxETctGMCgJYWjDp59+Gqeddlrl31dccQUA4CMf+Qjuuece7Nq1C9u2bavcf/DBB+Phhx/G5Zdfjttvvx0LFizA3XffjVWrVlUe88EPfhB79+7Ftddei8HBQRx//PF45JFHqhbY8Ys2KgUhIpI42X7Tkarb0yalDTKq8kSQ24y2H8MyAJPPMu3/r2JWoizspMWs8/wLhmuqshEhpmWhEEV3e6mn0dB4K1IBlpMFgV7Zcfrg7P1STPozK6GYriQixIzZF2HJt0X4ZqXHR62QMpTMSr8GJRjCTVUgk5SprGFZaLUPvkE0QheFGJt+jklMy2ISSA5byMwqm+mZAE80APSq39ODyaxdG/pd9FA1XUmblDSihqPlYsj5MSxVen577cMyDUQkFoKhKeYNabPSaVIWcu6pynrilrAhpmW+EEVPexpRw8S+sTa0CKxoXku0Npw+FJPV//ZjVsJnxYQZnTIrITg57vZR8zwfTp9KvwYlAtWGamalc/Xz2mpDckwf1xpEG6aA1AELme7y+zkDtOGpp57qWRF4zz33MLf505/+5Lnf1atXB17q7UQblQJkXVJpomajW3NyXroyFjVRoEqknSZlxDBhmY7Bz8uwFBGNZkTcrAzYoHTeHopZ6Txlt+fgMCtFyr7NfLTS5laln5FsqpKGNHofnpjqnZqhPreNYFpqMdr8eDWn9iMgIJmuFEnGkRSfcLrSgUy6MgiDEh6zy35m82XSlU6TkqAiSAstERRS/lcCV4FcLGW7qcU0SMKjQUSpNiqbn0mXcmpRs9JNG8qalU6TMmJUaysvw9HNpHQ+RtSsDNqgtJ1HjcxKtySl06wUmRgvZKOV73OiRV6LyaYqachn7AClDenPbSOYllobNj9Og9J5nx9tKKN/hLShz9ZDMgZqEAYlQtCG2a7S/kQNS6dJSVDRhvmWSOkzEVCfcRmIDsxQ2rBQvq1RDEutDe1oo9IDN4OSJoi+kyL7cE1SuuFcCk1GOPLSlQGVSbuZlPT9fsxK+CkFh1iysmRO1heR1SiJaVlPw7JoRrifnWKAJfia4BBdPa8WZqVs+S7TsJTYhVe6MmyD0nYeIZuVbialE7eyb2fvUlJKI7qwTtVxPASw20I/XhdLlcc0iGHJGw/1WNi4uBmUNEEkK+FSCh6LFlEolsYetySlG07DUcSkdD7WzbAMwqB03w9Vlu7TrISPUnAIJitLfTLVsQL4/ous4E4+y/U0LLU2bF5EfnNRI7NSWhsyDEsZD8jrnMI2KEXPg4dIutLNpHTiVvbtfF/IZ6aYUDMrvT5LbuvMEN3nRaMYllob2tFGJQMRg5ImbLNS2qQklEdcK6/4oTYjiMQs27+DgGdQOh+ralaCl64UeD5WNopom13AuZuTU8cpZGKIpeRnwGVSlSIGpZN6Gpalvhu8WfOanY5GEDeT0u2tDMKshMtst5cQdZZ/V21bLgcnJdEyZDtL27TtmfpuypiU9IrfVecl0aPHr1kJl1JwEZOSZRy6Layk0u9HtO+l6/aS65rQwrUepiVvPNRjYeMhYlDS+DUr4ZGulDUoaYjhaKquiF0AosmpsTBcg5KNH7MSnHSlSF/KfDqORLv9KtvNnKS/57nJeOipShGD0kk9DUutDZsT19/ckLShV5LRUxs6yr+rti1PkBOdJ0Ouo/Tf1j3FSvm3jEkZcRnCZHs3+jUr4ZKuFDEpWdrQ7f2Q1Wmgyr5VETEpaQrU4+thWmptaEcblQ5kTUpCEIvkOPeRHuN/o5nl3wFiFSKAFdwKkDImJb2NX7MSznSlw6T0ShUUJ+KlcGrS6+SDGzlEzEoVk5KmHoalLu9pLkRTlOxt/QlSMNKVQSyEomJS0owPlH4yE2P+v++qTcT9NnV3piudJqWIWLeicn2jwkhVTj1GerfV+6hDylKX9zQXsiYlISizElS6cny8hbMFu/w7SIrZGGABkQD6easanUGYlXCkK50mpeVxbrnxBGABhke6UuV7LJOmdPanVDEpaephWGpt2Fz4+c0NQhs6NVAg2lDBpKSZmFe+fh9vZm1oT1c6Tcpch8d5le8zJIeNMFKVlcdIGpQs6pGy1NrQjjYqy6galE5qVQouipUz5FYEr9pBOZXpcwVIv4LZr1kJkq6MWrDycjuqvHxZg2NW2lFNVXL361OI0tSyj6UlYOfOsImihsSPQWnfTzBmJTxmnZ3wUpVmXF5IsSCCTcWwDGKVwyDMSgBIHShKC3SLM/wEvXqil1kZhElp218NDUveeKjHwsZA1aCkyZV/s8NKV6pg5qKAH01V/oASI0/VsPSbxvRrVoJKVxZly7XLr4GZi3qalU7CSlX6NSlpatnHUmvD5iCo39ugzEoguA9GUNow316uCFIwLBtDG5KWPfLjshkr/cUm2fcHrtc8PkdBmJQ0tTQstTa0M+ONyrGxFiSSwZpJvlcEn4whjxisooGIwqIsVTj7VfrZlaRhGeSMfhBmJXKGVH86MYIfNlipyiANStt+c6X9jufC7bdpmRFuUiCIvkwadbLdEVeRoUIQgrTYMvUVi6XV90OEraogtRi/lrKGZRBClOBXkALARL+cBKBNStnje6UqZcq+SX/KoEUvoZCyl/6EBW881GNhfRkZbUUiYIPGb7oyl4khl4nBLMqvYM3EhD+zkkLUsIyUtWhQ5eIIyqzMRAPXhmEkX1hmZZAGpW2/2Zjtv2GhtWHjk+12N6BUCMasnPp/njb0Kv/2rQ0ZXz9Zw7LRtKEsJjVEFFrkPiteqUqZsm/Sn5JrUiq+NMVU8AYoC60N7cxoo3JsrDTK5agfYS/T0lli4YWsWZmfZL8VVnnVby/D0q3828pRtwVoVsJRKu1mWoZRdqRqVkYkGsbbtnM+tTqlKoM2KQshm5JMBMp7pDpZawKDXh3ZJv4CEKaygrToUdVYaC2flw/DEgHOnhN4hqWKCLWM8JqoExEt8xrwkpQIIU1JoFOVYRiUtTAmq+CNh3osrBsjo6WBJkelyrxMSxltKGtW5jJsbSiyKIxb+bdJ//4HaFb+/+2de5Qc1X3nv1X9nPdopJEGgQzIwggc3ixaaUlMgk4k4+NFCWvAIeaxGByflRMex0QkvLGX2MEGQzghiU2AEwjYsSEk9srBwmxiWyuMDDHYoBiZAAZGQhrNe/pZtX9035pb1ffWfVRVP2bu55w60nTX41ZX9a1vf+/v97sIpErzTMs4TUrvuAGzUtok1NSGwR+7wahK0fF5UZWqP0LjNimTNiWZGG3YthQH5//fam1YEWjDqLoQCWhDkWGpZVBKdJ/a2rBHXRs6El1GUgPL9D2UhInYDGOyAaMNfSxqo5KFrGkpQ5hZyTMmecgYluKd1G9uWcNS8svAirJMsjYSbVaKisrqGpSQ/piSG7VSmVhHhpaYkxS1AsHidQztQ1zCNDRFQ1xurbFdIaKUlf7NmvQlbkGKiCnhuqgIUiKaCVE/A/rYMiYlK6oy6iQ6urTEnKQQ9YemL2wvZE1LqX2FmJU8Y5KH6izWDksHqJqVshKSEWWZhEnpHU8lsjKCNmx17h2JqiyW4/kJ1xJzksJow84jbm3Imq05zJhktkkwkM2KqmyWNoySEq6LkjbsiVsbzt8XMiYlK6oy6iQ6urTEnKQw2tCPMSpDiMO0LFdSKE3Nf9uiFh6XNSx90ZQNb8YbXentNmIdS6VjCSIrwwxKyxV7sKEfjxdVKXeeqlGVlbn5H0QVhoBUqW3UanOSxhRM72yiClMiSItD+vvwtUcyupI3MzUUxBgr7TuMZhuWIkEaNChVkYmmTAIyoyZQL9bOOI3MjPz+Wm1O0piC6Z1LHKZlqZJCkZow0c5Eq1+palg2QDZLwEeMWsdS6VgiszLMoHT5Mxb71uFAoiplv7uqtSpLs/O/JcoMQzvTJa8zW21O0hht2NnEpQ3nlunvw9eeZmpDRW1EG5YzIxZy42rbqyLUhj3Rvlcy0ZRJUO5j/59GJcK21eYkjdGGftrnSdXmENMyzSiYXZoVFFunjMG4BFvQsKTTv0NNSkabuO9rYDm1GbUt1ASfayf3Q911GkVllAjKVkEbkw04FhD4DEuM9Wmx207mpA/XEt9Xi6wD7lQqXbUHe5Yhsso9/O3o94i4bZYo5ZHE6Dnq51qiDMJUOdnR9EqXBbvs339UgxIyk+d0WUoRRmG1KkscwUlwsoAdGHVn3W+0edlO5qQPUX9o+sKOgJiWaUb2g1AbUjjl2hctbsOSTv9mRlM2NERgVmp2YW7FgltPU7ZsAHHUX+cdy2FMItkB2jCY9k0bk43rNhqyrEwt2rxsJ3PSh9GGC4ZKF3/CEaMNa9DasFI/77TCgKsqTG0Y0aCEhElZ6ZKfCBOCWpU8MzJsW3L9aeh7oZ3MSR9GG/po06dWe+KUUyippq1w1k/KsFTbOJ7ISm5H5AJWQHjFZVx6hqRrwSWCPCYhmkTKNx1VGWpMBnGs2iK4T4h5aTchYkEX1xGXBEiyZIAhfsKEJwsn1yj8khClJP07bMTc164YBWmoGKeMw7hMy1Lv/P+rXRZ63nGVDMqwc086knJuaTKCq9wDWNH8nsQR9YemL+wcqqUUnIravezWjcngQGRShqUSMdWtdDmfiesAVvAAMRmX5JhW1Qby9c8wLpNSostWjXahoyrDjMkGqhbcagqW4D4h5mUzMp10MdpwYVEcVNdT1WZpw3r6d7tow2qmNohdod6Ly7Skj1fNW+gedZUMyrBzl4mkVDEpgxSW6m8bRqXbaMNOwxiVkhDxGPukNDEbliikGjJX3DCBEuF8dDoh2rgMmpbKRmNdEFplSvBKGqG89O8EMuJ9KJmUvg1toVkJRkH3dsKk9ywMdEchnXqWI0/8xC1KAauhxlF2MqR9nHbJpH2zBGjwViaC1NsmYCYGjUvagJSB1PqcOWx+v9kptX3oUOlSj1gIi6rk4d0/jKhK5jHyQIoT2dEOmPSehUG1HqUYx8zTNHEbligwRh3CTMwIZiXPoAylSh0sYFq6igECnpakz1nWsOWlfyesDYvTerNNuGWxWQmjDQ1NQFcbVttBG4ZoJa42lBjI1dGGItNSNUCAXJfZFfRAudo+dNCZ4CgsqjJsG5VtjTbsLIxRKcAzKHWgxZXAEIxkWApSvYMGYINxGWxbyJdA2ZwMqfnjmZakfSrRlrw20hGcitGbUialU0tzdDXSq8ulFCyV6AbF2R+9zepta0tR2r6D+gYBUdIkHIXfYMx6R5b8vRNWuLvU3/gabV6qjp6rCsbQffVavtRnlVF13oREZH86hqWMCC8OqJsZ5D6yyvpiS8WsJLSlMDX9YcdSjVBixaV1JaO8C00Uw9KlBnGZ37Zy4Msb1CdBszJszFs1ojSszjgxLUkfkZb/onAHvOlzVY0ylTl82a5pQ4UfkSQyplBIwcqo1M8w2tDQPkTRhiqzQUc1LImh5WQbo+pYZWdo3dQqbUhMS7p9KnW5edemXB8I1zEsZaIpSwPq+yVtjRLBqmJWEow2bG+MUckhkkEJfsq3CGnDkmdOShQDZwk5NxXu1EUJ4eYSbIdAsHvICkFHwwAN2w+FVbHgKojnWBBFVQba2W6i1Iyady48seNmAEtDVMiKPhlhyhO6TkYuxYNlXuYP1v5lRVNGEaDBkXOvDYL6O6H7lJgZk94/y7QMXo8wk7JIC1BNkxKK9w7L6JY1K4PHbhdRakbNO5MoBiWCJqUCsoalGzQfvTckJophbZtxQr/nWtGTIgKDGLJ6Szorh5yn7sRDwf2A+mFZtgAJ0zHO9D1RVKVb9V9Aow0NccHThrop0zLbyU7eE3XWaJYuy4/V/mVppLbThhIGcpnK3GGZlsHrEWZSiupIhkG3VeXeYV1j1ahMow3bG2NUMkjMpFRIs3Yrds2MzFFqRjRJToQ6PDWBV9/eAdyMG585GRTIYe2UNStV4ERZ0unfzMvCimiM2DS3bMtFVfKiKSVTwH27on5YtVSYuhKfnxlFaiviKDatEk3Jo9JVEy/ZidrfsqPwbkqvHg2pj0NGs3veUROhsjoiTIRW6gIyHTLiLWNS8o7Ji7JkCfCixug4TTsVLW8bUSrqD01f2HYkZlIq6B6nnKppwfx8x8Y1J+tYUcxEet9VC+iqxmZONkRVhkRZJzI4LBNlyTqk4PMWwTIp3bIlF1XJ0c+yKeA0RhsadInjma4STcnD04b1zBhZc1JbGw7Vj1PXXt2jzdeG5HhhkZU610cUZckyKVnmpKvQPRptyMBoQx/GqKSQNihjrlPJhJiSxfq/KrpQZuScR7W2rZeWF2cBblkjNUy0Rx1JYERZ+i6lZrp1U9EwKwktHUk3Mzt2FEmblCqjpk69tCtJJ1ERErqCtNw3H0k+s7L2LzFKo1DNqH22lV62WaljUtKIoiwhMihp/yKk5k/YucpEVYbeQ4pRlax2tUyUmpkdOwZZgzLuOpVMiDas118MrUEeJIo2rFi1bedqddDdqNGINJJlIMLMysiTKdJRli6j3EiYOalyCRK8PXTMSoLRhgZZkjYptbRhv/qzXFcbVnrnt5sdATIx1QJX1YblHrZZydyHQh8lirKEQvRkNQekipz3Qs5V5h4IM6V1al0G22W0YXsQw7x+C4PIUZQEUcq3zA3GipyUGXEMrq8Kq8OuWtFnTNTZB5ntmibOL2d9/5ZLHUtkUgY+U90oBVH0QzPMUqeU8o2mNwVXcjG0lGpeTSy5nPmh4oikBCVEaUTtY22jAk+E6dTdCSL12Qa6gEpgYh2uSan5/SGmpZuqmZNkiUozRsudiOldqvd7bJi+sCOIGkVJEKZ8yzz3GdrQqlpqJp3OfcXQOlbZ9k9kqIFVtqVNSm+bitWgvSKblDRl26s36f1f9TwZ5yQ1s7Xos4jzPDkYbWjgEdezMo5ISjB0nkz7ouqFoBZDXS9GSXsmaEVBBqI549YyxLR00vPnGXaustGUzdBcUVP/jTZsDxZ9RGVsBiX061L6EKV3kxs0qFcim4mi9zUiLOMQVSS6MqkRhE6IoGQRIaqSpqmj6GbUvO1p9kNZNGoaZjiqjHrqjpy7dmN9XmJW8qIrebdwuV4LUzcCkERWFpepTbQjC0lpkkLiUSd7L4VFVcqa3VEiKwlNL65uRs3bmrgMSkSoS+lDctLEYIRlpLRvsE1K3/7rJp5KhGVUgxNUdGWsJiVNDG0kJBlF2XCsCFGVNEYbGmh0tKFunUqZbVuuDRnbEQOPF2HJu4WJ+WlV1NsBKrIyKf1eXBLv/mTbGXYPyJqQUSIrvX0YbdhSFrVR6UzXe7qchooIpn+rmJRxpI7zDMvgOjL3s0onLWNYsoRj1JSjOAd46fOV3W/MIxjStSrDiMmsRMmGIzLIY8B1a4toHUPzKVImVXo2+v7iiKaUjYqUFaWyglR2ZFxkWHr7C0zWE8VUY43mR4U+3ygpTHT6dytGoeMwK1GPVo2aVi+DqD80fWHrqE7WO5+8+vM1mP6tZFLGUKObZ1j6GympxxRMThnDkmlQRjhnq2grzQguhI5olJ2FW6RpVCcY59WqVDBk4zIrUbThFI02XMyUKJMqpTnbNk0c0ZSt0oay+ktkWPL256ajmZXVvNqM4MJ9KmpDXjQlSf9up3qUOjQrwtJoQz+L2qj0CD6IdYzLONAxi0SCU8cglNmGZVgmMbJNLkVVwVQMI/gwimu/caEa4alrVjbBmGxAJr2+UyNcFxCV7vn/65iWqiYla9RUJ3WbCAid0XGCTvoOz7AMGpQ0uqZanCKJda7lPglBGtJ16LZPd/b4OGiGKclE1B+avrD1FAI3u6JxGUskJfSe11bVisesVNyGZVjGEUHZANGbFSseszKYdi05e3cYzYykbDi2rlnZBGOyAaMNOwL6WaljWqqalLFrwwjfR51BYp5hGbYvXbOyLbRhCLrtY90DqinddFSlyv3TMmPVaEMfxqhkQT+oZUxLnZTvYFRlFOOIFliqu4k66KpaG0nl+xX86KOYimHnKdovT6s6gFWqRy9k1QVtLFGVkDQrW2FMBrBccSBx0nNUGdSgTUuEGJfEaGpmJCWPsJkLw0bOo9YYiqN+ZRi0aKr06Kd/i85TV5DKzESpgs69RAxg0T3UMnOSQtQfmr6wDaGNS41oSymCEYYRnt0W3V5VMy9iyriSOakaVRnUnVHMyrC6kCKzkvdWxQIqVm0+Ho3AB+kZwIX7kTArW2FMBjDasPMIPkN5xiUxmpoZScmD6FmWjg3ThlEzWeKoXxkGrQ15E+zIkEQ7K1QNzTiytXSRTQFvh6hPow39GKNSREi0pTWegdsbQ3qFihANCrTgDUuaZwfWYWmxGJouHLVvNbLnqGKCMnSnFRC7ro7I1Bklmatf6D5Go9rAnPQhUwS4jW8lQ3i0ZRSTkojZqKOddOkW3syFqjWJWHUqeZT7XWQm5b7HKlGVrHPVMSsjC1FGlxIs5h40tyEpUOOIqiz11zqQ7IT/GrSDMdmAqD80fWF7I4i2bEZdSh9BYzF4/5D3aUOPpw2j1rWsayItHdQsZCfxUYmsZE06FLiGblbD4NbJVpqt338DgYddGxiTDRht2PGERVtGMSnj0oY0PB2rW69ShvKAg8yE3HdPJaqSda46ZqWMNgwbxGalfVeC2pChw9ISkblRap0Syv0uyixt2AbGZANGG/owRqUqwYc8MYq6NOtc8sRS1DRqujk2Q5DGZFLS/0oZlrJRlbyPU8VQVD1H1r7pU1K4xEHj0ttdQPD6oirnIkROjGfgJhXhERemYPqCghZ71bxbm9igHmGclTTrZIkqJsKiLBHTSHK5bpKpmJUyxCGkVM9PJqoyaFCGoWpeFoajKbHisIP0dBv+IKcxBdMXFpRxaRXScImW6NYQW47FNwvjnBwn7TZqsphMSvpfKcNSNqqSp41loyoVZxn3tgmeA/2nSi1PjvkcNDB9UZWz+qa3NZY12lDA2NgYPvOZz+Cf/umfYNs2zjvvPHzlK19Bb684lM51XZxzzjnYvn07nnjiCWzZsiWxdnYKtGkZ1IaZqfbSRmFRlhClacvWPR9wvH9lzUoZ2lUbBg3K0HUVzcvCsojacJnRhp2GMSp1oISGF1GoaTJZgSi6RKITiUZJuBajkmEZhkhTiczKKCYsb98x6TzawPQ+r4wDeyINJ2KdJZLm5doAdEbtk6bFo+a6YnTnzp340z/9U+zatQupVAonn3wyvvvd76Krqx3DtJpLNV+7YG7g3iWRbaq41HcvPRf/w5iOsiQ1JeM0Kb2/+2p/i0R51AlgRFGVUc6tQZDWH3Eig1J2rjjavKx01zbIH7AiR1WSMhyVXgdWxUKq0KaizoyaLzhoE8quAk5K32QKRnEH+9hYIAZbwpGPSoZlGKIBfJFZqWNS0tuy2h+DsYvAvUNmancHKrAPZSJrQ5vShloRnUnTYm140UUX4d1338XTTz+NcrmMyy67DFdeeSUeffRR4bZ33303LKtNnzEthKcNiTZSxaXcilQC2pDWI0T3xDF5ITEpvb8ltaEoqlJkUoqiKuPUhiSaUmhQWnLfY9q8rHbVNsiNWZGjKsnzx2jDzsIYlSo0IZU2NrOPBTHhZIw8QeSjFSIYhecQtu8oGirukH03PoOSJvjZ2RPRvobMa0Hu1XYSpY7E55lgc3XE6M6dO7F582Zcf/31uPfee5FOp/Hv//7vsO02H5FLGCJCg7jZ+ZHzqFS65o+RhGlZGohWXJ0QNCl970mKUh4yI+Y8szIWA5YSpCoRlLIQg5Iwt2L+gtjFeK45uVfbTpSK+sM26roN4fCi5GI9BjGvkjAsiQknY7qJtGGIGSg0LMOiKqNkGUUxKFm48RmUBIuxP/tQtKJ8NkMTk3u1rQzLFmrDV155Bdu3b8ePf/xjnH766QCAe++9F+eccw7uvPNOrFy5krvtiy++iC996Ut4/vnncdhhhyXTwA6jGdqQmFdJGJao65446gAGTUr/MaJpQ6njM8zKuOpQ0tpQJYJSlmqX/wIUhiltGNd9ZLRhR9CUX9v33XcfjjrqKOTzeaxbtw7PPfdc6Prf+MY3sHbtWuTzeZxwwgn4zne+04xm8inZDSYl/QM3zLQTwukMraoVbb+c/VklK/K+ZbdVPo7Kl68a+H+cJmW1NkmOVY7vGniff2B/9H1kxyx8Afa92zJIOLtoSQAiRr/61a9i3bp1OPPMM3HvvffisccewzvvvMPd7uqrr8Yf/uEfYtu2bfjgBz+IY489Fueffz5yuRgqg3cg1bzLFaJRcXL8/Va6XJ9xyUL21qn0Ot5SGpxfdOCalMEJZPtcbiSBw5nBUCWthxaK5b54i6KX+4C5lbXPKw4q3a63xE1wUjPa1Eny3tWiRX2hIT6skt1gUvqe6RF0STDbxnu9YjFNLV3silVb5mzYZQt2BFMvzKQMrie7LqBoUtKfTTmkvJIO5frnVLDj04ac60lffx1tKLr3WPduy2ihNty5cycGBwc9kxIANm7cCNu2sWvXLu52s7Oz+L3f+z3cd999GBkZSaRtnUQrtGG1y/WWOPBpw4H5RQeuSRkYiAnThi4nhkVFG5YD2jBOyn3A3GEOKj3xaMO4rydNQ9m1RagNVby4s846C5ZlNSwf+chHvHUuvfTShvc3b96s1bYwEn9KPf7447jmmmtw88034yc/+QlOOukkbNq0Cfv372eu/6Mf/Qgf//jHcfnll+OFF17Ali1bsGXLFrz88stJN9UPMXgSfJDLCB2ewSW7/7Btdfar244GYugTrHI8xmvDfoNmYgzXQBZVQcraNzNKrA0MSzKTmWhJAh0xun//fuzatQvLly/Hhg0bsGLFCnzoQx/CD37wg2Qa2caoPMiDZpEMRIiKooVkDEvmdpQA5RFmWLIKhesQJko9LPXaQ5VeB4UVDmYPd1Dury1xUOlzUKEm6pL5HLn7UjQnw4xrFrL3XbuI0lb1hYZoEIMnSZNHRgcQg0vHtPTMSc62OoalkvEYto3OpIL0PisWrIJdMxRDzlGH4L50taHOtUtkILtNDEsVbTg5OelbisVipGOPjo5i+fLlvtfS6TSGhoYwOjrK3e7qq6/Ghg0bcO6550Y6fqcT9jwN6rlI2lCQZahrcElpQ02zUgUpbahRl7LS62BuhYPZlQ7KfbUlDoKfWaXH8RZVRNcueO0dxftItuTIQtaGql7ct771Lbz77rve8vLLLyOVSuFjH/uYb73Nmzf71vv7v/973dPmkvjT6ctf/jKuuOIKXHbZZTj++ONx//33o7u7Gw888ABz/a985SvYvHkzPvvZz+K4447D7bffjlNPPRV/8Rd/kXRTa2gaOs0y/ETb6Qgn2fWjRmGGbi/Rt1mO5VuUjxG1jWGfryuxTsxo7b+VhqUrubSJGP3lL38JALjllltwxRVXYPv27Tj11FNx9tln4xe/+EWk9nQKMg/uRFIRBRDDMsy01DXVZKMrw1K+hdsGRCkdVSmV7k2dGzm/oHiLalhWBIJW5vNViZ5k/RBRNStVaLkolewLDe2BrqGjGlWpY0jJmF4ic5K5jaRhqWNS0tuGbi/SZJTpx/sMohqWMtvL6L64o2F58O65sFInLTUsFbThqlWrMDAw4C133HEHc5fbtm1jRgTRy6uvvqrV3KeeegrPPPMM7r777ihn3dG0/PnJQSYqT0cb8qIrXUYJ4rCUbxFBbUhHVepqw6BRF9WwFH1uMqZl1OhJVbNShZbf2wloQ1UvbmhoCCMjI97y9NNPo7u7u8GozOVyvvWWLFmie9ZcEq1RWSqVsHv3blx//fXea7ZtY+PGjdi5cydzm507d+Kaa67xvbZp0yY8+eSTzPWLxaLPxJicnNRsrPwDmvew9ybWUUVQ84d1HG9T2401PZnX/jiPAfKjlJw37/MUjayHpM17q0hej6iRom5K/Trw7iO7YkUuni6kBTUsLYhHgsgnuGrVKt/rN998M2655ZaG9bdt24YvfOELoft85ZVX1BsLwHFqn82nPvUpXHbZZQCAU045BTt27MADDzzAFcitJK7+MOpDWqUeUVQzipiVqYKlbEpaDjtakpiV2XH2cyGKSenbD1WnyMmyRS8khGHoMepmZWZS7hknMiiZ21DtS0/biaR1hxEWqeGm3VBzgL7Xm1mrSNQfmsTvaMTVF6qYN9xnOplYR/XYjgVXZiZssn7Fr0niisKzyxYcTlRKFJOStR83487XquRlA4lMQ6IdA18w+vOQ1VhaxnFkbcg3XJPWhq2oYamiDd966y309/d7r/PK8Fx77bW49NJLQ/e5evVqjIyMNEQVVSoVjI2NcVO6n3nmGezduxeDg4O+18877zz8+q//Op599tnwk2kBi1Eb0rUsY9OGdRMyy5m9O4pJ6dtPoIYlz6SMpA3rWi8zJakNdTJpKLMyPWMnktYdRlg0Zadrw+B3OJfLMftDHS8uyNe+9jVceOGF6OnxFyR99tlnsXz5cixZsgS/9Vu/hc997nNYunSp1D5lSdSoPHDgAKrVKlasWOF7fcWKFdyRrNHRUeb6vKinO+64A7feeqt+I1swghhrmnLENJmG/bGMxARgTbgT97nwjsN6P5bjxNh8kSCN7R5qpmEpU1uj/n47iFFSHP3444/3vX7cccfhzTffDD+PFhG1P4xzFFG3eLpIPPCo5l04XQ7sufj6dJZhKW1SWvIjn0SUpmdr560qCL3R5RT/x72MYaljUjbso9eJ9Rnn5NzYJtYR0dTi6qL+0NSojETUvrAV0WVxpvfGndFBIiudTMLa0DMsqdcSiEIknzVPZ4VdC5WvZuzXQaANo9RFpWmqYamgDfv7+33akMfw8DCGh4eF661fvx7j4+PYvXs3TjvtNKBuRDqOg3Xr1jG32bZtGz75yU/6XjvhhBNw11134aMf/ajwmK2g07RhnNkU1a4EtCHDsJQ2KW1XusQF0YZk4iBVbegZdWHaUMKwjKNGeaUnZm2YdWObWEdEO2pD2YAeHS+O5rnnnsPLL7+Mr33ta77XN2/ejN/93d/F0Ucfjb179+JP/uRP8OEPfxg7d+5EKqUxMsuhTSop63P99ddjYmLCW9566y3pbe3pVOw3uUzqcGzHcuKZtZa5byqFJckUZqtCpcuoPJcUn2HMiWwSTs1uJar3hT2dgj0dX8fCRCG9h4hRsvCMyuHhYaxduzZ0yWazPjFKEInRo446CitXrsSePXt8r//Hf/wHjjzyyDg/mdjQ7Q9LS6ooLVH/hRM17TsuMep0OXC6HO//cUMMy7giKbnHWVZBaVkFTj65H4eslPBgLcoouHlH+RqIIt/D7hOduldhVLscre+CMgmk9/zrv/4rPvrRj2LlypWwLIubiULz7LPP4tRTT0Uul8OaNWvw4IMP6p1PmxFFG6amUrGb4yIDKW6T0qpatR+mCRiWxLSMK5qSeZyCDbtYW5RKGdEGgISjyErrbmfDOCqq2jA1lUJqqn20Ydwcd9xx2Lx5M6644go899xz+OEPf4itW7fiwgsv9Gb8fvvtt7F27Vpv8omRkRH82q/9mm8BgPe97304+uijk2loRDpNGzL3qZGx6OQdT08log3r5mRckZQ8yksrKC+twM0lqA0ZKeG6NclZuBq6VqgNw7JpJGtTytJu2vCtt97yfafpiMk4+drXvoYTTjgBZ5xxhu/1Cy+8EP/9v/93nHDCCdiyZQv++Z//GT/+8Y9jjyhP1KhctmwZUqkU9u3b53t937593CimkZERpfVzuVyDqaGKXbKkDcukjEGVh3CSBmXDsZIUWaxzTjgqPKn6kZYb/3XhieW42k7u+2aNSHWaGLUsC5/97Gdxzz334B/+4R/w2muv4cYbb8Srr76Kyy+/PJmGRiRqf1jtcrwlDsJMpDhMStqglHk9CsWhZDtdp8cvgGiBrYSkmCeGZVwGJQJCNO7PP8r9IvrRFPd9L0UCfeHMzAxOOukk3HfffVLrv/766/jIRz6C3/zN38SLL76Iq666Cp/85Cfx3e9+V/3gbUYs2rBoSRuWiQ0aK2SacLVNAjouSZOSOUlgwoafTg3PMIKD/XG2nzsJUky/ocl936xI9lZqQwB45JFHsHbtWpx99tk455xzcOaZZ+Kv//qvvffL5TL27NmD2dnZ5BqRMItOG3L0U0dqw27/F9vNOVKGZYNRJ6sN64ZlXAYlKG2YxOfPPJ6kSdnJ2lA2oEfHiyPMzMzgsccek/rNu3r1aixbtgyvvfaaytkKSTT1O5vN4rTTTsOOHTuwZcsWoF73bceOHdi6dStzm/Xr12PHjh246qqrvNeefvpprF+/PsmmAnXjhhClUCuv1mNUodIsc9JHUik+YR9vkmlFddGvUvdJ/RioH0O8johgmk/Ue6hppiQDmdnKkpzp9pFHHsHWrVtx9tlnw7ZtnHfeebjnnnu891li9KqrrkKhUMDVV1+NsbExnHTSSXj66afx/ve/P7mGtgn0gzkVY8pMHMgKnbjTfZwlZdiHMhJrKuyzJ/zXpZN3YBf45xCpqHhfudbdTkY7J95IOblOcV4D33EjRlM2VXwGEPWHOn3hhz/8YXz4wx+WXv/+++/H0UcfjS996UtAfUDnBz/4Ae666y5s2rRJvQELFNqwifIjmlerMqo5JqULyDo6ddRZx3STqU4QOhmNTh1415L6MvlqZEaEdw4y7Zc1poPaMKpJ2TRTkkGrteHQ0BAeffRR7vtHHXUUXDe8AaL3FxJtrQ0lB3dj14YDFdgT8VoqQYMyiJtzYBUT+vz7KnVtGO2cmqENk0gBX0jaUMeLI3zjG99AsVjE7//+7wuP86tf/QoHDx70yqbFRaJGJQBcc801uOSSS3D66afjjDPOwN13342ZmRlvcoqLL74Yhx9+uDcxxR/90R/hQx/6EL70pS/hIx/5CB577DE8//zzvtGtZhCXaUmINBt1i74v3peh/m+Y8SaN7EdJ1mN9bDHogaREtu8YnGLMzYIcv5XmpA9HYnb3BO91XTG6bds2bNu2LbmGdQDkoU2LUtnUHlY9ItGPfV6dSpFBaVWshnbFJkj7KrX9LSkDDmBPSJh7gjqVPpMybD2BWdlASD0ij76y/P5CkEnnCROlKsYDXa9S16RspQD1IeoPm9DMnTt3YuPGjb7XNm3a5BsoNviJy7T09hfBpNTSlVUrsllJ+mZydN5EO0r7lDyXsLrjcdQ5Zz1DlLaXLP+kNfFmTHjasIXmpI8Wa0ODPk3XhpzJqUQGZaLasLeuDQcqgGPBlimVIKhTKTIpCcpmpZQ2rMjvL4SmakPKrNQdbFrI2lDViyN87Wtfw5YtWxomyJmensatt96K8847DyMjI9i7dy+uu+46rFmzJvZB7sSNygsuuADvvfcebrrpJoyOjuLkk0/G9u3bvaKeb775Jmx7/gbdsGEDHn30Udxwww34kz/5ExxzzDF48sknvRogrYDc/CqzyuqN/PqNuVYZlOA49nR7tAw4nb4jxujKoIhtllmJiCYvGTlX+VGSnvYfMM5C2Lq0etTcEB3fgzzvyAmygCDV+XEfNVUk8ugtQ7g5AzWjT8qwDG4riKJkbsMwK7UH0QImpdtfOz/V0XPVmkNx/DDQmVzHGaCu32zC9dYkkR01l53ZUQfe5IWTk5OYm5tDV1dXLMdZqJD7MFWwpEso6MwAHpz9O3IacQSzkjWAZFNp4Dqmpc75KGlsQVRlMI1dx6xUntk7BsOSaEOVaMr0lNGGhvjxtGF3VTuyUEsbRqznHVkb9jK0YV/tCymrj33bShqUNCyzUjsyPKB13frf1lT7a0MdOlkbqqDqxQHAnj178IMf/AD/8i//0rC/VCqFn/70p3jooYcwPj6OlStX4rd/+7dx++23x6ZPCYkblQCwdetWbngpq+jmxz72MXzsYx9rQsvkoGd5Ss0GHvLd/C8jEVJqhcA1GxkjMl8CJQMuqsCgzUrNfTWMtNeFazPMSgQ+L51rbFes0HYG78uG9wtW6wWpwsyOhjaGElJEkBF0hBkPN+3GXgxbSwyxRpft+VFNYlhC0rTUMSm9beviTyq6kjdyHhJJ6fZXpM1KncLoiCnlRxRNGbwvfZD7t9WiNOaZHQ3Nx6cNZwLasIf//SBmpUo0Zew1GjVSwWVm3/bNDi7aX9RySJRZqRtN2VBrs643VczKSBlTlGGpcw52JdyEDd6XDe8bbWiIi/qzlUQW0vC0ocwM4A3bpNpEGzJMSjpSUtWw1DEpCaRmpVR0JVcb8iMp3b6KlFmpqwsRgzZ0sq7Qv1hI2lAVVS/u2GOP5Za06Orqalot86YYlZ2MaCr6MOMyPWOjwhCrwmgQetLCmDtjEapOvdCwjKv5rn5Kjkj8kXNOSgfRQtiihLzqSDotJkXGJAtyL7dMlMoURDej5u2LhIgKMy6dw4rAWNb3vitKMaFv85jEg7Qg1Uh/CYuyjGJQNuwr74SmDUVBZFYKhWhYu7rmP1OnHqxn1ftBtyzfp7kA7HobQ4Un6j8cWHRXWytIRf1h/b233nrLN/FBnKPVvMkL+/v7TTSlAKE2DDEu01M2Kr2NF98W7JPWhnGUJKo1TC66UsakpBEZlnEZr1a1NiGgMBqLEVUpmhCInHOY7oxyHv7fAhbsevfoKnZL1W5KGwqMSRZGGxoisdi0IcugDNsvde4s0zKKQRnEzSWoDVlmJfW9NNowJiS14WLBGJUceCJUVHeQGEh2pSY20jO2r+C1KrSQ4pmWcUUFRkmtCKaFB0Vtq+rxKM2YGcPnKDMTppNxYZct5fIAmUkbTgzf2FaNoMvMit4OEcUGBppCiggFK1vffqikJDpC2xBBSAhHbmVMSiqqsmH/tGFpAdaKAkhrq1PRJ+Oxe8tIZ6soHRCYScGRc8m6lA2p4GQwR2W0vEtNzFsZR02QLi3BLUUUky0cQRf1h+Q93RmrZVi/fj2+853v+F5r1uSFnYq2NpyhtKENpKetSM/zWOuoC8xKVZOSJpgWHvz8nHjnJpNGZdZy1iC5qkGpUq7CqqqZlZkJow0NLWKxaUMZkzKk/mRDlOWKgue5OjFoQ6ungnS2ivLBfPiKDdpQTq/xUsGNNowPWW24WDBGJQPRSLkqJL0nimEJhrCijUtaNOmYgnHWf2GJWpaoC2snz2C0KpY3kiaauVsnjUY3ulJF9Pq2U6xTZFcQmyBFs0fQJeoQLbaRorYnhpFeT4iSvxVFBxe6bZSYSPXMm3HVmXDhR0bQfQZDTIXEUTcsU3n/+ac4ZmGVM/O23du4frr+mdr9pfljTWYb1vOhMXkOHV0pLUQVRShNbPeGKq0QpaL+UKMvnJ6exmuvveb9/frrr+PFF1/E0NAQ3ve+9+H666/H22+/jYcffhgA8Ad/8Af4i7/4C1x33XX4n//zf+KZZ57B17/+dXz729/WOaMFT/zasPZv1Gd6cMI8z7i0AJv62oceh5MKHsWkDML6/GxGtxRmXlqc7sUuztfxdHnbk5I/GnqNjq5UMSlVDEonPX9PqJqVRhsamkonasNuShvOirVhQxq1YiRl6P77qrDz/v3ZHI3GMzCtnsb2EG1oUftyRQaohualoysXvDZstlmZgDbsZIxRSRGXCLV5Qqpe+DouSF0PN3AVZUSUV9enDW54KUOR0Q8GtxMZl0ptqlrSk/jwhLPq8eKKOlUZbWmqKDXpPZ1FAkLUez1m0ZEeKgAAnKp/n7RpyaOKzLwgVRVsIVGVAJDtLaFaEYucTLaCKjJMUzKMdLaKSn3kmDYtQRuXKRfoFp0Xf9Yyt78CO12VntPMqUS7rjL3hpWp12PKVqOPnNM0U5QmkN7z/PPP4zd/8ze9v6+55hoAwCWXXIIHH3wQ7777Lt58803v/aOPPhrf/va3cfXVV+MrX/kKjjjiCHz1q1+NfdbGTid5bRiPyUQg7Q1qCt7xaRzUoivjNCh1kNVVLP1oBbpRrnGpgV2wpbVm9BqctX9VU8G5+zPa0BAHHaQNU0uKAAA38F2kTUsePm2oalIKZvXO9JZQldBKmVwFxakM05QMg9aGVnDyRGJcptxI19Ltq8BKO9LaMHgNVGmZNmz2QLZJ/fZhjMqYR8lpIcgaEY3FrIzhJrWqVi1VKUbjFKiPyst8nK4/OjKUoLhywNzOJ1g560hB9sP/7e6HfIRR08Ylzcq4f9SgWSk/Rox2BirCRSDGwohLkKbz1GQ2KafBrBSR6ikDPYBTjleEZHtLEmvVTEpwIidZpDkCPwgxLtPZKkqC6IHQ9nXV2lWVvFaZrgrKc9E6KJV7IxGzshkkIEbPOussbvFzAHjwwQeZ27zwwgvqB1sEJKYNGWniwue6RFPiSAmzK4BVsLVm4A3DEkz64uFYsItyWSZBkzI4O7r3eplex9YeFCbmLe84je2r/Ss16WTYfiSjK402NCRKB2nDVM5v7FkpV9koS3WXge74tWFGVhvWz0HWpJTVhsS4TGerKM8JtKHF/+6lPW0o9/mk8xVUCkYbCjFGpY9Fb1RmJy1UBRlzcRNqVor60ZhuUCKgdCeoYVKVNPiS/pI51L+qz7ooRYhljc0QWmFWpkrk32QjKCyJ9J52iPBdrKSXFlARiRYFeCPmvnUiCFLaoIxCb2/B+3+hlEFpRvGBwIiqlDUpfdvkKygJRBxLiNIj57z1s/XoAVXDkpiUAJDKOEKzMlUfzc7UU3yiGJaxGNkaUfbprnjuKxGi/tD0ha0lO2GhGt+8RVLoPtfjrFlFzDi7KDFBjeI+hSQ0CYTXjvr+dTJYokSYiuqXSu2jBWZlqkj+NdpwMdNp2jBoUurS01v0/l8spTW0YaNZK2tSqqKrDYnGExqWwe192rAqNCtTmdrx0vV09yiGpdGGTWlG27CojcrsZK0DIUaNrGHJEx0yaTXz6ypGVobdtJXG9G/uuqwU6orlr8moM9osO1IV3LXITOQJcN52rOhLSBqWLJGsaj7GEF0ZZxq4iFQyz0w2ZtS8bUkvrZl15EEcVZTKCFFvXUXREZdBCQA9PUXf3/ls476VxakCJJqyWWS7y9JmZYYhymTMSv8+xNGVbtXyZncMIntvxDFy3iwR6mFGzduW7ERdG9a7B1nDMh5tqGY0hRbdV9ASLCOuVvdx/m/ehI7S+2XMvO2haFJy65jzoiqD0ZcRPxvZqMr59Wv/RjEsVetW6pIqSqwUJ0Ybti2dpA3jMigBIN/t/3GUY2i1RLUhdS7ZrjJKMRrFzON1laXNSpZWkjErffuIGF1ptOHioQWVSduXVEnfuFERovPbSAgzmQe4JNKj7lXLv8is3w6EnZ/o3MNEcphJzOu/Il6zYG2jYLF8cO452Wsc5V7XhYwSiRZD60l3lZv6cLYyjldbJgwZk9JOiffT01NET08RFuOGC5qV2Z6St/APSq2vmPItS1haD280nUVWojYTy6QkpCSuk39fFS/CUgeZ+wKKP4Bomn2vE0xf2DmkivrmjZ42FK8jM1OyLLLRglbZ8i1x7Ze5bYiuVJ0okWtqVi1hHcmwcwhrh835fKJeMyvQzbEmI4qkDZttUhpt2FG0qzaMy6TMd5eQ7y4hxRiECJqVctpwfj+qKd+yxKUNw3Sft22oNlTTYOl8+HmKUvWNNlwcLOqISh6pknx0ZVRCIyubaFBabshM13RnQY1AW2VLbYRd9XyE5qKi1R5cP2x0P4hOWnfEVHCZEX/V6Itmm5MNLLIOttORGkUPpLfoigKEjJImGUXJIp8to1BqPOegICUj6sPDEwCAiZkuqTbwTEpe+rds7SHZ9cNSwWXEKguRgRmldmUSMz62QoA2YPrDjiJVlI+uhKZJSW/Le7Y306AMS1umzUpaC6bmrNCZuxuIOeVbOdoxqLUUtJvqsRBDKrhMZKWyNmyBQenD9IUdRbtoQxWDUlSnMhhFySKXraBYavxi8bTh0PAUAGBqJi/VRp5JyYuqjFsbhqWC62qmMAMzaiq40YYLHxNRyUEl4iyKGAUrslIjipI3Q6KKoJXy7Kr+0XSZUXVAcD6sNqoKcdn1mceK4RzCtonQ4USdNZLQigjKBlzJxdB2yI4sRhGi3j4ChldcJiWJovSOI+jwWGngQbI9Jc+kBICBnrmIrdSHCFAV4RqMrpQ1KVWjKuf3Hy2yUjSC7rv/OOZBq0bJGzB9YUcSJbpSlaC21Imi5GkIlWhHqcHusoXUXG0BJ9KPSYj+YrU9rmhKqWPJRppqGK1RI2KDkZW6NPN+5mK0YcfSSm0YdxSlt1/BwAMrDTxItqfkmZQA0NdTCF0/SXS0YVALymom1ahKb/+C6MowZCIrjTbsXExEpQBe/UoyIhrVpCR4kZUx3oA6Iig0spJX41JUeyfJL5WO0HNokWdJ1/cE/CPt3LRvwXaqiMzKsJHzlpuTFKZgeucTV50iEVbG0RY8LGSiKFUZ6GabkgM9c6GRlaKU72BUpYq4VB1dR92sXNo/AwA4MNErvZ1qvUpCHBPthBFWk6gtRGgdUzC9s+HVr4xfG9ae781O827YThAFyDpfu4zwyMoEJ8/RMg+rFmxKMzkKmVV0ZCUv7Zu9nX50pcisDNWGrTYnKYw27HyaqQ3tdHyzh8lEUarS283+cvX1FEIjK0Up38GoyqS1YaarjCV9swCAsclu6e1U61USokRXykRWGm3YmRijUhKWYSkjRFP1QZSqRNS3VM3KMCo1wRN1Fm+WWSk1oh4lnYVOy45zBkuZdlf4JiIzvcatFZkP27fDSomnJtpxMq60mE3PiO+foCBtJ4OSIBNBEOfspYbkSHeVGwSpzIh5d28Rs9NyuZO5GEbL52azkUxKVgo4z6D0rUOZlal0FdVKrSOJsy6lKjzxTLNsYBrFCl8WBEV2KuNg2cA0AGCWkSpPmJ1rvOY6qeAq9w9NO4lQgqg/NH1hZ8AyLGW0YbrejVQkqkVEfp7XtUbU2aBZGk90riSyUikVnD4mlZatYz5y2yVxjewSP++M9VlajuVpfh6sz4Ee7HfS8iZ3egaoCu4fu+K/Zu1kUBKMNlw46GrDrp4i5mZktWH053lhNhvJpGSlgMtoLNqsTKUdVCu1L2ecdSlV6e4St3uofxbFCt98nJn1X7tUpoqh/prJWSjzHzyzc42jQToT7RhtuHAxRqUiMjOE00KFGF0i8UKQMTSbATErldOMgkI2xrqUwdHj4KhClJo/vIhH1og1iUhwbf7nIz2iTpf/DPE/6PuHd48QQdqOJiVgZnZcaNAj6GFCtLu3GPp3UvTkSujJlTDHMNBEad80tFkpY1ISRJGVYfBqVRJIBCRNf66AUrX2wJkoyB83l640/M0zK3XTl7hCmHp9cmJ+xD7sHgm+xxKnVrYKt2K3pQj1MDM7LihkZgj3PePreiUt2aWo1MZMEt2I0YboyhhTuO2A5mnQhlEmfeXUQmdOWCNjfkp2SXSb07P89eh7Ksy0bEeD0sNowwWFjjZ03ZpZ2Qy6cmV05cqYKzZqQ1HaNw1tVsqYlIRgZKWKSSmaAZxEQNL0ZIsoO7UOZaog/yDJpasNf/PMyh6F86fp7uL8YKVen5qc79iMNlx8faExKjUJGlQ8I1Km6DXBtecFl0rKCQImnVWxIkdVIoJrbzn1c5Zogs8IVBggYvkM0hGdvHZFnPxGFVnzWrQdbVy2rUkJI0YXKumusi/NIw4jsjtbQrX+ZS6GjMby6MnF+0VQMSh929VrVo5N9EpFUy7rn57/ox+oOnKjL/05f6cwkJ9TMiuDhJmVwfUI3dlyaFRl+H6q2vcNvR0tTNtaiMKI0YVKgzaMoWyta9W0oaouDKI6wUrYfrS2K9fPQcKk9Bl6KqnULG0oq8N5mld14saI6JqKwXuNGJdtH4FjtOGCJAlt2JUre7qopJFe3BVDNCaNikFJQwZ9xyfkUqqHeikDsldeG/Zk/e3ryxeVzMogYWZlcD1CPlMJjaoM308FVaMNG99fRBijUpPMdDyCj0CEH4nUVBGlkSIJOVjVGGYlZGwfRwHw0NoNEWdTFJmVwfpOYVGVYWTqfkQc9xBtXNqV9onKDWLqEC1MurtKqOaS+xWXy9Q6R1nDMmhSdmXLvqhKlWjKuBgamMbUnP+L6TMlIxA0KQkD+dqv1jDDMhhNyXpPxrCMQnDUPgq0MLUtF3OFZOtlRcHUIVqYZKbi1YZWpSZJnIz+QHac2OVoEYp2yWJ+PtKT74QQ+n1SCBpgIjArZaIpZUjXg+WVaqdzoI1Low0NzSZpbZjNVJXMyqBJGYyqVImmjIvBgVnMFPwdus+UjEDQpCT05WuvhxmWYbpM1qyMSpg+VcVow87FGJUS6Ea+ycIbnZYRpTxTLkpUJTETo5p+cc1K6NunTJSmaHIfEQlGVgZHyuOKcABVTyks4rKlOBL1R9t95N/ATNXozpYwW4rn13N3lh0NmctUQs3KuKMoCYcP1Gb1PjDTE2k/cRmTNDyTkiap6EqWiFSNqqTFcE+uhJliPPdQPltGqZxGF2PG+LYRqKL+0PSFbU/S2pBnfkUxLKNoDmImRjX94jAlg0hpw3p3o932BCMrg9rQqsRjVqKeaeMabWhIGJY2ZNX51oUVDZmtT7oYZljGHUVJWN5Xm9X70Jz8RDMs4jImaXgmJU2U6Eqi3ViGJcvkVI2q9GfrxPf7wmjDzsMYlQxkxWccqThRjhN3JCWzHqOmWUlmqnZjHKFSHUVgtl12HwyzkjdbpmxUZZI1goI1mnzHZdzPrRCoZtS88+DWj2GtG4OY4JmUBF50pcikDEZVijisfxKoj7wSlvXMaJuVy3umMVGK90snY1IS4jYro45080br4zAr89maAM1mKigxhHFQoLZKnJpR885DVhumis2pKdkMDcobSNc1Kz2zMEb9qqwNWW2X/fHHMCujRlMmqQ3DygEZbWjQRUUbxmFWisxGnmEp2o5Xq5LHst7agDOtDZd0zWqblUu7ZzBdivdhIWNSEuJOBY+aIcPTlnH8viDakIfRhu3JojYqM7XfopGEXlShKFvrhx5BlxV4MlGVMlGPqmYlMSlRL4Aep1mpSqSoUMqs5JmUsoQJ0ahRlWEmJbc9rRhZN3WI2pZlA7V8M90ag4QoYiJoUqYsx6tTGYSOrlSJpAxL+ybmZBiqZuXynvkoyqX52qj5wUK00XcompSEYCq4qtkoW7dSFFUpErJxRlbKEBSnXdkyxiajXyMhpg5R25KtdwVhkyaKiGpWyppfOtGVMpqjQZtGqf1Ire/tvwo4MWQP6v5oixQVSpmVSZqUUaMqdWqW+0oJlYFyn/7xpTHasG2JSxtGMSuDZmPKdrg1Gul0cJVIyrC0b2JOhqFqVi7tnp8QcbCuzcYjDCYTVExKQjAVXNVslE0FF0VVijRpXJGVvEHsIEYbtgeL2qgkRK37o2tW6hQkJzVnnIx+e3VSsmUNP9qknN82enRllBEEr+06+5BMA+dFVbJEKCvtSdesbDApFVOTyPY6ZqcqZtS8/emujzhGEaVxpmmEkctU0J8reObjjGBUuitbZooknkFpc25GWbOSNilpluZnI5mVOiYlTZToyqQiKeNCNGIuoqu+/VB//KlYQcyoeftDjB4Vw5LWV6FmZcizWsf8IjNDO5nA7NoKcDVpDLUfWbrTrr8Wh2Gpg9d2nVS6iGngLG3Iuu66ZmXQpFQdtCc6NTOlfmxVjDZsf+LQhnGmgYeRzVTRmyt6Gm5GoEe7cmWmccUzKHnaUNaspE1KmsH8XCSzUsekpIkjFVyXOOtRsoiiDbuobY02bD7GqKRQMhwDwkbVrNQxKYNCj2UuBdtAR1VGrRkZJnRYBmXj9nrRlXF8KS2nNnOm1raa0ZSq6TyqZmVUc7EZ5qQPM2reMcQhStWOp34zEsPOdS1YlssUaTzzUhQ9yROiBJFZyTMpCbpmZVSTkjCQn0Ohkty1ZUVVqghZnahKlhCVHjmPaHBqYUbNO4ZUST+6UjWyUsekDOpJ1mBo0Lyk9YbuLN4yyOhO3ejKWLRhNYo21NtOVRuqmpU6kZQ0SdQQDcVow46h2dpQp75kb672BXNcC7blooehL3nmpSh6UqQNRWYlz6Qk6JqVUU1KQl++iFKCEygGoypVDUqdQAijDTsbY1QGiFSkPIZ6QTxBLGsyeuYTLbzKFpxscne2jEnpratoVjZj5IBEfPJXqAk3kYlIR1Xq1hyKZXIdwUh/0w3KOmbUvPNQnRxlfjt5MRHFpBRBxNsgtf5sTAYdz6wUmZQE1VTwuEzKMJZ3y7V9/2yv9D51R9pVzMq4RsubiRk17yx0oiu9bWOoWWmX2ZGS0uWDyG1O3VdSmlVykhpWVKXK4LiqWdmM74ctY7KW1e6JJOtRQmBSiqIqm25Q1jHasPPQ1YYqUZVRTEoRxLzsy8yvH5c25JmVIpOSoJoKHpdJCYBrUsq2/eCsfGkk3ShKld8XutqwVboQRhs2YIxKDtrp3BLbqY5eM1NmOKK1tgGrXfGYlUGho2JSzu9DLhU81i+jY8F29epVEvHGE4C0SPVqWyVcSF/XbGyVSQmYUfNORTSCHqX4dZImJQIGpXfMdDlUkIpGzGlos1LWoAwiE10Zp0l5RE9tFnPbcjFeUh+5z9pVHNE7gekK+9oScd2dLWOobsa+p2Bs0siYlSIhyp1Up4VCFDCj5p2KbnSljFmpGqHH0pKh2pBxT4VqVoV7MGhW6mTwyKaCx6kNrQpq2lAjolNJG07UX9OsBx7nLOAsWmVSAkYbdioibZjhDFLKmJVJmpQIGJSEOLUhbVbKmnxBZKIr4zQpD+8hk0g6Wtown6rg8L4JTJfZDxS65BDJahqb1SuDJPP7ohNNSsBowyDGqAxBN7oyTPjFYVKGb8B/K6pZSUzJYJt0J6sJi66MTYgGoiV16/QgrA5lab52qGvV2k6PmqualqKoSh2zsaUGZR0zat7Z6KT8xF2vkmfYkfRvGpZJ6bWLI0hlhehI16Tv/12p2mfzxvSQ1PZBwqIr4zIpiUFJM5idUxKkWYkQo8H8HLrTtc+jUB+dH6YiNVVNyzCzsmOFqBk172h0oyvDzMo4TMpQErqffO0g/68fS7tWZkh0ZVzfi+DnrTq5joyxlyoBKVLSrC5F6clqVE1LkVmpk/LdUoOyjtGGnY2ONoyzXmWYQUnSv2lYJiUhsjbsnvL9P1vvIH81Myi1fZAwszIuk5IYlL7jKmrDfEr8QDqsd/44hWqtIxvqnq/5qGtaMtsjofFYg9hGG7YfEUpBLx7sUjxGj4ywTBWA9ExtEZmUPoFhyU36ooJVtXwLdz2HbeBJHYORdh3Ll9CxGkzK+WPqt5cFMSm57xfnF1l494r0fUidXzuYlAA1SiRaEmJsbAwXXXQR+vv7MTg4iMsvvxzT0+FRcKOjo/jEJz6BkZER9PT04NRTT8U3v/nN5BrZAXQrPsh5UZOiaMrBrjks7Z7Bqv5xrOofjxxJ2XD8tNp5jHRNeguPI3vHcGTvGPO9CmeWShpiWBJUTcpsqvGhcUTPBNOkJAxmBR0Y2XfApOxNc66r4HMd7p72lijomJRd2XJbCFGgtX2hIR5Spej1ACFpUqYLQGamtoi0pE8bStxLTI0Qso1dmV/CtotigrHGRGKpSVnhf95WNXotd5oU3Z0z2p4qzC+yRjVvPdn7kNa+7WBSAq3XhoZ4UNWGvGe4KJpyMO/XhiqEmZQEZW3YPeUtPI7oGccRPWptJQzm57x0cEIcJuXhPZNMk9I7rqQ2DJqUvRm9h+JQ96y3yMD7DWG04cLCRFQqoJIOHrZuSvK3J2s95gisgkEpiqqUSuV22cdUjVac324+Fdwuq7utZLIgnjHJP656vR5eVKUsOcFzqkyV9whGVooMx3TgfiGCO+k0dFksV/zZJTlSdNFFF+Hdd9/F008/jXK5jMsuuwxXXnklHn30Ue42F198McbHx/HUU09h2bJlePTRR3H++efj+eefxymnnJJcY9sc1RH0YGQlERiDXeFCqDdTglOf6WAgYNpNFP2doetaWJKXE1ZeO6jRc9aIeZgpSRjMzKEYCIEmZqVOhCVJBf+vw2+gWFV/RL88PgJwIih5iEbPZSIpwRD4+XTFi6pkEWZW0pGXqpPrDHUFhC51aroznseNqD9cbKPmnQxJB5cxucKiKoPP8LB9BGHuU+Ee8mlWVoq4hJHGmrSQ6Cid6Eo6FTw9pz4YTz4T1WhVUXRlEgZfRpAdSmvDYGSlyKRMBx6LpN+paKahx02rtaEhPlS1YTCykpiUQWMuCK0Nl+T86x4q+p/xjmthIKs26CvUhiGmJGEgM4e5qv9zIGYlHWFZcWykbfEPSxJdecqyX6GiOPvYUHYGP9i/GuBEUHKPKdCGMpGU0DB/w0op7Z+Z14bB3xYik7LhvsrPX9+Frg3vu+8+/Pmf/zlGR0dx0kkn4d5778UZZ5zBXPfBBx/EZZdd5nstl8uhUJj/Hrmui5tvvhl/8zd/g/Hxcfy3//bf8Jd/+Zc45phj9BrIwRiVCqQLAAoKBb/ngNIAkD+gkOLhALbDF3VB81KvjqbfrNSpM8mDfLlkDMugqLeqlpbZaZctrRkjEWJWygpRUTRlAxyTl8AUqxEFWpQ09FhpYR2iV155Bdu3b8ePf/xjnH766QCAe++9F+eccw7uvPNOrFy5krndj370I/zlX/6l15nfcMMNuOuuu7B79+5FbVQuqRtBS7rgiUURQ92z3kjrJGc2bhWCxqVK/SCa7nTZS0OBpDlJGMyEdwBH9o5JmZXH9L0X+BtYmpkCMsA7hSXS7RnOTuGIHj2xxROkYSZlb7rErVUpojdT4tYyAsPEHO4GSrodPcVAXai2XJSaOkQLBhIVJ6td0nNAcVBNG5JoP642DJiXOpPyBQfY45wNXMWwDA7K2sQ8VDynVEF/ckKeWSmtDeWCgub3K5hMiKUNo5p3tDHeUtPS1KhcMJDn60B+TloboguxasOgcSndjgAN2lDCnCQMCLThET3jUungR/ce9L/QCyytdwb7iv3S7YGiQUnD04ZhJiWt71gmZT5V8X22NP2ZYmit0AYTswfcfamwkLXh448/jmuuuQb3338/1q1bh7vvvhubNm3Cnj17sHz5cuY2/f392LNnj/e3Zfm/R1/84hdxzz334KGHHsLRRx+NG2+8EZs2bcLPf/5z5PPxPVBM6ncI6YJ/IUgGlwBUAW3ZKEpVdPdrl8Qp3UwkvyDB0QAisulFdtvQ49Tbo3JNRMcTCVHyY4RnUvKeiWlF4ZoEqinocULqboiWJNi5cycGBwc9kxIANm7cCNu2sWvXLu52GzZswOOPP46xsTE4joPHHnsMhUIBZ511VjINbVOWdM36lqj0S6StEOEqa0AOZvXbJZPW3XA8gRAlsNLBj+l7z7fEyWF5+UjKIIPZOel0nyCqI+bQSBGSjeyUYSA/5y2toFV9oSE6dMqurgYj2RVJacNgFJ0sdikkrTsEWd0W1FektBK9NOy7/rVXiYwk20QxW4M6NbJJyflOZ9pAGwZ/5zSTVmpDQzTo52gcz9JEtGFOv10yad1BiEkZjKYMEkwHP7r3YMMSJ8tz8ucQJIo2VKG/npqvqidlIzuDsO6hhagNv/zlL+OKK67AZZddhuOPPx73338/uru78cADD/DbYVkYGRnxlhUrVnjvua6Lu+++GzfccAPOPfdcnHjiiXj44Yfxzjvv4Mknn9Q9dSYmopIiiYd0qjQ/oksEKXcEPVA7RjZVRkfoas08qPjlsMtq0ZFR60aKRqTJRDe8Y8dZmygUQVRlEN1ZRkP32YooS4VR88lJv2GUy+WQy+k3dHR0tGHUKJ1OY2hoCKOjo9ztvv71r+OCCy7A0qVLkU6n0d3djSeeeAJr1qzRbksnEIcZycKGC6d+8/dni7GMntPomJXjJfUC3rImJWFVfgyr8mM4WO5TPtbK/CGpqMrh7LwIJWblu4UB5eOhLkpnJSMle9Ml75rKolvDCAndNy0ZSTcRlR2DrMZSyQhJlVw4acu3f54uo7WJijbUMSsrGl8BVe2WntOfhFEFcj1EExSG7qMab03zILRJKdKwQVTKURFE59KSKEsTUdkxNMO8ifsZb8PVMivHi+qdoSiSMsgR+XEckR/HQbq2gyQrcpNSUZVD2flwbGJW7i+qa1HUtWFBYMAS6PT8ZjCYK2C8GG+ntRC0YalUwu7du3H99dd7r9m2jY0bN2Lnzp3c7aanp3HkkUfCcRyceuqp+N//+3/jgx/8IADg9ddfx+joKDZu3OitPzAwgHXr1mHnzp248MIL1RoZwqKOqORFTMYFr25MXCPodjXCqHnCM0ZGNf1khCHLdLSr+tGVJNIzbGSfoCqyo0ZTqhbsV/n8mxVlqTJqvmrVKgwMDHjLHXfcwdzntm3bYFlW6PLqq69qt/nGG2/E+Pg4vve97+H555/HNddcg/PPPx8vvfSS9j7blTgjJln0M4qY92eLUiPoumndMgxmZ5WNRxVW5dmT6zQD3ejKoewMjug+hCO6D2FJdhZLIkSr5tPhhdZ1TEuZe0aHZo6kmwii9iWOiMnQ/ZfYFzeuY1kV/Un0VLWAqokXZzo5D5b+CTuu6Le0Va4tdnF+aReSnCyxWVGWJqKyvUn6uTiYLSAd6Eh42jCoFxLVhrk5ZeNRhSPyepPrxIFudOWS7CwO65pAf6bgLboEoyCDvxF0snRkJtLUoR214eTkpG8pFtkPpgMHDqBarfoiIgFgxYoV3ECdY489Fg888AD+8R//EX/3d38Hx3GwYcMG/OpXvwLqwT9kH7L71MVEVDYB1mhuqiCOapQdOU/P6Y2CE0EqjKhrskkZBzoj07Kvq45gM01KxahKUGZl3NGV3v6TFt+OP2qYuw6At956C/398yOFvGjKa6+9FpdeemnoLlevXo2RkRHs37/f93qlUsHY2BhGRkaY2+3duxd/8Rd/gZdfftkbRTrppJPwb//2b7jvvvtw//33C06mc0jKnCSwTErf+4ERdFXzaignmIkgBGJSDmbmMF4Wd6QqpqauSbk0oyYi6WjKIIflJ5QiK+nRdxqWWXlIIxqVhaheJYE2PZOIrGwqov4wwSguQ+ugTUq7Mh9V6b0fozbUibiDTPZPnVaYlMGJZHSOrxJdyTMlWa87it0RK+VbVbsiwnWWJXGzUkEbGppL0sbMoGCSm6jPeZKuTGfzyEJMyoHMHCYktKGKqalrUi4VzboVgKfnUDcrVSIraQ3Yky5iplK7LiyzcrLc3KK3tDaUjaxM0uSOhKQ2XLVqle/lm2++GbfcckssTVi/fj3Wr1/v/b1hwwYcd9xx+Ku/+ivcfvvtsRxDlkVtVKaKtZu0mos/NFkmAs4nBlUFXwQzMCjywmahVKVhghzNmcCFx5HoX2QFX9CMdFPhZqtdqpnDYWI3LM18fiV1sxIJpYKnC8l32DKj4uT9/v5+n1HJY3h4GMPDw8L11q9fj/HxcezevRunnXYaAOCZZ56B4zhYt24dc5vZ2dpD2bb9N3AqlYLjLCzV3JuufQl0JkaxLTc0vUNkUnrrCQSp6DhxIDIrWSZlcMbvMEay4xgtiQuoB5FN/waA3lQR04EOXTYVPEzUsliSnYUDS9qwjJLyzSKZ8gHNKdQm6g/bVUMvBlJFNxFdKH18ShuqDvyqznBNE9RqMqapLEGTUjSzti4yn5dMKjjLiHTtcHPWLtbLPYWdl4Tu0zUroTnBZhipNtOGhuZC9NtkWf05K9Jsss/auLShjllJEJmVzTApWcimfyNgLhJkU8FVs2r6MwXYloOxolxKO+93Aj37ugpJpIG3mzaUDehZtmwZUqkU9u3b53t937593ECdIJlMBqeccgpee+01APC227dvHw477DDfPk8++WSpfcqyqFO/CcSwjG1/ir/FwtJ9ZIt366aAe23geQkKHw1PIOrW94mjLlCYoStK7+ZBPmuZgvORU7451yXsHpP9YZMuuN7SFFzJJQGOO+44bN68GVdccQWee+45/PCHP8TWrVtx4YUXejN+v/3221i7di2ee+45AMDatWuxZs0afOpTn8Jzzz2HvXv34ktf+hKefvppbNmyJZmGtpjedMkzLeOAJT7skIssmwpOE0c0ZfA13usqNCvlOyyaMkhYKjjPpOxJ868HEf1R08MRwcSMKw18MFtomhAFWtcXGuRIFd0EtKHa/uLQhlFTg3ltUNFnPJ0ko1VY60QxY0VtQkgUpQiiy2QCCaJOoMPThmHXW/aapQqutzSFFmpDgxz9maL0oLMMrGdtMP3bd3wNbRhl8heW8TiQYaeCx5EePpLVm5E7DJWB57BUcJ62C9OGdv1aDuVmIml0aKaAI8Y08HbVhiSghyw8ozKbzeK0007Djh07vNccx8GOHTt8UZNhVKtVvPTSS54pefTRR2NkZMS3z8nJSezatUt6n7IYo7JOXKJU1aRE3R1PF+cXETwRJGNWhqXMNAifGExK6e01ZvqWhVW3UiTeeSP9rM84UjpThFtO514DZVA2G8t1pZakeOSRR7B27VqcffbZOOecc3DmmWfir//6r733y+Uy9uzZ40VSZjIZfOc738Hw8DA++tGPerOaPfTQQzjnnHMSa2c7EIdhqStqe9NFbu2bZqZqRKlbGWZSjmT1RtNX5g9pt4cmaFYOZWeUIylBmZQ0PMMyn67EHk1JE8WsbLoIrdPKvtAgT3zaUH0fVlWtVmac0ZQ0wWPHYVImgaoOZQ02i0xK3ucU1GNR6qVD0uzkbqtbn7SZ5iRFq7WhQZ44DEvd520c2jBsoJwgMh6jGJNh0ZS6ZuWKXDwmZ9Cs1B2AthkPCJ5hmU9VIt9PwTroNDyzUuZ+WUja8JprrsHf/M3f4KGHHsIrr7yCT3/605iZmcFll10GALj44ot9k+3cdttt+Jd/+Rf88pe/xE9+8hP8/u//Pt544w188pOfrLXRsnDVVVfhc5/7HJ566im89NJLuPjii7Fy5crYA3kWdeo3C9l0cFZqRphxpDLrIG1WVnJqszyGIarrQ4thklosk/YjNSqumQIeV+q4Xaq58sEoBJWU9zAjmFX7KGo0pQwqaeCtMCdpLEf8AyfJ2TWHhobw6KOPct8/6qij4AYeAMcccwy++c1vJteoNkc3JTyKSenfj18kBOvexB1NSRiof9nJv931X37vlsS1HmUiKXVTwIOoRFPSnND3NmYZOYITksWORelTS7KzWvUrw2pVholRaKSBt0KA0oj6wyT7QoM6stqQpVnCTEpWnUpuG6hbtpqPr1alSGPRE+4RjVOV6CpkTErdFHDZWpUiDZkqACnG902lvE6o9q/rY/r3QtRoShlU6la2wpykabU2NKijmxIexaT0Hz9cG4ZFU0ZJAV9S/2FH/s3VO7nRkjj9WibleyQ7KbUvETqDz0uz01ianUaB8VCZrMilUbNMSl+7cjPS6eA0uing0EgDX4ja8IILLsB7772Hm266CaOjozj55JOxfft2bzKcN99801fm7NChQ7jiiiswOjqKJUuW4LTTTsOPfvQjHH/88d461113HWZmZnDllVdifHwcZ555JrZv3458Pt6Ue2NUclCtX6kb3SYy9b2+uQiUesWjrKoT64hG6UVF1VVGsJOqVxmGaGQ5GEXKMy5lU+tpQ7rcA0jVPdasVUmgzUrW9Wi1Qekhk77TJk01+OlNl7TqV/LQFYq0OB0vacwgVodnUg4IvuiHZeu1HjmGZRzp3mET6ajUqmSxLDPt/b/bLjWYlcHzJ8YlXdtI9rqRkfi4JtyRQcasbLUI9RD1h6YvbEvUtaHehRRpK6LNUgWg3CeOplSdcEU0uV6q3lXwDEuVSMqk6lWGIdS+Ae3IMy5ltT8d3FDuAmSCsnRqVfq2p64568dtqw1KD6MNO5b+TFGrfqUKQZOS3Y54tCEvWnKJIPKEREPyTMY46lKqTqSjtO/svDbM2+UGs7I/MKMWMS5pbSgyKQkkwEDHsNRFxqxc6Npw69at2Lp1K/O9Z5991vf3XXfdhbvuuit0f5Zl4bbbbsNtt92m1yBJjFEpQEaUJmVSBslO683ujUA0pUwKURCWYamT7h3VrJT9zHgGpZMJr+0UFOdOWr3+Z/5g7V+6z65o/FZXmYWbFVnZNgZlHVMwvbORja6MK5pSRNS6NwSROdnN6ExYhqWqSRlXVCWL4IQ6tEGpAv3ZzFRyWuby2t7Rhsl9RkMm9ZGdAZwHSQOnDcu2EaAUZjKdzkZOGyZjUgbJTEXQhpQeU9Ec3jYMw1In3TuqWSn7mfH0r2iinKDOd9Lq2r9rrPF+qHSp96kq14llULeNQVnHaMPORja6UuY5nLYcVCJGtMjUppQZLBeZkzlGR8cyLFVNSp2oSpVJdWhog1IF2ricqeSkTUqaY/v2YS7ww3W0wD+HKFGVoNLAacPSaMP2xxiVkvBEqYpQUUn/9m1HHYPenCdMeVGVOgYlbx9xzywYhoq5GbVwPIE8n1T7XvL5BLejn3dM01IzqjI961L/r/1rV1zAqu1MMlq/OZhR8wUBy7Aksy4mbVLS4ihNhZeHzdQdZDAzJzQnZTksO4H/LCzVjqSMYlbKpH2LDEpWVGWQTN0BGNTIV8xw3IMRqk5mmGmpylIq3WlpdgZpu4pKPSSpmZGdUpiIygUBXxvKX0CV9G/fMcrzx6B/vJS72fviRVXqGJQN+6h3qXFqQ5H5KJv+jZj0r++xofj9THPqnKbn5l9nmZa6UZUZar8gE0CWXM8MruRbN6t9A0YbLghYhiXRhnGlfPPooyIqad0xVuJH7QXNyoHMnNCclGUkO4nX55ZqR1JGSQEPS/smEZAig5IVVRmEfM6qaeY8XQgAI/n5epthpqXXTkFJIAJLG5bqhsxEhAjcRDDa0EeiibhjY2O46KKL0N/fj8HBQVx++eWYng7/cpx11lmwLMu3/MEf/EGSzVQiN+EiN1G7S3rf0a92LXLEyYzUYcZbes6/BN8DVSw8DpHm7TtiPx408WTNQNFnljtYiywIyZwUkp7VPz/Zz5gcQ/c46VnXW4LYFf9r6cL80mrIKJFoMXQGq7rHsap7XoTFOSNkkP50oSH1hIbM1M2bsZtwZNdYbCYlAAykZps2uzdBdlKdD3SNYiitN1pOoAWlyueWsaqhYpRmJD/hLYTgxDs8Mbo0O+NbWBBDmxSGjzo7eVyYvnBhkZtwkJuoiZned/RnkBGmfJddb+GRmXV9Cw3RlHa5tsRhUhKidq26kzKKtssfrJXhiZI5GeXceCZl4zFcb9EhM+d6SxC7FNSGbssmVgxitOHCYlXPOFb1zGvDJKPW+jIFn0kZhEwWKJo08Kiug7GZlAAwkJ6NJd1bBdlJddZ078OSdLSMJFl9F2W7kfyktxBkZwCX0YbZekTsQHbOW9oB0xf6STSi8qKLLsK7776Lp59+GuVyGZdddhmuvPLK0AktAOCKK67w5bx3d7cmEiLM3CFmZXa69m+pN57RySgRgUEhVekCSEBNuVd+P7xaPKQPd7Lz/9dJaYZGCrjlhEccBs1J+u9yn/89Xvp30gYli4ZIS8Y5sgxJFj6T0p2PqvT2Q7WzJZGWroQpvcg64E6CZ/Cs6h73BOBMJSc1CgpqNJs3Yh5mTIoImpXj5S58sPcd7+9pmVnCQhhIzX8WK9LzImpfRX0EXCeqUhRNeWTuAMr10BnarByryD0IdEVo1G2JWRkWZckTnUHSIQWd6Xu5ZZGWov7Q9IVtS5i5Q8zK7FRdG/bFow3DjEkRQbMSVFde7pFvHy8jiGhPJxODNlRMAbcqAm0YGKuhzcpyINiKl/6ta1LKGpTMbQORliSqkjaWWYYkC9qkZH2+9P3ckkhLow07Gp7Bs6pnHMvqkXsq2pCkf/O0YZgxKSJoVo6VerC2d9T7e1ZlFi0GA9SPuhWZ+cHXfWX1zBGdqEpRdOP7cgc9bUiblYcqcvUiWfouWGpIZVtZiFnJu4dkdSEE2pC+l1sWaWm0oY/EjMpXXnkF27dvx49//GOcfvrpAIB7770X55xzDu68806sXLmSu213dzdGRkaSahoXld/FqYLj/VvN255hScMzL4NueFzpykF6f+WiXG8DLdZUTEsIDLzge7riVAfZyEmyXtCwpGmFSclrg25dK6VjtcK0dN3aIlrH0BbIRp71UGKyJ130jX4SeOKiYSbHhEJ/P9Czz39c6ourYlrSBiULXdOSmJVhE+nQZOwKypRrcGTugNR2LNMymP4d90i5jIANMpKfAOqXJVjDSIagEKVTwIO0zLQU9YemL2wbVKLO0nN1bVh0UM3ZnmFJwzMvg1+hKOZkGJlZ10sPz8zMH0PFtITAwGupNpQMJCemZdCwpGmFSdnYhtq+dGp/Kh+rFaal0YYdhWzkWR+l56JqwyjmZBjH9Oz3/d1N1XNTMS0HBD8idU1LYlbKTqSTsaqeEYm6MSkDy7QMpn/HrQ11tB19DxU1aukFtWHWrngp4EFaZloabegjMaNy586dGBwc9ExKANi4cSNs28auXbvwO7/zO9xtH3nkEfzd3/0dRkZG8NGPfhQ33ngjN6qyWCyiWJzv0CYn5UKfoWhM0gRTKIhZGYRnXropIDdeE7Pl7viz70UReLKmpY55F4wQFP3uLg0AshHomVn9gvFgRFnaZfE5hhVYj9OkpCGiVKXIejDlG2BHVTKP16S0cFMwPXl0+8Ok02FFAvV9XWMYLyfzS3Z5vbh5Ci6qjNAbYlqGGZY8gzJMuLFMyyOzfEPxyOwBOAph5gVXv6g4KNOSjrJsRjqPCkszM5hN1cLfw2pN0YSNlotoZlq4KZieLNG0od6HHxxkJGZlELZ5CbiWhTzRhjFEOgZpiKwMvi9pWuqYd0FtKCqxWxyU16CZWVdrUhpve0qDEo0pPEeLHdkSp0HZsO/Z2r1RUfjdEPy9AoWoVfI9SNqwbLU2HBsbw2c+8xn80z/9E2zbxnnnnYevfOUr6O0Nj+rYuXMn/vRP/xS7du1CKpXCySefjO9+97vo6mqzmncR+kPddNg+yR8WMtrwUEKjHMT8y9llFBn1GIlpyTIsyUQ6PIMyBX5IXNC0/ED+XTghlfhGS/04Ovde6LnQRNWGxLSkoyzbTRsOZ6e8AfZmaMNmpoUbbegnMaNydHQUy5cv9x8sncbQ0BBGR0e52/3e7/0ejjzySKxcuRI//elP8cd//MfYs2cPvvWtbzHXv+OOO3DrrbdqtZGMfANApUvuwc966CPErAzSddDxpVZnZuMzLBsMSqsmPMMEJ8u0jKtMR9d+sbHYXb8Vwka0kyAzVTt3rdm4EzT2usaqcFK16yVrWDJNSoKkWdkUTMH0xNHtD/up0erJsnyEYQ8jNYcU6xYxkp/E0uw0qnVzjp6sJQ7TkhiUsrCiLA/LxFNjaE1un8RatRFsAMIi5rbloNsqYtZRj1YMMpSexlBdUP6qNKS8fVJCdElg8p6h7Iy0IGURFlXZEkzB9ERptjbkZULwzMogXQcd34Q6xDRUjXJkwTIo6ahK5jYM0zKu8r5d+11UBeZX92h8569Cek782XC3TcikzMy4SJWceW0oaVjyfq9AMcU+8TqWLdaGOmXKdu7cic2bN+P666/Hvffei3Q6jX//93+HbSc69YM2uv0hXUZHZdJCFqrasOyQFOWaFojLsJSNTiSwoixFEZSyfCD/rnCddX2/RN6qacMZgebLWBVkrAqmnOhmOTEs81a5rbRhcGLHqNowLKqyJRht6EO5R922bVvDZDfB5dVXX9Vu0JVXXolNmzbhhBNOwEUXXYSHH34YTzzxBPbu3ctc//rrr8fExIS3vPXWW1rHTc85PnHKIuyhrwJrpvDMrOMtPMJmU5StYxiGTLqM7IyOZF+ywlb2uRGXUJZNDQoiY1KqzhQevPZ2NVD0PKQOUahJqYDM/R8Vqyq3GPSJoz/szxR8xiUPlkkp8x4hbNbBwcys1izTqBuUQZMyb9VGv1OST/jeVMFnXEahLyXXaWU1bv5uO56ZMHQEpcqEOSosycxiSWYWNuNaiQrii0bMZUfUde89FUxfmCzN1IZxlWthPc8zM67PNFRFFEUptQ+J4wvGVmr7mXaRqWcapSTNL9lz152ApuF4mp9XEiZl8No3aMOQ3wtx/V5Z6NqQlCn76le/inXr1uHMM8/Evffei8ceewzvvPMOd7urr74af/iHf4ht27bhgx/8II499licf/75yOWiDx4mQRz9oWiyQkJYNGUUbbgkPestOizNzDSYlN31oq851sQFDLpTJZ9xGQVRKSECMSlV6LPj+bGsc+wktCH5TTCYmWXuO6o2zErW1RiKMiObJEYb+lG2kK+99lpceumloeusXr0aIyMj2L/fX/uhUqlgbGxMqf7kunXrAACvvfYa3v/+9ze8n8vlYn0wkAey7Cg6jSiqMiUpZFSiLLkGJTUYLIqqpMnVA4hKinUsvWMpGIAqpiP9uzE9FzEFnGojeZ6K6jQmEUUZNKXDRq110sE9BFGVSYtQQqvTexYDcfaHxKxkRVjKiE3Z0fOU5XhRlUGIYSQTYakaQSlDWNtkkDUpgwRrAyWJb2bvunCeqLI/74H0HCYqXbGL0GD0pAjWCHqUtB5CMwxKgknvSZa20oaCqEoZo1O1lqSM4aYSOZgbjxbhmGGUQuIha2IicJ7puYgp4PS+JNOe4zYoWcZsqsTXaDrp4ARRVGU7asNgynLU77lOmbL9+/dj165duOiii7Bhwwbs3bsXa9euxec//3mceeaZ2m1Jkjj7Q2JWsiIsZVK+ZbVhxq56UZVBVKIsVSMoZQjWgqQJS/smyJqUQXrsojCqMg6CBuVQPbpyjDPpDplQJwmDUoWktGEzDEqC0YZ+lI3K4eFhDA8PC9dbv349xsfHsXv3bpx22mkAgGeeeQaO43jmowwvvvgiAOCwww5TbWokgqJUdnRSNgU8VeLPrk2gjaygaRlHBGUQekAhO61uVupGKXrbz8ingOualbw2hk0uE6dJGRYxKwMtxOOIpmyWEAVMwfROJZgWLmNSxo0oLTzMpCTRlARercqGY9aFJM+sDBNkqgalSjSlHQjZ7rb1U8B55xBmWMYpRHkGJR1NGZzsh0BGz8dKPUpClJcC3kyTEjAF0zuVoDaUjaaUTQG3K64vBZxFWFp4HBGUDW2ifrOqDHx72yiYlMztNY6pfAzO5xY2uUycJmWUqFnUDUtiVsYRTdmu2nDVqlW+l2+++Wbccsst2ofWKVP2y1/+EgBwyy234M4778TJJ5+Mhx9+GGeffTZefvllHHPMMdrt6SSChqVsXco4oaMrWaZlmElJoikJvFqVjces7TPMrOTBMyhtOMw6lSoRjZmA1u2z57RSwIPHpPVlmGEZlzYM02L0McK0ITErVbQhLwW8mSYlYLRhkMSKaRx33HHYvHkzrrjiCjz33HP44Q9/iK1bt+LCCy/0Zvx+++23sXbtWjz33HMAgL179+L222/H7t278Z//+Z946qmncPHFF+M3fuM3cOKJJybVVC7pWQe5sYryQ5/MCB4ntMElNCkZek4kglhRz8Ho+7C076gmZTOQbWO6ML8AQHbG5S7Sxxak9avUAMppPgADAABO40lEQVSPV9VNykDH1ox0niBklEi0GNqTpZkpHN0tX9AbIZGXwdSelEK9BDotnJXmHQeDATGp0j7dKMogeclUJGikgLNSc6YYkwkNpGa9hUA+8+AiC0ntVo2iZNGXKuDILrlZLcNoukkp2R/qcN999+Goo45CPp/HunXrPH3F4sEHH2wo3ZPPy9eoXayk5xzkxyrKKd+pYrzPXDo1ODPrapmUom1Y3VBQT4b9to9qUqqikwIu+7mlC663AEBm2uEu0scWpPaHRVMG0fm9EvQW2l0bvvXWW74U5uuvv565zyTLlDlO7fP51Kc+hcsuuwynnHIK7rrrLhx77LF44IEH9D+IDuX93fvx/u79EmvOI6sNVaDTwllp3nGwJDD7q4o5pxtFGaRHQe+ppoDLGqND6RlvIRyWnWAuLFgzfkcp+RTkyK6DsWjDppuUCWrDTiXR6qGPPPIItm7dirPPPtubSe2ee+7x3i+Xy9izZw9mZ2s3Zjabxfe+9z3cfffdmJmZwapVq3DeeefhhhtuSLKZTOjaL5npKsq9aqMmwchK2bTv8DYlc3dKlmZgomtQ8tK+WVGVvH5LJapSt53d74V/5iyzslyPeIwSPWlXXa9wOk26/kMnO+3Ateffl0rfqqeAN1uEzh/fTKbTiQSF2fLsJPaX+rnrB5FN81ElikEZFlUZNCm9bSTSwOMyKZNEd9SbGJZjVXaoPet6/HJuPvtC1phk1aYUIYqqCEKiKlthUHokUDD98ccfxzXXXIP7778f69atw913341NmzZhz549DVFDhP7+fuzZs8f722qXydfaFPr5qaUNA5GVcdS3TCKKEhyTUhZdg5KX9s2KquRGQSqkgOt+dt3vVeGGHIJlVpZ7a9c9SvQkTxuSAInMdBUuFZFbkcjwIingnaAN+/v70d8v1h9JlikjGX7HH3+87/XjjjsOb775prBtC4WlmSnf30low7D0bxY5u+LNyB1GMJpyfnt+VGVQC3ttlIisjMukTBKdepSom5YDqVluySCWWUlrQ1kdpqNdVbUhiapshUHpYSbT8ZGoUTk0NBQ6a9pRRx0Fl4r0WrVqFf7v//2/STZJClaB6qAgdW0LlhPtbpFJ//bWLbqoZqP9gGAJPVF/HpYCLh2hGLGmZNR965qU2SlS9F0unR/eaLS4rpFvG80ZFS3H9cxKGbFNhKxOLaM4sBxX+J2J+p0yxAtPmLXarFyWmWKmfAQJpn2L4JmUBGJWsgSTrkkZlvatUqtSJgU8ikmpwzFd+3Cg0qe1rYg+qiZHd6rkzcYpU2i/tx4uf0i21kgCiPpDnb7wy1/+Mq644gpcdtllAID7778f3/72t/HAAw9g27Zt7ONYllLd8MUMy8jRMStFyKR/E1IlB04m/me6yKQMS8eWNSlTBfHs37rImJW6JmV2St3QS5VcpMaqUun/89voGYdWxfXMyrREhtdC1IZJlik76qijsHLlSt8ADwD8x3/8Bz784Q8rtbNTCZqUhCjaMEo0JaEvVWBmh0SFp4UJxKwM1qeMYlCGGYcqtSplUsB1TcoBqkSSCmu69+FA2WhDFklow06mNU+lNiZsFr3MtNqPvLhSwEk0ppQ4SkDzsZ4dUVK9RZPoxDmQodPO7JTrMyl10DUfQ/fJSBuT7bDo8wi7x5PEpH53FiJhphrRSFJ9eGJUVugs4wjkqIhMSkKwnX2puaZFUgbrUwYJSwHXMSmDad8AMJSS61SJYF+WnsKytNw140VTdtviWTZ1ZuJckpnBkhaNnMv2hZOTk76lWGRf41KphN27d2Pjxo3ea7ZtY+PGjdi5cye3HdPT0zjyyCOxatUqnHvuufjZz34W/8kuAMKizZS1YUwp4MTIysxE25+uYceKDIyS6i2aRCdqHUffvjTOOTvleDrcLrta0bBxp/8j4m+Nxa4NdcqUWZaFz372s7jnnnvwD//wD3jttddw44034tVXX8Xll1+eTEPbCJ5JSdDVhjwyknUGlyVUg0ykhQlBjdXMKMpgfcogYSngOiYlUxum5T5/omOXZaak9TxPvy5mbbhYSDSispOQfUCrjp6nCk7ojMuiqMpgynh2ykGpLx5/ueugvCgpDNVTVtqwFiUvqlK1rcScZKESVem1q+CKZ4xMwNAMwhKxUWaK1MakfncMssKs2dCihldImyCKpqTTv4/MHlBqx1S1Xjw+okEpM4lOHDOA65qUcbIsPRVbdGUfZ4YzevScRS+n2P+SzEzzR9Al03tkJ484cOAAqtUqVqxY4Xt9xYoV3FpspKbaiSeeiImJCdx5553YsGEDfvazn+GII47QOasFh2w6LNGGbsqCVZXIcCiGa0NRVGUw2i4z46Dc03xtWBys6eFm16KUMRp5UZWqJmVYkECqJM52ChqaMhMr6UZTEuioSu4xjDYENMqUAcBVV12FQqGAq6++GmNjYzjppJPw9NNP4/3vf39yDW0DRCZlq6BNSlFUJS/tm0Cnfx+dU6vLTiaZ0dFP9IQ6MuZhHDOA65qUNKrRlEGWZaZii65cTNpwsWCMyhCTkld/RjnVp14bUBXlupYhh8iNO/V/oZVqM/C6g9nh6MJFFE1JILUqZUuIpecAuoxJnCYlQWRWsn7QECNSJRWcQNciYkVTEugUcFabw6BnikwamZGgxTZS1I6omJQ6aT5hhNWBZI28isxKHiszhwCJCEUe7VyLMpgCrmpSygjsodQ0t1ZlGGFmpU5tShY8QcoTooRmC1JRf0hPHkHXZMvl4iuhsH79eqxfv977e8OGDTjuuOPwV3/1V7j99ttjO06nolqzr2naMKKJRZMdr9b/BRyFtGRCXAalKJrSO57iDODpOb/hG6dJSZAxKxu2qWs6lVRwAq0NwzQez6yUicBcTNpQtUwZYdu2bdySGgsRFZMybm0YVquSFUmpmwK+MjOuvA1NO9eiDKaAq5qUUtowPY2xioY2DDEr45pNfKFpw8XCojcqdVMdMtNV5kM8O9X4hQqaSEEhy4qqDDMpVaIqiUEZFde20HWw1qa5perCWqdOZWZGL5VdxaQURVHGBSu6Ms5oyqBZqdL2pglSx60tonUMLUE3inJ5dhITnCLVh2X9oi9YvweAVJSdaro3K5qSmJM0jmtrmZX9VBrNpKD2Txzk7TJKgmLtNN12ERPV7kRnpAwzK1nXmUDSwHWjK3kj5mGIhCiBpPo0RZSK+sP6e7KTRyxbtgypVAr79u3zvb5v3z7pGpSZTAannHIKXnvtNan1FzK6E4tkpquodDU+TzMMbRgsvlTu9UtyVlRlmEmpElVJDMqo5A/Nt6ewpL2rSamYlGEGpV2OT6ewoivjNKKDZqXRhgZVdKMom6MN1aJSWNGUUc1JGrqE0DhnchkRKgZij11U0oZ99hzGqr1Kx1DWhiFmZZjeJjpfN7pysWnDxcKiNiqj1mNhmZIysOoZVYfmOxqZSMoGs5LSsnGZkzyIYQlN0zKM/JjaF7AQOL7omZWjxCcvCjEMXlSlzI8a3ejKsGhKGmJW6hiszahNZLmAyBNabCNF7ULUVO+g6FQhWL/wQKXPF1UpMilFUZUsgzIKg/YsHKrD1TUtRWnfg7ZfHNpwUHDDU8DHnXlhLDIpaUE9mUDxeRF0dKVMNKVK9CwZOZcVoUGaUZtI1B+q9oXZbBannXYaduzYgS1btgAAHMfBjh07sHXrVql9VKtVvPTSSzjnnHPUDr7AiDr7MdOUlNluunGApTg4/52XMbDCzMq4zEkeOqal7IQ69L57RsWp06RcESHMpAyakpyg/lB4UZUydSx1oytltR4xK402NKgSNdU7bm1IR1WKTMqwqMo4zUnCYGrGp12JxtI1LMOOQ5OxqsIUcLoNIpOSrjVJyhzxiJr2zYKOrpQZbDfacGGzqI3KdiI/xv8yyoyQJ2lOpor82RNVTEtW2neYMSlj7OWp488un18vpzEroyw69Spput6rYG44/q9eerYKJ63ervSM3mxvyrhubRGtY1jUEHG6rzyANfl9De+zRB8tVPJWJXZzkhA0D4MQ01I3ypK3/4xVQdW1kbfKoWYlvT2d/i2aKKg/VdAyK1lRlWHRlEE+kB/FfxTkZ5yWHTEfSM1qp/UPpZpUn1XUH2r0hddccw0uueQSnH766TjjjDNw9913Y2ZmxpsF/OKLL8bhhx+OO+64AwBw22234b/+1/+KNWvWYHx8HH/+53+ON954A5/85Cf1z8sQK7nx+vOZcTtXJNLMkzQn7SJfC6mYlqy0b3p75jaCOo/5sfnty73z6+nM2C2LTgo4Tf5ACYVl6qVMRKTnqlozwxttaGgniDZ8tzSID3SNNrzPiuKjzcruVDERgxIM89D/XvQoS97+81YFVVjCepV0G2htKJoApy81JzQrWbCiKlU02XFd7+CVuZXS6zdDGw5LTgoZmQS0YSezqI3K9EwZlR69SQqyE7VZpCq90SY5oEkVa4KymvOLT96MjpkZB6liFZNHqtWskh3BhmKdTFnTUiZqkk6LlpmUBgC697vIzDjS5xaltqOvrYLoC1Z0Rdd74RN9eO0ozm/rZONPwWmaEG2DOkQGPlHTcQdTs7DhaNUt5PGB/LteYfHgsXhtGEpN+0RYqxBFWdLRlCLzM4jIrCSsTB/CrJv8Z6FSr3KIEbn7gXztB4dMPam8XZZedyg1g7GqWppO00zKhOoQXXDBBXjvvfdw0003YXR0FCeffDK2b9/uTbDz5ptvwrbnv1OHDh3CFVdcgdHRUSxZsgSnnXYafvSjH+H444/XOqeFQnq6rK3tMhO11MJKT3yGk13XAU7Grw3TnNnG09NVpIpVTL9PbfDBLjrSdSpthdmriekoMixF5iQCs2bLTEoDAJlpB+k5+QFmy+FHVaqkfYuiKTNTjTowf0Buhlq7RGvDcMPaqjqAolFptKEB1DNR9VlKGEzNxhpROJCaxUDXLFMb8ky3ofQ0BlOzkSeeiQORaUlHO4aZnyxkJ9dZmTkkpSGjolKvkmUCHtf1jnSd0SS1YdMMyjqmRqWfRW1UgnoYqxiWxKQEgPRUGZW+6F942pBS3ab/jaIvPSguaJMyPecw6y7xCNazVE3pDqKSNq1ixOoSFlUpk/ZFRKZIYPq3cULNSqvsIFWupxB1ib/azRSiQOtndjSI4U12whuBDI5O606yQkPXw6FnQRQxlFKcQUsRVUORwDItVfaVYdTblDUru62aaSJjWOpGVdKwoilZ5qTMdmHIFsqXFaTNNCg9EprZcevWrdxU72effdb391133YW77rpL70ALHB2zkpiUAJCeKcViVtoRtGHvmwWU+uPXhrRJqZJhwoqylDEnw5A1KxFDNozUMUKiKlnGZBA9bVgVrp8qVFDNy/3kM9rQEETV3KG1IdFmrdKGooySqKgaivPbNZqWKvti1WKXNStVsn94UZUqad+s3xAyBqCq0R23Nmy2SQmYWb+DLHqjkiATXUkblL5tI5iVLIMyVaw2RFV2Kv1vzp9fqVfuoRI2yYxsdCVJJUrSsKRFr25NKhmB6V8/3Kz02jZX4ZqVTRehdayqC0swFGRVF1kP3IaEzcxMw0uhiWJW6s6YSJuUqqkqMhPq6JqUNH12AX12LT2l7Mo9emmTMjgjuqxZCUXDUgf6mssYkzTEpBQJUjJiTohLkLbEpJToD01f2HrS0/WBbIFhSRuUvu0jmJUsg9IuVxuiKjuV3rfrn223/PmkOFGcqmYlAC3DUjaakjYrZcxJ5rGUtaGcWQmAa1gabWgIQ9bcaSdtSJuBg6kZjGtGhvL3H10/9NsF9Ne1YUFSG9ImZQouqlTddFmzEjGUKxJBR1Wqmn6t1oYtMSmNNmzAGJUUYWYlz6T0tp2qiy4FwzIsilJkVga3zdbFUKkvnkuqkvLNgpeuLkJmJmxZsxIShiUr/Vsm7Tt/sHa9yei3SkQunbKjQxSzslVCFAAs14UlqK0het/QHESp4KI6PzqClCdERSPnwUjKqmujL1UTXzq1dYJENSmJOUmjYjKGobqfpAzLwzOHcHi9LuhoZVB6u2Akpc7oOSTSfVjpa60yKAmi/tD0he1DWHQlz6T0tp2plwlSMCzDoihFZmVQG2Zmatqw3BOPNlRJ+WaRnq02/C1jVvJMyuD7cRmWYenfYeQO1O4Hu1zXhr0K1z2yNpQzN1nRlUYbGmQQpYLHrQ3DDEqRNgxGUpbddKxmZVSTsp+hDeMizKzMMiIx++25RMzKlelDWJmuacP3qv3S27VSG7bKoCQYbegn2RyIDiQ9U254YItMSt/2U3IPe51U77BticOenap4pqX+/vW/BJkZh2lSupa+eclCxtCkSRVcZsF2FfIHy96iC0uI6ohTW2L2T9TNytRc7X7IvZds+oMQV3IxtA3BWRdXZsa5QjQoGGVTsQdSs8LRclsxNZhADMtWQEdQ6sBK+WYhmsGRBTEsg/RLFiQHZU4eHpi4aCQdrVi9TpqWbCF1IkpXZ99TPkbsmL6wo0hPl70IS4LIpPRtPyNZezAhbZiZqXimpS5RTMr0bLXBpKTfC0NkUuqui7phqTMbNk3uQNFbdIlPG8ptkypUvAjLrNGGBkWCA31h2rBxW3ltKEJHGw6mZmKJhNSFjqAM0m2JnxOslG8WPbZaf9Rvz/lKFdEEtXRY2jcxJ4lBSRhOTSq1J0gztOGaXOMEnk3H9IU+jFHJIT1TRnaipGRSetuGmJWpYlXapOSlhcsgMit5pp2uSckzKFVQNR9V1wfHsLQcl3rffw6y5mTU0WiWuBRdaxmzMjVbQWq2guzBQv3v1o2aezOZiZaE+PznP48NGzagu7sbg4NyUV+u6+Kmm27CYYcdhq6uLmzcuBG/+MUvEmtjO7IsPYWh1IzWbIlDqelQUaqbzkPvnwWdIt2XmtM2LHWiKUUGZaquMsIMRlmTkqBrVvIMSx48c1IH1bqUIkSCtC9VQF+qgCOzB4G66E26dlUoLewLDfqkp8vITBSVTEpv2xCz0i5WpU1KEq1HI6sNRWYlz4zUMSmJOSkyIuNG1awEx7Ckf4sH075lzcn0tPpvCBodA1PGrEzNlpGaLSM7Vns22otYGxr0GErNSGlD5sQ3ArMyqjbkPdvpsjtRDEud7cIMSlCma5hZKWtSElTNSggMSx48c1KHJLVhxmrsG4kWJAPYUe+9yJi+0IcxKjmkZkqwC/oPbpZZGSWKUoc4oivDIOakyKB0qcxq3ro6pmOU7cKiK+OInGQRh7hs3Kbx8yTmZGqWfe1bZVaSmcxES1KUSiV87GMfw6c//Wnpbb74xS/innvuwf33349du3ahp6cHmzZtQqGQXMpGO8KbTVF6+4AolYmiDBIcOVedPEfVrFQ1KWUiKFMJDoXqmJUQGJa0MaliToqiKkVCVNdAJIKUFqPEoIz7WFFpZV9o0KemDfV1FcusjBJFqUMc0ZVh6JiTvPV1TMdI24VEV8YROckiGW3IMLPr5qRPA1L1zlplVrZaGxr0GU7rR8mxBrLj0Iaqz3RV01F1fZFBiQhZQzLomJUQGJa0MaliToqiKpPWhsF98fancx/GRVJ94X333YejjjoK+Xwe69atw3PPPcdd92/+5m/w67/+61iyZAmWLFmCjRs3Nqx/6aWXwrIs37J582a9xoVgjEoGKckUHRG0WZk7MIf0VMlbpNtCCViR0ckrsCprWMpGU6pET7rJTr4NUGalakRnquCia59fmEUxJ8OiKmWFpq5ZaZecUHPScvyfTYNYbQJW1ZVakuLWW2/F1VdfjRNOOEFqfdd1cffdd+OGG27AueeeixNPPBEPP/ww3nnnHTz55JOJtbOdGEpPeyZlt6bYIazNvQMAWJ3bj6Xpad8iCxFzujN886IrnUAxMhWTMkqKN8tcVI2mFO1Plm6riJXpcS/9O2rUZJwp4MFi6WEQY1JkUPKO1Sxa2Rca9IhNG1L7yRyYQ2qq5C2y0FGVutpQ1qyUjaaMO3pS12wMbp+eU08Hz+/39x1RzMmwqMpktWEV6amikt6zZ8tNNyxbrQ0N6gynJz2Tsk8x+i7I8bm3gZi0oe6zXDa6UsWklDEoebCiKlWjKWl0zUrUDcv3pcc87bwqc1B7X4g5BVxVGxJzUvY+aYVZmURf+Pjjj+Oaa67BzTffjJ/85Cc46aSTsGnTJuzfv5+5/rPPPouPf/zj+P73v4+dO3di1apV+O3f/m28/fbbvvU2b96Md99911v+/u//Xvu8eZjJdChYItQulOHkNWf0ni4gNV2Am2vcnmdWVvoaC2/HFYmZnapwJ9uRMSnjqjGZmXFQ7pk3BnSjImlY+8hOyHXqfb+sPXisSu38Kn1yE02whKPM7PG6pKbDHzRWuQonrzbDaGq2jGp3Mu1tQCZkvf7+5KT/QZbL5ZDLJTNjMY/XX38do6Oj2Lhxo/fawMAA1q1bh507d+LCCy9sanuaDSuKstsuYlZyNkGa5XVBe0xuFFXG+BhPkB6s6M0QiXr6N6+OThyT7aiakzLRlFFMSgJvgp1ByYjSYzLvARmg7No46MgXL5dFJa0nrIB6mNC04WBKsTA82Z9KwfZIiPrDRZbe086wtWEFDmf2ZBH2VBHZqSLcbOP2PLOyytCGdrmKkFJhUogm25ExKeMyJ2Un1lGBZXZmJuUM4Z7X6zqkPtBb7RXPJAtOan56uqQ0sY4KIm2IigO3S03n2bNlOG2oDQ2thxVF2WfPKT9zAWAkPQEAODb3Lspo/O4noQ3LbpqrtYgRGWXCHVVzUiaaMopJSWBNsDOoYDKvzdbqNzquhf2as7eHEZc2DAtkSFmOsu4nZuVEB2vDL3/5y7jiiitw2WWXAQDuv/9+fPvb38YDDzyAbdu2Naz/yCOP+P7+6le/im9+85vYsWMHLr74Yu/1XC6HkZER5faoYIzKOmEj5TpmZWp6vqOyimWmWclCxcDUgTU7eKroIn9ALNx40ZGlJey2yURTxmFSEmSNSd/xGdc9PVWUNitlUB0Jt0tVZN+ZgNMnJ4p92xZK7WtWyhQBrr+/atUq38s333wzbrnlluTaxmB0dBQAsGLFCt/rK1as8N5bqERN9aZZHhC1KThMs5IFT6RWdaZjZdCXmmsQLe/PiCdayTPq3ADAuIaJG9cM4MF95m31/rAnEJG51J6NZFaOpMd9s4Dr1B4aTM0qjZoTSJSHjmHZFLNS1B+a3+VtQbg2VDcr7al5U8kqVZhmJbMdHG3oKMwmHgbLsLSLDnJj+mVOSoP6OipqNCWNrDHpOz7juqemC9JmpQw62jC9bwJuj3obrLly+5qVCtrQ0DqipHmzICYlIYMq06xkwdOGdA3KKLBmBz8mK55ohWcojmloim6rhFk33sGNHruIHokJexraEtBgy1PTkczK4dSkbxZwXW2ok+mlG6gwkJptjlkpqQ1lA3pKpRJ2796N66+/3nvNtm1s3LgRO3fulGrS7OwsyuUyhoaGfK8/++yzWL58OZYsWYLf+q3fwuc+9zksXbpUap+yLGqjMvPWQZRXLZVK51ExK2mTkqBiVjZsW6ogc9Df+ZWXsr8sVtWFmwp3COnZK51s9NHr7KHGz49nXhL699ZGKGYP149oyo1FS08JK2wfxaykoyp10nWy70xIrMVHx6zM7JuSWCsaluvCEowEkfffeust9PfPP8R40ZTbtm3DF77whdB9vvLKK1i7dq1WmxcLx+fexs+Lh0sZlLpRlXGx1Pan3uyv9mnvayQ1iRGNNJSCm2KalYMc0TTlhH8fj6zPrv5OhAjPwUCac0FRsAdNSkJUszIKw+lJT1SPVge09qET6bE6y06HiRNRfyjqKw3JkX77ICqHy2pDebOSNikJKmYla9tUya8Nq0v0tWFquuhF57mZGLTheOP5iszLntdrfWFhpX5EU3Y8Wop+XCn+QeioSlVtmJoqwJqNVn5Fx6xM74/XnGKhog0NzeWE/Ft4qbBKyqRUedYGTco4CGpDXc0AAMOpaQxrlBgquGmmWTnEyQAZr4YPOhxTL8HzVkVf5wajJsuufN8eNChpopqVURhOT6KvrrdHK/3C9VmwAhVEtJM2lA3oOXDgAKrVKjPo5tVXX5Vq0x//8R9j5cqVvgzDzZs343d/93dx9NFHY+/evfiTP/kTfPjDH8bOnTuRSsWXGbGojUrUzUpkag9uUQSbjFnJMikJUczKIJmD850ez7QkEFMyCvZcBdVuyZH/QgVd71ZQkRjp7357Dk6Of0OnqKL1lRhHdsNMymaRZvxosacKDf+Xiay0AqlGdqF2fiLDkj5e4jiur3A7dx0A/f39PqOSx7XXXotLL700dJ3Vq1ertbMOCWfft28fDjvsMO/1ffv24eSTT9baZztzfO5tbzT7oEB8yJqVwWhKgkpUpfAYKb/JThuXrPRvHWMySJ9dQVkiZLybHNvm9zfdVPuWhqQMZagK2jMSQjNvVaTMSp5BSRPFrCRRlWEj5rwfQfTIf3AEXgX6BxSvHbp1T7UR9YeO+WHeStL75n9Iu736AwgElklJiGJWBkkdmteGPNPSW1eUMiyBPVeGI2l+2YUK8qMVVCW0Yf6dGbghBrBFacM4o/5EJmXcUZXMYzB0GW1SWjO196UiKyuBmcznav29yLC0p6PVHVRCQRsams8J+be8SMWDgpRo3RRwgkpUpYiRlN8MpY1LVvq3jjEZpN8qoSShbXvqA91OSERgH5UVMxxSG5PWhlOO+DmSsapSZmWYSUmIYlYSTaejDfuoz21palr4m4UHbVbanDoqS9tUG8oG9ETlz/7sz/DYY4/h2WefRT4//8yhy5+dcMIJOPHEE/H+978fzz77LM4+++zYjr/ojUoa2rSRTru15sNww0xKb/UYzUoCbVoCgNOdUB2cWbFZmZKYDTM151/HLlZDzUpCul7gO6phKWtS6kZVpsdmkB4DSiv6vP1EwZ4qaKWBgxNd2VRzkiKJUfPh4WEMDw9HbBmbo48+GiMjI9ixY4dnTE5OTmLXrl1KM4d3EkQk0g9mngAQmZU8k5KgY1YOp6bhCAxC2rjcX+2LxZik6dNIqe62HMxKpKvnLBdFCQOUiFwZwzJ8P/KDWLpm5XBqBkvtWbxaGlFKHWOlJ0U1KwH47tmmm5MUJqKyzalUgHRN71iUacMyLUVRlWEmZZLQpiWAUOMvCjJmpcxM6bqTuJDtohqWspGUumalPT6D7PgMKstrfRjLkGTBi6S0ZgpaaeDgRFc21Zyk22IiKtuejFVB2U1jKWWY8UxLkVkpiqbUMStltCFtXI5WB2IxJmn6NVKq++yKlLmYtxwUJDQk0acy+wxDxqQk6JqVI+kpLE9NK2vDPoa5G9WsBOCr39l0c5JCVhvKBvQsW7YMqVQK+/b5Sxfs27dPWF/yzjvvxJ/92Z/he9/7Hk488cTQdVevXo1ly5bhtddei9WoNLN+A0C58QtpTxW8xfd6gf3llTEpdbAV92vNxR8paM/pFfFNKmoxPVv2TEvlbRXbpGoypsfmH+LZdyeRfVe+8w0zEKOYi3ahxL2fm4pLFQnmLskd/s0338SLL76IN998E9VqFS+++CJefPFFTE/PP5DWrl2LJ554AgBgWRauuuoqfO5zn8NTTz2Fl156CRdffDFWrlyJLVu2JNfQFpOBPzp3aWraW4Lw6sOITEqCSl0aVVE5aBdxeMSZp4OomJTdgdHZ4N88cpb8l6DHqnqmJYuwAuwqJiVhqcJs6MOpGV8UwNqsfF3XsBpKw6nJyLNGDqWmW2pSAjL9YWubZ6iblQGs6TlvoeEZcbImpVVS01n2jKo2jN8stef0dJisIWhJmJu+9kSYrVo13VtV89vj831het+EL2I3CpbifeDbdq4Me3rOW1pGi7WhQY5gBOLS1Iy3BOHNBC6b8h3UoWHoaMOVMWtDFZMyTLMRWFozrzBzWp9dCdWrmZA2qJiUhOUK12AkPYWR9HxAgYo2DJqUZcq85f1OUSGOfUQmZm2YzWZx2mmnYceOHd5rjuNgx44dWL9+PXe7L37xi7j99tuxfft2nH766cLj/OpXv8LBgwd9GYhxYCIqCeWylwIeJBhpGUwBVxUsslGVuiZl6uA0qkvjqRuhYlKyoinTMyWpFHDZqErfvmfLStGVusYpK7KSOeP3GDs0354uwukNj8yUMRBVUsEJFrmHyA+urmRTlkJp8cyON910Ex566CHv71NOOQUA8P3vfx9nnXUWAGDPnj2YmJgXUtdddx1mZmZw5ZVXYnx8HGeeeSa2b9/uC39fTMhEWsqalASZyErdke+eurCeianAOk3GcqXSv8OQNS9FqEZY6piUBJnIymCakm25cFxLaluWSVlF4+esGl05WDdZScTtpNPi77CZ9bszoCIrgwQjLYORlaqRlLIp4LompX1oBs4S/dqPvjYomJQsEzc1U5JKAbcKFaVIUJ3oSt2alKzIStaM37RJSWPNFuF2h2tDmbqUSqng3n7r926l3t586+pOt1obGqIjE2mpWpdSJrJSVxsSY3Ey5slqACALRyr9myAbVamDaoSljklJkImspA1KGhltyIqkZO5LMbqSaENyL021sAY/kIw2vOaaa3DJJZfg9NNPxxlnnIG7774bMzMz3izgF198MQ4//HDccccdAIAvfOELuOmmm/Doo4/iqKOO8iaQ7e3tRW9vL6anp3HrrbfivPPOw8jICPbu3YvrrrsOa9aswaZNm3TPnIkxKmlCzEoCMYvsqQIqw/rFbUVmZdRISrK9I0hPsUtV7oQ6upGUYQTTvqMimw4eNbpTlAbOMykJYWalapSjKBXcCrt35gqtMyudeqkE0ToJ8eCDD+LBBx8MXccNPAAsy8Jtt92G2267LbmGtSEyApGYlktT03irXJvlTdWklEFHiAYntemxKpHNyijRlPTrcaaAB2EZlsFalVFMSkKYqAyrpSTaVnU2SpFZORgSAdpvF1prVor6wwT7QoMiIWYlgZiWqWmguiyCNhSYlVEjKe16XUrR4KlVrnIn1NGNpAwjSjRk2P5EhmXUiXNEaeA8k5IQZlaqTp4jSgX3zEkWhWLrzMoWa0ODPCQFPAxiWi5NzeA/y8uAhCbPiUMb9lulyGZlHNGUcaeAs/aPgGEZrFUZxaQkhJmVLJOSDGJDoA1lTUqCyKwM04Z9drG1ZmUC2vCCCy7Ae++9h5tuugmjo6M4+eSTsX37dm+CnTfffBO2PX9f/eVf/iVKpRL+x//4H779kAl7UqkUfvrTn+Khhx7C+Pg4Vq5cid/+7d/G7bffHnutTGNUBpEwKwnp9+pfupK/k3L75UaseWZlnOne9nRBaFaqwKtTGVabMsmoSu8YHMMyzvRzllkpMihpWGalbip20KwMNSeDtMistBwHliCCzHKMGm0XVOoErcocBOomFZ2K8Z7kqCYvqjIOIUqIEl2pU5dSRFzRlCx6rCozujIOk5LAEpUik5LeFoBve1WTcv6YNXOcGJY2nFARStNKs1LUH5q+sM2QMCsJqQN1bVgMakO5/pBnVsaZ7i2T6aECr05lWG1K3ahKlZRwnmEZ58zezMhKgUFJwzIrdWf4DpqVoeZkkBaZlUYbdhYyZiXhqMwBgKENZWsa8nRonNowSnSlTl1KEUnoTXrfLEM0DpOSwDIreZGUQVjaUNWk9PZVv0eIYZmy5LVhK83KpLTh1q1bsXXrVuZ7zz77rO/v//zP/wzdV1dXF7773e9qtUMVY1RGZYrqLHO1Ts6aDBcotJEZNCtVTUoZZKMrfdu0KJqSNitlJuYJQhuWSdTIpM1KFZOSQP84iFov0p4qAJP1zr9bcZKLVpiVJr2n49Apap6xHE+QyohJYmbGMRM4T4jSqBqWqqJRZEAmHVVJCEZXxmlSEmizUtak5G0fleHUJAbtIg5W1WYcbZlZaVK/Fza0NswSbRjeH9JGZtCsVDUpZZCNrvRtEzHlm7meRDSlago47xhOdyZWk5JAm5UqJiWBNit1TUpvXzOF+fuvO6Q/rDCiu1phVhpt2HGomJXz28xrQ5mahsTsimMmcBltqGpYqpqUotqUSUdV0scBFV0Zp0lJoM1KWZOShmhDXZPSt6/UNJbaBRxU1HktMyuNNvRhjEoWslGVMwFnvljyzMowgkam91NUwzjiRVNaxQrcnP/ySqeDK5qUMoZieqYE127e3E251w+gulxvdlgR6aki7BmJztO2AKexQyE/DiIzKdn5MyYEAFpgVhox2pHIiMRBew4ZyqCjBakIlpnZZ1cw7qiNbssIUZo40sGDdSployRVJtaJYlaiLo6PTNn4lXxtemV0TErCUnvWl5qug+q1D9ISs9KI0c5DNqoyqA1LJc+sDCNoZEbThpzvRLkCZILaUM6wTCLlOzVTgmtF6+NUSL+xH+6ywUT2nZouyE1oaVnM73dUg9JjKuJkEM02K4027EhkzMoo2pBlZnbb1cS1oUw6eNwmJUF2YDyqWUmOtcIG3khQG+qYlISl9ixKEQ3qpXa0Ab6WmJVGG/ows37zYMwE7iMoRAnFCCO1gtH2ILozfIdFbSZhUqpiF6P1mqn6bIqp/fHXy/M4FH+9FWkmpxpNyjnNGRvnmjgLuCO5GNqOsBkYB+uzOwbFZ8ZyfAJVlUFbvn/TNap6rIoXYckiyRScZrHMlp9UQofjM1MYtlv3xW2oOWUX0a9xP/RHFLTKmL6wM+EN/BF42rCkqQ3LZflByTq6M3yHDaKqmpSy0ZQqqM4CHsR+71BtPwfinfGXxj2U3L6FTE03mpS6Gq8Q/yzxXIw27FiCM4HTdLI27LdKkdK6sx1ww66w1QeIHYWB8xOyEy3VhkGTss8uoU/h3pnfrol9IUxfGMQYlWGwzMqZWb4QJeiYleV6Zy9pVuqalAR7uuAZlqwZrDsR+pwIqf2TsRuW9v66ED00oW9YTmtGIIX9YJmb0zMsm2RWWo4jtRg6ByJEw1AVpLQ5KCNIo0bTgWNYxp3yrUvO0hs97bNtn0m5ImVhRUpOZMpGPKxIzT87WiFIw659u5uVpi/sYFhmpYw21DUrIZ9BoWtSEuzpomdYWvUZrJOIpGwm9vQc7Gn/s8o6OAHrYHwDzvT+3EPj+oalrjYMi6KcK+jpvCaZlUYbLjyS0Ibd9rzeaJY2ZJmVSUVTqpLX1Jx9lt+kXJmqLXHSDG0YplPDIinb3aw0faEfk/otgk4DF4lQGmJWSqSCeyYlYXIaCKlVFNWk9PYzPo3UeF3cHLEMqMr9ICYT6shEU6YOUuKJSu+pCGbFlI2qDBqTFiclm5iVOungnjHJ49AEsGRAfodJmJQ0c3NAl1qdtqakgTsuIDJdGKnyhvYgmAIuI0S9bRXSfYIM2iXlVB9VlqVqbVsGB29U7MQiKYco4zBF9YfvVcP79JzlCgdR+wKlNXKclBnarNwn2ef7t/f3zXkrhYJbe40I0vecxmtNz+5I021X0Y0qxqrs9JoqY/pD2R8g/XYRk4ppO01LAxf1h6YvbG/oNHAVbUjMSolU8IbB8skpoJ+vnaKalB4Tk7DrHp5z+LD0ZmRCHZloSmtsfgCZ/oY7S8O1lGxUZdCY5Bl1nrkoOG7YtjzcQ+OwliikmSdhUtLo6LxmpIEbbdjRBFPAF5o2XIZan/PLSjqRyXMQkvlywIk+SNQXkFDdFtv6oc3KdzS81aA27LbSmHVrn12YNuRR0+EVHFTQcLKp3n12CVOK907T0sCNNvRhjEpZVIQojWTdygYCZiUhqklpjbMFTWr0kO/v6rB+DR+fOckhfcBvurGMS9eyYDFqMfBS13kmpa9tVHRlmGkZZk66s7OwgnWqVM1K1O+pHomJJBTTvoAIZmWSmDpEHU8GVfRojEZCUpDyDEKeII0yYk7MySBHph2kAibfe064auNFUw5xxGe3nUXRnRegw6n5cxOZljRBc5LAMikzsFEO2J3EtBQZlkEBKmLYdqQEKR0hMZQqcs1KGuV6U/X1VQzLpkRWmjpECwNdbShZt7IBjlkZ2aScYGee2Pv82lDH0CPQ5iQPO2D+iYxL37ZBc5IgoW1o0zHsHMPMSXd6pqH+p7JZibph2dsjXk+nFqWuWZkkRht2PBmroj1hn4w2pLUCTTO14ep0pUEb7quGayNeNCXPmOy2s5h1Ssz1WKZl3nKYg7lBc9LbP8OkZGlDYlqKDMs4tCFrEJv+LbDULkqZlar1KElkpYph2ZTISqMNfSxqo9I9eCj0/SolQNMjy9kr2TYgCsMNMyuD0ZQ0wchKDZOSZ0w2MDvnmx0w9V6jUUebl8FoSqE5SYQiZwZC2rgMmpYyM6HLmJRBiGnpTk7CWXOEOHKSwq1U2GYlEG5YBkfMRWaljklJmJuDMzkFe+kQdxV3vJm1NiXEKBZXB9wujKTFP7Z76jpitKr/2CCpPjoj6EFBqiNEeQKUptvKoOj6+7dhm29cZgIjnzxzUhbatATDuOSZk1FgRVnKCNC8xc8XEpmVrB8eIrMyyo+PVekZvFUJ//E/lGpmLSJRf2j6wlbhjoVrAaIN08uX8VeS0YZhZmVYnfSAWallUnKMySDuzCwsSqOwjDra2AtGUwrNyWK97Tn29542LoOmJdeYpNEYgPWiLCengKOPUEsRZ0xWRNLAQw3LoDYUmZUyJiVvkqK5ApyJKdjL+NrQaWqtTaMN25WRlPg7RjTJOxV9bdKp2nBFim9cButURq0XHtw+aFzyzEkCL5IyDFaUpYw2DDuWSBvqZDRFmTRnVXoOb1XCA3uWNrVOpdGGNIvaqAyjGhgld+qizh7QnEk6YmSljEnpjgWM13IlNE3IQ7Juks+8nCsAfY0Rn3GQPjDlE2GiGRp1TMog9mu/ArrF0Y3urET0BC+6kpfWwzMrZU3KgBh1AttV3n4XKZnIzaQxo+YdSw91iw3aNXE07uiLLtYIuow4GbRLGKvmhEJ0iFGL0WaMOvPIWekGQUpDG5f9dhemHXmR1G1n68fI+KIqucdKZdFl1X7EF90ypl1BmniEWRJ7rSx666rgkCCKVAaddB8WUQzKAeq+en9mFjPt0sWYUfOOhNaGlf0HYNfTYm0ZrcUiSmTl0iVSJmWwXqJbKsGW0G+uZL11n5GXwECKt+uDE34NJopUjCNL5PVfSUU3uhJp29zoSt62PLNSc1ZvZyKgDd8ZhZ10yR8ZjDbsWOiB06FU7Vk7FnEwO6gNedGUNLLaUMaQDEOkDWnjUlcbBqMqeSyzM+i1a9/folvGhJOcmdZrZfGBJmhD3u8AXlRlFINykLqvjskUMdUutR+NNvRhjEpFIhmWwbqVYdGUNJPTcItNcPMDUZVcVMUfvb7sMSisKb856PZRo/sRTUp3cn60352dhSVhVkpBzErbqtWTEIlY2qzUjKIMGpQ01ZnZ1puV1SrgCh5wMTwADfHSw/H3ohqWurWJhlJFDNrypiOBrqXIo9vSO5deO68kSFUgJiXq5iZN0LSMalKqQEdTij7b4Ah62A+PYFSlrkk5wBG8PRbaw6wU9YemL+woyPNXy7AM1q0Mi6aksA4ekjYToxCMquSuN1uLvrJk0pZBRVOS/3OiKrkEdRV9XJFOdV1+xCGJpiT/n56RPycBnllpWbU2iLQhbVbGZFD63psrtN6sNNqwI+Fld0Q1LKNowyGNgZJuK4NZwaCxrjZMEmJSoq4NB6hTD5qWOtGU3nEUtSF9LLpOJQvZMkFgmJU6JuVgiPbss+32MCuNNvRhjEoGwWhKFrRh6YxL1N0ZpIxNjehKd2YOVo+CwVc3Qd3JKVi6I/0ipqaTiaoMirHA5+UzLm39H+a0SSm1vkw0Jc2hCTgqxdEnJoEqu5O0B/jXMMygdJo0a6MUZtS842CZlHnLQoG6TkHDcqnEDH8H68KECFLVVI8cUihC/mGtI9JEI+eoj5irQEbM548hF1XJgxaQOSsTq1m6xM7jUIz7G0m5VMpKuNFMZvQsc/qDcYe/Pc+gpGkLs9KMmnccUtqQMiydSbGxZNO1yDWiK52ZWdgKg5Bu3RR1pqaloiql9zs7nyIap7HnP0Zg0LpchpWhDARab6WiaEO1wWKZaErf+ofG4aoM+E9N1368MggLmgg1KKPMQB83Rht2HCyTMm/ZKLjz+i9oWA7Z4ms4Vn+2E20oE03pb4N4QJpGx4BU0Yayg9hBbSgbVcljwPYPcCc1kB5EP72c3Bvh/TbRd2WX/TtjIuTnR5hJSWgLs9JoQx/GqAwgI0RpHMk6P0Ez0x6qpX+4ghFSl4q6VDYrZQiKFVHEYxypNBpRlVw0zdI4TEpmncoIuMUirDT7oRkmOCEZXdbyqEqHNirC1jF0IsSwFJlQaDAzHcy44vo60BRB9DaqIjaMoEmZRFQlHU1JCDM3ddsQJZoyKWqp+uz+YDDkB09JsgtpuVkp6g9NX9hWKGtDSbMraGaSQUnRIKdbmu8DVM1KGYKRmrJRlUmhMlDsRXZqacMYTEpGncooOIUibM7+Qn+DWHKRSi2PqjTasKNQrZNNDEsZbeg3M6uYciGVQaOnDTO+/4uiKmVphjakoykJzdKGcQ9iq8Ka/IcwEHJryl7dlpuVRhv6SK6YTAcSJkSdEIPOKap/Yd2paaFJydxuRqJ4eCClXFV4cWF9BqJzUDU2eftjpTeRz0IzHYaFctSkiIpapJhbUXtQqt57qj+2YoWMEokWQ1vAS/kOo8+2kQlJp2PRbaW0TMooac7s/TcOEuQipMtEhWVSysASsIQM45HfLJNS5Xqp1BOlCbv3soz3dO7x2DB9YccQqg1DshZUn89OqQRnekbJpPS2lXi2u4GBaScm7URHU3qviaIMWeWMNEocuSFp8joam7svxahJ4f4kSz+R+8uRLRVFtlOMmAz7jZM4RhsuePqstLJ2SFmWlkkZ90Bqu6V9h2k83e3i0Ia66eUq14vVzqjHyDMGdJKYtFIa0xf6MEZlHV0Dx6kbWyqC1CmVpI4nK2R8qGzDEzIM0dkUoohKhW0TT/mu45AZtSXMSroGqbJZOad2vVpmVroyHXBrmmbw0ywDp1tSoPAEkMj8Ym0Xh4jlpXyHCcFgag8hWHdShuA2wb9lhayqEA1D5nOVMStpkzInGREEgUnZlgj7w1Y30IAo2rD+XFY2KxMyjIImZei6Tah7qUKUAWQVszLplG+CTEkA5naqZmWb3HtCjDbsGJpl4HRbaSm9wNOGIj3CMh9VDEneIHac2pD3eni72k8byhiYMvqRNilVTNFmZADFitGGPhLrcT7/+c9jw4YN6O7uxuCgYGa+Oq7r4qabbsJhhx2Grq4ubNy4Eb/4xS+SamJknIB4khEF9ChnmAAOMymloiqD20SNqgwTMDwhGLaNjhlKi2fWZyAhSFVNSl08k1IC1kRJMmYlfb+xzMqwSI+WmJXVqtxiaCkyJmWeYQrRAlbGNOoOTMYSNypCpt1GzHWjKWl0R91plgT2oXud6GsR9uODFUkpY1bS91uP4g+plkVVmr5wwRJ8HqtqwzDDiBVN6W2n8VxXiap0GftnRVN67/GMvLDIyYhRlczoTiltGFPmkQDapBQFI7A0nIxZ6buXGPdeWLRlS8xKow07AhmTkhmdFii/I0JWL+iiovfaTRvGoeuS0Ia60ZR99vznG3ZvsCIpVQ3QPsU2tiyq0vSFPhK7CqVSCR/72Mfw6U9/WnqbL37xi7jnnntw//33Y9euXejp6cGmTZtQKCT74GyWaSObiiETSck0K+OIpmwVcaXohOxH1qSkR+9FI/mubGo3Zz3d2dyZ4rPdIytNek/bo2vasB7oqhFuPJEiEiM6QlbFcAuOnIsm0GGJQNHIeJSoyrBtwwRpnCPmYbCun+o1U4msRKeYlaYvbHvaThuGmJTevlhm4iKNpvTth6UN698xWZOSNl6F0ZQMPc6KpOTpfd2JEOOYJKfpZqXRhm2PrmnDModUBzx5ekGkDXUGVqNEVSahDaNEVba7NqRNSoLqNVM1SDvCrDR9oY/ErsCtt96Kq6++GieccILU+q7r4u6778YNN9yAc889FyeeeCIefvhhvPPOO3jyySeTambklO+G1zkj5zzxEJsQljE3VUaM6VFpGdESFIEy20SNqpRtS5PhRlMGzEqRScmLqtSpidoWGDG6IAl7kPPMSl7Kd1CkyIqQoJDVHd1tB+KIpqRhCVIdIaon+uWvg6guJc+s5N1jtFnJqk/ZsH6zzUrTF7Y1UVO+G15X1IZxmUUyJqVuVGVYNKW3TtDQkxmcjblWpbdOi7Uhj6BZKTIpeVGV3Hup3TWj0YYLkjBTSHVgWlfjNWrKxR1NKdqfjjbU0dssk5KHqC6lavq/P8JXbIM13aw0faGPtqlR+frrr2N0dBQbN270XhsYGMC6deuwc+fORI6pPItjXTjyTEpvvYAoEI1w0u1QqUupkwKeKLoiUHU7mfOemvbtVyflW2ckX5jyHXFyHZHgbOuoSseVWwwtoV3qUhJxoSp+iJBVFbAyYpSMnItGzAlxC0oespGYdHtUhWgwxScMWhiqRMImMXkO2j2y0vSFbYuyNiQTngiev6rakDYrZaIpve1aOWlejKhqMCnjNKA3dVK+dWpTiupSqtakD5qVwnupnetVGm3Y1jSzLmUYqhqPoKL1VNaD0YbS69LXTGRS0joyiclz0O6RlaYv9NE2YSejo6MAgBUrVvheX7Fihfcei2KxiCI1+jqZcA1CkUnprVcswM7Jf4mrM7Ows+ojGe7MHKysfKfqTk7ByktG7MzOAZ02QUGQqWmgrzfRQ7iVCqx0OnJdSv7+y7DS8tfYmZsDFFIlqzOzSPV0S6+vi+tU4brhtTVE7xvC0e0P40z5DpKxLJTrI4Cyk+csBHrtPKadgnTqTs7KwE5w7JC0p+hWlGczT6oYeQ4plOHIr2/ZKLq19ZOaPKfHAmaaoANF/aHpC6PRdG0oOUioqg2duQKslPr3z5mZhZWR/547U9OwJDWoOzOrpA3d6RlYvT3S6yeNOzUNK2FdSKMyeY5KyrdTrsBWucbFgpI2dOYKsLuSN1aMNkwe3f4wzpTvIHkrhUL9unZyFowqqtqw2862rTZM6rrlrRSqCpGD3VYas27F2zYJ+mwbU468XtXFaEM/SnfYtm3b8IUvfCF0nVdeeQVr166N2i5p7rjjDtx6661a2z5dfTz29hgMBg6uC+F0ZYsspD1udPvDlYe/k0h72h2Vn85y4+V++jW2SRLd9sSbjN5chlvdAB6i/tD0hZEw2tBg6BCMNkwc3f5weOXbibSn2agOk6joPaMNkz1GUvuXm+bZT1P0pNGGPpQs+muvvRavvPJK6LJ69WqthoyMjAAA9u3b53t937593nssrr/+ekxMTHjLW2+9pXV8g8GQMI4jtxi0Mf2hwdAhmL4wUUxfaDB0CEYbJo7pDw2GDsH0hT6UIiqHh4cxPJyMn3z00UdjZGQEO3bswMknnwzUQ9N37doVOnN4LpdDLtfJ8R4GwyLBjJonjukPDYYOwYyaJ4rpCw2GDsFow8Qx/aHB0CEYbegjsaIHb775Jl588UW8+eabqFarePHFF/Hiiy9ienq+VsvatWvxxBNPAAAsy8JVV12Fz33uc3jqqafw0ksv4eKLL8bKlSuxZcuWpJppMBiahOs4UovBYDAsdExfaDAYDEYbGgwGA8H0hX4SMypvuukmnHLKKbj55psxPT2NU045Baeccgqef/55b509e/ZgYmJ+ApLrrrsOn/nMZ3DllVfiv/yX/4Lp6Wls374d+XxzZskyGAwJUnXkFoPBYFjomL7QYDAYWq4Nx8bGcNFFF6G/vx+Dg4O4/PLLfUE1LEZHR/GJT3wCIyMj6OnpwamnnopvfvObibXRYDAsEow29JHYNFsPPvggHnzwwdB13ED4qmVZuO2223Dbbbcl1SyDwdAqXBcQzfC7yELaDQbDIkXUH5q+0GAwLAZarA0vuugivPvuu3j66adRLpdx2WWX4corr8Sjjz7K3ebiiy/G+Pg4nnrqKSxbtgyPPvoozj//fDz//PM45ZRTEmurwWBY4Bht6CO5+e4NBoOBwnVcqcVgMBgWOqYvNBgMhtZqw1deeQXbt2/HV7/6Vaxbtw5nnnkm7r33Xjz22GN45513uNv96Ec/wmc+8xmcccYZWL16NW644QYMDg5i9+7dibTTYDAsDow29GOMSoPB0BxcR24xGAyGhY7pCw0Gg0FJG05OTvqWYrEY6dA7d+7E4OAgTj/9dO+1jRs3wrZt7Nq1i7vdhg0b8Pjjj2NsbAyO4+Cxxx5DoVDAWWedFak9BoNhkWO0oY/EUr9bBUknn5ycbHVTDIYFB/leBcs2yFCuFuCiGrpOBWXtthkaMf2hwZAMUfpCSPSHpi+MF9MXGgzJ0SxtuGrVKt/rN998M2655RblYxJGR0exfPly32vpdBpDQ0MYHR3lbvf1r38dF1xwAZYuXYp0Oo3u7m488cQTWLNmjXZbmonpDw2GZDDaMF4WnFE5NTUFMB5mBoMhPqampjAwMCC1bjabxcjICH4w+h2p9UdGRpDNZiO20ADTHxoMiaPSF0KxPzR9YXyYvtBgSJ6kteG///u/+yZYzeVyzHW3bduGL3zhC6H7e+WVV6SOy+LGG2/E+Pg4vve972HZsmV48skncf755+Pf/u3fcMIJJ2jvt1mY/tBgSBajDePBcnUt3zbFcRy888476Ovrg2VZ3PUmJyexatUqvPXWW+jv729qG+PCnEN7sJjOwXVdTE1NYeXKlbBt+coRhUIBpVJJat1sNusTogZ9TH/YWZhzaA9kzkG3L4RCf2j6wvgwfWFnYc6hPehUbfjee+/h4MGDoeusXr0af/d3f4drr70Whw4d8l6vVCrI5/P4xje+gd/5nd9p2G7v3r1Ys2YNXn75ZXzwgx/0Xt+4cSPWrFmD+++/X6qNrcT0h52FOYf2wGjD5rPgIipt28YRRxwhvX5/f3/HfmEI5hzag8VyDiojRIR8Pr9oOtV2wvSHnYk5h/ZAdA46fSFMf9gSTF/YmZhzaA86TRsODw9jeHhYuN769esxPj6O3bt347TTTgMAPPPMM3AcB+vWrWNuMzs7C9T7FJpUKgXH6Yz6caY/7EzMObQHRhs2DzOZjsFgMBgMBoPBYDAYFg3HHXccNm/ejCuuuALPPfccfvjDH2Lr1q248MILsXLlSgDA22+/jbVr1+K5554DAKxduxZr1qzBpz71KTz33HPYu3cvvvSlL+Hpp5/Gli1bWnxGBoPBsHAwRqXBYDAYDAaDwWAwGBYVjzzyCNauXYuzzz4b55xzDs4880z89V//tfd+uVzGnj17vEjKTCaD73znOxgeHsZHP/pRnHjiiXj44Yfx0EMP4ZxzzmnhmRgMBsPCYsGlfsuSy+Vw8803cwsxdwLmHNoDcw6GTmchXH9zDu2BOQdDJ7MQrr05h/bAnENnMDQ0hEcffZT7/lFHHdUwg+8xxxyDb37zm01oXWtZCNffnEN7YM7BoMOCm0zHYDAYDAaDwWAwGAwGg8FgMHQeJvXbYDAYDAaDwWAwGAwGg8FgMLQcY1QaDAaDwWAwGAwGg8FgMBgMhpZjjEqDwWAwGAwGg8FgMBgMBoPB0HKMUWkwGAwGg8FgMBgMBoPBYDAYWs6iMio///nPY8OGDeju7sbg4KDUNq7r4qabbsJhhx2Grq4ubNy4Eb/4xS8SbyuPsbExXHTRRejv78fg4CAuv/xyTE9Ph25z1llnwbIs3/IHf/AHTWvzfffdh6OOOgr5fB7r1q3Dc889F7r+N77xDaxduxb5fB4nnHACvvOd7zStrTxUzuHBBx9s+Lzz+XxT2xvkX//1X/HRj34UK1euhGVZePLJJ4XbPPvsszj11FORy+WwZs0aPPjgg01pqyF5TF/Ymr4Qpj9seX9o+kJDENMfGm2oSyf3hTD9oSGA6QuNNoxCJ/eHpi9sTxaVUVkqlfCxj30Mn/70p6W3+eIXv4h77rkH999/P3bt2oWenh5s2rQJhUIh0bbyuOiii/Czn/0MTz/9NP75n/8Z//qv/4orr7xSuN0VV1yBd99911u++MUvNqW9jz/+OK655hrcfPPN+MlPfoKTTjoJmzZtwv79+5nr/+hHP8LHP/5xXH755XjhhRewZcsWbNmyBS+//HJT2stC9RwAoL+/3/d5v/HGG01tc5CZmRmcdNJJuO+++6TWf/311/GRj3wEv/mbv4kXX3wRV111FT75yU/iu9/9buJtNSSP6Qub3xfC9Idt0R+avtAQxPSHRhvq0Ol9IUx/aAhg+kKjDXXp9P7Q9IVtirsI+du//Vt3YGBAuJ7jOO7IyIj753/+595r4+Pjbi6Xc//+7/8+4VY28vOf/9wF4P74xz/2Xvs//+f/uJZluW+//TZ3uw996EPuH/3RHzWplX7OOOMM93/9r//l/V2tVt2VK1e6d9xxB3P9888/3/3IRz7ie23dunXupz71qcTbykP1HGTvr1YBwH3iiSdC17nuuuvcD37wg77XLrjgAnfTpk0Jt87QTExf2FxMf9hemL7QQGP6w+Zh+sL2w/SHBoLpC5uL6Q/bC9MXtg+LKqJSlddffx2jo6PYuHGj99rAwADWrVuHnTt3Nr09O3fuxODgIE4//XTvtY0bN8K2bezatSt020ceeQTLli3Dr/3ar+H666/H7Oxs4u0tlUrYvXu37/OzbRsbN27kfn47d+70rQ8AmzZtasnnDc1zAIDp6WkceeSRWLVqFc4991z87Gc/a1KL46HdroOhtZi+MDqmP+zM/rDdroGh9Zj+MBqmL+zMvhBteB0MrcX0hdEx/WFn9oftdg0WKulWN6CdGR0dBQCsWLHC9/qKFSu895rdnuXLl/teS6fTGBoaCm3P7/3e7+HII4/EypUr8dOf/hR//Md/jD179uBb3/pWou09cOAAqtUq8/N79dVXmduMjo62zecNzXM49thj8cADD+DEE0/ExMQE7rzzTmzYsAE/+9nPcMQRRzSp5dHgXYfJyUnMzc2hq6urZW0zNB/TF0bH9Ied2R+avtAQxPSH0TB9YWf2hTD9oSGA6QujY/rDzuwPTV/YHDo+onLbtm0NxViDC+9L0i4kfQ5XXnklNm3ahBNOOAEXXXQRHn74YTzxxBPYu3dvrOdhqLF+/XpcfPHFOPnkk/GhD30I3/rWtzA8PIy/+qu/anXTDAsY0xeKMX1h8zH9oaEVmP5QjOkPm4vpCw2twPSFYkxf2HxMf2iQoeMjKq+99lpceumloeusXr1aa98jIyMAgH379uGwww7zXt+3bx9OPvlkrX2ykD2HkZGRhqK0lUoFY2NjXltlWLduHQDgtddew/vf/37NVotZtmwZUqkU9u3b53t937593PaOjIworZ80OucQJJPJ4JRTTsFrr72WUCvjh3cd+vv7zShRm2L6wvbtC2H6Q49O6w9NX9iZmP6wfftD0xfW6LS+EKY/7EhMX9i+fSFMf+jRaf2h6QubQ8cblcPDwxgeHk5k30cffTRGRkawY8cOr8OdnJzErl27lGZEEyF7DuvXr8f4+Dh2796N0047DQDwzDPPwHEcr1OV4cUXXwQA30MlCbLZLE477TTs2LEDW7ZsAQA4joMdO3Zg69atzG3Wr1+PHTt24KqrrvJee/rpp7F+/fpE28pD5xyCVKtVvPTSSzjnnHMSbm18rF+/Ht/5znd8r7XyOhjEmL6wfftCmP7Qo9P6Q9MXdiamP2zf/tD0hTU6rS+E6Q87EtMXtm9fCNMfenRaf2j6wibR6tl8mskbb7zhvvDCC+6tt97q9vb2ui+88IL7wgsvuFNTU946xx57rPutb33L+/vP/uzP3MHBQfcf//Ef3Z/+9Kfuueee6x599NHu3NxcS85h8+bN7imnnOLu2rXL/cEPfuAec8wx7sc//nHv/V/96lfuscce6+7atct1Xdd97bXX3Ntuu819/vnn3ddff939x3/8R3f16tXub/zGbzSlvY899piby+XcBx980P35z3/uXnnlle7g4KA7Ojrquq7rfuITn3C3bdvmrf/DH/7QTafT7p133um+8sor7s033+xmMhn3pZdeakp74ziHW2+91f3ud7/r7t271929e7d74YUXuvl83v3Zz37WsnOYmpry7ncA7pe//GX3hRdecN944w3XdV1327Zt7ic+8Qlv/V/+8pdud3e3+9nPftZ95ZVX3Pvuu89NpVLu9u3bW3YOhvgwfWHz+0LX9Idt0R+avtAQxPSHRhs24xzarS90TX9oCGD6QqMNm3UO7dYfmr6wPVlURuUll1ziAmhYvv/973vrAHD/9m//1vvbcRz3xhtvdFesWOHmcjn37LPPdvfs2dOiM3DdgwcPuh//+Mfd3t5et7+/373ssst8D5DXX3/dd05vvvmm+xu/8Rvu0NCQm8vl3DVr1rif/exn3YmJiaa1+d5773Xf9773udls1j3jjDPc//f//p/33oc+9CH3kksu8a3/9a9/3f3ABz7gZrNZ94Mf/KD77W9/u2lt5aFyDldddZW37ooVK9xzzjnH/clPftKiltf4/ve/z7z3SbsvueQS90Mf+lDDNieffLKbzWbd1atX+74Xhs7G9IWt6Qtd0x+2vD80faEhiOkPjTbUpZP7Qtf0h4YApi802jAKndwfmr6wPbHcWqdjMBgMBoPBYDAYDAaDwWAwGAwto+Nn/TYYDAaDwWAwGAwGg8FgMBgMnY8xKg0Gg8FgMBgMBoPBYDAYDAZDyzFGpcFgMBgMBoPBYDAYDAaDwWBoOcaoNBgMBoPBYDAYDAaDwWAwGAwtxxiVBoPBYDAYDAaDwWAwGAwGg6HlGKPSYDAYDAaDwWAwGAwGg8FgMLQcY1QaDAaDwWAwGAwGg8FgMBgMhpZjjEqDwWAwGAwGg8FgMBgMBoPB0HKMUWkwGAwGg8FgMBgMBoPBYDAYWo4xKg0Gg8FgMBgMBoPBYDAYDAZDyzFGpcFgMBgMBoPBYDAYDAaDwWBoOcaoNBgMBoPBYDAYDAaDwWAwGAwt5/8DAoKeUXksStgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=2, ncols=4, figsize=(16, 6), sharey=True, sharex=True)\n", + "ax = ax.flatten()\n", + "for i in range(8):\n", + " ax[i].triplot(triang, 'b-', lw=0.1)\n", + " cm = ax[i].tripcolor(triang, snapshots[i])\n", + " fig.colorbar(cm, ax=ax[i])\n", + " ax[i].set_title(r'($\\mu_0={:5.2f}, \\mu_1={:5.2f})$'.format(*param[i]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train Reduced Order Model\n", + "Define the POD reduction and ANN approximation architecture, then fit the ROM. `%%capture` is used to hide the training epoch logs." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2026-03-29T20:21:49.690545Z", + "iopub.status.busy": "2026-03-29T20:21:49.690347Z", + "iopub.status.idle": "2026-03-29T20:21:55.358871Z", + "shell.execute_reply": "2026-03-29T20:21:55.357462Z" + } + }, + "outputs": [], + "source": [ + "from IPython.utils import io\n", + "\n", + "with io.capture_output(stdout=True, stderr=False) as captured:\n", + " db = Database(param, snapshots)\n", + " n_snapshots = len(snapshots)\n", + " pod = POD('svd', rank = n_snapshots - 1)\n", + "\n", + " layers = [10, 5]\n", + " activation_func = nn.Tanh()\n", + " stop_criteria = [20000, 1e-5]\n", + "\n", + " ann = ANN(layers, activation_func, stop_criteria)\n", + " rom = ROM(db, pod, ann)\n", + " rom.fit()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model Prediction\n", + "Query the trained ROM to predict the solution for a new, unseen parameter set." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2026-03-29T20:21:55.361592Z", + "iopub.status.busy": "2026-03-29T20:21:55.360947Z", + "iopub.status.idle": "2026-03-29T20:21:55.706302Z", + "shell.execute_reply": "2026-03-29T20:21:55.705533Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "new_mu = [8, 1]\n", + "pred_sol = rom.predict(new_mu)\n", + "\n", + "plt.figure(figsize=(7, 5))\n", + "plt.triplot(triang, 'b-', lw=0.1)\n", + "plt.tripcolor(triang, *pred_sol)\n", + "plt.colorbar();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Error Approximation\n", + "Calculate the Leave-One-Out (LOO) error to validate model accuracy across the parameter space." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2026-03-29T20:21:55.708036Z", + "iopub.status.busy": "2026-03-29T20:21:55.707770Z", + "iopub.status.idle": "2026-03-29T20:21:56.660606Z", + "shell.execute_reply": "2026-03-29T20:21:56.659882Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating Leave-One-Out errors...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameters: [ 0.5 -0.2] | LOO Error: 2.3828e-03\n", + "Parameters: [8.6 0.1] | LOO Error: 1.3258e-02\n", + "Parameters: [5.3 0.8] | LOO Error: 1.5617e-02\n", + "Parameters: [9.4 0.1] | LOO Error: 1.3369e-02\n", + "Parameters: [ 7.3 -0.8] | LOO Error: 2.0433e-03\n", + "Parameters: [0.2 0.8] | LOO Error: 2.1795e-02\n", + "Parameters: [ 3.5 -0.5] | LOO Error: 1.1100e-03\n", + "Parameters: [0.3 0.6] | LOO Error: 2.7223e-02\n" + ] + } + ], + "source": [ + "from IPython.utils import io\n", + "\n", + "print(\"Calculating Leave-One-Out errors...\")\n", + "\n", + "with io.capture_output() as captured:\n", + " errors = rom.loo_error()\n", + "\n", + "for pt, error in zip(rom.database.parameters_matrix, errors):\n", + " print(f\"Parameters: {pt} | LOO Error: {error:.4e}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparative Analysis\n", + "We compare the performance of the ANN-based model and the traditional Radial Basis Function (RBF) approach.\n", + "To have a fair comparision, we use same POD rank `n_snapshots - 1` for both models. The comparison is based on the Leave-One-Out (`LOO`) L2 relative error." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2026-03-29T20:21:56.662169Z", + "iopub.status.busy": "2026-03-29T20:21:56.662009Z", + "iopub.status.idle": "2026-03-29T20:21:57.823994Z", + "shell.execute_reply": "2026-03-29T20:21:57.823326Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean LOO Error (ANN): 1.21e-02\n", + "Mean LOO Error (RBF): 4.45e-01\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from ezyrb import RBF\n", + "from IPython.utils import io\n", + "\n", + "pod_rbf = POD('svd', rank=n_snapshots - 1)\n", + "rbf = RBF()\n", + "\n", + "with io.capture_output() as captured:\n", + " rom_rbf = ROM(db, pod_rbf, rbf).fit()\n", + " error_ann = rom.loo_error()\n", + " error_rbf = rom_rbf.loo_error()\n", + "\n", + "print(f\"Mean LOO Error (ANN): {np.mean(error_ann):.2e}\")\n", + "print(f\"Mean LOO Error (RBF): {np.mean(error_rbf):.2e}\")\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(error_ann, 'ro-', label='ANN Error')\n", + "plt.plot(error_rbf, 'bs--', label='RBF Error')\n", + "plt.xlabel('Snapshot Index')\n", + "plt.ylabel(r'Relative $L^2-$ Error')\n", + "plt.title('Error Comparison: ANN vs RBF')\n", + "plt.yscale('log')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 935546529eb42c00694a643b62502ed2c4e05099 Mon Sep 17 00:00:00 2001 From: kshitij-maths Date: Wed, 1 Apr 2026 23:56:20 +0200 Subject: [PATCH 2/3] docs(tutorials): rename tutorial-5 and switch to SISSA mathLab Hugging Face datasets --- tutorials/README.md | 2 +- tutorials/tutorial-1-ann.ipynb | 418 ------------------------------ tutorials/tutorial-5.ipynb | 449 +++++++++++++++++++++++++++++++++ 3 files changed, 450 insertions(+), 419 deletions(-) delete mode 100644 tutorials/tutorial-1-ann.ipynb create mode 100644 tutorials/tutorial-5.ipynb diff --git a/tutorials/README.md b/tutorials/README.md index 360a91f..099fac6 100644 --- a/tutorials/README.md +++ b/tutorials/README.md @@ -11,7 +11,7 @@ In this folder you can find a collection of useful tutorials in order to underst [Tutorial 4](tutorial-4.ipynb) shows the potential of aggregation strategies for ROMs, namely combining different ROM predictions in a multiROM. - +* [Tutorial 5](tutorial-5.ipynb): Comparing ANN and RBF Reduced Order Models on a thermal dataset. #### More to come... We plan to add more tutorials but the time is often against us. If you want to contribute with a notebook on a feature not covered yet we will be very happy and give you support on editing! diff --git a/tutorials/tutorial-1-ann.ipynb b/tutorials/tutorial-1-ann.ipynb deleted file mode 100644 index 592e462..0000000 --- a/tutorials/tutorial-1-ann.ipynb +++ /dev/null @@ -1,418 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Build and query a simple reduced order model using ANN\n", - "\n", - "In this tutorial we will show the typical workflow for the construction of the Reduced Order Model based only on the outputs of the higher-order model as in [Tutorial 1](tutorial-1.ipynb). Here, we replace the standard Radial Basis Function (`RBF`) framework used in [Tutorial 1](tutorial-1.ipynb) with an Artificial Neural Network (`ANN`)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Install Dependencies\n", - "Install the necessary libraries for Reduced Order Modeling (`ezyrb`) and data handling (`datasets`)." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2026-03-29T20:21:39.261129Z", - "iopub.status.busy": "2026-03-29T20:21:39.260988Z", - "iopub.status.idle": "2026-03-29T20:21:40.000326Z", - "shell.execute_reply": "2026-03-29T20:21:39.999632Z" - } - }, - "outputs": [], - "source": [ - "%%capture\n", - "%pip install ezyrb datasets --no-cache-dir" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Import Libraries\n", - "Load standard numerical and plotting libraries alongside `ezyrb` components." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2026-03-29T20:21:40.002488Z", - "iopub.status.busy": "2026-03-29T20:21:40.002299Z", - "iopub.status.idle": "2026-03-29T20:21:43.015632Z", - "shell.execute_reply": "2026-03-29T20:21:43.014374Z" - } - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.tri as mtri\n", - "import matplotlib.pyplot as plt\n", - "import torch.nn as nn\n", - "import logging\n", - "from datasets import load_dataset\n", - "from ezyrb import POD, ANN, Database\n", - "from ezyrb import ReducedOrderModel as ROM\n", - "\n", - "# Suppress unnecessary warnings and logging\n", - "logging.getLogger(\"datasets\").setLevel(logging.ERROR)\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Offline phase\n", - "Extract snapshots (high-fidelity solutions) and parameters from the dataset. We use `%%capture` here to avoid unauthenticated request warnings." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2026-03-29T20:21:43.018521Z", - "iopub.status.busy": "2026-03-29T20:21:43.018146Z", - "iopub.status.idle": "2026-03-29T20:21:48.494010Z", - "shell.execute_reply": "2026-03-29T20:21:48.493130Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(8, 304) (8, 2)\n" - ] - } - ], - "source": [ - "from IPython.utils import io\n", - "\n", - "with io.capture_output(stdout=True, stderr=False) as captured:\n", - " data_path = \"kshitij-pandey/termal_dataset\"\n", - " snapshots_hf = load_dataset(data_path, \"snapshots\", split=\"train\")\n", - " param_hf = load_dataset(data_path, \"params\", split=\"train\")\n", - " triangles_hf = load_dataset(data_path, \"triangles\", split=\"train\")\n", - " coords_hf = load_dataset(data_path, \"coords\", split=\"train\")\n", - "\n", - " def hf_to_numpy(ds):\n", - " return ds.to_pandas().to_numpy()\n", - "\n", - " snapshots = hf_to_numpy(snapshots_hf)\n", - " param = hf_to_numpy(param_hf)\n", - " triangles = hf_to_numpy(triangles_hf)\n", - " coords = hf_to_numpy(coords_hf)\n", - "\n", - "print(snapshots.shape, param.shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Create Mesh Triangulation\n", - "Set up the triangulation object using the coordinates and connectivity for visualization." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2026-03-29T20:21:48.496172Z", - "iopub.status.busy": "2026-03-29T20:21:48.495987Z", - "iopub.status.idle": "2026-03-29T20:21:48.500467Z", - "shell.execute_reply": "2026-03-29T20:21:48.499638Z" - } - }, - "outputs": [], - "source": [ - "x, y = coords\n", - "from matplotlib.tri import Triangulation\n", - "triang = Triangulation(x, y, triangles)\n", - "triang = triang" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Visualize Snapshots\n", - "Plot the high-fidelity snapshots corresponding to different parameter values." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2026-03-29T20:21:48.501970Z", - "iopub.status.busy": "2026-03-29T20:21:48.501795Z", - "iopub.status.idle": "2026-03-29T20:21:49.688305Z", - "shell.execute_reply": "2026-03-29T20:21:49.687093Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(nrows=2, ncols=4, figsize=(16, 6), sharey=True, sharex=True)\n", - "ax = ax.flatten()\n", - "for i in range(8):\n", - " ax[i].triplot(triang, 'b-', lw=0.1)\n", - " cm = ax[i].tripcolor(triang, snapshots[i])\n", - " fig.colorbar(cm, ax=ax[i])\n", - " ax[i].set_title(r'($\\mu_0={:5.2f}, \\mu_1={:5.2f})$'.format(*param[i]))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Train Reduced Order Model\n", - "Define the POD reduction and ANN approximation architecture, then fit the ROM. `%%capture` is used to hide the training epoch logs." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2026-03-29T20:21:49.690545Z", - "iopub.status.busy": "2026-03-29T20:21:49.690347Z", - "iopub.status.idle": "2026-03-29T20:21:55.358871Z", - "shell.execute_reply": "2026-03-29T20:21:55.357462Z" - } - }, - "outputs": [], - "source": [ - "from IPython.utils import io\n", - "\n", - "with io.capture_output(stdout=True, stderr=False) as captured:\n", - " db = Database(param, snapshots)\n", - " n_snapshots = len(snapshots)\n", - " pod = POD('svd', rank = n_snapshots - 1)\n", - "\n", - " layers = [10, 5]\n", - " activation_func = nn.Tanh()\n", - " stop_criteria = [20000, 1e-5]\n", - "\n", - " ann = ANN(layers, activation_func, stop_criteria)\n", - " rom = ROM(db, pod, ann)\n", - " rom.fit()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Model Prediction\n", - "Query the trained ROM to predict the solution for a new, unseen parameter set." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2026-03-29T20:21:55.361592Z", - "iopub.status.busy": "2026-03-29T20:21:55.360947Z", - "iopub.status.idle": "2026-03-29T20:21:55.706302Z", - "shell.execute_reply": "2026-03-29T20:21:55.705533Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "new_mu = [8, 1]\n", - "pred_sol = rom.predict(new_mu)\n", - "\n", - "plt.figure(figsize=(7, 5))\n", - "plt.triplot(triang, 'b-', lw=0.1)\n", - "plt.tripcolor(triang, *pred_sol)\n", - "plt.colorbar();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Error Approximation\n", - "Calculate the Leave-One-Out (LOO) error to validate model accuracy across the parameter space." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2026-03-29T20:21:55.708036Z", - "iopub.status.busy": "2026-03-29T20:21:55.707770Z", - "iopub.status.idle": "2026-03-29T20:21:56.660606Z", - "shell.execute_reply": "2026-03-29T20:21:56.659882Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Calculating Leave-One-Out errors...\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Parameters: [ 0.5 -0.2] | LOO Error: 2.3828e-03\n", - "Parameters: [8.6 0.1] | LOO Error: 1.3258e-02\n", - "Parameters: [5.3 0.8] | LOO Error: 1.5617e-02\n", - "Parameters: [9.4 0.1] | LOO Error: 1.3369e-02\n", - "Parameters: [ 7.3 -0.8] | LOO Error: 2.0433e-03\n", - "Parameters: [0.2 0.8] | LOO Error: 2.1795e-02\n", - "Parameters: [ 3.5 -0.5] | LOO Error: 1.1100e-03\n", - "Parameters: [0.3 0.6] | LOO Error: 2.7223e-02\n" - ] - } - ], - "source": [ - "from IPython.utils import io\n", - "\n", - "print(\"Calculating Leave-One-Out errors...\")\n", - "\n", - "with io.capture_output() as captured:\n", - " errors = rom.loo_error()\n", - "\n", - "for pt, error in zip(rom.database.parameters_matrix, errors):\n", - " print(f\"Parameters: {pt} | LOO Error: {error:.4e}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Comparative Analysis\n", - "We compare the performance of the ANN-based model and the traditional Radial Basis Function (RBF) approach.\n", - "To have a fair comparision, we use same POD rank `n_snapshots - 1` for both models. The comparison is based on the Leave-One-Out (`LOO`) L2 relative error." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2026-03-29T20:21:56.662169Z", - "iopub.status.busy": "2026-03-29T20:21:56.662009Z", - "iopub.status.idle": "2026-03-29T20:21:57.823994Z", - "shell.execute_reply": "2026-03-29T20:21:57.823326Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mean LOO Error (ANN): 1.21e-02\n", - "Mean LOO Error (RBF): 4.45e-01\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from ezyrb import RBF\n", - "from IPython.utils import io\n", - "\n", - "pod_rbf = POD('svd', rank=n_snapshots - 1)\n", - "rbf = RBF()\n", - "\n", - "with io.capture_output() as captured:\n", - " rom_rbf = ROM(db, pod_rbf, rbf).fit()\n", - " error_ann = rom.loo_error()\n", - " error_rbf = rom_rbf.loo_error()\n", - "\n", - "print(f\"Mean LOO Error (ANN): {np.mean(error_ann):.2e}\")\n", - "print(f\"Mean LOO Error (RBF): {np.mean(error_rbf):.2e}\")\n", - "\n", - "plt.figure(figsize=(10, 5))\n", - "plt.plot(error_ann, 'ro-', label='ANN Error')\n", - "plt.plot(error_rbf, 'bs--', label='RBF Error')\n", - "plt.xlabel('Snapshot Index')\n", - "plt.ylabel(r'Relative $L^2-$ Error')\n", - "plt.title('Error Comparison: ANN vs RBF')\n", - "plt.yscale('log')\n", - "plt.legend()\n", - "plt.grid(True)\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "python3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.12" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/tutorials/tutorial-5.ipynb b/tutorials/tutorial-5.ipynb new file mode 100644 index 0000000..8716fe0 --- /dev/null +++ b/tutorials/tutorial-5.ipynb @@ -0,0 +1,449 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Build and query a simple reduced order model using ANN\n", + "\n", + "In this tutorial we will show the typical workflow for the construction of the Reduced Order Model based only on the outputs of the higher-order model as in [Tutorial 1](tutorial-1.ipynb). Here, we replace the standard Radial Basis Function (`RBF`) framework used in [Tutorial 1](tutorial-1.ipynb) with an Artificial Neural Network (`ANN`)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Install Dependencies\n", + "Install the necessary libraries for Reduced Order Modeling (`ezyrb`) and data handling (`datasets`)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-01T21:44:29.309693Z", + "iopub.status.busy": "2026-04-01T21:44:29.309534Z", + "iopub.status.idle": "2026-04-01T21:44:30.139685Z", + "shell.execute_reply": "2026-04-01T21:44:30.138862Z" + } + }, + "outputs": [], + "source": [ + "%%capture\n", + "%pip install ezyrb datasets --no-cache-dir" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import Libraries\n", + "Load standard numerical and plotting libraries alongside `ezyrb` components." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-01T21:44:30.142049Z", + "iopub.status.busy": "2026-04-01T21:44:30.141871Z", + "iopub.status.idle": "2026-04-01T21:44:32.495022Z", + "shell.execute_reply": "2026-04-01T21:44:32.494015Z" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.tri as mtri\n", + "import matplotlib.pyplot as plt\n", + "import torch.nn as nn\n", + "import logging\n", + "from datasets import load_dataset\n", + "from ezyrb import POD, ANN, Database\n", + "from ezyrb import ReducedOrderModel as ROM\n", + "\n", + "# Suppress unnecessary warnings and logging\n", + "logging.getLogger(\"datasets\").setLevel(logging.ERROR)\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Offline phase\n", + "Extract snapshots (high-fidelity solutions) and parameters from the dataset. We use `%%capture` here to avoid unauthenticated request warnings." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-01T21:44:32.497835Z", + "iopub.status.busy": "2026-04-01T21:44:32.497536Z", + "iopub.status.idle": "2026-04-01T21:44:35.940654Z", + "shell.execute_reply": "2026-04-01T21:44:35.939880Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Snapshots: (8, 304)\n", + "Parameters: (8, 2)\n", + "Coords: (304, 2)\n", + "Triangles: (542, 3)\n" + ] + } + ], + "source": [ + "from IPython.utils import io\n", + "from datasets import load_dataset\n", + "import numpy as np\n", + "\n", + "with io.capture_output(stdout=True, stderr=False) as captured:\n", + " data_path = \"SISSAmathLab/thermal-block\"\n", + " \n", + " \n", + " snapshots_ds = load_dataset(data_path, \"snapshots\", split=\"default\")\n", + " parameters_ds = load_dataset(data_path, \"parameters\", split=\"default\")\n", + " geometry_ds = load_dataset(data_path, \"geometry\", split=\"default\")\n", + "\n", + " snapshots = np.array([row[\"temperature\"] for row in snapshots_ds])\n", + " \n", + " param = np.array([row[\"conductivity\"] for row in parameters_ds])\n", + " \n", + " geom = geometry_ds[0]\n", + " coords = np.stack([geom['node_coordinates_x'], geom['node_coordinates_y']], axis=1)\n", + " triangles = np.array(geom['connectivity'])\n", + "\n", + "print(f\"Snapshots: {snapshots.shape}\")\n", + "print(f\"Parameters: {param.shape}\")\n", + "print(f\"Coords: {coords.shape}\")\n", + "print(f\"Triangles: {triangles.shape}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create Mesh Triangulation\n", + "Set up the triangulation object using the coordinates and connectivity for visualization." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-01T21:44:35.943822Z", + "iopub.status.busy": "2026-04-01T21:44:35.943617Z", + "iopub.status.idle": "2026-04-01T21:44:35.947476Z", + "shell.execute_reply": "2026-04-01T21:44:35.946640Z" + } + }, + "outputs": [], + "source": [ + "x, y = coords.T \n", + "\n", + "from matplotlib.tri import Triangulation\n", + "triang = Triangulation(x, y, triangles)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize Snapshots\n", + "Plot the high-fidelity snapshots corresponding to different parameter values." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-01T21:44:35.949860Z", + "iopub.status.busy": "2026-04-01T21:44:35.949686Z", + "iopub.status.idle": "2026-04-01T21:44:37.281168Z", + "shell.execute_reply": "2026-04-01T21:44:37.280379Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.tri import Triangulation\n", + "\n", + "x, y = coords.T \n", + "triang = Triangulation(x, y, triangles)\n", + "\n", + "fig, ax = plt.subplots(nrows=2, ncols=4, figsize=(16, 6), sharey=True, sharex=True)\n", + "ax = ax.flatten()\n", + "\n", + "for i in range(8):\n", + " ax[i].triplot(triang, 'b-', lw=0.1)\n", + " cm = ax[i].tripcolor(triang, snapshots[i])\n", + " fig.colorbar(cm, ax=ax[i])\n", + " p0, p1 = param[i]\n", + " ax[i].set_title(r'($\\mu_0={:5.2f}, \\mu_1={:5.2f})$'.format(p0, p1))\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train Reduced Order Model\n", + "Define the POD reduction and ANN approximation architecture, then fit the ROM. `%%capture` is used to hide the training epoch logs." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-01T21:44:37.285009Z", + "iopub.status.busy": "2026-04-01T21:44:37.284790Z", + "iopub.status.idle": "2026-04-01T21:44:38.852650Z", + "shell.execute_reply": "2026-04-01T21:44:38.851832Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ROM training complete.\n" + ] + } + ], + "source": [ + "from IPython.utils import io\n", + "\n", + "with io.capture_output(stdout=True, stderr=False) as captured:\n", + " db = Database(param, snapshots)\n", + " n_snapshots = len(snapshots)\n", + " pod = POD('svd', rank=n_snapshots - 1)\n", + "\n", + " layers = [10, 5]\n", + "\n", + " ann = ANN(layers, activation='tanh', max_iter=20000, tol=1e-5)\n", + " \n", + " rom = ROM(db, pod, ann)\n", + " rom.fit()\n", + "\n", + "print(\"ROM training complete.\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model Prediction\n", + "Query the trained ROM to predict the solution for a new, unseen parameter set." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-01T21:44:38.854762Z", + "iopub.status.busy": "2026-04-01T21:44:38.854460Z", + "iopub.status.idle": "2026-04-01T21:44:39.018568Z", + "shell.execute_reply": "2026-04-01T21:44:39.017861Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "new_mu = np.array([[8, 1]])\n", + "pred_sol = rom.predict(new_mu)\n", + "\n", + "plt.figure(figsize=(7, 5))\n", + "plt.triplot(triang, 'b-', lw=0.1)\n", + "plt.tripcolor(triang, pred_sol.flatten()) \n", + "plt.colorbar()\n", + "plt.title(f\"Predicted Solution for mu={new_mu.flatten()}\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Error Approximation\n", + "Calculate the Leave-One-Out (LOO) error to validate model accuracy across the parameter space." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-01T21:44:39.020494Z", + "iopub.status.busy": "2026-04-01T21:44:39.020315Z", + "iopub.status.idle": "2026-04-01T21:44:49.873789Z", + "shell.execute_reply": "2026-04-01T21:44:49.873055Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating Leave-One-Out errors...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameters: [ 0.5 -0.2] | LOO Error: 1.4917e+00\n", + "Parameters: [8.6 0.1] | LOO Error: 6.6713e-02\n", + "Parameters: [5.3 0.8] | LOO Error: 5.1580e-01\n", + "Parameters: [9.4 0.1] | LOO Error: 2.9640e-01\n", + "Parameters: [ 7.3 -0.8] | LOO Error: 3.4952e-01\n", + "Parameters: [0.2 0.8] | LOO Error: 3.0841e-01\n", + "Parameters: [ 3.5 -0.5] | LOO Error: 3.6574e-01\n", + "Parameters: [0.3 0.6] | LOO Error: 3.7119e-01\n" + ] + } + ], + "source": [ + "from IPython.utils import io\n", + "\n", + "print(\"Calculating Leave-One-Out errors...\")\n", + "\n", + "with io.capture_output() as captured:\n", + " errors = rom.loo_error()\n", + "\n", + "for pt, error in zip(rom.database.parameters_matrix, errors):\n", + " print(f\"Parameters: {pt} | LOO Error: {error:.4e}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparative Analysis\n", + "We compare the performance of the ANN-based model and the traditional Radial Basis Function (RBF) approach.\n", + "To have a fair comparision, we use same POD rank `n_snapshots - 1` for both models. The comparison is based on the Leave-One-Out (`LOO`) L2 relative error." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2026-04-01T21:44:49.875666Z", + "iopub.status.busy": "2026-04-01T21:44:49.875489Z", + "iopub.status.idle": "2026-04-01T21:45:00.234502Z", + "shell.execute_reply": "2026-04-01T21:45:00.233757Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean LOO Error (ANN): 8.22e-01\n", + "Mean LOO Error (RBF): 4.45e-01\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from ezyrb import RBF\n", + "from IPython.utils import io\n", + "\n", + "pod_rbf = POD('svd', rank=n_snapshots - 1)\n", + "rbf = RBF()\n", + "\n", + "with io.capture_output() as captured:\n", + " rom_rbf = ROM(db, pod_rbf, rbf).fit()\n", + " error_ann = rom.loo_error()\n", + " error_rbf = rom_rbf.loo_error()\n", + "\n", + "print(f\"Mean LOO Error (ANN): {np.mean(error_ann):.2e}\")\n", + "print(f\"Mean LOO Error (RBF): {np.mean(error_rbf):.2e}\")\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(error_ann, 'ro-', label='ANN Error')\n", + "plt.plot(error_rbf, 'bs--', label='RBF Error')\n", + "plt.xlabel('Snapshot Index')\n", + "plt.ylabel(r'Relative $L^2-$ Error')\n", + "plt.title('Error Comparison: ANN vs RBF')\n", + "plt.yscale('log')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.20" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 71f82087fd8707649d30a76410fd74eda7d85468 Mon Sep 17 00:00:00 2001 From: kshitij-maths Date: Thu, 2 Apr 2026 12:44:53 +0200 Subject: [PATCH 3/3] docs: sync API and link tut 5 in toctree --- docs/source/database.rst | 14 ++- docs/source/parameter.rst | 8 +- docs/source/reducedordermodel.rst | 154 +++++++++++++++++++++++++++++- docs/source/regular_grid.rst | 6 ++ docs/source/snapshot.rst | 12 ++- docs/source/tutorials.rst | 5 + 6 files changed, 192 insertions(+), 7 deletions(-) diff --git a/docs/source/database.rst b/docs/source/database.rst index 8416162..1db573b 100644 --- a/docs/source/database.rst +++ b/docs/source/database.rst @@ -1,4 +1,4 @@ -Database + ===================== .. currentmodule:: ezyrb.database @@ -9,7 +9,17 @@ Database :toctree: _summaries :nosignatures: -.. autoclass:: Database + + .parameters_matrix + .snapshots_matrix + .__getitem__ + .__len__ + .__str__ + .add + .split + .get_snapshot_space + +.. autoclass:: :members: :private-members: :undoc-members: diff --git a/docs/source/parameter.rst b/docs/source/parameter.rst index 1fe00cb..d73a564 100644 --- a/docs/source/parameter.rst +++ b/docs/source/parameter.rst @@ -1,4 +1,4 @@ -Parameter + ===================== .. currentmodule:: ezyrb.parameter @@ -9,7 +9,11 @@ Parameter :toctree: _summaries :nosignatures: -.. autoclass:: Parameter + + .values + .values + +.. autoclass:: :members: :private-members: :undoc-members: diff --git a/docs/source/reducedordermodel.rst b/docs/source/reducedordermodel.rst index 436dced..1ffddda 100644 --- a/docs/source/reducedordermodel.rst +++ b/docs/source/reducedordermodel.rst @@ -1,4 +1,6 @@ +ReducedOrderModelInterface ReducedOrderModel +MultiReducedOrderModel ===================== .. currentmodule:: ezyrb.reducedordermodel @@ -9,7 +11,157 @@ ReducedOrderModel :toctree: _summaries :nosignatures: -.. autoclass:: ReducedOrderModel + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel._execute_plugins + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.clean + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.database + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.database + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.database + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.reduction + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.reduction + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.reduction + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.approximation + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.approximation + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.approximation + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.n_database + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.n_reduction + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.n_approximation + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.fit_reduction + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel._reduce_database + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.fit_approximation + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.fit + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.predict + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.save + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.load + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.test_error + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.loo_error + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.optimal_mu + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel._simplex_volume + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.reduction_error + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.approximation_error + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.database + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.database + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.database + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.reduction + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.reduction + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.reduction + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.approximation + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.approximation + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.n_database + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.n_reduction + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.n_approximation + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.fit + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.predict + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.save + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.load + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.test_error + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.loo_error + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.optimal_mu + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel._simplex_volume + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.reduction_error + ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel.approximation_error + +.. autoclass:: ReducedOrderModelInterface +ReducedOrderModel +MultiReducedOrderModel :members: :private-members: :undoc-members: diff --git a/docs/source/regular_grid.rst b/docs/source/regular_grid.rst index 34388af..bb7cdf9 100644 --- a/docs/source/regular_grid.rst +++ b/docs/source/regular_grid.rst @@ -9,6 +9,12 @@ RegularGrid :toctree: _summaries :nosignatures: + RegularGrid + RegularGrid.def + RegularGrid.get_grid_axes + RegularGrid.fit + RegularGrid.predict + .. autoclass:: RegularGrid :members: :private-members: diff --git a/docs/source/snapshot.rst b/docs/source/snapshot.rst index 4e49ac8..558a4cd 100644 --- a/docs/source/snapshot.rst +++ b/docs/source/snapshot.rst @@ -1,4 +1,4 @@ -Snapshot + ===================== .. currentmodule:: ezyrb.snapshot @@ -9,7 +9,15 @@ Snapshot :toctree: _summaries :nosignatures: -.. autoclass:: Snapshot + + .values + .values + .space + .space + .flattened + .plot + +.. autoclass:: :members: :private-members: :undoc-members: diff --git a/docs/source/tutorials.rst b/docs/source/tutorials.rst index 52e67d9..b3d5073 100644 --- a/docs/source/tutorials.rst +++ b/docs/source/tutorials.rst @@ -20,3 +20,8 @@ Tutorials :maxdepth: 1 _tutorials/tutorial-4 + +.. toctree:: + :maxdepth: 1 + + _tutorials/tutorial-5