{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Install packages\n", "\n", "Note that _hazard_ requires many more packages than _physrisk_, reflecting its role in generating indicators. There are a couple of ways to install the necessary packages.\n", "#### 1 Install using pipenv via command line (recommended)\n", "\n", "e.g. from Elyra JupyterLab, go File -> New -> Terminal to create a new terminal, then:\n", "\n", " cd hazard\n", " pipenv install\n", "\n", "#### 2 Install using pip in notebook\n", "\n", "First it's necessary to create requirements.txt from Pipfile and then install via pip:\n", "\n", " pipenv requirements > requirements.txt\n", " pip install -r requirements.txt\n", "\n", "https://pipenv.pypa.io/en/latest/advanced/ \n", "Might be useful for those who like to install in the notebook itself, but note that this appears to be a recent feature of pipenv (might not be installed in older images)." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Insert bucket name and credentials as environment variables\n", "Need file credentials.env at top level (i.e. same level as LICENSE), containing:\n", "\n", "OSC_S3_BUCKET=... \\\n", "OSC_S3_ACCESS_KEY=... \\\n", "OSC_S3_SECRET_KEY=..." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys # noqa: E402\n", "\n", "sys.path.append(\"../src\")\n", "import hazard.utilities.zarr_utilities as zarr_utilities # noqa: E402\n", "\n", "os.environ[\"CREDENTIAL_DOTENV_DIR\"] = os.path.dirname(os.getcwd())\n", "zarr_utilities.set_credential_env_variables()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Run cut-down hazard indicator creation job" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from dask.distributed import Client, LocalCluster # noqa: E402\n", "import logging # noqa: E402\n", "from hazard.docs_store import DocStore # type: ignore # noqa: E402\n", "from hazard.models.days_tas_above import DaysTasAboveIndicator # noqa: E402\n", "from hazard.sources.nex_gddp_cmip6 import NexGddpCmip6 # noqa: E402\n", "from hazard.sources.osc_zarr import OscZarr # noqa: E402\n", "\n", "logging.basicConfig(\n", " level=logging.INFO,\n", " format=\"[%(asctime)s] {%(filename)s:%(lineno)d} %(levelname)s - %(message)s\",\n", " handlers=[\n", " logging.FileHandler(filename=\"batch.log\"),\n", " logging.StreamHandler(sys.stdout),\n", " ],\n", ")\n", "\n", "docs_store = DocStore(prefix=\"hazard_test\")\n", "\n", "cluster = LocalCluster(processes=False)\n", "client = Client(cluster)\n", "\n", "gcm = \"NorESM2-MM\"\n", "scenario = \"ssp585\"\n", "year = 2030\n", "source = NexGddpCmip6()\n", "target = OscZarr(\n", " prefix=\"hazard_test\"\n", ") # test prefix is \"hazard_test\"; main one \"hazard\"\n", "\n", "# as an alternative, we can create a local target:\n", "# test_output_dir = os.path.join(os.getcwd(), \"src/test/test_output\")\n", "# store = zarr.DirectoryStore(os.path.join(test_output_dir, 'hazard', 'hazard.zarr'))\n", "# target = OscZarr(store=store)\n", "\n", "# cut down the transform\n", "model = DaysTasAboveIndicator(\n", " threshold_temps_c=[15],\n", " window_years=1,\n", " gcms=[gcm],\n", " scenarios=[scenario],\n", " central_years=[year],\n", ")\n", "# to do the full job, simply:\n", "# model = DaysTasAboveIndicator()\n", "\n", "docs_store.update_inventory(model.inventory())\n", "\n", "model.run_all(source, target, client=client)\n", "# can also do:\n", "# items = list(model.batch_items())\n", "# model.run_single(items[0], source, target, client=client)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Plot one of the indicators " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5hM2YQLowVioeq5+rPZmLSrH9wA6rMg0ZaUlTpqksryspT2uIj1svz5PYHZPS4oI43n0dZ3eh4jhEv3wBwYBPmSOd1cfAvWQvj32NGgcSdcTrYELlBhH6qx0MMzmlUVFUVjL5lIOxg9oPKumTOEbDXjlfVwdaa+xDphKtEePHg+r41Nh3VH5zWxToNA0R08flN97HVLZK4kBUVBLJ9/BvVo1LrQUqRLP6enW5Kunx1YZFgXXRItvPhIi4yJqPPgei5bal0rQU0YfIWVLaTBQFNFK3LVNJMyp5z/9OUQTGRb3i2N0L3P55YuVF+bmQQ0++bOIMXInLqsnCuelbDdrIdgup1lRxLNE0GIjXKHcMZF/K30tB0IV5VCOOhyqM1Zh9rGo0dVXjQYGaeB0kqGo6/I3TZPmAYB0Go057eyMJqY2HMD/0n63TFNPrDr5uDbYA6zQftt+vkCU/y1yQwrAWG8dopXff3mLf3c3slZWZu80HB76B0vVUtCGS4niE6cwaBycW+rRFEbbfGTh3VZxg88xFVfc9HbgveCh9liygylRgBfJ9VNBpDRCqapWg28bAJr22q9cLxySQLGVRIEQsjmXfqteMj4TFUelS389ctEkFMb0aH638BpVB3pM46whSnjudmJA9sZlwRC2OoJcJecpzbK+Parcgy7DNBJUVMD0L7ZZEwGbmyu9tLXa+I8sXhUTQikKiaYBKkvD5tihQjVS2XyVfWkNkyu0Zs3iF5yGGOtV4+KAmXgcJvL5DIjlyU9dJHEwKF1b0hMiQ/LPoNlUUiYZEK1Sjge10H1aYbnqLL6OdbsNXRA3oUSrVVWGwcAPCw13mfmbuyZvNc1Tley8KN7jUhOswhHNhx1gRX1vjxOWpaHrSFFUUj1w/uL+hNDoVUrXHycyAF9ZixSkVfVI1srVIVCJYR+R5mPQMFK9YI5MVpVF5vnuK0qcRvYlqlrtIU4GKUmin5X567ZZf31c5+vUjDZ1uJS3oomNemO+/S68vPSDDpFKJ5KyXwfAQtpWi5rr4Rt2eeCpXDYlW0rJowcRO9ilGuWOlUmc/4Sal1joC6CepgO33d7uv6TSV6mt3/GrUOFCoiddBCKUVJrNYs4glw55uEJWbiooidLsthCZNpKxbR6hGitmyrVx2IcHyzxf5DD+4RCMjskhRyGBQbT1iJfVY7NhJND4uN0VrQ6Rit311g5FxpebR+Hho5Ku0wpo9kMRYUhRyQy/2WD2p4qQkh3GM7WeD+1HjcYVutcJvDy4aVIUzBg0ERVXSSVEk6S/K6NOjiWjodlu23es9ovWr6XFPEBcSMNV0TvJKycDvl2+1yLdvJ162FNvtSSqtotvaTePmdVp5HnRPptMN++HT7xKNMu66yVAkJSmpbqvdkshRVWcFch3bBVG4hR5enhSqCunyBM3/zYsyNTg7B0ks6b84RjmiY9oNIYjWSmqzKCBNHKHTMOw8yXJHSiO9++dnC6KF7nXlf8cBnzFFFEVy3CoaPn/u6EZz8Bw6CImYYd+rEg++b3VkoiZeBwvcDdMWj7IprbtR6DRFL1sqs09rS4GsNZAkxK6qyOyacoPN4GYG9FZe04FEvHxLEjUxBjunynVaTRlcpmdQaSIDiptR+75tgXxVesv517Ujc/KCCukTW/QXjerZfrZXaSabZyUp9FGSGgcNqqRrN7LhJxFaB7f08H+j4c6RRCIjkUYhhMb2+w8Rgdo9PbkbaVOaaKgdzltveTAQPbJWyBLuGilMSNOH7zY/jx4ZlvPP6bB0mmL6fXSkiVcsl49rNUvSVRSowgymzKru8T7alcSoniK0CgqHLioj0XFDdF+FFpLl4fVdaer0WdHgNVZNM3rLCE98wper6M+q71V1Xc0GzDqxf2HK90yBHRtG97KSFPn0565pIYpFAX0kFdlqVvRfFW1p1eLCFwaEw+DSopWIo1IaG0XoZkPIrTumClA2xvb7C6pK92wD8nhh/xio1oUGBwPqX+Fgwv66yK2VG1+rCQ1301VuAGu1II7QrZZEhKpVTE5Ev3AQHKhi1Bo7PYuaXCI6jCgif3ATtJpCzJJk0FDR75KLNPnKLRVFqEZDRMjWUuzatUDfIgNZmX6l3Dc/Y93LaqUwsDqdUI3HDzpNS4JScWMP1guNRmj0rBqNAdJFYUrzz6pDuzuXvHg8npzc82e3WhKNdShmZjDz80QjI0Tj49KvUCmisTFZLtKoNJEUp0ubSaWdFvf2ZmOAlFgjru/x8mVyLSRxKRD38BV6UUS+ZWt4OWglvTC+qpt0Yn3VaqLiGNVuC2lbgHB9aV1GuxwJUYnTYfWd/mrhRMTrvbwXl09pJjG2alNhXBWkJ0RQ7qt2UbTZOWyWlZE+a+UzkwRyA3mBbSTYViqpR9/fcWwUMzsXiJT1qc2FaUz5smUlpNev+f2MKs/dfqkkHpA1hPRtJfpVrYpc7F5Yo8b+QB3xOgxQFfqafh92TaEmRrBpjJ7vl+TL32gz5EaUJjKw5LnM9tKkUmVUhJuQ9jd4rcUM0VqYm4MkQbWaxEOrRThbFGWq0GnCopGRshLSRdC0r/hyInwVx8TLlgqp6/ZcpZKGApnNVwoOQhRuL0nqwqhYnWp8/KBbLTC2LLZwkU/lBedusFRpghpqV9JgiWj/3HZsUUiBR6Mh+p1eD9VqBR2TLQqisTFUIx0kNs0GygvPHaokrHyxHHBVqyXnXhIP6hUdwVDNppyX3Z7sh1boifEgBgckupTEorGEAZ+r+KjVjsi4CF/VA8v7a0VC9PRQW64Pb9sCIe0uK6uysMUYiXS5Y6LarTLKleelxstaGQW8+bFPHRoT7gUqy0tyWRghNAt6ONpIoXL5vWwjRXV7QmyyXO4r1ehTP3NRu0y2l8SY+x90xQgavWQChsT7S+UFNpbej+G4aadR879DlAxO2owtdWq53Hvs7Jz8/n5f5istjCKNiiRCuFBLezBh//RqPPi+15GImngdbFiYWtuL3ocqlhm5T93oVSswcSytQBpy81W5K6+OIxEq+4Esy0NoPqQkjIHQssNiOl20a4Ir6QuJIOmRYbcDZUSKJBZRrbeaiKKy2qoy2ySKykHG38jjGFTffW0tA53fbyQCYufny+Oyj35LD+UqXuMxgFKDinClJQJZFBKxcqQBpYS4VIw0VbOJzVza2kWfABnI2+1FBekD+iQPrSi27xrcraRMGwan94qeSMVpuVwgQy6i4truqDSVakNwUd9KdMZaVCJ6w7CXVY8scITIHRufYiwKlC29uHwUqqoXGyBdFbKnvH6LShrXFJXPM+Xx9p9rLSW7tQP7H67nhREuD0OIiiljsN1u0KJF7VYp3FcK6yNxSsmksCjQSyZED7ZtJ0yMyT7NzsGCe0zY937feYbpQZ0auDxORa9mpSjDdrpBFqEaDblfelPWfib3g9zfU4rHtWp2MRgUBvXwCz7MNmo8/qiJ1+OBPURsomG5yQSdiosOKScA9imXYnYu6EWwBtProttt4slJzMyMK+tWciM0BtVz0bCRppRy+zYeWqHiPJAwm5UVU+Hy1Epm2R5ea5OmIgz27UCyvLxJQtCI+ChVuPk740MVmvCW1VoyQMkM3mbZwMCpW60wsKkkrqQwHiVpOghntIczVBQJaa/8Xsobb9oFRDxNy6rVLC+LKdotbK+P7ffRw0MykI6OCNGP9MAg6s0142VLybducx+oggknMKBFlM930RAnDA/Lex2TS60NDF1u0mB7bsLQajkz0UokqhCSY/p90XZ5g2E/CfFeXjFlSs1XCUIpMMddl7rsv2jm58s0ZtUAFcrncVQ6xIdja0vPLh0Nitf9dRd5fy1Tbs8v44mZJ4nVy8kqiRTOzZfpzkQiarY1BBpURyoebaRQvVxkEbNzMkHbsRO1bFJkEd0eamoahoagkWC1lvOkJ6lFm8QSDfMIeq8yFU2eQ7MRiJT//UJ1aN/93k7jFjRzjmA/0ij7Y4U64nX4oCZeBwrVgX5BNMsL19XwEOQ5xeyspEomxmUQaLdkAOr1oJ8RDRP6m9nCaRPcLFu129hdU7BkGBtrrNN7AKiiwAw1oLAordHdCOiGtIKKIgnx+5urqzBSraYMLNbKzTLLJKXoBlMVx3Jj7XTkZtlIZbAoClBSHu61OSqJS7JVuWH6G6KtpECqYvxg3gihNHyfZqPOm6zGY4+yerFM46hKmxvlvZqG2qXYWytQjiBkOfQziTS1mqVWZ2JMiEEjLcmSJ+8O+dZtYZJS7NpF3FpJvGqlnHtaB0uCYF+QJJW0WyXC4yOrWpe+Vy6qZbZuRw+1UevWQqSxSgXxticp+QMPSlox0ouTfmvKaBSUnqrWClkKr2uXXu2jhodQ3m4ByrY6fj+rcN83pBCD8ahEd+h05P12y11vBnJKQutNUuOKxYTfxUiOg40iqSi0LiIFpZFrXgj5MQaLs3ro91A7p2DMkWe3T2ZqmiiOodnAjgxht+/AbN1GNDKCOmolVikYGyrvE2hnpupStoGwmkHyXKmQRYPtlLYZSqvyHuU7CNiy0Ec54lyjxv5ATbwOBPYQXfEXeGmCKNElnaawegVWA6opRMmH06NSkOz1LPKCrKuaDczsHKqTQUNuODZ2xqRRjHVRBhtr0G6i6m9MSSyDXGFkap0kchPrdEPqA6/JgcG0Q5LIwJHE0PMl4FEYDAa8fPxzPxB4IW2WlzNppcrjVjGLrFZEPt4z0BoPDxUnYCzR+DjF1DTel6v8DW2lLUyFlPjUUZIEzyhFNBhlAfL7HwAkekWaDvT98+eVnlyCrkZFqudgEO8vSFdVz1dPtlAuNZ/IhZMkMD0jmq7htlxTC09JpSCOiI8/tjy3Iz2Y3lssXV6NSkGZunT9ENXw0GB61U2KdoNW8lnVAhl/fRVFSci0LjVUXmDu1/e9GLV8jk8VKi+yH0jzaVBlitNaK/tcLboBJ+43MtHLc+zUtJjDzs+j222K7TuIjlol96jJJdgHN0kRxM4p1PCQ7IP2xxPI7W4tkcJ3MJlYVbj3bK8fIuuBgC6cxGmF7bvofqOxeNr6AGP/GKjWEa+DATXx2hP2Vypqse0EgbkPX0vJebFlGypNxA7CGNFNbN4Gq5aL3sFaCcW7qFPYnCtZV0NtaLWktU+k0L0c1c+lekgpTCuW2amxRD2D6jtPnZE2Ks9Rcz0ZFPwst90qiV6jcpPq9SQtmSalFqfXl0pKnxoiL4W4nmCBq+jyM/RyFq4AVGmAqNI0EDw7P4/JRIulXaok6GlqHNRQWtJqnnSF68H33fPkvtVyJCEXAu9d0LNs8PxRSiJcDvG6tRJR2njfbp8dH3sMsRPu7yYIXxgZ8ueljkozT2/J4rVTna4M4I402dldYurqKiHlc6xct7GGojTw3K3fojclHajSdMenas/go3/GQhKV0W8AU4hmqVi8rZLICSqEyk9svEWHj6ZFuhSb+/uKj3AZix1qoPrFbloqm7oJmzHSBgiwKGwrQY+PyfGancNMz6JHh919wmlLjTu+vT40UkkZT89glcbMz8v37nTFXqPZIDp+PfQy8nvuRe+alu1NTmBjF2nr9MtKxn6/1Nl1e5LG7PUlNe1kCrYnRTwmy1GVqsZwjhqLHh4uJQ+OuProadCHojlQZvDGKsy++njt4/o19g9q4rUnWEPFIGe/ogxly2BishzlBMZ6Yhyzcxc6z7HLlwjZuuc+LIQKMGvycgamtNwAjMHOzEo10fAQarYL23eENj/RskmiLCc7biVWK7LRlMZcj/7KUeJdXYqRFnFhZcC4bzMctRw124Fcy81ZKbn59KTNiPJi4OpAaG2pbUkSwPePq1RCxYscUz8QuDYgGCvPsxzvuq8pTVz1UJvci+xrHPTwesUB+4g0LStkQc6Lbo/8vvvl3xOOc9GYSM4lF+mRNHZe6pK0Jr/9zt0+M169Spbz0SVrhTR5Z3YdEfoBQqg89CbAQWelKEX0AJ0uttPF9nropZMyqCsV+g8CMhYnEaQKlRUS9SmsaKY8rJWCF+dhBeX3CdEpY8vrxtcSxBFqbr6M1rjvpXJJlakkDn9DNMtrwGJX+OImbzQapWB+eEikDDqCZuqi3KKjUrnBphEqd/sV60Ehfep0mVEk+i2/fJE4YliU3yPLYGQIpnoQN4Rw9/uh7ZBuqVBdWOzYiR4bxWzeSrRiGWbnLuL1R1Pcc6+QuXYLOz4ixzX0nyT8JhLp0zJpTVPUknF5DoHUBiKlFegYPTGJ2b4zWHXosVHs7FwwWQWCHcqiBtc1auwFauJ1ACAu7IMeVb4iz+YZutVCDw/B2Ch22w700iUUKyfQ833UyDBMTYO1mPl57OycRMuiSOwWvM+VuxFbgKnpwRmwUphtOwCIvjeFbrfpnX4MvZUjRL0CM5RiNZh2CoVFT07I/SSOMcOtYBFBVqD8QNGvOEobGywrrNZlCiJJytSPJ13VKi4v6M2LgQosayptPAqkstKRLlsUpZdTjUMH3joiilCtVtBpAa7SVgfSBZRaJO00Ol67o7UMrJVUXUjjWSHs+cb7RFN1zDoZ6Bc64uuoIhh3xMyfp/6c9KLyyPlEGSEdttMNTeBptwbTbAssFoBS55VEVDWN4K4Vv56uLFuV72sVtEo2jkoRe8WeAWPkWisKZzg6565J972NmxD55fz1bA0YHQoRwnF1eiy6PeTG4KJ4iZNDaCddcDKGAVLp3/f76Mif7fWl8KDZEA2cctFN51pvZmaFjDYaoHOUlc4VQQA/Ny+mtHmOHhkRa45uD2WHJcqmNWphShVK/Z+/JzUbqE4X0+lKxN797ipNxWpkZlbO1YYrQsgysTKJIqwn6b7Yoyjk+ByoiNd+SDUeiQaq27Zt4//8n//D1VdfzaZNmwBYuXIl5557Lq961atYtmzZAd+nI+9XeDzh9S3eZiGKxEdIKczcPHbzVtEvjA2jCosZalAcNSni9Iqw0/T7A67fpt8v389zea8oMJ2OLDs/j+315G+/T759O+l1txHP56jMYBKN7haYNMY2HdlyVVpECtOMMa0E20qwbVf2P9R2TW6TMNv0s2AbaxkkfKokrqRxYjej9lE0n+LxppKeoLoBzBbFgKjVFoVUbtZ4aBwEVZvR+LhEK9OUaGRETHvbbWlsnOXleeE6IuwGrztsJDA6jB1pl6QI5G+nK6nGO+8O0Z3o1JOIjz1GzrPhtpscFGUa3Ue2lCrPSU+K/ASh4UT2WkuUF8J5qoeH0KtWBMJifUrSuGhPFOH6u5TfZUC76FKfvvLYn/9+//wqcUlMbRJLNKmwEjHyZNLvo7eD0U7/pVXp3t5ISkLiCVarKeRqYPJTplet1gPXtrIWm0SiFzVGrvGGt4bx2wYbaWwaYZue9BnU2AhqdFgE/NMzcO8DQnCyDLo9KdZxxAdAjwzLeTM8hJmdI5qckH2IE0kp57mkGgG1fUr+GoNtOKNX1/B7IL3b60tELy9CBe2AT6FSITugJ8bl2ABmaiZE41TqCph0adp7IA1WjdX75bG3uPzyy3nSk57E6Ogoo6OjbNiwgS9+8Yvh/W63y8UXX8zk5CTDw8O85CUvYfPmzQPb2LhxI+eddx7tdpvly5fzhje8gTw/cBPn66+/nhNPPJEPfOADjI2N8cxnPpNnPvOZjI2N8YEPfICTTz6Z7373uwdsfzzqiNdjDa/h8lBa2oa4/m5VMbDtZ6gskxmuN/fOCnAVj9aLk+MklDirRhwMUEMFTuyMUSseVbsZiRYFeq6P7mX0jholmu2SLxnColC+SqktFZC26TVZFptqtDGyXyADTORSD5EKAxBQasUKpBrKDzq5GwTzinh+YaTAmUQu5tNVt/7ZCzzOKRDfA9HDdLriCh/0fWVRyIDnFRAft36AqIgukTLC6r2nIi0RGwhRL9tKXQSmkvpTSohKIFuqjHq5pvSoUlNmXaRI+SrMano8z2F0eEAorowJaTa7mE9SJUoESFWef8vm8l6FpFkvZDfl+iEi5o+bcXrLJJbvNt9xpKnyu8fx7qn9xTRu4bkKryljSpmAS6XaKJLUaax33x4MuNubJHJGuEPy3mgbtW0XtFpYr/nyVa3DQ9idUyFiafr9kIpWQ21spyPPXbSxmJ0lHmoPWINIxMtpzYxxVdXy+9r5jhQd7ZpCj44IWXKdA1TTTRadIS95HmQdKIUeG8HsmpIU7iI6usPZkHnNmjX82Z/9GSeccALWWq644gouuOACbrjhBp74xCdyySWX8IUvfIHPfOYzjI2N8drXvpYXv/jFfOc73wGgKArOO+88Vq5cyVVXXcWDDz7IhRdeSJIkvOc97zkg3+F1r3sdL3vZy/jQhz4kUdYKrLX8zu/8Dq973eu4+uqrD8j+eChrF3MePHIxPT3N2NgYz+ICYrWf2st4bYtvfZOmLqXmSFGvF1qlqNFhzLYdA017dZqKniTLKHbsFGLlmvLqdlvIVrslN5h2qwyrxxFmZlbC6loN+GlZY4mXL8UumyBbOoSJNVG3LKGPOjnkBtuIMI0Yq0DnVsSuhUVlBbrbxyZOAxJXRPShBN99fV/qXRUsQ+me7Xq4URgZ+PrSasQ3tK1x6CAQrsKgVyyluP9BUJpoYszpitJSexPsGyLyW+8AID7peHl/QRTVExGVLUhdu/PHNmI36MrbqiiEJCSRnK/BnFQFMlEVi9tGXJ6/3jNrvkdoRVMYiZh0ujA2WqYoE/lcIU/yvQIxWSz16F8rpIH8QKTNn+qeZEF5bYHsi5vwqH4m++Lhheojw2UVYyEteqwT1ytjypScMWV1ors+bRwNpuu8XYMjjWbINa4uxFbCJCWpU9ZiknICZRVSK1MZXlRuieb78p0Li5qbx44OoXZJ9MtMz+D7MCpvY9Pthc4XemKc/IEHZVtRRLRkwrVFa1CMtdFzPenWMdeV38cdH7tzSia1TrelogjT6ZQ2O74zR5LsXhmbZRTbd4Z7tx4blf3JRI/an5vi6/wbU1NTjI6O8ljAj0nvvO7naQ7vW6ykO5vz1qf996Pe3yVLlvC+972Pl770pSxbtoxPfvKTvPSlLwXgJz/5CU94whO4+uqrOeecc/jiF7/I+eefzwMPPMCKFSsA+NCHPsSb3vQmtm7dSrpQAvAYoNVqccMNN3DyyScv+v5PfvITzjjjDDqVDNKBwOOfjzgSYE3QdHkSZjodCW3nOXp4WJzaez3yjfdJSrAyuzL9PvkDD5Jv3SavRyKo141mSdDyQkiX89yx1gQSpFvNsv/dArd2tXUn8XQPVVh0t2JNESnMUIppOFfvRFM0IkklxBLdMm0nMk3dMiGF4gbEJKpoQVy6xEcrXKuQcGP2Ohsfkchr4eqhhnhyEhVJH1C9YqlEMZxnF42GkC5jSxPPJMGmCfmtdxA94USiJ5xYbszbFEQKm8byaCVCsFqppN+0eGbZVioTgfm+nG+NUotkowiSCJtGAxMST9xsI5ZHHLsUuSNSSYQdbkmfwkgNes4lsVQKN5MgLA/7Gcv1YbUOhMy6aK/Vlb9arhfrK/E80VowD7YLiVukSmPTpBLRyp0Z6tx8SLHZ0SExGLUW1elV9JfGSQYkkibX8+BQ4I8tzpPMtNOwLxL9qkbtrLO8calQa1FWyJf10UylMKkmH2uST7QpJtrka5aKnGL1EqnGnhiXCFJhXLQuRi2blJRjp4PZvhPdbqPb7cHo045dRFPzUk0525FjkeVSybhzyh03n46NRYrhi3diKUawWV5WeBaFuOj3etj5Dnp0WAqW2m3M1HTZtqmfle3UDgD2Z6pxenp64NF7mCrxoij49Kc/zdzcHBs2bOB73/seWZbxnOc8Jyxz8sknc/TRR4fo0dVXX81pp50WSBfA85//fKanp/nRj370GByh3bFy5Uquu+66Pb5/3XXXDezfgUKdajxQ8AMQSIm2sZJ6cV46wa1+b5DnoUxfRZGQNmtgXkwVzfYdchObE08cMz8fei+abAGhsVZsJTTBbiKazwLhAnfzBGyksBoUCtOI0T2pjjItsavQnUrYvXLjlv/9xlQZQQgeQJXIgDFilnkQteqosZfQSoTIzYZEG5IYO1vIbx7pQb8k1/i4+PFtlfURM0yKYESKUthG5FpeSSWgacaSuja4vyZYpihrUT2JdPnUQtAltSpVlMqd30FzhaTStC0F4cagYi2pf0+OPBGJFMqK8zqOtKnMRfIMZarQ/Q0Eyq0/APe/crYMKjeYRiwRtIpofeBvpGXjhQFbiRwPtUPESywW3IXXSMqoX3XCEyJUSkiZVgNRRosacMP30beBptluWQ9lwHobtIpmU1W+tonlf6s1OjMD/oQ2z1BFIpkAI3YSPrIf+r4qqcq0Q22UjkJXDjPcQm/b5Uh+xa7Gp56TxLU2SwIRC5Y3EM5beq5jRxQFGw7b75dV1y6DEAqBDjGsXbt24P8/+ZM/4e1vf/tuy910001s2LCBbrfL8PAwn/3sZznllFO48cYbSdOU8QW9TlesWBEE7Js2bdqN1Pj//TKPNf74j/+Y17zmNXzve9/j2c9+dvj8zZs389WvfpWPfOQj/MVf/MUB2ZcqauJ1ALBQgGn6fSlJdpVYC0mXipPdtAO+BN8L5oOWy7tnT88STYxJmfvao8QTp98PgnWvEfNu9wD55i2gNLFSJI2E/pKmzEqbkUsrWrQb8GQGDEUzRhVWqiHTGDMShZurNZEMUn6fczNYQg/YWIW2RQOam0iDjaQljKkjXYcaopERih07pfih00HFCbopwvrgp9RsEHypKulFcKmqOBGy4SNSXlvkIkQAxUgLG2t0D7w5sOgMJX1ntYjSVb+AmBDlMc1U0o+FRGBxOkacPssmGlUYjI7EVqAnA6rVGloRtojFhDWKMK1EtuOr/GLnVq9teC7b89WDFlyxorU+QqREWmYt1sq++8HfNCrmrX4fHbGzDVeVmCaSdtUuyuzTY52ukApjIXEkyeuz+rl8dl4EsbwvALCtBDU1j00TbDOWa9RVK9rKcfZaKi+wV85vUHbcYuNqJIwyXRkpmV+5NK/OnEBfK6zT7dmZ2aBdNfPzQbxud06hoohidk4mq1oROT9BFcfYYYk62TRGz0qa0e7YJbqsbk/aSxWF2ElojRoZkoIJX1gwNS22Fsade3Odsk1axdxapULm9MgwtFqYe+49oHrTAij2sdein87ee++9A6nGxh4KXE466SRuvPFGpqam+Od//mcuuugivvGNb+zTPhxIXHzxxSxdupT3v//9fPCDH6RwE78oijjzzDP5+Mc/zi//8i8f8P2qiddjDd/aRpWl0TpN5bVuD5uX0R2vj1FpSrFr18A2vC7Bw7pG1UEE2mqWRoUzs87g1AlU/Q2o3aZwFYHx5CT59u1O4F+g79tCseoYUKAzS2PLnES4koj+uFyUEvmy8ldHqMKGx4CLtr/Zxm5W7j2L/L4nZQRjwPnazWZN7dF1yEC3Wvim6UCoFFNpIhGjJBYiPdQeEHZXSReUUSkgEJoB4XYiZfsqNxJZrRZyOHKgsDKIG3fuWYWe61GMNGXAtxrjJgLKmJCmNI4sKBfNkcpEhffxU9aKb50XtyuFaUYhomW1kArTiDFpSbisq/LTmfMD822GchOIpNGSjie2A5MWkAgcICTNuP/9ZCZSWFylY57D8GiZrjdiKxEKXgqLspXIjDtGKpPojW3EQlpdRFAVtqzIVErIcAamkcj3CFWMyrUV8uTMR8blmte5EC4b67JAAi0EVOkQAVMu+q3aLVSvJ4VCxkKvRz4/H+QR0fCQiOCTBNVukW/dTjwyjNq6s4xoNRqlwW23JzqxopCJZyNF5QX2gc2oVpN8y1biNUeVVbWFAVcFjqumVlGEGh4OnQLUyNDguXsA5RCPtCpxT9sAQqXiwyFNU44//ngAzjzzTK6//nr++q//mpe//OX0+3127do1EPXavHkzK1euBBZP8/mqR7/MgcDLX/5yXv7yl5NlGdu2Sd/WpUuXkiT7ScP9KFBrvB5rVPyLsCZEsrQr5a7OmMz8fNmOZ+FmHiL1JmJ0mcHZbs81Dx7GGiP+OFpLCrJCaPIdO4mXLS31EkmC7huwUDQ12ZKW6DFGBvfHaoXVKgxgsuO21NT4FCMETQsQdC8DqFa0ebJ2gEWONfYNqtUULY43RY2isogkilCjI+ihdlni7wXxD7thVabgqoREE/oF2iSSQd/bOqQRVU+lIK5XCpNG5XnpNVhuOzp3RClSgSiEKJp/LYlKq4VYS8FJZTtFq9Q5WuX0TbFUFvvt+mBFuE58GtAuuH4qac1gzup0lfh9cVE71cvFZsMfszR1ZCopRfqebNrKBMm74VMheErJsc4kIuZbBAGuqhSw/jsqF13UrnjBCGFTJSkzsRyLKmysBidbWhHtmsdOT0s/WHefDCbTUPalDZ5bidhMDA9h7ntAolVxBGmCbTkS5boPqBVLUUuXiDu+MdgHN8v9bmKsPA4LzrtqhkJFEWpsRKxzWs3dJgwHEr5J9r4+9gXGGHq9HmeeeSZJkvDVr341vHfrrbeyceNGNmzYAMCGDRu46aab2LJlS1jmK1/5CqOjo5xyyin7tB+PBkmSsGrVKlatWvW4ki44xIjX/fffzytf+UomJydptVqcdtppAx4c1lre9ra3sWrVKlqtFs95znO4/fbbH8c9hmpFo/IzK9d30PZ6u82Yiqnp3bfh+xS67VVvDLYo5EbUEzdtL7a307NSqdTrUWzbTrFlKygtfkppiq6G4ft97MgQUV/2RWeW/mhM3ooomlHQeA18LeMGKiXRCOkruUADogkNdIOOxnt9+cEIQsoVa+tGtIcYVBSFSi/vw1RW6I5Ipd3oiERhfOuaRboXBEF75B+qrOYLOieJKhXtxPk1IdGvQA4qpMJrlbREW5SPjLnIWjGcULRiTKJDxCvsS+TaaynlJhpCLmyspSDAbbNoxZhmJNdApChast8mlSKUItUUzQiTSkrNNCJMoiV6pz2pEs87q/1zed80YnkkUbiObKzFa08piT5pLSJ5kFQuQKQxk2OhUECOR3kcBiY/kR40ZQUhHi4aGOAiZ8oMRq53Oxcy4yLgMoGzkZBLk5QfoAobyI5VyGRPKVSzKfYTTkKhokgmp1QqZR0ZL3bsLFOrcQxzc5JizXLUlu1Y1/5IDbXJb72D/I67xOctd+747vX46DWSlu33ZRu+uMd5ecWTkxBF2KE2+e13yjaOIFx66aV885vf5Kc//Sk33XQTl156KV//+td5xStewdjYGP/zf/5P/vAP/5Cvfe1rfO973+M3fuM32LBhA+eccw4Az3ve8zjllFP49V//dX7wgx/wpS99ibe85S1cfPHFe0xtPhb4wQ9+wLve9S4++MEPhoiXx/T0NL/5m795wPbF45AhXjt37uTpT386SZLwxS9+kVtuuYX//b//NxMTE2GZ9773vXzgAx/gQx/6ENdeey1DQ0M8//nPp9vtPsSWDwzMArf14L5eMbpUcUK8ZIKHRJWE+W1XwvFAsGOwRSEmlnEiKSFrUMND6LFR9MiIrOxsHpQxZMMxOhM9irKV2SkS6VLGln3NfIrR75ZLt6gFKccwg/eolMoP/DVSJbTfUGlRU+Oxgy0KibA6zaJKpT+gmpwQo89GWuqOQFruLNrMuRR0B/2VP3d8RMinF0FMOhMtQnskrSfre98vWc4XiZjYkShPsowjCFASIFVOBqwjbwGV3ouygNNn+YibX0fJvph08DuaRA9EvUysAuHzkxMblRHg8H1UGTm23oJDO4F+UThCFkvUK44GPbaqExv3PavO97YSDQvvh4hY5av638NFwVQuInzlo2D+NwNUXoT7go+aaUfIQKJlISqpy9/UzsxS7Ng1eG+L49CeB5DIqZNXhExBYTCzc5ipabF+mJqWZVrNgZ6eAHb7TlQSk291g6+vSPT2IkkCI8NiWD3fkShZHO+mU328YFGYfXws6jO3B2zZsoULL7yQk046iWc/+9lcf/31fOlLX+K5z30uAO9///s5//zzeclLXsIzn/lMVq5cyb/+67+G9aMo4j/+4z+IoogNGzbwyle+kgsvvJB3vOMd+/3Y7Alf/vKXedrTnsanP/1p/vzP/5yTTz6Zr33ta+H9TqfDFVdcccD2x+OQ8fF685vfzHe+8x2+9a1vLfq+tZbVq1fzR3/0R/zxH/8xAFNTU6xYsYKPf/zj/Mqv/Mpefc7+9vHyaUYfyVFxgtKq7F9XiXgFj62Kf5fp90W4vBdu7aHqB4iGh8s34hg7P48eGw3VPLbXl7YYgJmZRa9dTbZcyJiJNTo35K0o3HCVlRsoyI1YFbbUbWghYrpXONNWu9vg6vU7GHmucplVe78lOt1FGx0/GgxEBKvi19qeYr8jesKJqG07hDgXhXMo72JXTAZheDDpdPoh00jEjuT7ZUm5OvtJUhmbuSpf78lVITahEk4hA39h0b28NM+MdUhxKVOZGPhJhItghZRfpEp9VlxW3VkFurByvhsb/OtUbtBbd5GvWUrRilxlY7kOlOQrpPIs5WTFyr5I1IdA9HQuAnVVmIHKv3BsfMugyqRF5YZ4p0gHQoPqJArp1eAr5tOHUFZeVjSXNtbYNC5fdz5hNo2DRiz4eCXRABn1UWs/CbORfJbuF2FZr3MTXVeZ8qyaxCZTXfS2KYoHNkuVoVLoobZ4b40MY1zPRvJcXmukUoTT6YQqbZ2m+AbjemQYRobJ77hr4DjGy5aSb90mfTzjSIjXXKcku1MzqJXL5FydmZPU4sNEuXKbHTAfrzdcdR6N4X0bk3qzGe879wuP6f4eTDj33HP5uZ/7Od797ndjreV973sf73znO/nMZz7DL/zCL7B582ZWr14dRPcHCoeMuP7zn/88z3/+83nZy17GN77xDY466ih+7/d+j1e/+tUA3H333WzatGnAV2RsbIyzzz6bq6++eo/Eq9frDXiYTE8vkurbB9iK8BgI2oUgsKckS7tFshxZq5Iub566qItyJR0p4vpE0jtZLiHzbg81OoJNEzEvHB9B9aRX5OxJS4Rc9Qxxp8DEWloKGdDdjN7SVogGhMowv0+5BQVFO3bkizBIBKGyiVCFcVWN5fpeX6Ky/XsqBvd+CH33vH9ZbVWxf2FXTGLv3IhqNLDTszJ4Aaadouf7MuD3JY0jkaoI04zQTztNROOxDkGQQL48YbCW4qafAKB+5owy7V0hVrqfl9EgCKJunE2JrWqNXFrQ+CiTElKm7IA8DGssRSNy1YuWqAPR/dux48OYVET6VlciZC7SpaxLwyt3rRc2RIvDtuNyHazFBK2ZzA0CAfORvlg7YuM0YwpnbCxVoGpefKVopaWHHnJtKWsxaRwiVcHwOKlEt2BBVLr0HjNphO7lQqisxTRdVaUliOrl9wJVEDRggXQ5TeiAE787Biq3zv5D+mlGkxOlG32eo4ZcsVGzIfexPJcIVByjlJLUZFHIfc0VEtksw6xZjvnezbudpyHSlWVlunuoJQS505WCJlfUFK856ohLLR6O+NGPfsQ//dM/AaCU4o1vfCNr1qzhpS99KZ/+9Kc566yzHpf9OmRyMXfddReXX345J5xwAl/60pf43d/9XX7/938/hAm9L8hiviEP5Rly2WWXMTY2Fh4L/U32N3wExrhU4CMlAb4KUkWRaLUapYFfiPQ4Eb9PA/lebrYoRHMTKal6Ugq27aR/zKQMGLnFNCQlYhIVUoD5cFqmBSueRH7g8WkU43UoLrog1Y6Vfffam1gPnnlak9/100d6KB8arqcaEDyklB4UztbYdyhrUTtnhCD0+6VWrymte4IQ3OuMvPmuNxf97k1CmK75gQi0s4Li5lsx3/8RxQ9/HEgX5zw5kCSUS4U76wgxKy1PqJCSdBElHyGz/jz1NgZOl+ijTCaiFMYnGpO4ZdxEwo4NYZppGSmjsrwnGe5/v3+loH6B0NxfF1UxfkVwvhBVghdea1a89hppIGnVSZGtXLfVbUmloejpvAGsRBejUExglRLdVicTKwrn02cakYtgVaQF1WiW13lGZQGB8k79LtKn8srzngjhaaTYuXnRqzkCaceHhRjNdWByQpz52y35Oz6GmlyCHh+T+1ySoJYvXZR0ecRHr3GNxE3o+ZnffqcYplYx1NrjNh4vGKv2y+NIQqPRYFfVIQD4tV/7NT760Y/y8pe/nM9+9rOPy34dMhEvYwxPfepTQ4+nM844g5tvvpkPfehDXHTRRY96u5deeil/+Id/GP6fnp5+TMmXzbNAmoBHLSavkjbv++VtK6KhNsXsLDjNlHJheNvrQZahHtwGSyfQ3T7FcauJp3tkwzFoRTI1qLMyzYh8KEZlhniqDxqysYab2RIGiawlhMaX0+vMljdbY100wA2IRomrvU93FKCffArmB7c8qmMxAKXLhruumS1FIZYG7vlC9/4ai6Oaut4jun0ZyHZYEUG7NjRFO5YUXaco01aAb6Qsg7AbBK66EQD73ZvE7spFwsSQVFJoQQDvfzLvAWcMNo1CqjBoiWIXlVKlYampEKaqbsdqhAgphY1kG8a1b7RaYRJARxQjLdCKItGYVA2kPqtO7bqQU1wZGyo8JbqlwFdQ+o/3++FTddaWOhzfTciTSgPgvo+FfDgh8U25q8J5V8SivG2FUqU+zVrn+2XQvUzSvlC62jvnfR8N03M91I5dMNRGFQURoEYa5EOp8/JTwa/PKkXhPci0n3i530lVyGOs0H0jkUBrMWNt9HaJ6qsklnSiVkKmRofhqOXy8+yckarNTO5R+T33ht8wXrcWu2sau3yceMVy8i3bdru+42PWwdwcZm4evXzZQCqyWDA4P57Vi3tCgabYx1jJvq5/qOH000/na1/7GmeeeebA67/yK7+CtXafuMO+4JAhXqtWrdqtBPUJT3gC//Iv/wKUviCbN29m1apVYZnNmzdz+umn73G7jUbjgFZYeFsJePSkayE8mfODpFloyRCJlkzFiZRsA6qXYbfvQD8A+enHk0xn5CNS6RXP51ityNtxSNNEWTmzVbmVaECiwchzcFoWR8ZM7CQXfTfAWrDeoT5RqJ4pb/YL0hD7gmDd4fYVa8VPyh+fKEIBKtp/x/9wwoB5r9KUlot7hm0moaKRfkY+MYRJhbmo3Nk4xCr0CvS6oN1wzpMlDeYNUx1pCLYL/vOUCq70nqgEE06X2gqmvppAZALpctEalJArfPTMkyGXMrRRJQXpLBOK4USuiSqh8n999Mpa97rCDIR8kRQfJVHzz71VQ/AZ02IyaipieevkPToDRVk8oK38XpIedJ8TK9ASvdK93KV7TUg/+uMYoCU1GVKjmRXS5YuA8hxaTYlw5kaOrzvGnmRjbKl5q6ZWXarRW1DozOnnMjnGerYrVYVDQ66CUstnjY6QVzsb+F094xRp1eSIV7xsqURZZ2eDRrBqFB3QSGAO9MgwttUIfUHrlOLhi9/93d/lm9/85qLv/eqv/irWWj7ykY8c4L06hFKNT3/607n11lsHXrvttttYt24dAOvXr2flypUDviLT09Nce+21wVfkYML+djwOgnxfsu9MLPVQu9RANBuYmRns/DzmgQcpZuew/Yzo2h/JDdPpR7KhQT4edQ1FO6K3tElvaZNsxFWURWASGZyizKIL0H0bHK9BhPohNeNFrJG0HAppCSfijZ70hH0+DqqaptEKFccoV1Enpeoxqt1GNRpEY2PyepxQV0AKbJ6Ffni+nP+hkP/0HtT0nOhwJsawq5bCNT8g/q/vCsGJoxCxsZEuq/2sDZGugc+PNTYWg1LTiF26qrSWUNaGakKQTgpFo7RcwKUjvQ7LpG79xKU4UxVSiFZBkSiKdNBnC0pSZCIhSybW5GOp9CvVPo2owrldTV2aIOSvpONjRZGUn21ieb1Iy/Si9bYRWoUOEvlQRN7W5G1Jp9pEUzRLi4ZsWGwnrBOzm4bYV/i/1v0GaCVaL5eGVUUhqUofcfPRtVgjBQBFSbqSxDXbjjBDDWysieYyTDMKBDqa7oTfVTpe2DIi7gNxuZGqaaTKE2PRHfcZ7RZ0OtgsC30W90SIzA23YK/9YXkObt1GvvE+bFFQ3PSTsqdtBfFx62Xd6VnMyqUUP74NM/zw4vmDCXWq8ZHjf/yP/8H73//+Pb7/a7/2awNVjp/61KeYm5vb4/L7C4fMaHPJJZdwzTXX8J73vIc77riDT37yk3z4wx/m4osvBkQ49/rXv553vetdfP7zn+emm27iwgsvZPXq1bzoRS96fHe+giCkz/ejdcLC7Xuvr0Ia4oams75nWSzhqGh4CDXUAqWJt8251KBsJ+4WxPM5UbfANIRkFS35CxB1C5cqcIOUEcIVdDgQUgyAG2Q0RaPUoJhGXGrHkJu+fsoT9+n7m35f/NJ85Mu1I1KtppSYR5G4+bdbqIlx4tWriCbGiIaHjnjypVulrkVpLenqvUC+8T5YMo5tpRQ3D06OvN7KR1lCJOnbN+62HRuL1gtw6emSvHgLA2/eWQ0k6WpXBBd1Mo5sWU1JdrwE0hGlInURoorOyttOmFjJOZ9qikSRt8WTy0e25LP8wQIbg4nBRu7hiVnFvsGv47ft05lF4qwlwuTEEb7YRWxd9WDecPuViJ7SR8OykYT+WErejoMvlnxYtdDApSwL6c1qfRscVzEZ7CBcxbHq56GJOI0UCoPaMY3eugurNdHWXUTzGdFcH51bitGWCOYLSzTTRfULdN8QzWc0fvwAjR8/AMYSdaRtka+QVl4PmOUSjTcW1WxIO7P9hPjYYzBjbazW6MkJ+W7wkFqwgxEGvV8eNfaM3/7t3w7u+o8lDplf4ayzzuKzn/0sn/rUpzj11FN55zvfyV/91V/xile8Iizzxje+kde97nW85jWv4ayzzmJ2dpYrr7ySZvPAdZDfG4RWP4/Ftl1ZP1batZhOVz7Pt85oNILo3PYzSRX2RXAf9Y3MSgsrN3DK9IwuIJ6Xaivdl/fTGal6jHqWqO/SD2EG7W0lBkv4gcEqM/9a1bV7H5Fv315G13xTWxACkEhVVPCVSmJw0cCBaNkRhGqBRuT83dQjTL/nt95RCuH9dr/+fdmWcbquzAyKyM89fWB59e0b4dzT5W81DaYksuU1UGWbHifkdwalQEh7UyFRPuJUjUz5CFeRqmCAKst6olYx+PVkboHRqkmEbJlEDaQaPRYK7r2dRYgAh6hYGX0LUSKlKBoyUfHaNOX5ZYXEhesLwvdEQZFIBWTRqtxnnF+f14Thq5NtpUrZa+u8O30cY4eaYoDb62NHh4hmOq7vpkL1c6KpeaKZrvxvrLMQAd3JiKa7QuCWjIaJmCqsI2Z56SXmdFt2fr70dNsPiI89xvW1LFDzst/FWIvoCSfut8+o8fhjdHSUu+666+EXfBgcKHetQ0bjBXD++edz/vnn7/F9pRTveMc7DqhB26PBY2pnYE0ZufFWDWlC/uAmdLuNmZ/HGotuNrD9PnpyFVGeY+/cSJweS9FOgj2EVYp4LidTMaahiXsFVkXEHfH8KZpu+4UN2pRQVp9TGkouNJ80FtOIULYQzYm3nXBVZwqwP3MG6ls3POrD4CN+KoogohQV+5u61yR513xjhWw4a5EjSXxves5g2OumtPQX1e22uHxv3fYQa+8O+zNnyHa+dUMgSKqSflbGyu9bOSfMM8+Q12Mts0FFGY1BIiO6b0p9mPXaIRXIjU+/hTY97lwM380JvU1SEjerFSoqz1tdQAinKXceO9JkFIBEwGxcHi8Ty8KqANcxUs45tymfjreVTaOAwkXzCv/ZlrypByYpvrm2L1CxCJE1qZK0Pjhhu48uRviG1GV/RMrU7FDq2vsYdL+PjZwtRW4kvdjNUf2MYmKYaOesFMFs24WdGIGxYfjp/ZJWnpwg2rQT226hen25rsaa4tg/IpHTqNshnxjCLh1Cd8XjT89nmKEU0yobkesHdmBm50Ap9KoVA6L5fUa3B4mkYu2Wbajjjpa069CB0/XuLxRWUexjqnBf1z9YcYjYkQYcUsSrxl7CGiACY4jWrBYRvauiVI2GEJu+CPKZnZMUXD+TMUFJ6xO5MRuKVkzR1MTzBpNIY9u8FaFshHI6DpnBl9EGXVAOHn7Gn/oBFIxSxB1T6n1SLWQPWc8+6yky6J7zZNnO1T945McgjkNVZ4huVe0lPEHVLt+jFXpkGJPnwZRxr6r6DhNEw8MUs7NE4+NiC9HrSaSw9ciixeqpp0FuMKkUMYRUXqwgk6io1exGqm2iA8/t/8JZQu4hRLOCWN5FVUKau0o6XIrQE6rw2V5Wpn00yBmfWrU7SSu8qzxEGRDZUoAfIleyraLiZekF8vJHBY+uairT/x8qIB1588fEBP+tBQfVlgTNF7DYSFE0FVFmMbEinjMUTtMWtu/NTTMTNGTecgLANNPSzDiNiLZ3JOKcZei5HvT6QqqyTCwfpqbJZ+dQJx2DvvWnqMklFGMtdEe0YvGuDtnSIUlBTnWgJ39DUUUaoYqCePusaMW0Rs/1xCW+KNCTS/Yr6YpXr5Lzd9tO1OYCNTGOSSLijVvJj1623z7nQGF/aLSONI3XwYpDJtV4WOEAaImsb0rsGmPr1asITYejCJUmWGMxO3dhVi+H1SugsMG1XlmCMFa7GbmJFFGvIAopI8T3K1bBGRyclmYgVQO+X2PQ0KQa40r+TSz6maJR6evmTBiBvdZ9+TTZwPrVhsNalZGuKBICtgCq0SAaaqNdw+cjBZ50Vc8RvWbVo+smYAlESX/9+2U1ocdiPlXeyRxHTJxQ3G8vpMQq6UPrLAy8+3yoTPQpPOUJiEsJxmq3yGxo5KxcJMnps0R75dN3sk+66oS/yCW8MM044CPmbRUqy4U0pPtMrw9buEyovqRMiRrfO9Fdi9lwRNQzFZJJOC5ASLcrp8NUptTdSVWxlQhxPxM/rE4POzuH3TUlnS9cb9d41QqiezfL9WMkXUik0NMd1I5pEdbP9+W7NhJsO4WdU9g0JpruoLqZuMIXFt3tY0YaqEaKHh8re3nuL/jqzaKAooCRIfRMFzsxUraLOoRgrcbs48PuY5PsGvsHdcTr8cCBSGFZg+33UUetlFLwfl9K/tevwd5xD+S5pBuNQc/MQxJjmrEIdxPXGDsqtS1JD3RhQlWXMiJqTuZystGkTDEaGfQK7W7uLp1iIhftciX6xgIuOhFaqVhFEUGkheCJP5KiiBLi8fHdvHYWQg0PgXf5V45kOV8pSTVG4lidu/eTGLQRfYnWjoy59GkUSeTnCEKxaxfR2BgqSVBjI9jmI29PoozYtvvxvnj2mZKKTjVRYcWt/Nvf3209b/ugsSUpyHFRVkuRaGxbijFMWzsNYcl0rNdH4SJapox6eeKnjHXE3+9suQmdCznTeUmEsJA3Ie4qTCKfpwp/Hnuy5FKfRuYXNsKlJN38ykfCIlm37E9KIHDGRcSUYaAFkXHXmaIkjtpFvXS/EvXTor/M25GI9mP5XyxhIqK4TM8qM9iWSOUG00xEozUzK0J6pbAjbdTcHAy1odmQ33ViTIxMGylqfEzsGQqLaSUw1kYrhe7kmKEGqpuje5kQ5iRBb5/CTI6hbB/SFD01B1ak3nZuHnviuoEWUvuKeLWzFOp0KaamiYba2FhTTErngWT7/F4YpdSo8digJl6HMWxRYDdtRbVbktKYGKNoJegokvFg5XLUfAcz0iZb0qJx9zai5iSAVB+6cnft0i86F7JVNCOs77uXin4ryiEbkoor7aojQwTBa2RcuX1I61ic9gaJZrj9LhqygM6c9spA8YR1YNeVVW+LoRqhynMhXlEkg3Qal5GWLINuRuglGEdhdkxRCCEzLjJY9bU6EhBpVJJgh9pSofaEEykW8VLaI0K6TMEzTi97+BWL20csRCkkd/1ANVglVhCSCids31ugQJlaC/YMONIVtFYScdKFTAqq6wBlg3kXKTOJQuU44maJel7LRVjOk6eQVt9DJAy14K8nV96Wwjeb9gGqCinz7YfCcXUCOJMSyFc8bwYqieOuZ2sWnVc+01pMoqWtl2/L1MtgWNJ+anQkdJZQO6axWY6dmxcivnKZNDsfGcbumkKNDouXluvPaGONaTdExN4tRLgfaxHiW4udmkanieucobHTs7BqOarTx5xw9H4lXYBcx4DZNY3SiuLU44gf2E4E6DTerRDkUECBongETa73tI3DEd7Xb1+xbt06kuSRTzgfKWridRhDRRFmdpZoqC1ah5lZKSdvt5yRq0sHbd1Jagw0U+KZnvRjA3KtiDIZDE1DY1JLMlOgeybYQ+jCEmWGwqUIdW4pGorIDQrgTCFVGSGQz/Uu4W5f/V8XyDDDEXFHfH+UtZKFshb7rKfI5/QN0c75AVKQ33c/IC7W0p9S0oy2lQadibJOt5Tl2HYDNTUr5Mx5FqmRYcgyLAWq3SJy1aDFjp2P4S/1+CNetZL8wU1iPbJsFB7cIm7l5pFFZ00i7WRU4VJrpkyxPRSqLX9MREjHe/2gX0Y5Ih7aUQV9lpCuIlVi5skgCfIu87JtwjqSbhSipTMX7VJyPlbTfqZyL86GPAnykwZHkmx5/obPqESyvH0ElUpGVSFr/vOCG74p06HKQDJXFheYRNKY/dGI1ta+03w5h//CEvXEe88WFm3Bpi41mVs5jlOZEKfcdb8oCrKVo+Lp126LLUuaopcvw2zZKobLKyYlQt1YKtGjdhpIl3bNub23l0l0mOio5SPASpK7t2BWTKC3T6OWTcpv20wwN+yHjhULEUXYbjdkF2yssENtmQAu+Lz8uU8l/sp39/8+7GeIZ+2+arz2084cZHik4vosyxYlWDfffGAsRuqE72EM0++XA1gjxi4ZR9++kfxYEZ3aoSa0muTHrKAYapAtG0Zvm0L1C2nU6wc5Y9E9Q+sBMUk0saJoiAg/b0dyw3cDntXOrd5dB3mzNK30ehobyfq+fB9K7Uq1PN4kiqIl+q9sNCEbScLAYyOFbSUDpqv6KU9EP/kUEdOPDst3bCYyOCcRNo0xrURMOtMEjMEOO++qVrNsnJumYrqaJPJcaeLlh54Yd28Rr5KuD/G6tRIdzQtYtZxizVJIYhHM7yVsIi1n5JyQv9HXvhesJTyKnzuT7HlPBSB73lOlUlBXSYgK5ELOF99nUciVSV3bnkgsIfKWP6dKEuZNSr1/l4ll+0VDljVJJSJGSa68lsvvS95y3RucbUo1UhZSmaokU1WLCL/PntwVDRX2AwaXD1EvTUkI4/J5f0TTfrBbpiMjiLtCxuLZjMbWDo1dGclcTtTNaWzuEPV8DpSgh1OZoRhrYRsRtpWi56Qq0SogijAnrkWPj6FGh6Hfh5OOwUyOSOsn12LINCukq5NBboim5tHdAtOQe0LeisQEthWRDcdk65ejZ7qYyVF6R4/TWTtK8aPbKJ59phTS7E8kMWQ5pt8nWrOa5KdbUdOzqB3TRKedPLBo/JXvEk9OivVEjYMaRVFw4403snPn4ET4i1/8IkcdddRuy/+///f/6FckI3/7t3/LunXraDabLF269HFzQKiJ12EOm2chdcYDm0vdUkcsBPLlo3Jjdz0W7dgw0UwHlVviTkHUdaGoSMTPJlEhreEHl7zpyJ1P5fkCRVOJKkTlYAMVjYwjX9ZFIkxM0MQEmwBnNmkSFQZ0qQrT4thdgSoKMX20Viq0okgGlSQqmwAnEbYZy0ASV0xc/XQwjrBLxsWrqNmQ1Eine9iSL9sRDyaaDez4KMQRxY9vI7pvGxRS8bbX23LFEvFXvouJNcmXv0v/F84aWMb/bxqa+RefLV5TlTScL+ZQtmIuCmU6mPJcGvDWsmXUSbn03YC43pO5SuqvFLGXz/3/fhtiRCrRXJOUdg8Dy/vKRffwUd7wORU/r+rkYuDYVfYF5HvEvcF9SrbNhWiYvCYrRbvmiTbtpHHnNpJN0/LaTGegvZG083LrxYPmqaqfS6eHVlOIFEBeiI1E8PTS5XWFj0CaEBW1cUS0aw7dK8rPdEa2vuK5f9QY+WiDaD7HpJr+L5wl6WX3O8ZHr9ntuDwqxLHYXgBmyQhmy1YwBrNsIvSnrMKunCS/66f757MfI+yrsN4/DiW8/vWv52Mf+xggpOtnf/ZnecpTnsLatWv5+te/HpZ7xjOesWjrv1/91V8NTbL/4R/+gTe84Q286lWv4t///d+55JJLeO9738tHP/rRA/FVBlCnGo8AmK3bMfPzEtkwhvinm7FLx8v2IG6AKVoR2cgIjU1zxBu3UKxeisrE+NI0IrLRhqQcY0Uor48lhWESHaqloBwQfbVWVdfiBzyjnKjZpZN0TijvV8Zi3ChWivkthQarI3RPgVZEs6X+yqQxKpbmwLZBaF1kE+kXqLPCtZuRFjOhSXeayOCRtCXa4weSoaZoRdqTUo3lW6gcRoiPWl1GBguLmu9g2xIFLNYsJdo2I7/lM89Af/OGh9kaFI0IZSzZ88/CaiFZNlZ0f+lpWC1RUZ1ZinYUCLtB2k2pzIbUIRCc5UVLWIqgbOxS0xXSVT3f/N/S+oHdRPUenvD7lGHRAFVIas8kct7FXYuJhQTmrTJyG9KEjuxVm2YDgyTPf7QPBhsGGnWH68Onad3zvCFEVCwwLPPHTTB03zy9JU36YxHZkMbqmGL9BI1tXaK7H8DMzhH3lkq/w9xi2lJ5jLGSTk008a6OXBexRmUFvaNGMZEi33ACratvh4lxbDPBNlO5dvo5phmjZ3sSPY81ej7DNsQHzDczz0dG0JlUPnufPwpJb/YmXEPuSBF1Ioa/dx/zp65GZ1YMdoFs3TLssctL892nnob97k0Pe94tRH7n3cSTolc1N9xCvGwp2XErF+2YAFD86BHoGB8nGJS7J+7bNg4l/PM//zOvfOUrAfj3f/937r77bn7yk5/wT//0T/x//9//x3e+852HXL+agvzQhz7EO97xDt7whjcA8IIXvIAlS5bwwQ9+kN/6rd967L7EIji06G+NRw6lpVQbJLV2/FqJcPz0fvSD24MIV+WGaC6n+eBsaBeib/0p8d0PSqoxM0JatAqDmE8h+hSPiHpdWjFV5G2XVlkQSQhkjzKV4oXQVV2YqfTRsxGDVgCJlnYuw5XZ6zU/wDRi8tEGpplQjKQUQ9Jfz6Saop1g0sg1E3bC4liE26adYhoJZqiJbYjnmU0iirE25Abm5sGawyrqlT/3qdBsYEaaFCNNsmVD5PfcG3RzRSsmXzFG0YpLa4c9IHv+WYFk5S2XBkx1IOrGte9R1p03VSJESeKlKs+187GWvKnIhsoFrfe9dRHQvKnI2qVWy5uR+ipA67a3cLzxUdiBCYF/vZKCLNLyXC2aWiwm3LlaNAhtgkKktnpH9fd8Hwnz3zOc65W/Grm+FGWKNbQ28qlMaRuEgf54RN4UYtcf1sTzObrbh6UTEGnM1u2wa5p06yzxXB5aEolWU7tor8ZGEb0VwxKdnMloPjCLGh0V7VVL+jKqopAUvdZgDMWweLuZoRTTiCmGE0wjxjRlQlO0YvK2HEBfzawLSzxvXLrWku7qY2elJ17RFiuZ/nlPC+lJAM558uD1/UgRSes0naYwObFH0lXj4MW2bdtYuVKkEP/5n//Jy172Mk488UR+8zd/k5tu2jtC7oX3d911F8973vMG3nve857HHXfcsX93ei9QE6/DHDqJQzsOGumAWzhJLGmUTiaz/aFYDCo7PczE6G7rqMyUKcNq9Zr1A1CpZSkHmMqIVxE0h4hEpSrMl8IHvQvloCSfVUkxRUK+fL86bxALLkISq7LBciRCX5UJMbSJ6xcZvkPZ7JdIUi82jcP3U/Md0X+5NinR8PC+/CQHDeKvfBebJhKxqPimQZkOLBoRwZB0EfTPe5oQLoUQ2IF+iAuiTokibzrvNh9pwi9PqFS0WgiWSRQL03pl+lkFshMIz4JUnfxDSYBgN3Lko7Gqch6CEK6wfCRaxSL1pKhS4bjgs/1r/nuoKrGrpB7Ddx44BvJP2RpowXat2ETMHd0m7tiQmrcaslGJWJLlrmtDgZmZhfs2k/50O7rn2WP5W1qtxUvLyQdMIxKfq6GGS89rVDeX6Fzh2g21Uomeeef/0ElAqhjlt/WTJ/lOobekm6TFcznRXA+VxMTdovw9fK9YJedfNrqP1WVRhG63pVhgkfTioQbvXL+vj0MJK1as4JZbbqEoCq688kqe+9znAjA/P0+0lz6LV155JZ///OdpNpvMO19Lj263u98qIh8J6lTjYQ7T72O27QBcM+M1p6PXr8bedDt63Wp0L0PvmkHlLVTekNTBkmHUXfdLhV+vT/Tje4jWrCBbOkQyW1A0NXlLV/RbMkB2lijSWTswaElV4uCs3r8n/eG8kLl08C5c2nHhtMATviCILqzM4J/1FHCpibwVOQG0pGZUYdGFc93PDaYViwVGrDGNIXS/QMUacoPqZaiekehXGqP7OdF8JsL7wkAvA2v3unn0oQBbqUyLp3sYJHrV2NnDKkUxFFO0xLut+KWngVI0/+3asH6RKFRcFlZ4ou31fb49j08XF66SNbjBR+U61nm++UrGhVWJZVSpHNx9aju4tXtSr6Wtj7VllJTydNtNzF6tLvTb8+Qqb0qVbtnXkZAu92l6o0FXtI0+quvtIHyFYjXaW34Y5T6Wu0jVOBUkatRZFhN3Lf2Wor21IN3ek2j1ph3Y8WHyleNE7YbYp/zkbopdu9Dz87SBuVNXYFoaOobushbNrR2yySGKhibuGJLt89h2Q87xoYZcM80YlRUU7Vh+40Yi36tfYFox0XyGacTikG+Ma+atByZdIUKeSJujItXooQbR0iXoXoEZT4iMfPOiUeliAWLovOiZ+/CwS0ZFQtBIKX7w6Csn43Vr928bo0eJ/aHROtQ0Xr/xG7/BL//yL7Nq1SqUUjznOc8B4Nprr+Xkk09+mLUFF110UXj+3//932zYsCH8f80113Dcccft353eC9TE60hAxbA1G46JUk06OQE7Z+Se32zgm+NmS1ok0z3U+Bi21cDecx8UBr1lB9FQg2KhgNESyuN1QcVHicFIg3/JESJvpDoY9VChJYr3NNIVl0NlJQ0U9QgeYdKAeXDGUqTauXgrlDVgLNFchmnFIVqitNMUKUmJ6cJimym6J9FBr/8K+5zlYApIU+JlSx9x/8KDFflwKgS5V2AacjtIvnQ9xc8+BdzvJH+1WK4tONZQ+R2qDZuVLbsbBPNcHwFSIRTkParE3FSeh6hnNVVH+TykpnXlTe9SHi2Itrnt+HWCL5b7bEuFMFX0WeHz3Tnqm0gvHLeqIvyqKH6hRUSI7u4BYTuV77n7QvJ61lYk87KxfDihecv9oBS9VSNE3QLTTNHdPrYw6DTF9PvoXk+0dakiH4qI5+X37o/FpFM56dZZqVTMCmwrcSQqhiLHNJNArP1xNk1nsmzkWtG9PNjQqNxCrIKRrNdsyvVoSaf66NkuatsO+uvWy/Yauox4gUSejR2M0D9SGDDTM4+44ftC5KuWwEFAvI5EvP3tb+fUU0/l3nvv5WUve1kQ0EdRxJvf/OaHXd88jB3OihUruOyyy/bLvj4S1MTrCIFvkJ18+bv0z3saybIJ7G13o9ptGB0mWzFMsqND0dBESUT/hGU0b9uMPeEYuO1ubKdLtHUaxkXjJIONiKJ9ub2NEQfxGJQTyuuCQHZkxTKlBGV6RcT1thLRECsLf9lo1/8u+IT1ZBSSqEQkxohPeaK7yRMqH9ERWhnykYR0e4d8RC5c0dJIJae/uet+Lg2DjUSAyJG040gDDZJyzPqHjRnO9Cs2MP7j6TBgzq9u0UYiXvF8LtGLIafVSUDnkiqqrq9z0ezkjVIID+53daTKxCWpsLisZoVZ+OhIWalYiRBBmc6iIqKvNKEWwboaICvejwvkvAwRNkfAqmaoQRvmT9EFUTETy7pVL6+BdOWCCkhJuy5ywBekQsPnLFzOb3vBG1bD0P0ZUd+Q3HgXqt0iP2YF2bEr6C5tMPL9+0FH9I9eIhWN1mCynGhkhHzTFlrGoE9dSzYUoXPLzLomOgPdsPSXDUt7sL4JqUNlRBTvm9rnbdFH6r4RcqUsphWXqcbK71UWO6hwTYOLaDdjTDpEsnNG0tOxIp3JiToF/bFEjpNPiep9uNYihYpjzPFr4bu7Hv12Hsq0+QDCsB96NR5i4nqAl770pbu9Vo1i7QvOP//8/bKdR4qaeD0Eor1oU3OowFRy2+kXrsM++RQR3bfbmLs2kpo1mHZK3CnoT6QykDQb6Jl57DFrsT+9F7ZuJzp6CXk7kfRLZp1+g4H0kLJ+YFSQ+4o0wUBfPNeiRd4oSViYHRs7OAhSVo75gdO7mwPMHT0cyB6ZKwQATCtCF5b+ZKvSjNt5M033MEOpNPDdOYuK22JAOdcTAbJ1A0UjJpqNUd0WqtOD7dv3/490gDG3UtHe0qI7GTP86Wtou9ezIU3eSkOlnv+N8yZM/MPVYX2JTJXGpVFmiTvi42Z94+emCik3oBSUu5SbVLQhonGPSuQp6P/iSoqZyrbcI+pTRqequsBFdF8L9WXAwLZNJZ0YekBWzm2/j1U7Cv+aWvBZVYS0Y6WCsfIVB/Rmum9JOiJIN7FyLYE0jW/9yDFXjV0ySndZg8Jp4XY8cy2jd3VI79pCsWkLSit0s4GZn0e3muTrV5FumcOsHmFuVcLIPT2UsfTHEwpclDgqD7yNFXmSSIQ61kR94wiorlQva+J+ho0itNNQqmZEkUqLJFsZYaJ5mUz1JhIauzLMsgn53RXk7QjdExlD1LcyudEKW+wDUXBtwR5NVeTBCLsfqhrtIUi85ubm+MY3vsHGjRsHPLkAfv/3f/9h19+yZQs333wzZ555JmNjY2zevJkrrrgCYwznn38+p5566mO163tETbweAocL6VoMtuHE4o1EGmY/sBk9MQajTRHOFoZ8yRB6PkM/sAU1PISZmy9nxBCEzv6vFyLjNTyLXeOqHOQGesa5wXah/qWaGqqiSEV340nd3EvPCYRNO4NVtLSZUcbpSjIX2SpsEOcXow10Rxr9FhPDwZPItNOQFvXbKYYb6DQmOkxsJVb976uY+vUNjP3T1QOvt/9VNFzTr9wQDHRtIgRq+2vOZfLDV7HzNzdQbcJsI4inbZniNZa8HZX2CQsISkgDuv+9u7vVLsPnijaqgvRAuCuvLyRoiwndd3u+gJT5XqG7rbuAIPmXVOV5mGi4gJv/GyJxlXUlLV7ZSPU7VI6BKiTFHnUtjZ2S+o5vulsiN0qh0hRz/Fpm1w8R9cXUNRuWi6o/kWKj5SRxLJ0qxkehMBT33gfX3gTDQ7R2jBD1VhJ1czormsGqRRlpAaatM08u5Hc3katIzeTa0JmhaMZuGdFT4ipH81YUrmPjmozrimbLVipM59ZLU3t/P8iGE5e+NKRfvJ7+eU8j6jz6a01t2QGjo3CYdJ0wdj9EvA4xcf0NN9zAC17wAubn55mbm2PJkiVs27aNdrvN8uXLH5Z4ff3rX+f8889nfn6eFStWcOWVV3L++efTarXQWvP2t7+dz3/+87tVOz7WOLSUdjX2GbrRpPi5M+ktaYpnTqxRw0PYXo9i1RLyViTVUcDMemkZY7McRkdQWhPNdENkKm+6/oyp3Dx96b2vSisa8n6IGETehFKWtWr3cvzSsNJWhMm2NMasaIWCG74T9/syfHEy11Il2ZDqLD/YmUSF/GXULZzNRIye66HnRKhs2olURDpBPoD++vdR37oBlRWYoeYB/90eKywkXR6dF51NOl2gM0vWLtPBkx++il2v2hCIiknKh40gb+uQWoq6Bp1b4p40S0+nDY0p55EWOhZ4/zaXavYRH5929uSoYHFy5AicVBw6i4dkMOrl933ha+G9aoSLMirrlx3od6hKwlVtpm0jBu6mnsz5bfpUp9cs+u/jtxsmHI6s6cwy8t37ysKDY4+Sc3TpEopdu+gtbTJ89xzDP9hE+55ZJr63lbHbZkmm+sQ7pAF1vn27dGhopkSrVhKfeCxq9QrMigniqS7d5U0RsxeWvC02E7pXSMGJr2Q2ktq3zggVrSjaMUVb/NrkOjWhY4HYvKgwyfHaP19QUSQlWW/syogy8Rbzjc2H75gm3emiGoUl2Tyz+w+2l7BLxsl/es+jXr/G449LLrmEF77whezcuZNWq8U111zDPffcw5lnnslf/MVfPOz6b33rW3nVq17F9PQ0f/RHf8R5553HBRdcwG233cZPfvITXve61/Gnf/qnB+CbDKKOeB1hML0u0de+R2PZUhgdYeopKxje2ETPzmGUov3jTXRPXIHKLVFPqpvi0WHslm3YE45Gb51CF6NCYrzxaQbeABVw78lrcT4YFTCRIz66HCB1Thld0KC0RLPC/1aV5qyqYlKpSvKmcxnMhJg5XYmL1hSJIioseUuTTucyK48kDZlMZ5hGRGfdGCozRH0TelCqwpKPpGjn3t//hbNI5nLUt244wL/agcX8i8/GpIrhT0vka2jB+1ZLxNGbi+pMiFLelCbU/nyIeoa4J9Ye3QlFb0yYSXtbwfxSqZSMOyL4NgmhJyFUUoQRYKRdT+4G7QHriErEK2jDfDRtQZoaFmjHKmm/hdvCddqpCuWVcZv0JM6dgyYFlVcqGyv7sPAzPMkSYlmt1CQUmyhXpGKWj6MKS7xtjs66MVrX3A5RhIoimt+4GYqCbb96ZnCFT2cN4zdso7jjbtSpJ6EfTLE/vRc1OoJdNoEZchWLrYS8FQUdVtwpKEyFSGXSrcBfJ0VD0pD90ZioY8L1XTQiol6BF7TlrUg6DaROg1kp07cR5C3ZDkgxh+5m5M0hzJAcfBspVJ6TD7eJkch0f9UorH4K+huDLaceDo+4ufshgCOxqvHGG2/k7//+79FaE0URvV6PY489lve+971cdNFFvPjFL37I9X/4wx/y8Y9/nOHhYV7/+tdz6aWXDpilvuY1r+EjH/nIY/01dsOh9SvU2G/Ijz9KZsPA3FEtsjOOJ77zfpjvBLFzMlug+zn56knp2Zcb6PdRmR0c/HzFmCM/UM7gTVwhXbGQraq9hF/fD04LB97wulNll62GKl8m+HH5/91nJzJogJh2Wq3Ih+KBVI+ykA1FpF+4juTL38Uk0ubGRGWfQC+ulco7Lb3lDmP0xjTDn75m0fe2/c65QrrsoGbJRtJQPWuVPRCLhiZvalcUUUaIovkiRIBMJMUZA6nGShrOVziG39ZHmCrRsIF13Os+KgXltqi8NlDZuKd0pNd1PVRhVGUfBgiWWoR0Vd7zEbGqZ5c/nj4KqOd6xNvmyFYM075zB8WuXZhOBynJVfR+7smhiEBnElW0iRAz/cAW9PgYengIjJFqRaWIprvE013iTlEWq6TS0kdlUgGsMuetpcvfuXDFKsrK66K1dDov15PTJjqkiAeqRyuVpYUz1O0vaTC/dlgiba4gJuobTKusQDSxomjFxNPdh/gBdoduNIVkHmbwqcZ9fRxKSJIE7VpULV++nI0bNwIwNjbGvfc+fKVpmqZ0u3L+9Pt9jDHhf4BOp7Nos+zHGnXE60jF1T8g/5kzGL3yR2z5ldMoGg3i2RXsfOIoEzdPSbRnVJyrAVQcM7t+lCElM9rq9Tu0KcckmmyodBH3A5Fv9OsHXp9aBILoujr4LCzPlzSEW99tVxfljd1XmoU0hlM4q0I+xzuZ+/Ro1tKuxZGLrowntD5X8aVqauzznkry5e/udsjSXT364w0ZaH7hLFr3TVPcfOv+/V0OAlQF9Nt+51yUhcm/v4qtv3cuykiKGSDuQux+n6hvQ+NpE6nQaFoVlqIpqSedi2i8s0K8oJrbc+JuQTIXBY1SNiQRUU+2PHEPabmKdnBAL0VJvqoR0arRqUewo4hksoACW4lseQxovyrwOrOqIF/5z65UN+4m4HfRXZmEiPZJ9eW8tW6bunDHrAFbn74MLCz97I9FIJ+m8rfdpveMU0i+/D2Gnn+mkCjn9t89apR06GS4d6v0HB1qizWD0yt214yRzPSFAKWKqCtavNaWnjTLjhS626e3ckh88lI5OKahUQb6USTEsG+xSolvXs8IyW7pYJ4s0UcbJksglane1y9ra/KmCscq6lui+Zxoap7esjKVbxVi4voIYHpdOEwE9Uc6zjjjDK6//npOOOEEfvZnf5a3ve1tbNu2jX/6p3/aK1H805/+dN785jfz5je/mX/8x3/kKU95Cu9617v4v//3/6KU4p3vfCdPfepTD8A3GUQd8TqCkY0m2KIg7ll6Y5qpk0fJWzLwFW1xQS1aCaYRYScnSHeJgagnPgAo6E5E9IfLtGPUd+9XljHJ4MAYUj6VyIaHRDDKUUsZSTtEmd2NqA1ESdxr3scpbM8bOTodSSB2EaEdzfQrxVSv8e/XyQCzoLEzQH+8EQicSRXd1SOP+JgfavDavS2vOzdoumwEunIMQdrWBNLhiK/vYiDP3V9H2qO+E3MnYk+AM7uN521wrJfG6J68q0Eis4BIDfzeLDgn/PJq8JwLFijRIOEfQCX6NlDhGC94T5XccLEImY9iQTXiq8IERWeVawLxqjOuwbVdvxq9dBLrKwnn59GZJV69EmWhuzQl3TxL+/v3kO7qSSeKoTb0+qjtO7GNhM5RI/THUpS19CYaxJ3C7aslncpReYFtSnP5YrwtJLqhy/O9osmzSn7HoimRNx9V9sstPPZWCzkPMgFdRjjDMgribbPkk5WuEBbibkG+dGGy+6ERL1v6iJY/VOB7Ne7r41DCe97zHlatWgXAu9/9biYmJvjd3/1dtm7dyt///d8/7Prve9/7uPXWW/mZn/kZvvWtb/G5z32OKIoYHx9nbGyMb3zjG7z73e9+rL/GbqgjXkcw0i9cx65XbKC5oyDqazqTmlVf3Uo+3iZ+YDudJ6ySG3FTE0/H5CMJyY552rdtx8RLmV8Wkc4YukvkxlsdNAYGOMrnuhAtjEL+Grd8WNAN2sragahWlLk0ZoqEJ5SSm7nbtNccDVSRVcxXTSp97mIlbVes1ox88mp2XbSB3gufRnNnQe+FT6Px79cR/9fu0a7seU+laGpng6FKj6PDFJtefy5xF5b93VVsee258hsp6I+AacjvmxSuWMGlA3tjimTWhmiQjRR5LDqwZM7QG9NO6yPL6UwiLf3RRDR3CTR2FdhYiJwXrJsYimZJaKoR0eDXpQaJy4Cua5GqRe9yjycAFRIZqh5dhWHYfuEirBWyJQsSNF0hulvVkVXS56Id9KQKafTes+QtiQp6MXp/RLYzek8fbv0p5uT12Ac3o1stVKNBfPM9zD/tWCik+GHmxHHidWO07tqF6mdiozDfkWrkJKJ13zT5RJt45zzZkjazaxqixYsUUa/AatfZoZFQDMVynUbSBkgZSzLvRPaVa9pGCptbiEVQn7VVeZxSN8nJLZFSoZtFb0yH3yL8jgqG75oGrYg3bqG7fC0gGkGVm0fUY1E3moeNufFCHIlVjdVo1PLly7nyyisf0fonnHACt912G9u3b2fSNU3/t3/7N7761a/S6XTYsGFDeP1A4vAdOWrsFUY/cTVFqkh3FagCZk+cIN45x85nrKVoanoTMXlL01kzTN7UdNaOkq0cDX0VO5NazDUzSUGZBLJhgrN80H85364iKSMMMjhLJZroP8oB0SoZmLIhMe3sTmi643pQdO91QT6aETnfqWjBwGsITvlZSyoes5Zi10UbSOYteVPTH9ZBbLwQvRc+TQaorkH3pVJPu/3Inr97ZOxQxwNvOJdkTqJSW153rkQjNeStMmpjE0LDaFWISF5E404I3yz7MWZDis5kRDpryYaFYPVH5bXtT2wzfUxCNqSYX66ZXx4zevtsqHAEIXo+Ze11V8YTLuteq1iU+DSzf5hEiBs+wuVIkidvC88XUyFzJnHrxI5wRuV6i1pZLPyrKv+787NoDFYCZ0NCvowvHnDfNW/B9DEpW195OrPrR4hXrcD2+9heTyLVMxnZSESUiX2KaLCs2EjkBUQR5DnxlinQmmi6RzHcxEaadMaQdFzV6aZd6E6GspbOyqbYgGSSPpRKUTV4nFyk2URCJLO2lgbivvm5uzdU2zrpnNAAXa59FUhX3LWobbtgZg5GhgJRzYejR9zY2vQemR6sxsGNn//5n2fXIrZO09PT/PzP//xeb2chuXr2s5/N+eef/7iQLqiJVw0ApYjnZUTtj0RQiI/PzJqI7oQmayuJbk3nwbKhvakXVrcakrmqS72QsOrNejHzy/B8gRZnN7PNSnpHevap8v1KCilENCqRCKyzrnBELe6V29WFJ34qDBp7QjIjjuFWV1z3D63J415j9fuuctEbFaJXVVIsbWLcwu615s6CuCNVcf2RSt7NChkzCcwv08Rz7mUNedtFM/uW3pgKJC0fSWnuNMTd8hgbZz9SJOW5EyJVC1LOXtsHBI2f/8ywvYUmqmrwUV22qgkL4v0F5Mp/1/A5C0T8Hv58NlHlmlhw/lbP47xVHrv+iatQcYLt96GfEX/3VrrjMiHpjWmS6UyauxcGu3krZmYG4hiSGLICVRToXibXsMY1voZ8xRhmKCUbbRDPF2AhG44WpOsrhQ7uOykjhSmeQHoyWT0+XqOn/e9gK9E+d7zirsUuGYV2i+7R4zT+47pFj92RjiNRXP/1r399N9NUkObW3/rWtx7x9qy1fO1rX+MjH/kIX/jCF8iybH/s5iNGnWqsQftfroFzngwK5pcpRpeO0B/WZMNIKX9TofvQnYzpjegydROVlhDzK1QQHQ+0T/E34EpEwiTlwOhJkCoYSB8pA/0xGcCrRpTdCUlTVXsGKuN6CmoIPfuUGhDe+xt9MmvoTmjijkRlVCFpTBMz0A6nCpVZsrGU0CrIC8dzK4aQhyEm//4qHvyjcwE5dlnb2US49jo6L4sc8jbMrYxJ5iz9Ual+G9oklXGNqZx4NiPaPosZatJf1mbbaZJ3UlYG666ravSi+qIR0dzaI2s36S7RZRQ0Lkl68ItbzM0+IfSPNM5brhoZ80J2SfURbCJslUC5zwznXiVd6P3kBoib37+C3YxhbeX/6v76aKGP7CrjoofzlrytQprdv77lKU2a685g4sezcMvdqDSlaMp3TTrQXdYgG0topqVbe7FlK5FSqCSme8IKV5xioSsu8xakHdBQjO4ZiVw5IX2oPE0kpRz1y6rkZM4QdQryochFkSX1b2LQsdwvrLLEPUU8VzC3Mi4LJfDbLVtBFSNNihXDxF8p0/zNreXkbm8Qr1hOvnnLI1rnUMKRlGr84Q9/GJ7fcsstbNq0KfxfFAVXXnklRx111MNu5wUveAGf+tSnGBsbY8eOHbzgBS/guuuuY+nSpWzfvp0TTzyRb37zmyxbtuwx+R57Qk28agAwfbw0jGltt8we0yJvu4GhOuvVisa0cZVtGp1BY5dEOHQG3SWEdI6ItxioUPPpR8wCrQwlMbLI37xRvu8HP+0GgmxIEXfK961WoTVJMJx0kQWdS/WVMlaKBpryvq/A0yhUz4bPmH/x2bT/9VrmXnYOQ5+5ht75TwszcI/uBWdTpIrGzjy4eR+OWPW/r+KBN54bfs8qYUZBMmvpTchvP3ZXn/kVCY0pw+iPpzE/uIX42GPI796ISmLsieuZWz/CzJoo+LaF38xFeOKOELqZtQnLv72LxmjCzBodyEtoE+XJuK92dFEonCas8E4C3nTVpRZD5WIlIuMnCMoRM2CwcpLKPi7yHNy57fbFNMqVPKl6qObX/rrARcH6o4rGLsvEbT2xLmkohq++iy0XnAhWJiM7njjM5M0GPTrMshs74relpdpY9wzRvZth2VLM1DR61QrMg5vRIyPEcxnZSEKRis7KOKPTfCiWKPVoRNFQpcN++L4KnVdSyxUy6SPFvugiVBFHYLTC9i1FQ4u5shVdJ7iUdF8ibiM/3AJZRnHcioFjk40kNPfSjytet5a8bmR92OD0009HKYVSatGUYqvV4m/+5m8edjtXXnklvZ4Q+Le85S3MzMxw5513sn79eu677z5e9KIX8ba3vY3LL798v3+Hh0JNvGoA5ex2yY07mTt2TG6QGsgcWUpEH5V0oLMkciJi8fNK5i3JrKGzLCpntJVUQtg+hIFusVJ7C1KWXwxGuaqD5cISf29ZUR0QFn5WIH2xott2s3Fd6s4kParQ1oYqx6HPLO5jBbL80GeuIXv+Weje4Uu8oCRHPiLpU3rGpWitgsaUZfaohLG7uiQP7AKEu5j7NyEutpreypGBVJ6JKqeCJyreKLWt6K8cCa1mvMDdN1/3rymv2YrL/TvqPVex8U/PHTzHqpYT/hyqpByjotwPqyun5oIU4kMeJ68bW/C54ZysRNHKldwxWKAX640r+qMN0mnL2O3z7Hr28QOfUzQUxZknobfMEF37I+IT19NZM4rViuYDMzAyjN22A9VokK9aQrRrWtKOVvy+KCz90ThEs3ybLZN6fy7ZN12I+a2tZI51LtswsZKm2ZEKxDO0h3LkVxWQ2vJ7DRS+OI1YnFlsK8VMDEtUbcFxzZcO7V0dnt2LH+kQx5EU8br77rux1nLsscdy3XXXDUSk0jRl+fLlRNHCs+Wh8d///d+8973vZf369QCsWbOGP//zP+fVr371ft33vUFNvGoAkMwW9EdiZk4YI50uKNqRiGcB1SujDclsgdWKvK2J500Qvs+tiNAZIb0HlBErP0PWMnAG3ZYX6brSfF81FtqrZOWgHMiVG7iLlizjG/FaJctDSbSsLmf1RdPbGFCO+G4fi4arNnMD79SFG4h6Nsz8F1oxet+v5EvX78+f4KCEJzJag+7L8fZVqNkQoKC1vZAI6FU/xLbbFDMzANjTTiB+cDszT1tLPG+YXypsy1e17pbai2D4vj7bT20wtyol7lgiV7Thzx0UrPqLq9h68bkDGsA177oq7LNPRVK4z6n4xnnbB68Fs1rS1oHc6UHy/pDmqX7fKfdfUnkEwh8W81EkP0HwBNR91oBxsCO23SWK/plDch77aJMjS1PHNhlqx5JWvPUu2rOr2LlhFb2VIzRv34w5cS3R3Q+SjyTwhGOI77wfvXOO/sRE2QcTgq6x0Ardd+2hHGHMm2UzbOm9KEUARSoeZEVTKhmLRuW76t05kLcHiedFsyaee6Byt52RJspYOssS/O1j9lfOQWcs6qe3GPKN9+3VcocyLOyHJtmHBtatWweAMXs3sT3vvPP46Ec/GqwnqlDOmmjnzp0cd9xxA+8df/zxPPDAA/u4t48ctbi+BiBiWm/gOHN0QjTvrB8SSGchnSlTOLqwFCl0J8QEsTFtifqDUaiBkvvK1R569KnBv9VogEkJkRFPxqoDVRggo8p7lKRPKqoIVW8iyK/sU2X/JLLmR+Py/eH/e81Ac98jGdUiBk8SqrqlueURo9dsxBYFnWc+gfi49ehWi2jHDPm65Ww/JQqRxFAMUYlQhvPGQHcycWlFqf7zZN64NOJuFYSqfM3DJDacP7Zy/g2kF92+hwiqKs+ranQmbH/heOf/95FhWy5Xrf4bOI4VYX0wEl5ku5ZSjF6kct1V7TS8Pmp2dczc+lFUo4EZG6IzqZlfkWAe3CwGyMcdRd7S9CcbFMeuxgxLxaK0aJIiGeOeF01Nf7Ss7PUGr2G3PBGtRrELiX5Vf4vq9SxGqYq8UX7ncEwBZS0mhvjBXWQjKaOfKI17TVRaUDwUdLv98AsdJjgSxfV7i29+85t0Op1F33vVq17Fi1/8YrIs4+677x54b9OmTYyPjx+APRxEHfGqARDc3OeXRXKjd/ez1pZypj12Ty6pjlQxfH9GfyRiblWE6cnAEHXdjDYH67UulZm/qVQSgiN2USnYHXg9dn/dzbdqF2D9IFf5q50AWRYiaEoKR+KqlZK+V573/vIDTJRJX0edW+Zeds5uwu0jFeveehX3vONc0fmkogPsjapwbPtjCjs9Q/+8p7H5KTE8dRXNrasomhIVy0bEoDfuWXrjqrSk0F64LSms5g5DNqQYvaeQPn3DWjyxvBjelpGt5X9zFQ+84dxAvj1++u5zQVtMYlFKlX1ArUt/mdJnS0T1asC8F5CqTZ/6Xmia7snFQvK2QDO2sNqxiMpUJko+w++Xj8TpDFb+403c/z9Po7nT0l2i6C4p1zMJJNNu3xTkQ4q8HZOd/0TamzJWXD+L6uaYfp8oKyhGG/TGhWj1RtuglNNOqmBs638HZVzkN0Mqd42LbBWWdEaeR33p39ofdqQthrwpEa9wHVaOre5LtHL0Xjmg2ZCcM8pAMiedD5I5Q7Z2CZ1lMVU74ioJ2yPOPR1z1Y0Pv1yNIxYXXXRReH7BBRcwPz8/8P6//Mu/cPrppx/gvaqJVw0HVciNd+jBgvkVEc2tkHREtDH0QJ+51Sn9EU1zW87sqpT+qKa1vWDspznxbA63iUh322lJ2d6nYhExUN3oI1HVkvpKNZhR8rQwZcQr9OizJYmiEinx6wBhMPQ3+YFZujdldaTLb2v8iqvZ+ZviXh93JaKQtRRLPlamsI5k2MiR4BTyhqK505DMKeZWKYbvN6iJMTY9TX5wE8P8aoJ7/bFvvJqNf3oukzcZdC6NtDNvRu5E9talskyimF8uJ0XWhv6ELFY1w63uk/iGwb1vPXdArG81KGWJemXqzKe7B6pqY1uK732KMVcyeXCp7RCdW1iRWBX2V+EjQACJkDdlQWWUhq9ReW7qDqy4egb7vR8x8z/Oor1VWgapHNIpSatnQ27/ckinZTsrrp9ldm0bZSy9JQlzq1Oshtaqs2j+9w9Ih4dop8fTnYzpTGpJszNItEJrLVParlgNcccTUoWNbChukJ6Kst95y5EuDaHxvTOQRbkoXS6R8SKVg+S/s3i/GXQB8ysbjHxqUFO5/dXSnmpP11//F84ivfLwT/VXcSRpvPYX/uEf/uEh3/+TP/mTR6wV2x+oU401ShiIe14hK9WDjamCHU9oyM3aCZhH7s1o7DIkMxIOsFphI82OkxPaWyxRz+mtfIqnGiXwjwppojLw+Ufw/1rQSiisQyUFZirPoSR6Tnej++XN3ruhVwfRvK3Y8VsiyFaFq9SK9nzTPxLhB95g6xApRu/uks5AOpVjp2bCb5BOIcQ6FmLjITYE8ntEXUBBPlRuszeqmF8BvXHoTZSkK+zDgvvjUX92FfG8bGvtO6/i6D+5imSOcN75SFHUK8+zqgdVEHv5CBSOiGkbrB7CZ6sFzyt6sGqasqoTC8fMNYevVlhWKyh1htg/WNmJ3riis1TRH5fjk7f9MbIUTSFIeRsefPow0+s00+si5lZqRu+cBwXdpTE84XjUxDhFQzF+w3aGH5DG5HlLCLQnWdVJkCeS/q/OJRqcN5T0VbQi7Pd9OAtnbMsCAlo9Jn6io4xUwYbjrqRfo6yw+/k2+ZGrQMGW156723v2Z8444kgX1KnG/QVrLdYJEYeGhmg2mw+zxv5HTbxqADJ7lVm52EW0theheslqmF8unjvxbEaUGdr3zdNdkkBhSbfO0h8ThrTkh9NhgIz60NhJ6GvnNS5QRh8WanaAQMSKpqzj/wbPJU+cPGFz5MzEThPj3fEjGXSl8bAsH/VsWckYSwucpZdfJdVeSNRl9BNXM/ZPe5HqOEJw519ucIREjn1/WNoDbdrQokhh1/EpqtkgnoPWVmhuhxXX5ySz5e969J9cxc4TNCP3ZrS2G9pbLM3tsqzuAwZ6S2T5fAj6oyXRA/kt1/7p7kS4tdWy4q/L1496z1XoTJHuUqRTini+SrL8tixF0wZxPbjIU0+hMlVaPCzQeRlHoEJ/x6o5sC6fS7pO1vWVsyaGbISghZTCD7HQaO40FD93JvlznsrI129jxbd3MXFbESJcQtZsuIaMj0wp19MxESuXB58xhM5FVzX9hFG2PWOlaDZPWcLcKjFE9WQppP/jMnKYNyXK6K8PG8mkpGgq6ZPqjl/UtXQnFNlQZV/89VshncrId8uGB3szRn35LZSVPq9D/7x4BXHUtyRzg6ysd/7TUN+64aFP2Bo1FsHHPvYxTj31VJrNJs1mk1NPPZWPfvSjj8u+1MSrBiBaDRk4JI2Ut8Wna25lRDYi5Kc3ptG9nKhTsPPUYWaPiugtiVFZwch37kQZuP/nxoIrfJFKK5kBXyQfzVILbtg+SuFNG53RZd4qIwY+NWmSivbLzdhDFaMbGE3sSFdezsqt80nyguVlH7yKle+XQVs5wfKSjx6ZUa47PnDOQ74fhOEJ5MNy/LqTlvlVls4K2HzB8ZhEtFdLPnYVW0+PUQWM/FRx119ICrc/Dvc/MwELw/f1GHowJ5kR8hHSzNUKOSjF/HvIBiymBVr/5qtIZmDdJ++nvdkyeo8hmauknI2iaFpMakN0xyRQtA2qKDsThAiVqkT7FkS05HwUTZlJ5VE0ZMJRNGxJHt028rZU90Udl4ZbClPHau77+QZbT0+5/6InsP3MMZK5gmM+cgfrPrmRsTsswxsVza2K4z6xLVSX6hza2wyTt+SM3mPpTcDUekXehs4S8QDbcULMrmM1eVMmGUObLMmsHHO/Db9fUEaqTSokzEeuioZEvKKu9Gb1BG2gOMBHE33XAAP9ER3IU9YuF476lrwx+NpCZEOiJZ369Q2YZ55B/xfPGjBOPtJwoCNel112GWeddRYjIyMsX76cF73oRdx6660DyzzrWc8Kflv+8Tu/8zsDy2zcuJHzzjuPdrvN8uXLecMb3kCeLxRPPrZ429vexh/8wR/wwhe+kM985jN85jOf4YUvfCGXXHIJb3vb2w7ovkBNvGpU4LVNccdQJARdhu47MpMq+ktamFiFFi9S1aTJTloTUkkh/QB0lqrBs6wiTLYLbtRhoPPLVcTzIb3jow4+teFTiloGbe+kb9Jyu97c0Zs3mlTMQavoTEqa60hFY7vmzv+9gTvfv2G392xky3SSluf9MTANi00tJoHpYyXd59FfYkLEUWXyo65/81WYlgzcvQlRxEd9S2ubnCzpFEF0rpxQW3lrhkd4p5pbY7EjLSav287IbdOk0/IZOidEjwY8LXw0LLayvwtT4wOPSi5TlZEoG4FNLEXLulZI5XasS915h37TcCm/lqyvXRQo6kuqcddxKd3TjibfeB8T/3A1y6+dIZkFNTPPmi9tZ8mPM+IOpFOFFL7807VEXUq9litsKNpyXbe2WZo7RCQ/sjELkyJ/vSxM0xeJs8WAoEsziSzkXfYXFhqEQ+n2wUf+rBYrF9/PszFlSWcMOofJD+95omM1tG7bSpRZ8nZMd0nM9Nojt+LFWrVfHnuLb3zjG1x88cVcc801fOUrXyHLMp73vOcxNzc3sNyrX/1qHnzwwfB473vfG94rioLzzjuPfr/PVVddxRVXXMHHP/7x/U52/tf/+l8sWbJkj+9ffvnlfOQjH+Gyyy7jl37pl/ilX/olLrvsMj784Q/zwQ9+cL/uy96gFtfXAMrKsrwlFhEmEXGtzpyYdga6E5CdlgYy1N4s6Zr+6hEat2/GPvVo8THKCDdj4xpgR91BL6IgMi4IQuOBm3hEGIDD/8pJcfwylUhWeFQGuv64fG6IillxxF/957vf7H3k60jD7X97NslURDoNS+8STU989BoefOHR9McksjV6hzQ+z0YIqd+iaTn+DyRFdOf7N3DcJYORp+Nefw13vW8DRUMxck/5usoUu55gmVkXseZrfbLhiKyhJCWtYOkPDTueqIWcuKhmkcL6Sx/Z73PcH13NTy4/mxXf1iy5bgvjV1zNzFvPFW84o4i6iv6EIcqch5erjJRzyEqxRk8NGPlWqzSstiGtFl5zInRiw/wawCgaO3RZ5OHc/3UCrc2y7sp/vImtv/IkmjsNozduZsuzVhHPW8bv6JLcdj/21JOwd27EfPcmlsVP5o7fPhpl5bwuUpg9OiGZhonkLFZ8P2fL6THN7Za8JTvdTaW7RN4SP7veGORtsezojatw/fi2RFBWJloI3SckqmzpLBXiY3wlo2JQolVJ6w+keLUQNpNIlKtINeMf33M6f9dFG0hmLZufexTpnBj0ZsMMpJVrPLa48sorB/7/+Mc/zvLly/ne977HM5/5zPB6u91m5cqVi27jy1/+Mrfccgv/9V//xYoVKzj99NN55zvfyZve9Cbe/va3k6YP7RlyxRVXsHTpUs477zwA3vjGN/LhD3+YU045hU996lPB7+vSSy99yO1kWcZTn/rU3V4/88wzD3j0DeqIVw1g8x+cS2ubcVoUReRmqn7Ga+KyksqkpfA9a0n1V38khrwIM3afgom6hDQgEMjPQMqm6utV1XtVSFf19eryVQF9dfv+M3WPEF3wxM4PsDUEtmHIhw0mgca0oTFtmD9tNToT/dWQ8xZc+5+7GL4Xxm53zv9ROdwuJF0At19+thDlFEZ/WmlEqxC7hgLytqb9YJ/hB3PiOUmbza3StDZDaxs0t8lyyu62+b3CCb97LVueJqWw8XHrWfaDnOH7LcMbLa3NoHI/O1BlRC+yi2sPK4GCMvpqK5MA99wfl9hCYohn5ZoYvldSjMmMXD+NacuKf7gBNTrC8n+/A50Ztj5zJVFmWXb1NvRVP6R/0lFw7yb0kgniVSvJxlKyVX3R2Y1bsnFDf7wgG4Ydp4iGS/dFf5e3oDFlUDnMrVT0R4RoVVOI1UgdlNdOtXm3fLnyeWPKSM9GT8gq/pa+0CU8x3n+NaE3JqRz5V9eRXfyoVOM219zLo0pMWeOe2LqatKadBnUfnkATE9PDzx8W52HwtTUFMBukaVPfOITLF26lFNPPZVLL710wLLh6quv5rTTTmPFijKd8PznP5/p6Wl+9KMfPexnvuc976HVaoVt/d3f/R3vfe97Wbp0KZdccsnDHzSHX//1X1+0LdCHP/xhXvGKV+z1dvYX6ohXDVb89VXM/Oo5zK8E7dJCjWlLb0yJP1df0ha+Es1GMoj4ViFFU7H92cfQ3CEz63geWjsMU8fo4CavClARYgdRVETylYGtGgWvNrauDry7GWeqMr2o+26/XKrRNCBy/3t37dDHrwYAJ776eu78q3MkQjis2XmSCuLn1jaYXi8pRRgn6kI6Zxn/Vp97fnHxmeqd79+AaReQQzFSUBhFb0nMxr8+h+P/4BqO/eOSpN39Z+ey/vPiVK8M6F3yehDZtzzZf5TMCzj+D67hx397NqN3RIz+tCCZMwxtnGfnqcOM3K2YWS/btrHFJha0Rc1F4gWWEqoyVa4G0t82skLSIklNWm2xDSMeWwZUZLGFnNArrs+ZXRVz9GcegJlZ8m07mH3509j8m2dgNaz+t420r7yRZl/8HnJAP/kU0vt3YY45io3njaMyaeY+/COYO9qge4pkSpO3LfmooWgrtpwR09wmEefuGOw4WZf7TDmRwpaaLiD0V4QyFeqXCxXIhehAdSbFFSaVa80L8T0x85qxZN5F9zJCQ3ofVV4s4lyFjWD2KGlL1tpmGPvXax/x7344Yn/aSaxdu3bg9T/5kz/h7W9/+57XM4bXv/71PP3pT+fUU08Nr//ar/0a69atY/Xq1fzwhz/kTW96E7feeiv/+q//CohBaZV0AeH/auPrPeHee+/l+OOlZdbnPvc5XvKSl/Ca17yGpz/96TzrWc962PWr+NjHPsaXv/xlzjlH9KzXXnstGzdu5MILL+QP//APw3J/+Zd/+Yi2+2hQE68agKvmu6tsrZM3hMjovqQY+mOK1jZpihzPQHdSbtjJXGlAKU7jMvPPW06s79KLJqZ0tK9EskIq0VdC2Uo0i3IgCIaX2hG3yjoogleS9xEKkTFX6QiyjInFZPOY/+/Inj1XoXJF1IOdJ6kQAdE9OW5DD8DUiYbpE6TiT/cVzVUNTLJ4Kw8bWU747bKp+B3/+BR2ntRk8ka4/e/OJt0Zse4tcuzXv/kq7vzLDRz1jYJsSLPzRE3cgWXfz9hxSkLecgP3/O6DzR1/fQ7t+zSNaZhfPqgvW4jVXxcx/c4TIvJhePAZw5z4Jzcz93NPYPoELWnD2EJqpJo2skSzkZAqI6TKNEV4D45oeJuMRoFtW5SyEjlTEKcFRS9Gz0YsvUlmHs2dhnt+eTXLfpCh82MYv/p+Ru57AFsUFFGEajSg32fLa89lfpWb0DTGMKmlsQ2ycYt2FZe6r0hm3WfNl6wnmYX2FuM0WPKbVicaQcuVUBa8WNeay1D2waQU2XuzWxM7AtVSpDNSYOErIgdaMllXLGFF3zdxa4f+RMrE/xlsNP9QyF11/5Ga/j8QuPfeexkdHQ3/NxoPPSO9+OKLufnmm/n2t7898PprXvOa8Py0005j1apVPPvZz+bOO+/crT3Po8Hw8DDbt2/n6KOP5stf/nIgSM1mc49O9Yvh5ptv5ilPeQoAd955JwBLly5l6dKl3HzzzWE5317osUZNvGoAclOdWykVSFlb0R9VNHaJe3bcUSHyFM85rY+mNITUXkxrSWedLUMMulAYBUYixRIJcOO1iSreQZVSf+PTHN5LyahBCwoY0N1YXRo22ohg2qmc47lEuqwIfJ3Tem1lM4iiaShaEUXLonIViiMyLdV3uq9BW4rRnHhTQmdVqe9aCG/PEKCgP26YPlYTdTRFY/B9k1im10aM3ZOjcmnc3B+LiHpSqNGdtEIyFkAVitF7Df1hzdhdltv/9mxOeO3ikRHvwt7eatm+Ss6RnRecSjpdyPcdkUaNSoOOC4yNnJWDKtNtGiw26JXw31MjhCu2qMiivD2FNtihgsaOLnqmx9YLljL0oMWkmtZ9U8ycsZqRVpP81juxRUHvmU9k6riEznJXJdm04ZrorihIpiKSGdn3bFQFvZi/LqV9j9g/+IlI0Rr8Hbx5sRBHN7HKCG2ZQvC5cGL/yjVlI4h70G2JOF73FEWrnCSFamSX1i9SSOYs/YmUueURe9H9B4AH3nAujSmpwKwxiEcqjt/TNgBGR0cHiNdD4bWvfS3/8R//wTe/+U3WrFnzkMueffbZANxxxx0cd9xxrFy5kuuuGyTdmzdvBtijLqyK5z73ufzWb/0WZ5xxBrfddhsveMELAPjRj37EMcccs1f7D/C1r31tr5c9EDhkNV5/9md/hlKK17/+9eG1brfLxRdfzOTkJMPDw7zkJS8JP3KNh0Z3QjN5c4/uEkkvNndYOstkEC7cDDQbchqRoUHy0tphiPrWDQCW9qYeyZwZMFH1RpLeVLLat63as85GkvLxaUzTsEHbFbyHvEjft39xN3+TyL7mQyIG11m5XtGwFA3LMf/rKvKRRWzQj2DY1JIN2VCJ5gfcdJdUxI38VH4clRr6R/cG0oULccJrr+W2j5wV/j/+17+PaRf01/RJphUmtQPvE4lX07YnxkR9sVfY/DTF7NHWGa0q8iHLne/fwB1/fQ63/8053PHX57DkJphfpp0Xm2Ls1oi73rch2GLc/g9P5faPnYV+8ikMbZynuUO0Sc1tiqJl2HKWJRuOGL1ToRJL1M6IGjk6NkTNHDuaY1oGM5pjGwZSg00NtmEkLRmJhgtApwVJIydOC6LYoLUlbhRErZytTxnhJ78/wfz6nLnVivbGGTpHjZDMFjA1A9aw8zc2sP2JCdPHWfIhK+f8aCb70C4gsWQTBdkoZKMEI9Rs1A5cE1ipIs7aZVeGqMuAYbAqJOUYu2BBMifXitdu6sxVotqSdHk7j+6E3Bu6S1Tw1Ktab8RzZdpS55DMy5u98b0nC6vfdxWTH77qEVexHgk40HYS1lpe+9rX8tnPfpb//u//Zv369Q+7zo033ggQmlVv2LCBm266iS1btoRlvvKVrzA6Osopp5zysNv7u7/7OzZs2MDWrVv5l3/5FyYnJwH43ve+x6/+6q/u9XdZiOnpaT73uc/xk5/85FFvY19wSEa8rr/+ev7+7/+eJz3pSQOvX3LJJXzhC1/gM5/5DGNjY7z2ta/lxS9+Md/5zncepz09dJDOWjZtaFCkMHanpTPpBMfeJNJXIyohUL5kffyWWaLZLpt/ZhlFS1qNJHduIklitp6+lqoVQCBQQZ8l6ZmqLUR1KuArG330Cy2Rjt10XxVjVl3xfOr7CZ0SAuejNHuKjBypiNoZRa6I5uUgNrbLbzt7NIzeBTaF8Vs00QXTjJ93+0Nu6/a/PRtlBqNaJ776em6//GzyFozeqZk62XLn/+8MjnvlDejRPo2pFGU0W59q0X2FjS3r/8hVTP7lBifSNyS7IlQh56fOQU1bOktV0CA2tygmbjd0XnQ26/6vofngHDMnjkokJlW0tmRAQnN7xPazMh78OWhsSojSAh0ZkiRHKSgKTdETnZc1oJqFS4u7a8KKAF9FBu2IFkCRaeyOBskqERfbDHad20UHO44YvWOG1h33ototzK5poieeiI0U/THRkylT6sqCs75RUCjyoTK9Kyl2i9YR2aglnlHMHVWaBcezki42STnJAcIEp3BSgt6SMsVoEui79lyx00cns9BZLr5kneX/f/bOO06Ouv7/z89nZrbd7vVcSy6XTggphAAhdAgkhI58QTSABkRFOoKA+kMpCqKCgEgEhSCKVEFACCV0CAFCSSgJIb23y7WtszPz+2N29/rd3t1en2ce+8jtlM98ZnbKe97v9+f1tnMmo7n1Ix+h3tuWEjk27Bc337YY1aPc6Ok5VlJsv6y5Wr1DZj1e6XDRRRfxyCOP8N///pdAIJDKycrJycHr9bJ69WoeeeQRjj/+eAoKCli2bBlXXHEFhx9+eOrZPGvWLCZMmMA555zDbbfdxrZt2/jlL3/JRRdd1G54EyA3N5c///nPzabfcMMNae8HwJlnnsnhhx/OxRdfTDgcZv/992fdunVYlsWjjz7K6aef3qH2ukq/e6+oq6tj7ty53H///eTl5aWmV1dX8/e//53bb7+do48+mmnTpvHggw/y3nvv8f77LYdFAKLRaLMRHoORmuH2UG/DncjPaihW2uBtuamQpYzF2XTcEMJFie9xQEqI6c0MKWhsdKVGVmlWIy2hhmHEVB5Xw9FlidyUlGBqcp60GhlrQEqDqrXQmIONb4OCTOhOKTEIl5pY0iKaaz98vbuMdo0uwP5t3M3zv8ZeuATDZ6JEQGbHUgaAucdNsFQhki9wVUv7XGhYZiieCF+aAsNr4aqx8xEjBbbkSSwxWk4N28nnsYBEz5LUjNCoHZeNMMFVE8e9J06kUEULmngqE0KpikWs0MCo0RDSQlVMNNWwvQKJ/RCKnbNohxATyfeaiVBMhLBzu5LhRWu3Gxmtf7AJxULz2MacGVdQQlB94FCMuiDG7j3I4kJ2HFKIngVxf6JUUWpEZYOYeNKz1OC6sIXOIF6kY6oWeo5pe8qSYUZPIg/LXb8ekCqF1FCUNnn9mC5I1kQVpp1rFc2xPVmxbHskpZUQL05er8N/9V6iHBApeQ01ZN9D6oa5ieSLFisOtHcOSccp3evce++9VFdXc+SRR1JaWpr6PPbYYwC4XC5effVVZs2axfjx4/npT3/K6aefznPPPZdqQ1EUnn/+eRRFYcaMGZx99tmce+653HjjjWn1YcSIEdx4441s3LixS/vy1ltvcdhhhwHw9NNPY1kWVVVV3HXXXdx8881darsz9DuP10UXXcQJJ5zAMccc0+iALV26FF3XOeaYY1LTxo8fz/Dhw1m8eHFqJENTbrnllg5bzwMRSwXfNqg8OIq+3W17tyw7pKEIUuVf1JAdiogU2DfHmnE5jW7sgUUrYEgB1NQ23kCDhPmGeUCmyw7biIRBlRJmxP7bdFlg2O42EatPbrY0GudryYS3RAEz+eBW7If46Msdo6stTF0hOFpHaInQUImdnG3pdtWCuA92T4Wx/6lfp+p/Y6ms9jPqu580aiurrI663T5aYsxl7/PNnQcx5uz6ddylQSK7Aqm8ojGX2r+VLUdhodTZXk73bkFgvYXury9tI/VESKvOPk+1WltKQcZBjVhEcySuOhPdrxD3SXZNAa1GUvxxHBmWmJqJ8OtonjgBXwSJhUs17PM+qmCZAulOFhu0EJqFZUp7ZK4ARTOQwkJRTExTYBRFEMIitt0LEpQ6iXuroPTtWiIlGllLviY8dQTquFGsP62IaIGFGoJovm1ZiaSshQVEJegCmUjob6QnBuC3LRNRoyIjIlUMvOhjA9+WELUjs9gzTqZKGJEwtNRQvbfL8NpGWnIwitQT3q/ECGH84K5u8ALmNgkNTYx8tmRKW02YdgjUTJQeChfbHrLdFaLD+mtgi/OqQVj324MZ8XMnwT6JlYFRjR3xeCXrGbZGeXk5b775ZrvtVFRU8MILL6S93YZcfvnlLFiwgBtvvJGjjjqK888/n9NOOy0tb1lDqqurUzIYCxcu5PTTT8fn83HCCSdw9dVXd6pvXaFfebweffRRPv74Y2655ZZm87Zt24bL5SI3N7fR9OLi4jaHrV533XVUV1enPl21rPsr4WITJWq/oesB24NgeOwcESViG1mmYudtNEx89e6KoUbsm7Z3p4koGQLBEFYobOs9NbzOLVL6T1Yy5yvhUUjqINnhCttgSnk+Et6xVJiSBmGO5PB+kQx/Wqmclq7IEPQV/u+rHe0v1EWsuEBoJhgCSxeo1SpKrUJSqsN0QWBYvSG95pGphGKuZkYXQDjkskNjrSAsWPfYlNR3PaISKYvj2Q3h4Tqr/jKdVfdOt0dH/vgDlLBIeS3jvvpyT2AbX2oiR8ldZZfqUXQ7FBYusPMTTUVguAWRPIFviyBSZFI7VMW72XbZSMVCCguPGsetxdGkgVeL482KYYVVpLRQVANFsUOKUjERif8BlMT/ImGAWabEt0lh+AsWI/4XpWz+J1hLvyDr8+2Qn4t3xTa2HV1ki9P6TaJFRr2SfkPitvHb/ABij6gUFnKPhhKUaEGBGgR3JQTeXY314RfkvLTC9hqJ+rwtsPMfkQ0S76VtbImE8ZUcBazEbO+bq85E6haRAlIe7Ib5VxtuOLiRV7phVYmGWm8dISklkpSicbBJRrm79Ontneggl19+OZ9++ikffPABe++9N5dccgmlpaVcfPHFfPzxx2m3U15ezuLFiwkGgyxcuJBZs2YBsGfPnl4pkt1vPF4bN27ksssu45VXXsnogXK73R22ngci3rI6qquyiccU4oUmWVtlo7CDmbixJvM5TLdtiG070EM8kWxfNUaSu0xgbN2OWlaCEq5/SNaPfhL1xldSCymxHRLlYZIkRz0mjS1h2QZa0huWTIERFqnh83aisFVvyPXzkMWTexd1a/vb/7s3Xj1CJOgCxURxmxi6REZtmQUz4R0pyLLLhOx8bjyjTmpucCURAnJLWg/Xj778fdY/UZ+bOfrsT6j83zjqthUigwpWIA4Sxn3/I77+2wEINYaosW9TSY9KNN/uU0qoN2Ynfrvq7PMtlgOuWoiptrFmqrYEgne3RbjENt6CowxEnYL0x3AlDC63Gsen6tTpBmFdxVMQxjCkbXBJE9O0T1RVtVKeA1UxEMJ+qJmmRPPGGP5EFWa2FxmKseWCqZQ9v4X4mnWJAyQZct9Wqv+YGGCQPN8T+l8N5VaSEc9kyazk6EG1SqH4VYGMm7iqdVxrdmDuqkQG/KCqYJkYVVUM/e17mEfux46pHrLXG9QMVzC8iVG/2PlacX+DkGMif9M2rmxjrq5UomdDPMfAUs2EMVjvyUqJGAtSEi1rbzk4cd/onHfGsxMiQ+wwpoMDwH777cd+++3HH//4R/7yl79wzTXXcO+99zJp0iQuvfRS5s2b16YUxOWXX87cuXPx+/1UVFSkNMDeeustJk2a1EN7UU+/8XgtXbqUHTt2sN9++6GqKqqq8uabb3LXXXehqirFxcXEYjGqqqoarbd9+/a0hq0Odoad/jmMr0MICytXx1Np4NuSGHIetz1eut8eoZT0cBUuN+x6c257vqsGRGUNSnYAK9tPpKj+DbpRnbtkbpcr8bdigWoLUFouu/6f5THBH7dHkiUMNNOVGPGVLJqdqMGYrAmoZ9n7YnoN8BhYmjmgEunHfpT5F4SAJ4qUZkqHygir9jGXFsIQKCE7fLvxszIAyrOr2mxv1Hc/oejkxiOFqv43FoC6haNZ/c+pVJyxrNH8/BO+xhwfJGuDLVtBIrwmgwpZOWHIjaHnWEQLSOm6iXhCIDehoq5GSchG2G1Gcy0iBVYqnymaB7GspAUPOV8pCENgbPLhVuNoioFL2qFDVZp2KFExsSyIRVQ01cDnSRhpCQ+YS4ujSNtb5lIMPG6daFRl84mlfH2Fhw0nF9mVEzZtQSgKSiBg/19YwF6/WwcNRVkN7GsjmVNmJEYmJjxflgRXlWT87ZsZ9f8+JLBoBUrYwHBJQpPKEKOHEx9Zilldg1DqEzHlGx9T9loVMm6RtcNKyLzYifeuhBMzKU0hrMS8ROWKWK4dZo4kvXIJkuHg5LGs+OV7KaNr468OxlIsYnl2CPibO9suvt4SDbX3HOrJpHJ9f0PXdR5//HFOPvlkfvrTn7L//vvzt7/9jdNPP52f//zn7arP/+QnP2Hx4sU88MADvPPOO0hpmz6jRo1ycrzaYubMmSxfvrzRtHnz5jF+/HiuueYaysvL0TSNRYsWpUYorFy5kg0bNjBjRvPCvw7NsUw74VjT4tSWu1NFiqN5dkhHxuy3ZSVq6zsZHjuck/SCuWot8GchNJWdBxXYA7JcCRFKYed21QumWraIY8O8r+RzSCbyXRKClPVJxZZdO66hv1xgh2UMQKVeaVw1saIDq6DuodmrWMXwjLbpm72GumfHE5EWZuJ4C12mvItGlm3wlozcDUDkiPbVppuSTMqfUrCZT1vIMVnzyFQUYVA3yh496M21tQ6sXJ1QnRurRsMIGCghW+dLiSQSvIVtGKhB21DQ/fZLgemxDS7DYxIZouDZZYeu1Igdsg6V2kaBq1qgZ9lJ9aYliFsSD3Fc0kCRJqYUuN1xIhuyUXJDKMLEEPbIMkWaqIqJImyjVZGgm2DGJbFsOxm/bi+d4jdVxF6jMD//GiseR8nLwdi9B2V0Be5KaYcaofF5nUykbxCaFyYM+cTA3LodK67bIX2R0LgzLIIjs8laW4PRoFxLEvOzL/F4pxDN8dXXTxS2VpbUE16u5LJqvS6eqwpCQ636MkjJvjUgKYabJO611417LVRsdf102Xj9wRhuO1ev4QALB5ueHtXYF/j444958MEH+fe//42UknPPPZc77riD8ePHp5Y57bTTOOCAA9poxWb//fdP1Ws0DIPly5dz8MEHNxqk11P0G49XIBBg4sSJjT5ZWVkUFBQwceJEcnJyOP/887nyyit5/fXXWbp0KfPmzWPGjBmtJtY7NCZW48Lc4UFRTEJlFllbDbK2WfYw8zzbw2B47BFOerYtuiqsxI3atNW546tWY+7cjX9L3L7JS+rztZIaXprt1UK1R4lZ0kJIO0xlKbYQpZUYym9JC8tlgtew9ZQSlpsdZkqsa9qaRvGAiZUdR7gSeTetqKv3Vx4cV290PbDxnTaW7BihsBvVbdfaFKqJqyCMKIpiekyUoISsOIE533Sq7dx3Ctn45CS+ufMgXlq8L9Wh5mkCo777CQXZQfI/VRDCSskzjP3eUixDIHJ0iEmECbWjbCmJZO6hJewQYnCofW7VjrAw/HGMLBM0i1hhnLpyC3cVhIfYeV5GwjBTwlCwHNyKracQNyURQ8UlDTxqnCx3ooRPXpzaZQXopoJLsUOSqY8Wx63Ecal2uFJu9JJ78A78gQje3AixbIHps903ZiSKUbkHK65jelwoSeFtgZ38rpkJD3D9iwgCZFQw5rL38f1nCWairJDxzTqEaQuyGh6JJQXBUTkofn/LP8SS5eSurEOJ0ECINTFSOflik8yxBCJ5tnGrhEV9DldiwVX32iKZq+9o/kKb9JZZqm18uTowSDzuJfWyZ/gH1rXr0DkOOOAAVq1axb333svmzZv5wx/+0MjoAhg5ciRnnXVWm+1cfvnl/P3vfwdso+uII45gv/32o7y8nDfeeKO7ut8q/cbwSoc77riDE088kdNPP53DDz+ckpKSVM0oh/YZd8GHKMVhTEtgDQ8TLlDYnQh/Gx6LeAOjSwnDjv0U4h57XqTIomqUgjp+LBgGuyZpqXIjSVFF02V7T2wRShPciZCWZicLW4m3cStef1oKzUwZUEKxUonb9pu7SOl6mZqFlWUgVBNFM1HdBpq356vO9xTnlR+asbb0sIYQFmXllQwt3YOmGZi73Ci1CnppjNLiqg61F31lROrvqkN3cfSIr3EPDXLk9M/tkHYL+I9bTagENG+cstO+QH+lAoCS4upUzUP3HtsIUSP1LwGBDRY1IwXjDl5LzQQdPT+O4ovb55dh5xOaBTp15ZZd3D3h3Yn7IFxsYbjrPQBSWMRMxfZ8qTo+LUZwix+1WiWeZRJbnE8o5kJVTFyqgVuJoyY8XskRkeUHbALA59LxuHVMDZSqEEIKpKZiGQZCUZA791D+YhWebYp9zrvMVL8b5j1q1ZIxv/6s2fGy4jrqKx/h3RzCcNsDCOJegb7/ONQRFSiJQUbS60W6XGCZyK83MuzlSnLXxrESnmuEPZBGDdlGTzInM1pg2dUDarFHXKqm7UVuoNovDLve5tpb6nW3Kv7fe4z+6eJEeoCdzL/21rZ1uZKit5Zmj/K0NBrJcjjY9LSAal9gzZo1LFy4kDPOOANN01pcJisriwcffLDNdp588kmmTLEH9Tz33HOsXbuWFStWcMUVV/CLX/wi4/1uj35teL3xxhv86U9/Sn33eDzcc889VFZWEgwG+c9//uPkd3UQY7sXQ1fI8kURFmRtERi+ZBK8hZ5jYHgse1SWx6ofuWTZD7PNs4cgvN5UUr6MipQyvSXA8hjgMpFuAyFNhGYhVSMloCpMYWslSdvoUlwJLaWkvpFIerpIqHPXD7dH2sN2hLRHno34dvMHlkNzsnLCKc+NIk2CNR6ECYWf2uFn/3GrO9aeFqNuYX2dtlX7RynP38OyXWVtrhfLtxiaVwVAMOai9sUxhGIariwdYdlJ9YbPIlRsG/4I8FYaWJNqqfBX2r+9ITDjEsUXRyuIoAViZOcFiefHieXWC4O6quzzZ88+FnvCXlRZ72ExLYEqTVyKYeeBFeooIUm4xCS8PmBLSCSW100Fw5Kp3JmYoaIkcuaksKjZy8D0JDxeehyhKFiGAZaFjOrkrrLQqhWUOtsiFIqVyu1SQpKRT1djthA+lD5bskOpi6RU6uNugSUERlE2xnjbcBWqiiwaglA1RE4AsX03GIkwv2Ufx6Senj2y0Uoo0NtpBPGsxAsPJK5B++9V99her0ZKxk0QZsKQa2MZsLe/6i/TMTULX8LD3s/sgx6hyyMaE5/+REVFRUba2bVrV8oWeOGFFzjjjDMYN24c5513XrMUpp6g3+R4OfQMnmF1xFYHkHuH2XNkmLEXrGDl7ZPxFdcRqvWQnRuidl1OKk9ERm3lcAA9x8JSBdvm7mOPKstL1NvzJXJVXHYoRai2YSQUCykNTEMipAmqRHri9ndhIVV72L5lSpD2/5ZmIgw77GRpFpZpoRgSMzuOTJRsscUw+/lwxh6k7LQvUn+HXx6JopkcNH0FOy6vovgHJUQaLFv1v7EUZdVR6Any5opxUKvav4XHRPp1FNVkqF6FR22iBXD0Js79cg/P03o+RcG4Xam/FWkRmPMNI9/LY/HXo9ln8np2/n0Eu/aDEUesZ/P/KtCzLTbMEZwy8iu+nBbH91SYWFTD7Yml8mF8nhhCWOQMqaNG+AnHNVx7bK+ZViPQ6iAUymfrjnzcs3YyKreSgBZh0fuTcO+UuKbUEtuShRxTh/zKT2yoTm3ETWl2DeG4RiSuEolpBDxRTEtQE/JgmgK3K05UV8n7TEFYFqZp2Z6uLB+YJsaOnVhbtxFYsYq8saOp3acQLaiw7kQVzw5J0adx3C8txYy3rKmQMsb0ODkfbiU2PB+r1E3dMBcIF+4qA5/LBZqKVRdEKSoktHcJasQgVKxium3jUwtCuBBbYsJtG3xxL3h3kHq5aogM27FIS1qYmoVQBKOvaD76UBgiUffTShUXbw3LbTL0FUm4UBL3QrTAbJzA7zBoMQyDO+64g8cff5wNGzYQS4Tak1RWVqbVTnFxMV9++SWlpaUsXLiQe++9F4BQKISi9HwucL/2eDlkHuPLbIxi++QuK6pClpWA2yAaceHa6KauzoMojNoaXAkpB6XBC7mlJAQVfYnkZ28iT0tJqGrLxFB8QUoXSSq2V0tqBkKSChUmtZIA22BLaCiBPSLSNsLs+n+qz37oi8TbtdK0WLNDWqjCpKSgmh0zqoDGyfS57xRSWe3n6+1FvLVkAnKPhozZ4V6lWsHc4yLLFyUS1/BrsWZtPz+h7STWbE8EPVEmoTxQheuNUrLUGCXFVcSO3ErVOEHphO2YR22mdryOVivILa/my2lxVv31QMAWNXVptvp8LKISjmp41Dg+lw6KSbTAIO6zFdmVRCFoYULdCIuda/NZvr2Er6uHIOKCyJgo8ZiKWhwmVusiNlTHsqCuzmOPgMQiFKkffhczFExLEK1220KqO7wMuX8JIqqj7DMWoalY4TDCY8fzpMteN75qNf5FX6LW6biqJCMe3oDrfx9gtWJ0NSS+ei3xdetxrdmBe08cd7WRSMoXmHoc9DhWLIa5pwr3rgjBMjfRPGEXP483KCeUvNSk7V3WA6QqQ2AJLNPWeLO0xtfV6CtaqdtpNUiQb+da1HareCp19CzYM9F5YWqN5MtEVz/9iRtuuIHbb7+db3/721RXV3PllVfyrW99Cyklv/71r9NuZ968eZx55plMnDgRIURKaH3JkiXNcsZ6Asfj5dCIiv/3Hqse3J9wVCPXE2bDt4aCjHLgiHV86h5KwBOjcnU+wgJXlUDPsd9ohUFqmH/Omhju7SHWnJmLnm1LRCRLrSAtpGoP10+WaZGqQVSoxGN2fTwp7ZGVpikxTYGQgGkbbNJlYIYUZCAGO+xEbXVYMGWQKQkpAI+mo79SgXbs+t47mP0Q3VTwzV4DwJp/78uo73wKQOilUUz0reeD0EjUKhWhgJFloFYpdhkZtwWaxZ5ttrru9P3W8WUHty1nbiSp61l1qO392u+rXXy1pxiwz80k437wYaN1c8vsLG49ruDVdAp8QWoiHrJcMfI8YSKGimeozo5aP5G12QjLLvhsahArNFByo7i/9iHX5bAtJwfvxGp8rhi1YQ95/hA7jGxyskNU7gggBFRGfMTiCvn+ENt25xCs9pL1hQu93CRnjSSY5SFvebLWlgDD9niJgnzimzYD2CHHBEZtLSz+jOGLoTOZifFNm/FUVWPU1eFVFKTXi2GZGLW1qGNGQXUNwRIvsSxB3qo4dSUqpmanB5iJ1Jl4ln0NJQvMCxNMj9lYTE/arm5hJEXGWsbSLDxbJZEhVr1R1wquWqipcNn5XW7THnTj0IzBOKrxX//6F/fffz8nnHACv/71r/nOd77D6NGjmTx5Mu+//z6XXnppWu38+te/ZuLEiWzcuJEzzjgjpd2pKArXXnttd+5CiziGl0MzRgzbybpVJbgLKokWQG5BkGXby4jHFUbk7KGqMAtjtxvfdkFlsT10UQkLPLsE7mrYdLQLNeyyRxm6TfAkhk4ZAtWrIxUrMQTfRFUMLEvgcetoWXbZllDMhWWBphrE4gqKahCrc4FiYcYU3MVhYru8eKoFYnINfo8ty20i8Kj1jy2vpnfqITaY2RP0Yrw4hsCcbzh2zApWA+obZWxen8ezu3MQYYV4rl1/UGoGo/bfwqovhuGqlugAfgPFpyPbyetpi9X/nMpl+72GR+i8Vz0mZQg2xfNmCdmuCDtmVPHtkUv556oD0VRbi2vznlxGFu7GtATZWoRiTwy/GuN9q4Ltw1Ss3VnoAQsZFWStUQhOVAjsV0ko4kJLlA0C2KtoB1tqsyktrGJbZbad8+YPE4mrxHSVqjofvo+8WMIuDO2utsNl5QsUPB98CeNGs2l2YSJxvRBTg4p/mFjBEEZ1daePUUsYdXWAbdAl/wawtu3ADIfxvvwpxkn7ERqi4KkyqSuTKTmJpD6aUahjhBW8WxViuRYyO4YZV+wXG0NA1PZ6CV20HQ60EmHMEgvT2/hc+PpvB6BWqikVfDM3hoy5MFXQAjHiUeex1BKmJexC7V1soz+xbdu2lMCp3++nOnHNnHjiify///f/OtTW//3f/zWb9r3vfa/R90mTJvHCCy9QXl7eyR6nhxNqdGiGdux6hC7scEocPGqcAn+QguwgEgujygXSLiMiTDvUF8+yE95rhyfkI0SDBFlL2N4wzbC9Waphl2dRbdXvZLFhWx/JwueK2Q92aabqBaNYKJqJOydqhxPdBpHSOF63jiIt3FociYVH1XEpcXxajBLv4Cx43hX8nhg7vhzCpqcmsj6Yj+fNEvaEfRBRiAdVu5C2KSAqsYIaUUPF8hjECgwsjy046vHoBOOdF3sdXlzJoxv258F1B7PloJZ/Q/WNMnyqjlexw3HLaoZhGJLaWi87a/yU5NTgkgbZmm2Uu2Uct9Ap9dViWbZAp6vKPnfDpbYX1qPGKQgEKcupJt8fojAriGkJCrOCDPEGGV28i9yiWurqvBimJKqruFxxascamBpoYQvfzoQW2foqVl89gXVnFlI7SU+E3KH8rk/B5UIU5nf6+HQU4XZjmXY+ZOClz9GCFnqi/JLZQLU+OVDFcpuEhsexShPZfcKq/0BKAqbtjUJ4iP3n2AvrRYxXLZiGe5uWSOYXdjhSsQgXWUQLLUae9RnKAJOBceg8w4YNY+vWrQCMHj2al19+GYAPP/ywWyrOrFu3Dl3v/lpVjuHl0CJKcZjdfx6BJWDb9lw2flVCgTdIKK7hGhIGj0l8v7pGcg5ST+gAmbYGEIm8Lnv4lIXmjaOqtjillBauRAK8ZQliukrcsE9Hl2qgqQYuxUgphWdlR/B4YxhxhWxvBMUbZ9ionbjVOF4thhQWud4wfi1GvidMkbeOTdPrWts9hxYoez+boYFqXBV1xNYG+Gb7EJZ/UcHuj4tQK1WUWtX2dlggI/ZAhwm52/j5of/j+4e8TVZRkMLSasYV7qTMU8W8rzd0qh/asevxH7e6Te2wcYEdHJ3/FesPtEsZHZm3kkiNG6mYFOXU2ueYsIhbEk0a+JUomjTYJ3sLUlrE8kwsAe7d9SWsFGlimJIibx05rgh+NZby3IXidjyuJFCLVEzyvCFiQRfi3RwCKxWkDnVlEiwY+owdStRqQZtaxZSxGxh14hpi+wfZ+sN9MYqysXZVIn0+5H77dOoYdYT47t12Yr/HTWz6Xriq46nC1ghbViKWbxIfooMukUEF4TawdrttUWWRqE0pAZ9RrzHWDtHiOFaunsq/A9A2u9EDJlZpBGt4GFkYRfPEyd9nF6WTt7HqoWkt1gB1GJyjGk877TQWLVoEwCWXXML/+3//j7Fjx3Luuedy3nnn9XLvOo/j03VokYohlYy8upK1tfnURDzUrRpCUHdR7Ktjr6IdbPTkUrXLD14DGVLwbRJoQXsklKklcr58cbuurmqPZjR0BY9LRwgLTdreLo8ax7QEbjVuG1zSQDeVRiHDLHeMmKGgSYNcn606OSS3DrcSJ4qKX4uhShOPYoe4dsyowvF1dZzKqI863UVuVpht7iw0xUT3xYnrwh7MoFiIqESGJWZBjIqy3URNFZ+Msi2azaXjX+ezYDklrhrenuzm3Qyr7Dfky2lxvqS+juXv/3sqwmeiA/FshVhctSUhpIFX6mjSwCdj6JZi58ooll0wOpEEbobsW2E4pqEK22irjHrxqTpB3YVX1Vm5vpSS4irGl2y3j1NBHTVD8/BuESnNupoRCmpoCLsmu8hfYbBlkpvDxq4iXwnyNFPZYIzi63k+9rosjBmLoUR7oBK0kHb4MRjC0OyXm2QFCkuC0O0yWyKkIHX72FgxieUzkMmSRtiDWywkAgtLs1j11wMZ+6MPWtyk5Y8z7ryPAFg13za8Vi2YhpARNG+cWFBD88YRq7LwTNqTqm4w4hXH29UatuHU1RyvDHWmh7j11ltTf3/7299m+PDhLF68mLFjx3LSSSf1Ys+6huPxcmiRrdXZrD8wyMTcrWR7IoSHx/Fq9kPCp+pkeyJ4AlFboNJn4Nth2aEFAXG/LbSYlIxA2PnFyVGKyRGHSW+CphhkuWJ4VB1NsT1iSZ0kj2bX0fO7o7hUA8O0pSY8qo4qTQKuqO0Zk/ZHFc6Nu7PETIWw7mLH7gBarSS+KoClSzt0rFipaJMZMNA8tqWRq4WJWhpT/RsImW72968jRw1x8TererTvhjeRTyjt0YUA0bhtTElhIhPWg1vqZPmioFnEcwyECVq1gogobNudA8Da2nxqY26ihkq2y847VIWJkCaVdT7ilqQ64iUUdqHW2TUVTRV7pK4OatjAEqD7JVlLvezRswiZLkxLUL1PHBmIIRJhEmvNxtbV5jOFZSKkQC3Mx7dsE7pfoXq0IFxiEimEYYuqyf5Kw7dVotUI1DqJa4eG4onbYf1kiUtp2bIvDfS8WmNswugCGPvjD1j/xGRcWTpun44eVnGvc+PzRtGzTYpP+Sq1rDMYxqEtZsyYwZVXXtmvjS5wPF4OrTD0W19wyLIYb+8stwsHV6pMyd1M1FT5pnYI43J2MjFvKy/pexOv06icCJ6dECm2RSe1WrBcBpZpa3QJAT5vFEVaKMJEkRauBl4tRZp4EqVbTEvYSuBKnJih4ndFU0mhKXFLaRC3JC5pUOAKYiJwyTir9o/2yvHqz4z9yM3GYB5fbi7CqHTh3qWgRCFcYiLiEhJitRh2YrXi03G5bMFVTRhsiuWTpwYxEk/oXCVExNT45ZrPuHnUlB7ZB2EIZEAnN8cOPVpWYoRmQk/MRGAgkMC3Ry7lrzuPAGkRD4iU2K+x201EMSkurGNnOItdNX7G5+5gasEm3t8xgpKiarauL0AtMhmSVYdX09lc7sJ0abgrBYZmtxMuchMcrwMao05cQ44apkzbw5yiz6mOedjzaimbz59EyZ/ewwyHU/ug5OZiVFV1y/GxDAM0DaTEtz1KPODB9Ji4KiWrzs7GvRsMLxhuCyNgIGISy5C21IuwBY0Be1RjohaY1cbIldW3z2D0lbbUxJpHpmKEJEQUsoqCWDUaTKyl6OQVeF8c0y37OxAZLKMan3322bSXPfnkk7uxJ92HY3g5tMq7k11INjL2IzdrtHKGuSrZGstln5ythA0NKSyGD6lks5pLLCqJ5imgWWAK3FWg2880pGKreCcT6ZMeLyXhnbISxlTSA6ZKM6UknrxRuKSdDxa3JB4ljhQW0rJsL5c0ULDIUhM1UBw6RMxUiRgqhm4/XYUBob1iyEoNy7DsAs6GsMPKLgOPR2eIvw6/FkMTBm6pY1qSgLSTsSUm2+I5lKl7emwfzHwdl2akPFuKtMPZSTRh/61gockYisdAUQ3iqonc5MVVBZGJYeLbvKzx56MIizx/CFUYRE0VyxJE4irogsqID7/LzhlDWCgRQbjUxNQssr9WqB4hIWxheKE8aw9f1JUx0bsRA8no7N1smGWw8aNhqb4pgYAtJwEgJHbtrMxjhcIItwttRy2mV0PogtioCGZUIaIouHdLYvkmeExEQLdLdyW81SlSoccGxlgL+EdXpf5WXXGysuKEvswjqzyGXhRm+P/ZauGdrQE6GLFIRX271EZf59RTT230XQiB1SRGKhInpWH0T903J9To0C4zAt9geEx0S2W0ZwfDXJWUuKtxyzg+VSdW60IbEiGeH7frL7pMgsNsI8vjjeH3RsnNCuNSDLREGDErESL0azE7v0saeJR4IlcrTrYWJVuL4lbtbbgUO9nep+p4lDgeRcenxvAoOtlqhGw1zNJ9HaOrKbO/aDvb7ejPg6jCoNATZPqYdZBl2MWRd2gYgbitwWYBWXHyi2opzK9jRF4lAVeUvQLbydOCaMJAE/GUIR21NEa4bB2u69d8wi/XfMbPVrdcozHJyA98+N4q5pdrOl7m6YrVXzFl1EZiuz3opoLSoHKBKg28io4mDAIyQkAJk6uE+PW0Z/nu+I+YMXotlmqXwDLjErUkTFV1Fj4tRrY7Qm3cw85IgAOGbKA8uwp8Brqh4JIGxb46fIEI5vgg6tAQWmGEcBHUTYray2VbxE2FHxS9yZeRoUxwb+bbQ5ZwetknZE/cjVDthP2k0WXWBbvN6AJsAVddJzwiDxGV4DXwfukh/2MNKxAnMjQOioXHH8Xt0VPh5KTIsVTM1JNbqiYoFqsW7N/ithqGD4f/33J7xHIMco5fRUmek4Hp0DqmaaY+L7/8Mvvuuy8vvvgiVVVVVFVV8eKLL7LffvuxcOHCjG/7r3/9K8XFxRlvtymOx8uhXf6xVzniHzqFag0h002t6cG0JBvDebanym0QjyooAd0u8eMBIyeGFVMoyA4mZCJM1ET9OkWYmJZIhRb9WszOo5EGLhFP/R0zVbKxc8ECWgTDEsRMFZeMoyS8Yy4ZxydjvD0580OLBwIv7ZPd5nxNGOyO+qnIquT1LWMILHMRLLcwswxyiuqorfbi8ukMy6vCMCVZWoxCT5C4JQkoEXRLQRMGHqnjFjq6peKTMXbGA5S4q9ltZvHYzul8q3Apf93wDj8a3ry497krN7IiXEaFdzcroqVct2YZt4ya3KH93FKbzZDyPZgkzzWTLC1GQI2Qo4aQwiRfDWJYAlfC+zXavZ2pvvWsn5zHzvdKMWo0DNVMeXK21mRTF3OT7wmRrYbJd4dwBWL4tBjF3lokFlNLN7MrkkXMUNiwowBGhSBqa1QNnbKVcwrfxUQy3bsaE4mCSUCJcMaIj/nbrccw6qrFqHuNwdqyvd7r1U0Ep49i994qsTwwfTpSMwntHSVUpyKrNVyVgujYCJFtPnxldZiGRFFtgyvpeVbdtjK+EVdQpInZTjkgc1E5cuZG9LhCtMS+3t3HruvW/RyoDJZQY0Muv/xy5s+fz6GH1t83Zs+ejc/n44c//CFfffVVG2vDP/7xj7S2c+655wLw3e9+t/Od7QCO4eWQFhWlu3l82wHMHvIF+UqQTbF8JBbrq/NQXQaxXV7IiaEkEuhNU4AK7mTeFgLTEnhVnbgp7bwxWZ/07FLiqAmDTJUGirBSeV5qIjnaQCSWkZiWrc3kU3Q0GQccw6szRE2NfXM2sjZcSGWlnyxph+08/ihZ7hhZRTH8rih+LUYorlHqs70VGga6pTBMswUN3ULHI3UUy6JAqUUhi/dCY1lWN5RtYVvNXmvlnl+k1uDyGVQZPmpND+tiQ7hi9VfcMXrvtPZBt1RCMRfjh+ygTnelkup9qo5fjSU8colQo0gO7DDxCJOYpRBwRdkhQauWxLJUXNlRqiJe4oZkZ7WfEdmV1Blu3DJOvj9EJK7hSgxj9KJT6AmyvjaPQCBMKOLC1E00b5ysRNkk2US6XWKiYHHWMe/wAQrhEXl4NAU+X5nuz9YpYgHJsDs/4pubp1E8tIpg1EUkomFkCZQqxS4DFlLBbwvkqi67bqoUFjFdwePRMQw7/Ihm2GWErLaDJnLmRgBcWhylKNit+zfgGSyxxgasXr2a3NzcZtNzcnJYt25du+t///vfx+/3o6pqs3BlEiFEyvDqKZxQo0NaTMnfzFeLR/HfCQU8uXcRI907qYp5qa2zy/b4iutQNAOPW0dRTFTVIOCL4NV0Aq4oEguvqtsjIl12ArxL2iHDHFfYDgdJgyw1ilvaXi8pLLyKTpYaxavEKHCFyNVCZKsRNGngVWL4lQg+2bwuoEN6vF85EoBXlk0g6zMPdfvEcGXFcGl28vwwfzXZrii5rhCjA7vI1+yHp0vGU+G7nESxTo/QCciw7UUz/NQaHgpcIQ4v/IZ8WYeC4IlNzdXOS5RachU7ZDlErUURdlj7ujXLuGr1F42WvW7NMs5duTE1avL6NZ+wMZbPEH8dcVMy0r8bTbHDgDmuMHlqkPxE2wBZMopH6riEgUsYKJicWvwpcb+FjIGyW0UKi6rd/lRZq/W1eWjSZIirltG5uygPVJGnhvApOl6pk6OFyXFFyPWE8bh0LEPicdlJ/TrNC/BmKxFGunegSYP1T0zGu3o3bNqeoV+0MSJRAFgoCsFiSXj2vmhBYb/4KAYuV5zsvCByr1qiFTFkSEHutmtImobE5bJHNpq6RJGmbUApJppqoKoGmju92hBuNU62N9L+gg6tk4k6jf3M43XAAQdw5ZVXsn17/fWxfft2rr76ag488MA21rTZe++9cblcnHvuubz55pvs2bOn2SfdQtuZxPF4OaTFl9PieK6CH65aw31jRzHWtY3JOZupjbnZHcyiJLuGqrA3ldQcM2xPQk3UQ5Gvzja+ksnzwiTbFSXPFUITtufEtOyHgSaMRDjSImTYOTDZagSP1DEsiTuRVFkg6/Ar9o28veLLDq3z5eZStjw8Ck85GDNqyNHiHFK2NhXSHevdweZYHm6hYyCJJqb7FJ1irRpNxDGQuIRBrenFI2JELI0hag3VhpciWcMOPZssGSNogSZMHtr4Lm4hOWvYDABi2OHKEq0KsA04gFrTS5Xh44er1jDetd0OTwsDDYNsGeWXa2yDb7ueQzDmIs8TJlcLU5bwyuVrQXKUEJqI26MaEw8diYkiTNtrJxTGurex137r+WrlMLRdKuEqD57cCLGYiqbF2bQ1n7xSu/LkCO9uPtoz3H45sCzcib5Wu71URb3U1XoQtSpZpTGqIl4iloYmDDv/zbK3HpD2SMaZ/i/4p3EAG04voex3LZdF6iqWadeIVMaOomRJkG0HZVFy6GYicQ2vFiduKHi0OFLaJbx0r50ukCy9pCh2TmZS5Nil1Rtadmkl+5hu/+/ejfK6mpLvs38rR+zFoSM88MADnHbaaQwfPjxVxmfjxo2MHTuWZ555pt31v/jiC5YsWcIDDzzA4YcfzpgxYzj//POZO3cu2dltp2F0J47HyyFt6ibEUg9FgOHu3YzJ2UVZTjW5rgihmP2mnJUo+QOwqzaLmpg7kUhvG18uJY5PieGW8VTis1vG8StRvIqOT8ZwCx2/EsWv2B4Kt9RREsKWthJ5JOVxceg8LrfORVc9heECw5SUBGop0IJkKVHbqyOjDHXtwafEMC07XOxLlOnJUUK2B0notgFmCRRhsTvux7RkasSjW+gETfvciFgmMctCt2wD7IGN76BbEg3boEqiYBGzFDxCp9rwUWu6UnIVBUoYTZisiJayKlbC1mgOuqlQE3NjWoLx/q22YZQw5AEkFrqlErMUXCKOhpEyvkqUOg4vXAWqhV4Yt5XbAXO9jxxfBM0T5+tgMT4ZQ5MGpiXQZByfEk2djy4ZJ98TIpAdRkYEMUPB77KPTTKnzO6HHWYEe1TvrDEriBRkPv6TTNxPYq5ZT3CYl9BQi2DMhUh4vHyuGC41jiYNIuuy0Xd6cCeMq2TaQDIdIJDwWBmGJBZTkdIu9bX+ifbz8cyjNqdGJjt0jsGoXD9mzBiWLVvGc889x6WXXsqll17K888/z/LlyxkzJj0pkunTp/PXv/6VrVu3cumll/L4449TWlrK3LlziUZ7R37I8Xg5pM3c/ZZQadhij9kyyqZYPiO9u3DJOHlqiA9XVxDwRKkM+ajI3UO2K2KXGxEWI7N2A7A75sNM5IXkqPabf8qwStzgNWEQsVTbU4BFjhLi3+NLAfj2im1Uxv3kKiEkVmoknUPrvLTlM2aXtayndd/Uhzn71R+hDA8ztXQL++ZspFCtJdcbYrfhJ1+tw2PqaIYdUnZLHd1S8Ig4BUodQdNt67IJM5GXZzJU28Nuw09ARohYGnlakFrLQwkhIkl5EOy3vpgFWUIHAS7LwECgW2rKoPYInTI1gmFBtakSsRRyZJyQJfmkbjhz8pZzdO5XfFNdiF+LUWe4Ge7ezTDPHnIShqOJJEtGMRLvmTFLxSXieLBzCT3C5FDf1zw/bBKbvxmClRMnUufGNTLI1m25uLJ03lw5lv0OsMU9pbDwyRgh00WOGmJNeAjZagS3L876qjz2O3gVdfHES4iIEbPscF/yXFUw7crUwPcK3qX2MA9v//0Axl/5dZcKZ5tH7od842MArLiOUDWsuI5lgHHYFMIFkty9d+FSE2FXLUZUV3ErcbYsL8E7qgYW51Dj91EwpDZlcJkI3C7bGAtHXBi6xO21jW+ZkIbR1LaNquoXxsIRPSuqO9AYTMn15557LqeccgqzZ8/G7/cza9YsZs2a1aU2vV4v5557LiNGjOBXv/oVjz76KH/+85+7peZjezgeL4e0OTLwFR/V2jlBV404CEWYjHTvZIRnt61pFFIJxew3bSksCl11FHpCjPRXkq2E8coY2WqELDVKlmrnffmVCDlKGJ+MJf62Q0NJb5ZPRlNGF8Ao1w78SgR3wsuiCaNZHpBDY1ozugBClguhC44e+zVnFn/AjKxVlGjV5CpBXCKOaUkMS+KReuK3sR+wmoijWwoRS8NILJMM5QVNN7kyYfRYEj1heNSatrFhWhCxLEKWhUvYIeav9aKUgeIRthHuETpfx4r5OFqMjiBiqdSYbipNjW2GnxJ3DSsjpVTGs9BNhbgpqda9APiUaMo7a1iSmKWgYKa8T0kjzCN0fjT8UErUkC3S2+SOKGo04jEF91o3HqGTpwZT6+UrQeoMD8G4G02adm1HaTE9bw3ZWpSYYRuoSYPLaJKIrieMr4AWYa9RW1hx59gO/a7S5arvp6oh3/y0Qccl5oyJ9b9ziQslZhGJabZYsarbIz9ddrkt020SrPYQGmbiytIbPaDjhkzVVfV6YmTnhFPzgyE3Uljkn/B1m33NOd4xuhzSZ8yYMfz2t79lyJAhzJkzh3vvvZfNmzd3ur3Nmzfz29/+lrFjx3LWWWdxwAEH8MUXX5CX1ztpKo7h5ZA2t42eSIm7mu+ssKvFz839kH3dmxjmqrTrKw4JEYnahpdPjVET91DgrqPYXcNXdSUUarWUeyoZ5d1JuaeSQq2WfCVIvlpHmbaHp/cu5Mm9i/jvhALylSA+GcUnG7uCbxk1maf3LuQfe5WTrUTIktGUMeDQMZ7atISLP/ou3z/sbX5U9AYjtN1ELI2ADDNEqSNfqSNmKWgiTpm2h1HuHeQqIfKVIBM8mwmaboarlRQodXiEToESRBEmW/Q8NuoFuBL6XnrC4FKwyBKw2QgQsSQGgohle5ymubfYXrPEoAqPMChO5PDtjAeoNVXW6YWUq0EULJ6sPICpvvW8vXsM3wqsYFL+FmKmwijfLlveQtieuWrDhybiuIRBQAmjibh9zmDgkXF+OdLWoVqj53J6+ScoOTEQFq6sGIau4C4LkrXUS2x0JJG7Vks0rvKfbVOpNLLYEQvY3jalPgx3vP9zxvm3c9iQ1aljXe/tsmwRVxFPjXb8QeFbjAvsZMa41Wy44WCUvce1+bupo+2Xn4YKplZcB8tsZIypy9eiJEaExfySWEBgLclBYuFTdUwEWVqMDZV5qIURPP4Y5MXwuu3BKoq00E0FPW4bxO5ELpgeV8jyRlNhq4KAM1qxR0gmx3f10w+4/vrrWbp0KatWreKkk07imWeeYfTo0UybNo0bb7yRTz/9NK12Hn/8cebMmcPYsWP58MMP+eMf/8jGjRu57bbbGD9+fPfuRBs4hpdDmzy/eWmj75fnL6dArQOgTNEYpijs49pi576YgriuUFfrIaBGUYRFbdxD2HSxtrqAgIxQ4dpFhWsXZVpVKjcoX6njvrGjGm3n3+NL+cde5cz0bWi1b38eM5aADDfKO3Oo56UtjcVIn938UaPvihBcNuk1vp/7AVlCJ1fGmOTazXitlnypM1rbRYFaR4Faxwh1DwUyyBC1BgNJleGz87nMLLKETpFS1yjfziN1YpZCjhLCI3VqDS+bjRx2Ggqj1BoC0sQjLDQBnsSgi1wZxSd1TEsQsRR0BEf61nOMz1Y3H+XaycZ4FjWmm+2RbI7w7CYU13ioel9MSzI1bxOmJag1PXY+lrALY3ukLXWhYaTOFZcwUmWoAP4weh/ylSD7V2zA5dNTA0FMSxCcFmZU2U4CMkKt4SHgijI1bxPFag0zAt9wdMnXbIrk8UnlUEIhNz5hcmL2p8wJLCOGkvJ0KcJM5akpWI28b/MK3+aWYc9x5ZnP8M33C9r8XeOr19p9izbOb/zOiq2svGtfpM8HlolZF6T26L0Auxh2yT0fogVh3eZCPIotWry1Lhu3K46m2cdDdRmpChMAelxB11W0hMcryxVLFaqPxjSy/WH8LqdMV08wGHO8hg0bxk9+8hNeeukldu7cyTXXXMPKlSs5+uijqaio4OKLL+aLL1qPeJx11ll89dVXXHHFFRx11FGsW7eOe+65h7vuuqvRp6dxcrwc2uTEodMafT916IFcuOobHt20GEmiOB0WbmmHJ4yQiis7hleJsSvmJ2aoGJZgcsGWRjkunkRej+2NaH1I+vfKD2mzf8mwlENzasxwo++yQTmll7Z8xgo9zon+r/AIgY5FrhTIxLuYxESXBmNlJWv03AaeKN3+SNuACYgIWuJ3rTG8qfazZJQhSg07jWwqjcQoRcNLlYghRYghwkTHotJQ8UkDDQtN2Cr5sYQoa8SSKBgELYVa00OuDFNl2dvYHvKjCcm2mmyGDK3l41gFQ1y1FLlqUDBToVBNxO2cKmxpBw86JjIVpm7INM963tdGU5ZbjW4q7Kz2MyS7js2bCjix5HO+DA9lgtcOd3xRXcq0rLVkyzAfGyOojnkxTImiGSgCytQIVaZCxKr39hmIRv8nMS0BQqIj2NezgW/PfocPrmkuQ9EWQlF4bOv+SL+OGbJHEFpxHf/aWkxAC1lsvfQAPJV20eu4JdkeDBCKuJDSTBlaWb4o0ZiK2xXHSow09nmjifqpNh5VTxWrl1iYR3U+BOTgkC6BQIAzzzyTM888E8MweOONN3j22WdZvHgx++yzT4vrDB8+HCEEjzzySKvtCiG49NJLu6vbLeIYXm3QVlLyYGaOr4pNhslZw/fnqU1LKFYMTgws44OykXy2ZTS5ZVUpiYgcV5gd0UAqUTcrGTo07Tf9LBnlD6Nbvmja4w/r3k892Byac8awg/jm4f0YVbYTOXMjSiI09dKWzzAxGaKAnvD65EuJgsBIJVRDQEDIshilVeERFtKKoWAywrUTsEVUcxMhNk1YZMso2USJqHa4UsEiX9axW/qpNT1M8WxEtyQhU6OaKD4JxYqBXXJZYFq2UZCdOEdMS7DT9KS8TzWm2zaehM4RRd9Qa+oMy63iO4ENvLRrIqWuKgwk+WoQj7DDZUlvF9TLVEhMtERY84GN73Beua2KPUaTnJT/Ca8q+6BJk7p8F341xquJ0bpTfOt5Zud++LUoHkXn02AFx2Uv47icZQQDbv666Qj2KtqBR0g0JMg42wwVj4zjSozYbO18VTDRLUG5GmVW9ueseOcYZuSt5r4vD6XijGUtrqOWlhDfuo3N1x5MpNjiD8MeJrcixE+enIvv5QAF979P9fhsAp9A3CNQjqpk96o8fCvcrM3PJxLV0FSDSFRDSAs9rBKyAGELIHsSCfVezdbYE8JK1KzU8Kg6nmwd3WzfQDz28zpemehvdzmHdhiEAqqtoSgKM2fOZObMmW0ul47Iam/ghBrbwDG6mpMMPWYlnCduYT9IPMJkRNZulJDApRrU6vYDU2JR5K5NjASLprwPYD9sOmt0AakHcvJ/h+asnvkgBxfaoak5ZVNT4UfDMpEJQ8snVNtQgNT/yRtDQEoCAhQEnkTu1RAlSIlSR4ESxrTqvTcBGUcTJpowyE1oVWXLKCVaFWNd23Fhj1LdZuRQY7lQEKltNRybamB7WpJhuUgiR0xHSRgoCpo0qDQFfx79OI/VllORVcmXoTICMoJHxFASWnAKpu2VS4QZFWEn2LswUp66JG6hsTOeTZ4WQjclM3O/ZHVdIT8d9wrFWjUHejZw8pBPmZy9iVDczbLqobYkhbBHR2ZrUbJdESQCrUH+lQuj0bnakofWQNoeP2CUVsvc4sUc7FvFEwfcx6p7p7f4266fZ4fnQyPj/GTWS2TJKFNcQcyvAuyZaLLn+9OJ5EvktIlE8mxjKrBOEBobY8+2AJE6F9GYagukGgK3zxY/lsJKjVa0i9qb6KaCT9XZsCMfTRpsq85GkSZTCtr3djlGV2boqnhqJkZF9iQvvPACP/jBD/jZz37GihUrGs3bs2cPRx99dC/1rOs47gKHDqEICZZJ0IJHNy3mxKEzeH7zUnxWnHPy3+PpsqnURV0pAU5VGhS5ashTQ6lEeA0jIyb/lRUz+MM6Wwn94Y3vck47YcnBSEsvD7qV0GlCkCM0FCFS3+3/lUbeL5mYb2LhUZI/ncDEImLF0S3wCYEmFDTLYHyiQLZpxTEQTNB24xGCSlMAcb6MlKF54wxVKtGExKRx8klDgyhiaVSZdoI82F4rDYMirYbfb5vFYTmr+Pf4Uh7d9C7nfvMthrqrKNGqUDDZbfqJoJGrhMiWkZRYr71PVsrQeXTTYs4aNoM5ZVMBWyT4rdh4ag0v9454mkLFx1YjiEdIjs9aT8Ray4q6Usq8VbxcO4lhrkpe3zOecf7tbInmYGIRsuIYFikDT0tsL2SZBNHQLZkywGTCQDQtCAIKcLBnO5qQVJomx0z7nDcfm4Ie0iCisNdPl7PtB/uiHVTJjksP5pipn2FakjK1Bt0ymXLU19xQ/izfXnsVZW/VwPKviZ+8P8HKLLRDgrhXZBEtieNZ7UabFkaPK5imQFHMlGhsUq8spquU+WvsMLMSZ2zZDjxKnKhfxaPYMjK0oM6fCZyIw+DlkUce4dxzz+W4445j5cqV3H333fztb39j7ty5AMRiMd5888122+lorcaewjG8HDrEnLKpvLjlE8oULZUPdOLQaby45RP20Wx17lDYFrIsdNcx1L0HgGHuSnbGsxnv2mo/aMzMeKkC0n64aw3CaOB4K9tCEyq6FccrNKJWy/l1Tb02LRGxDAzL9lCZ2IaZTygYloGOQAqImJIoFqGkaryw2N+71hbDbbAtHQsJGIALkxiSWtODgaDG8DBU20PE0lCwGKoGgY1MK1qX8IqV4hcuHh/7Xx6qGUVARHAJg83ACNdOAjJKViIX0DZs6r1OSsKAbMhpWdUc73sHw7LwSz8mJi8Fx1Ch7WKoWsNuI4txWdspTSjtK8Lk8NyvKdGq2e2xvTu1pokmbCPSJ0yypEQi0U0Tl2WXKzJo7H0wEGBZ6Eh0y0rUk7S4puRljshZwcuVE/ntsP9ROUclIF8maClk7WtQrLioNGOs0QNcu/Y4jihcRbEi0IIgojrbz9ufaIHB8GG72LS8FMsFvvUqkQlhIlsDuArDaJotpqrHFfL9IaK6iiJNFMXEo8TtnLCQnwJviDxXCCks4qbkg33bNrruXP8el1Uc3OYyreFcwy0wSJz7v//977n99ttTuVePP/445513HpFIhPPPPz/tdpxajQ4DhjllU3ELjZDVfDThAePWoe/yELdkqiDxxkg+IdNNZdyPR8QTXoD0ary1h0ckQ2D1DwDnht0ySaPUbBjuFZ0PPWjYCeGr9PzUd7B/kyRJwzhpZHiESYESpECGmm3bpD4J3bQEuTJMxNIoUasxEur2EpPdpptsGaVMjVCi2CHN5CCQk/wryJZRAjKGbimMUGtS7cvE5pLJ7aZFyqvXkDllU/EKN37pSX3PUULsNLL5NDqMl2snUaxVc5B3LSValR1aVUKUKNUMUWsSRitoCDRhYUIqnKvROOTY2sAQW0hWELEEGhbTPBv53bAXyBEaYzRJvlQpVwQBKdEtE59QWBG19e7Oz11OyDIIbI5jfL6S8BDwlITYE/ThrqjF8JnEAmBEVGTAlo/QdYVoXEVTDWrCHlTFLhOkSQOXUn+tqsIkbGjETclQX1W750iZ0vlHTNNRuYOdwRRqTMpIJDnzzDN57rnnuPzyy5k/f37a7Ti1Gh0GFHPKpvL85qW8uOWTVIgGYHbh53xkjGGIuw630Bmi1qJ5DXbFA4xxb6fGdFOkhDAQtmJ5F/le+SE8sel91ES4Y3bZFCdE0Q4SiRQyFXJsibYMsqSnE2GSLyVjtUqCFiyPBfCJGCVqiHwpCVkGtabE08C7BZAl4hQqEhLGmG6ZGNjSEgC1piSGQlVilKRLGAQtV6r8jguDYsUABEWKJ9WuV7jR0BmpCkBhlGtHYnv2eWbriMUJWiox7H7Z+yN4dvNHuIWWOm+anj/H+3ZhWBZuoRLP2oZumWhCpVipImTtJmIJ8qVkb62KXabBcDULwzIJYGBYFioKbimJYgBxdIT9SUpNJAywpl4w3RJ4pIUHE0iEc4UC6IlwppXKH/vPtqlcU/EiCoJVejYyZrLuNwdz1LGf8sbCfTnmxCW8vnksYY9J9ug9uBQDRZoYpsQVMDAR1OzMYuSwHWytyqGioJLV2wshH4o9NfjUGKowCcVdjPLv4stpbb882feGg9pcpi2ca7gJgyi5Pjs7m+3btzNy5MjUtKOOOornn3+eE088kU2bNqXVjlOr0WHAoYl6u10i0YTKJPcmDj5gBW+sH8P2WDbLQ+WUaXsY497OFj2PEjWU8jg0TW7uLMkE/4ZvyM7bcnokDVYVpd6gaoGm80xMIpaBgu2RqTTc+ESMcjXItrgvZXQFpEnEkoQsiSIgagl80kJD4hEKupWUGLENDi2hUK9bMhFaNIlZCrkyRMTSKFft+og6tidpdbyxhlSR4scvPShCMMlVnTLmACKWJIadW5U0eAzL3rYmWg6ZJc+jpAdMEypuoZEtvbiFRo70UCg9lCkaPqHhlx6Gq1mp60FFSRhL9jlaaVh4hG2k5UorNbqyIY1DoVaqzJJtnNq/02cxhfciQ3gzPJSQZXBf1WSqI14maLUYWEzQall3kkqsWOfNDaMxxoR5+tOpVG3OxlMQpqbOwwFDNlDkszX5dFMh1xNmdPl2LEswNK+KXaEsKoZUkqOF8asxhnqqGOnbhU+NMSVrY6vnSpKGL2QODh3hwAMP5MUXX2w2/YgjjuC5557jT3/6U9pt9cVajY7h5ZARkm+n09wKUwKb8Lpj7BdYz3jvFrJklK8iZWzXswklhp+39MDpLHZoR3XekNugJUNUaSGHSyb+Jf+un95Q40ugohCyjFQeWL4Spcr08WG0DJcw6o0Fi5RnSUmE3pLolq3llczvAlu+wl5PJgRHZer7EKUutZyCrSuVL60W9802eGTKoLPXsduOoaTahZbDjU2ZXTYldX41PD4SiVtoeIUbt9CaHTcgNR0gR4ImbKNTE/V5b0mvVX3CPQntNBKhdHsgRLLtEiVMQIbZGQ9gWPDq9vGUB6rwCTXhjZNYWQbjRm1lWF4VLreO4jHwDgmhqQbFebWo0qDUW02OJ0x5dhWFnhBF3joicQ3dVBieXYVfi5GnhvDKGHmarVA/3r+13ePl0B2IDH36PldccQUej6fFeUceeSTPPfdch/OykrUab7jhBg488EAeffRRQgnNu57GCTU6dImGD5lkmG+qdx33bD+KulEe/EqEbXquXV9R6vy7ajqXFryHgZXST+oqDUVenTBj+iRDjkm7o6HAqkx4wpL/18+v/73zpSvxv4aJxQpgX/dW/ls7iene1XZ5H2GHy3zClq/wJcRaK02dgFQwEttWEpIVIctWsK8y3WQRY0W0lHLXbrJEFE8iLzBX2mHGpAGTZHbZlEaVFnKkhzozCtJgt2n3O0sYuDBTXtfkdnXLwN1ggEbyXG5Ke+dW03UaeoV1yyBPeqizYoSsOBKRkldpmAcHgGWlctI0hJ0jlthXE5MRaoBSJcZ092oMS+P7w97j+KxN1FkmOVLjv8EShpRUkeuyddZCWS6kP4RPi7F2RwHjC3cQNjR2R/2UeGtxyzi6JYmbtv6eJg32RLxMyd+MJu1RpAomulQYotYSUMJAKdev+YQbRzmerR5hEIUajzjiCI444ohW5x911FEcddRRabe3efNmHnroIR588EGCwSBnn3029957r1Or0WHgMNNroHjjbIzks0sPYCLYEctmRyybmrgnoyfdS1s+a/awS353wo3poQm1Re+XidVsxF9D40xFwUh4qCSCgzy7Ux6bXCWCkjIcLHQEirCNJZ9QCEjbiFAEqeUktqfHJy1ilkLQclGiVaMl9L9cDQYFSMAntFSotOG+JD9ge7PcQuLCTIS3ba9Tsp8aIuHNq9+vrhjuba2bHNTgEYotGJvwaDVNstcTdSyThCyLXaaeMryaetTqrDhDtT14hIJPKHiFm//tnsyo3EqksKjIqmSYvzolEeHzxhjiqaVACzLEU0u2GmGIy/4/oEUYGqhGlSZD/dWYiZCsbil4pJ6o1xnkjtF7A3D1yjM6fawcHNrjmGOOYcGCBdTU1LS/cAv01VqNjsfLodMkvQIteZk0Txy3Emd5zVCKC6qZ5NvIF+FhTPLZSZG+VnJqOtOH1vrkkD4SiYHZZJpIGV+ylRBF0hh4NRxgkmsnOVLh7OzlVJoCXyKHSxHgAdwoVCdGwmoJCYlIUoBVWBhAQNjhkJDlosrIQsGk3FVJvtRxJQw3EqE0sMOlu83WizT7hYs6K0ahYif76xZoCePOIyQSkcoRhJaN9Ux5UVWUhA4e+ITExERPlM4KWna5JAULo1E4VqAIixzZPAfPxCRkxVmhB1gVLeEQ90bUxO+RpcQI4qLcu4ddMb9tfPn2UBv3sHlPLlvDOZTnVTLcvZtVkRI0aZAnQ6wKFlHqrabIVYtPxshRQuSrdWTLMBv1AiKmxr1jxwDwwMZ3OPb+gwnwTUaPk0MrDCKPV5J99tmH6667jp/85CeccMIJnH322Rx//PFomtb+yti1GocPH84VV1xBcXFxqlZjU3q6ZFCnnQ9vv/02Z599NjNmzGDzZlu9+OGHH+add97JWOcc+j7JG21T/awJxdt54sP92Sd7C2ujQ1gRLqPUVcWueIBVuo+olZnE+nT7NZhJ9xgoQqIImfKAKQnDpDWjC2zj7MGaEWTJKAGp4BMaedJDsSISRld9jT8TixyhkSM0AlJDS0hRJBPgGxrj+UqIr8JllGu7MZB4hEATwpZkSOVI2cvnyfoakQ0f/BJ7HzzCFoT1CSUh9Gp73dwoKQmMljx+TY9husexNeNDE2oL+V/2lICAgLSFViOWmpKTsI+LIE/6mrWnouATKutiQ9iq56Z+O4AsNcr3i94hRw1xUv6nbI8E2C9rHYYlmD5sPbmuELqp2gMW3LsxLIlfiXBgzlr28m3Dr0TYy7MVTdiK/xKL2VnfcIBnG2AXXM8RGiPvWdnufjtkCEtk5tOPuPPOO9m8eTPPPPMMWVlZnHvuuRQXF/PDH/4wLQHVhrUa77jjjhY/HUnUzxSdMryeeuopZs+ejdfr5ZNPPkmNDKiurua3v/1tRjvo0D95YvRLVIzcwfpwPqYl8KsR1oSHUKrZgqpVZvfdABo+AJyHQfq0NaqxLZZUj2KCVsumuEgJsvqERiQRhtSERBGCkGWgCJEwxiQRy6JEqUnkWNHACBJ4RJyw6UpIQOh2mLJBWaNkiNEufdR2v+0UeJHKB9OoT7rvio5ZptCETHnwPIl9d2Gy08gCIEe6W1lPxSvcBJQwo93bGx2HHxe8xQitGk0YrIoWsyPi57NQBZ/sGMZbq8YwxreTOsNNyHSRr9SRo4YS29cTZZd08mUdI1w7yZL2wAkglZfpTozgXH/BXt12XBx6l1tuuYUDDjiAQCBAUVERp556KitXrmy0TCQS4aKLLqKgoAC/38/pp5/O9u3bGy2zYcMGTjjhBHw+H0VFRVx99dXE4+nrOEopmTVrFgsWLGD79u389a9/5YMPPkirZNC6detYu3Ztm581a9ak3ZdM0ak77c0338z8+fO5//77G7n8DjnkED7++OOMdc6h/9DU2JFIjileyRBXHVW6j7q4h6NzvmKaZyMTXBFGqy0/TNIl6YFo+GmpT47Hq2NI7BCY0YZHMukNS3qJbh/2EoWKj3GaijvhLZOIVB5XMk+syhQJLSwNrUGel1+oFCsuFCEISM0OcVqCCd7NlKkR8qWFG6WZ562hodHwd24W9hZKKpzoE2qqP5pQ6sN/NBaWbY2uer2aoiHxCVuKwiNsY7Qs4fgbpdWSK1sP8yYpUao5zLs+9X2FHqRQkeRKwR49i1MCy5mat4lsJcz3Ri3h5SPuZlbgc0Z7dlCmVaFbKuVaJUPUWiKWRkAJU+6qJFtGKVdrKVdrOcyztZFHMrl/h37r07T206HrWFZmPuny5ptvctFFF/H+++/zyiuvoOs6s2bNIhisD+1fccUVPPfcczzxxBO8+eabbNmyhW9961up+YZhcMIJJxCLxXjvvfd46KGHWLBgAddff32H93/btm3Mnz+f3/3udyxbtowDDjigw20AbNq0CdPs3ohLe3Qqx2vlypUcfvjhzabn5ORQVVXV1T459DNae8hcU/A5f6+pIOrSMBBs03OY4NpBpWnh74bybk3DnU1Hpw1G71dnDU9FyBaNL02omNR7maSQ5AiZ0K2q90BJIfFgoFu23leOdCMVHT1h1MUT8/KlgVt4GyXxewRoIs6RvtUJ9XeZ8kwlk/mTxlLDUYMtkTQkk7lVqoCwpTfKEUsu11PUH0ONKDrVZjQR/lRxSwufdOEXJmFLxy/d7fat1vIwXK1fZryWxQ6jjiLFz+m5H/FeeASXF7xHpWkLtoZMhb1Uk5B7ayKkqRA03cQshbHubQRNN5qIJ4qe0+bo47UH9s5w/EFJBnO8miaru91u3O7GL8MLFy5s9H3BggUUFRWxdOlSDj/8cKqrq/n73//OI488kvI+Pfjgg+y99968//77HHTQQbz88st8+eWXvPrqqxQXF7Pvvvty0003cc011/DrX/8al8vVZndramp46qmneOSRR3jjjTcYNWoUc+fO5bHHHmP06NGdOgQTJkzg008/ZdSoUZ1aPxN06m5TUlLCN99802z6O++806s705cZjJ4XRUg2RAsoVGsIyAhfhspQsPCIrt492qbpsW6oweTQPm15u6C5kdKaYeAWtvcqR7rRhIJfuAhZBnEMAPQGT5GkVyfpdTKozw1rpMUl2hc7bYvkQAHVLkvd7vLdRfKYmdgDBTRkojakJzVPa8X4bUqBbD64oNIU1JhhvoiWMda1DU1IhikKw1QLn7SPv0/GUvlbHqlToNZRotQwXK1kqFKdKnvUGs411X8pLy8nJycn9bnlllvaXae6uhqA/Hy7RNjSpUvRdZ1jjjkmtcz48eMZPnw4ixcvBmDx4sVMmjSJ4uLi1DKzZ8+mpqaGL774ot1tFhcX84tf/IKJEyeyePFiVq5cyfXXX99powtotWZjT9Ipw+uCCy7gsssuY8mSJQgh2LJlC//617+46qqruPDCCzPdxwHBYEr2TnqaJJLLC97DxBbDHOXdiSbq9Z/SPRYthRLTuek3XMaRmEgfTaipB357SecNSaq1N/xuGxIiNa9IehP5XQa/2XYMWbKxSGtSQT8gDHs0pKgPMTYUcE0H3YqnwqbJRPvGWmW9p6bT0OjLkR7byyXrBSOT+VutefQavkwc4NZYGG7sORimKGRLL9M8GylRwmjY5Yp0y2S4Yiv7lysxPCJOyHIzVKlmtGqPHi1TIxQrBueVH8o55Yd0w947dIoMJtdv3LiR6urq1Oe6665rc9OmaXL55ZdzyCGHMHHiRMAO/blcLnJzcxstW1xczLZt21LLNDS6kvOT81ojKWz67LPPsmnTJu644w7233//9I9VH6dTd55rr72W7373u8ycOZO6ujoOP/xwfvCDH/CjH/2ISy65JNN9BDKX6NfbDIa3xOQ+mpgEpMYWPReJhW4prNOzOtRWe2WAkg+gpl4tx8DqGg0NLqVJWK6rhCyd7YbFa+vG4RcthxqypD3ysKHRlTTMkt/b45lgQSOPUdL4SuZ7pWvAdZZ0rnWvcNOwWkB77bXmvV0VLWn0PRmazZcWxYp9jA3LapLjJsmVOuO1HVw14iACkoSxKx2Dqw8irMx8wK6F2PDTNMzYlIsuuojPP/+cRx99tAf2FAoLCznxxBNZu3YtO3fuzGjbP//5z1Neu96iU3dSIQS/+MUvqKys5PPPP+f9999n586d3HTTTZnuX4pMJPr1JQa6YZDcP90yOdT3NR5pj5Z6cs8BvBrOS4Wb0mkjSUuaXemu31rxY4fWaWp8ddZD1NBrowmV3+2cwe+2HseM8nVoQmmWrG/nPwmUhOiqIkTKQ9RQHLU9zvBXN9t+0vjqLJ09fxq+jCT7kUkuyd2Q+rvGDKfKFAWkhlto6Jj4hJoYUSqoNnUUBDlSSRQstwvO+4TCd4cdnNG+OWQIK0OfDnLxxRfz/PPP8/rrrzNs2LDU9JKSEmKxWLO87u3bt1NSUpJapqnzI/k9uUxLrFixgtmzZ/P4449TUVHB9OnT+c1vfsPy5cs7vgNNuO6665p56XqaLl39LpeLCRMmcOCBB+L3+zPVpxZZuHAh3//+99lnn32YMmUKCxYsYMOGDSxdapcISSb63X777Rx99NFMmzaNBx98kPfee4/333+/W/vWGQaDAfBiyIeBRa4SYbS2g309Gyj3VLK4bgzfX3t8t2zT8Xw1pjPnWdPcp3Q9Mulya/Fn3D7sJc4e8l6q7eS/VNI8jcOCTRXq0+VftWXoVuOh68nt9ERifdPzsSPbSicHraXfN7uBrpk7Ud9RSYjh1po6X8djFEgPmpD4hYuzhs1ILe/phLDxYL/GBiqWZXHxxRfz9NNP89prrzFy5MhG86dNm4amaSxatCg1beXKlWzYsIEZM+xzasaMGSxfvpwdO3aklnnllVfIzs5mwoQJrW57+PDhXHLJJbz66qts376dyy+/nOXLl3PYYYcxatQoLr/8cl577TUMo/0X+K1bt/LPf/6TF154gVgs1mheMBjkxhtvTOt4ZJK0RzV2xHP0n//8p1Od6QgdTfQ76KCDWmwnGo02qlDe2dIEnWGgKz1nySjbDYsVsRKyZBQFkyV7RjHOv52toQDQPcegO9XHBxsdNUoajnhsC79w8Ubt3sz0ft7iNg0MtAahxuRIwHRJjmb9pK6CuYEt6e9AL6Nb8bQ9em3RUqFzLZHjViDjxDFSxuyLWz5hTpldb7EzBq5zXfUQmRBA7cD6F110EY888gj//e9/CQQCqZysnJwcvF4vOTk5nH/++Vx55ZXk5+eTnZ3NJZdcwowZM1LP21mzZjFhwgTOOeccbrvtNrZt28Yvf/lLLrroonbDm0lycnL4zne+w3e+8x10XeeNN97g2WefZd68edTW1nL33Xczd+7cFtf98MMPmTVrFqZpous6Q4cO5ZlnnmGfffYBoK6ujhtuuKFT8hZdIe27asMRENnZ2SxatIiPPvooNX/p0qUsWrSInJycbuloQzqb6NcSt9xyS6N9Ky8v786uN2LO6JaNwYHA7LIpHOmxGK9lcbR3O//aMYMa08tHH4/h3Z2jqAl7mH7dj5t5IzpL07Bia3lfg62cUGf2tSseoHTX1YTKlYUftNKGXcYnGYbUUjlZHevX7LIp3Fn2IZ/GrFSifdNQXzqjBhu2190k9zVq6ak+tjcqN51+acIe0GAX564vX3Ti0GkpoytZYHwwXR/9ih4ONd57771UV1dz5JFHUlpamvo89thjqWXuuOMOTjzxRE4//XQOP/xwSkpKGjleFEXh+eefR1EUZsyYwdlnn825557baS+Tpmkce+yx3H333axfv55FixYxbty4Vpf/+c9/zmmnncaePXvYvn07xx57LEcccQSffPJJp7afKdJ+tXrwwQdTf19zzTWceeaZzJ8/H0VJKEgbBj/5yU/Izs7OfC+bkEz0y0R5ouuuu44rr7wy9b2mpqbHjK8XV78/KN4W86SPhyveRLfilJx4L5f97iKuvvIx/r71tFbf7js6ijHd4zhvw2E8OPztQeMB66yIbGeNr6ilp/KL2qOlMjjJmpHJ86Kjkg8t/a6vBfdmjLYM07IokFmNvHKZ8C51B61JZnSU5L7qlomGpNIy8Qir1f3WhNqh62KwXEeDkXRkFzweD/fcc0+L9Q+TVFRU8MILL3SqDw8++CB+v58zzmhcjP2JJ54gFArxve99r831ly5dyj333IOUkkAgwF/+8heGDx/OzJkzeemllxg+fHin+tVVOnV3feCBB7jqqqtSRhfYlu2VV17JAw88kLHOtURXEv1awu12Nxvh4ZA+bT3UmyuIq0xwRXjp//2Bg7wb0K7d1m4bmebB4W/32LYGI+kaXW3RNBm+q3ywZyTbDYsq08pYm91NQ29XJtrREqM5Q6ZCqdKxkcV9hUHvieul5Pre5JZbbqGwsLDZ9KKiorTLE0YikUbfr732Wn7+858za9Ys3nvvvYz0s6N06g4Uj8dZsWJFs+krVqzoNin+TCT69TX645tiVz1RfuHCJ1RGq36eGPdko3YzEQpsqY3W2muo7dVwnUF/g+8ivSlM2hJfbCvhr7sOR2ny1EnXAOsPArzphRtVJrm8re53R71dSXrqeunrv0G3MwgNrw0bNjR71oPtRduwYUMLazRm4sSJLRpXV111Fddddx3f+c53MtLPjtIpP/u8efM4//zzWb16NQceeCAAS5Ys4dZbb2XevHkZ7WCSTCT6OXSdrtz8zEQISUucdmvigsmu9JKxM01L+zHob+wZIN3k+u6kafjrN/s+w+2rj6W2oG+GFXuCTHgim9LTLyhOWHPwUVRUxLJlyxgxYkSj6Z999hkFBQXtrn/uuefy5ptv8uMf/7jZvJ/97GdYlsX8+fMz1d206dSd6A9/+AMlJSX88Y9/ZOvWrQCUlpZy9dVX89Of/jSjHUxy7733AnDkkUc2mv7ggw/y/e9/H7AT/aSUnH766USjUWbPns1f/vKXbumPQ/o0VO3fY4ZQsLWEbtl0AvvmbOS6gq8zvq32prXWP+fG3jV62+hqSjLH7ZB9/sE2o38ZXpk8Fw3LRLagX9bwnO/r535f71+308OjGvsC3/nOd7j00ksJBAKp+tBvvvkml112GWeddVa76//gBz/gBz/4Qavzr7nmGq655pqM9TddOnUnklLys5/9jJ/97Gcp+YXuzo3KVKKfQ+/RMNF7txnkumH/Y1WscTmJdfFaRqiB3uhev3kAJRlohmJ3iYsClCh+Lll/DE+MerVD6/XW8c30dvvqIAKH9GmoPN+VNvoTN910E+vWrWPmzJmoamLAjWly7rnnpp3j1Rfp8tXoJKM7dIYCmcVGIhzh3QzUi+8a3VzGJV0GmlHTH+hub5ns5QSXzo4w7U76Wj6eg0NDXC4Xjz32GDfffDOffvopXq+XSZMmUVFRkdb6Rx99dFrLvfbaa13pZofplOE1cuRIhGj9AblmzZpOd8hhYNMwrFehmmwxJEUNRs6PVv28GzE5xNN2WKQn+tnXja90+tbXHvQ9RUu/XYG7jhV6kPFa26P6+vJvng4dMfAkss+f50n6Sz+7jUwkx/czj1eSsWPHMnbsWAzDYPny5WRnZ5OXl9fuem+88QYVFRWccMIJaFrn8xw/+OADFi9enMotLykpYcaMGakc947SKcPr8ssvb/Rd13U++eQTFi5cyNVXX92pjjgMLpIPhzzZ+DvQqtHV8P9BfQN2SIvkgzp5br21cTR/Gbqkt7vVJl09rztbIqqhUdNRA6cnX4YcBheXX345kyZN4vzzz8cwDI444gjee+89fD4fzz//fLOc76b87ne/48EHH+SJJ55g7ty5nHfeeSnR9XTYsWMHp59+Ou+++y7Dhw+nuNhOjdm+fTtXXHEFhxxyCE899RRFRUUd2q9OGV6XXXZZi9PvueeeRmr2Dg5t0dSr1ND4as8z0RNvv86NfmCQPKdcmsHSWIxpLlcv96hv0TTE65z3fRNBBnK8MtKTnuPJJ5/k7LPPBuC5555jzZo1rFixgocffphf/OIXvPvuu22uf/XVV3P11VezePFiHnjgAQ455BD22msvzjvvPL773e+2myr1k5/8BMMw+Oqrr9hrr70azVu5ciXnnXceF110EU888USH9iujSRVz5szhqaeeymSTDgOclm7yG+K1bI5nE7aiLazh0JDBVgKpMyTPsdJADe8EG5cXaZrj1JtGR294u4AOle1qrQ5qT+Cc54OPXbt2pQTQX3jhBc4880zGjRvHeeedx/Lly9NuZ8aMGdx///1s3bqViy66iAceeICysrJ2azO/9NJL3HPPPc2MLoC99tqLu+66i4ULF3Zsp8iw4fXkk0+milY7OHSG2WVTGK4GeL5qX7wivSKq3UVfv9E3DKW1Nt+hnjNKljLGva2RobHLCKX+Hkieno7sS0dGPA6kY9TvSMpJdPXTjyguLubLL7/EMAwWLlzIscceC0AoFGpUOSddPv74Y958802++uorJk6c2G7el9vtbtM4q62tTbvYd0M6FWqcOnVqo+R6y7LYtm0bO3fudHSzHDLCHaVLe7sLfZ509Mn6s/HVFTHW5LoNQ9In+ddy5cY5ZBW/zZEeO2ZTpPh71Jjo779Jazih/x5gECbXz5s3jzPPPJPS0lKEEBxzzDGALdg+fvz4tNrYsmULCxYsYMGCBdTU1HD22WezZMkSJkyY0O663/72t/ne977HHXfcwcyZM1OhyZqaGhYtWsSVV17ZKfX7Thlep5xySiPDS0rJkCFDOPLII9M+GA4OrTFQH04OHaMr8hJbjSBDlcZ6cNdtOZZ5DYwu6FsP884aL5kyerrazqAfdeiQcX79618zceJENm7cyBlnnJHyLimKwrXXXtvu+scffzyvv/46s2bN4ve//z0nnHBCSg8sHW6//XZM0+Sss84iHo/jSuSHxmIxVFXl/PPP5w9/+EOH96tThtevf/3rzqzm4JA2jvHl0BUKpSf1d9IgeGlL7xTEdeg6jlHHoPR4Afzf//1fs2nf+9730lp34cKFlJaWsmHDBm644QZuuOGGFpf7+OOPW5zudru59957+d3vfsfSpUsbyUlMmzat0zqmnTK8FEVh69atzYZQ7t69m6KiIgzD6FRnHBwa0nB4e2/i3PR7lkzUe2yrNuFg+y276yWmJ1+OBttv1hKDUbke7BJBf/jDH/jqq68AmDBhAldffTWHHXZYu+v+6le/6vL2v/rqK95//31mzJjBUUcdxYoVK7jzzjt5+OGHOfvss9MWaW1Ipwyv1sr3RKPRlCvOwSFTZPoGn64h1d9KCA0UumJ0RS29RaOro+dPbxjbnd1eXzg/k9eo85LikEn++c9/Mm/ePL71rW9x6aWXAvDuu+8yc+ZMFixYwHe/+9021++q4bVw4UJOOeUU/H4/oVCIp59+mnPPPZcpU6ZgmiazZs3i5Zdf7rDx1SHD66677gJACMHf/vY3/P4GpV4Mg7feesvJ8XLoFloyvjp6k+/q+g59n8Hq6WrvXO4O71Rve6IHHYMw1Pib3/yG2267jSuuuCI17dJLL+X222/npptuatfwao0333yTYDDIjBkz2lTAv/HGG7n66qu5+eabefTRR/nud7/LhRdeyG9+8xsArrvuOm699dbuNbzuuOMOwPZ4zZ8/v9FwTpfLxYgRI5g/f36HOuDg0FkyoXs00JXwB2OuXGter/ZoKubbXfSEB7el9rvjXBiM51evMQgNrzVr1nDSSSc1m37yySfz85//vN31f/e731FXV8dNN90E2LbLnDlzePnllwEoKipi0aJF7LPPPi2u/8UXX/CPf/wDgDPPPJNzzjmnUc7Z3LlzefDBBzu8Xx3y6a9du5a1a9dyxBFH8Nlnn6W+r127lpUrV/LSSy8xffr0DnfCwSEdujriqmEbDb8PVKNrMGLnh3Vcq6i/Gg+tebo6c053dJ2GyzctOdSXacnz7dA3KS8vZ9GiRc2mv/rqq5SXl7e7/mOPPdaoRNCTTz7JW2+9xdtvv82uXbvYf//9W024T5JUcJBS4vF4yMnJSc0LBAJUV1enuzspOpXj9frrr3dmNQeHHqetm2xrngLHEOufhK0oKgqaUPnxphnMH7a4zeWbnhvd+bt313nVW+dq/UjRxtdTf6DpMesv1/tgTK7/6U9/yqWXXsqnn37KwQcfDNg5XgsWLODOO+9sd/21a9cyefLk1PcXXniB//u//+OQQw4B4Je//CVnnHFGq+uPGDGCVatWMXr0aAAWL17M8OHDU/M3bNhAaWlph/crbcPryiuv5KabbiIrK4srr7yyzWVvv/32DnfEwSHTpPMgaCnU2HC9/nJTbovBEg7yCjd3Vw3notx1fPrnKXBrY8OrJWOhp+jr51FX9MMGw7nVJ8iE8nw/U66/8MILKSkp4Y9//COPP/44AHvvvTePPfYYp5xySrvrx+PxRsryixcv5vLLL099LysrY9euXW1uv6FKQ9MC2y+++GL3jmr85JNP0HUdsDUvGgqoOjj0da7YOq1dNfymBtdAeqAMtP1pjW8HvkTix7u7ZUmbto5BT3o7u/v36Ejb/Xk05aBiEOV4rVmzhlGjRgFw2mmncdppp3WqndGjR/PWW28xatQoNmzYwNdff83hhx+emr9p0yYKCgpaXf/HP/5xm+3/9re/7VS/0ja8GoYX33jjjU5tzMEhk3TkQdkRo6ujbTv0HQoVH5uNWtad2vEnTG8XyM7kOddae5nIw2rabtNBKoPBwHfoXiZPnsyIESM4+eSTOeWUUzqdO37RRRdx8cUX8/bbb6e0uBqWCnrttdeYJsc3PQAAbStJREFUOnVqprqdNp0SzDnvvPOora1tNj0YDHLeeed1uVMODq3RNBk+eZNPaghlerSYQ/8jX7p49ti7ATvvK2xFiVp6L/eqbbrrXGuvXeflop6+nq+WzPHq6qc/sGvXLm655RZ27NjBKaecQmlpKRdccAHPPfcckUgk7XYuuOAC7rrrLiorKzn88MN56qmnGs3fsmUL8+bNy3T326VThtdDDz1EOBxuNj0cDqeGXjo4dDeTlrSs4dIXb5p9gcHykH2stpxJLm/qu1e40YTSxhoO6dLWtdVfvV0t5Xn2yWvFytCnH+DxeDjppJP429/+xtatW3nqqacoKCjgmmuuobCwkFNPPZUHHniAnTt3ttvWeeedx9NPP829995LSUlJo3l/+ctf+Na3vtVdu9EqHTK8ampqqK6uxrIsamtrqampSX327NnDCy+80KyMkINDd7F8+iNA+wnyDTnh8I7lCvTHB8lgps6MMjewBQDdiuMVdmJtV0sQdScNvbiZOt/SaaezhlJr8hX99Vrpk0aWQwohBAcffDC33norX375JZ988gmHHXYYCxYsYNiwYdxzzz2trvv4448Ti8VS3zdt2oRpmqnvoVCI2267rVv73xIduhvl5uaSn5+PEIJx48aRl5eX+hQWFnLeeedx0UUXdVdfHRxSdPZmed6Lr3Z4nf76QBmM+KVtaOlWHE10Si2n2+gu+Yr2zs/2vFQdobXlB+I10uf2KRNhxn7i8Ury1ltvEY/HG00bO3Ysl112GTfffDNbtmxh1qxZra7/ne98h6qqqtT3CRMmsG7dutT32tparrvuukx3u106dGd6/fXXsSyLo48+mqeeeor8/PzUPJfLRUVFBWVlZRnvpINDS3TmLfv0rOa5iYOJ/uyZaA/dqr9Bvx9VOcyT/ro94fXIlNBpuu1m0uBqi4F6PvU5T9ggGtWY5KijjmLr1q3NImnV1dUcddRRGIbR5qjEpnWlW6sz3dN0yPA64ogjAFuUrLy8HCn7rvveYXDS2gOnqwaHM8qx7xPHQLdM/NLNQe44UcvqVOmggUJPG9kNt5fJ68W59gYvlmW1KF21e/dusrKyeqFHmaFTvviKigrAjo9u2LChUQwVaKQU6+DQnTg35IGDXe6n8y9zbqGhYmJYJiePnMFDq1+nSBkchldPGCcNBVNbkqnoLiOvq/vV2WPT5+q4DiKPVzLhXQjB97///UYiqIZhsGzZspSSfX+kU4bXzp07mTdvHi+++GKL8xsqvTo49BY/3HQw9w17D7BvonNGHMCL6z7sdHsD5c27r4Ybu5oAL5Eg4OWwh2fXLkYT/rTW66nftDvPn/bazdS222qnp4vOp7tPA0UgdjCVDErWQ7Qsi0AggNdbP0rZ5XJx0EEHccEFF6TV1ksvvZRqzzRNFi1axOeffw7QKP+rJ+mU4XX55ZdTVVXFkiVLOPLII3n66afZvn07N998M3/84x8z3UcHhw6RfAAkja76aZ03ugYaXTG+0hk92ltIJEd5gmiDOMTYkEyF/1qqcdrbHqG+ZNw5ZJYHH3wQsGslXnXVVV0KK37ve99r9P1HP/pRo++9UYWnU4bXa6+9xn//+1/2339/pJRUVFRw7LHHkp2dzS233MIJJ5yQ6X46OHQJZe9xQNeNhJ4srNzddMb46g/725/zunoqXNhR+qqXtDtoeIz6w/k+kPnVr37VpfUbSkf0JTrl2w8Gg6lRBnl5eSkRs0mTJvHxxx9nrncODp2g6QPi+L0ORURjrSyd2W0NZJyHUNdo7/hlKhTYHedkSyW1oHmfm1aW6GnS3feeGvGZUQaRgGpDnnzySc4880wOOugg9ttvv0afdNB1nfPOO4+1a9d2c0/Tp1OG11577cXKlSsBmDJlCn/961/ZvHkz8+fPp7S0NKMddHDoKC3dOP/3zn97oScDh7byevoz/b3/rTFYS2el+3v2x999MJUMSnLXXXcxb948iouL+eSTTzjwwAMpKChgzZo1zJkzJ602NE1rViqot+mU4XXZZZexdetWwHYFvvjii5SXl3PnnXd2ulr3QKY/3bgGImYo1K3t9+fftzWPRUPPRX98SDnUk07ifWfmtdVuf74mHPoOf/nLX7jvvvu4++67cblc/OxnP+OVV17h0ksvpbq6Ou12Tj31VJ555pnu62gH6VSO19lnn536e9q0aaxfv54VK1YwfPhwCgsLM9a5gYLz4OpZGoZBXtryGQs3dn/4uz8n4bbV786MGnMeun2Djoz668j521/P8wFBP/NYdZUNGzakZCO8Xi+1tbYA9jnnnMNBBx3En//857TaGTt2LDfeeCPvvvsu06ZNa5asf+mll2a24+2QtuF15ZVXpt3o7bff3qnOODhkguSDxDEAeh7nmPcufSEJvre3P2AZRDpeSUpKSqisrKSiooLhw4fz/vvvM2XKFNauXdshFfq///3v5ObmsnTpUpYuXdponhCi7xpen3zySVrL9cbQTAeHhjg3fod0GKiem85ISLS0TFeuo4F0bPuzN7u/c/TRR/Pss88ydepU5s2bxxVXXMGTTz7JRx99lBJZTYe+lFgPHTC8Xn/99e7sh4ODwwAg+YDq68ZvbzxIe1JdviPLtrSOY3TV01f2pzcEVN966y1+//vfs3TpUrZu3crTTz/Nqaeempr//e9/n4ceeqjROrNnz2bhwoWp75WVlVxyySU899xzSCk5/fTTufPOO/H72xc4vu+++1KSEBdddBEFBQW89957nHzyyc30uNIl6SnrTSeRU2zRYUDR1x/4Dg49TVPDqqkURHcaFs71mEF6QU4iGAwyZcoU7rnnnlaXOe6449i6dWvq8+9//7vR/Llz5/LFF1/wyiuv8Pzzz/PWW2/xwx/+MK3tSylR1Xr/0FlnncVdd93FJZdcgsvl6tC+/OMf/2DSpEl4vV68Xi+TJ0/m4Ycf7lAbmcIxvBwGJL3l0XDo+/QVD0Z3kAkPVnvLZkIry6F/MGfOHG6++WZOO+20Vpdxu92UlJSkPnl5eal5X331FQsXLuRvf/sb06dP59BDD+Xuu+/m0UcfZcuWLWn14e233+bss89mxowZbN68GYCHH36Yd955J+39uP3227nwwgs5/vjjefzxx3n88cc57rjj+PGPf8wdd9yRdjuZwjG8egHnhuQwkHHO75bpKYOvs5pr6Q5IGWwyEn1lnzKp41VTU9PoE41GO92vN954g6KiIvbaay8uvPBCdu/enZq3ePFicnNz2X///VPTjjnmGKSULFmypN22n3rqKWbPno3X6+WTTz5J9bO6urpD0lV333039957L7/73e84+eSTOfnkk7ntttv4y1/+wl133dWBvc0MA9LwuueeexgxYgQej4fp06fzwQcf9HaXGjGQ37j7Cn3lZunQtxgs116m87Zaa8e5znqQDIYay8vLycnJSX1uueWWTnXpuOOO4x//+AeLFi3id7/7HW+++SZz5szBMAwAtm3blqpyk0RVVfLz89m2bVu77d98883Mnz+f+++/H02rLwV2yCGHdKhKztatW1OyFA05+OCDU5qkPUmndLz6Mo899hhXXnkl8+fPZ/r06fzpT39i9uzZrFy5stkJ4DBwaPgAOGH/4/jfRwvbWNphMDJYjK50aGiYdTbpv+HISYf+xcaNG8nOzk59d7vdnWrnrLPOSv09adIkJk+ezOjRo3njjTeYOXNml/u5cuVKDj/88GbTc3JyqKqqSrudMWPG8Pjjj/Pzn/+80fTHHnuMsWPHdrWbHWbAGV633347F1xwAfPmzQNg/vz5/O9//+OBBx7g2muv7eXeOfQE8S09/wbj4NBfyaRBOhCN2z6zTxnU8crOzm5keGWKUaNGUVhYyDfffMPMmTMpKSlhx44djZaJx+NUVlZSUlLSbnslJSV88803jBgxotH0d955h1GjRqXdrxtuuIFvf/vbvPXWWxxyyCEAvPvuuyxatIjHH3887XYyxYAKNcZiMZYuXcoxxxyTmial5JhjjmHx4sUtrhONRpvFuxvivM31Dp097uesP6JXf7PBer4M1v3uCD15jLpTSLXhaMiWSkz1VD8GG/2hVuOmTZvYvXt3qmbzjBkzqKqqaiRa+tprr2GaJtOnT2+3vQsuuIDLLruMJUuWIIRgy5Yt/Otf/+Kqq67iwgsvTLtfp59+OkuWLKGwsJBnnnmGZ555hsLCQj744IM2Bw50FwPK47Vr1y4Mw6C4uLjR9OLiYlasWNHiOrfccgs33HBDq21m6m3HEeHrGXYfZ8FXvduHwfhb9/b+zll5PPeOfowRaqDF+b3dv97qQ08YPu2d7y31oS/8Hv2ODHq80qWuro5vvvkm9X3t2rV8+umn5Ofnk5+fzw033MDpp59OSUkJq1ev5mc/+xljxoxh9uzZAOy9994cd9xxXHDBBcyfPx9d17n44os566yzKCsra3f71157LaZpMnPmTEKhEIcffjhut5urrrqKSy65pEP7Mm3aNP75z3927AB0EwPK49UZrrvuOqqrq1OfjRs3dst2nBtNx+lM2R+jA4VTu5PB+pbfW/td+dBwdKtvV83oK+dEa96prrTX2r41nN6SllhfOSYOLfPRRx8xdepUpk6dCtilA6dOncr111+PoigsW7aMk08+mXHjxnH++eczbdo03n777UY5Y//6178YP348M2fO5Pjjj+fQQw/lvvvuS2v7Qgh+8YtfUFlZyeeff87777/Pzp07uemmm7plf3uKAeXxKiwsRFEUtm/f3mj69u3bW40nu93uTicWOnQvnXk4CEXphp50jqZClYOB3gotLfntfKBlJey+cvz7Sj+64pHtTGWChgr5rU3vK8emLXq9n73g8TryyCPbrIn40ksvtdtGfn4+jzzySMc23ASXy8WECRM6vJ6Usl2FeiEE8Xi8s13rFAPK8HK5XEybNo1FixalyhqYpsmiRYu4+OKLe7dzDh2iIze4hjd00QeN6F6/YQ8Qdhh1FCntlxlx6Du0ZqiZmMwpm5r63plrpKevq96+hnujZFBvEwwGufXWW1m0aBE7duxIlQ9KsmbNmjbXf/rpp1udt3jxYu66665mbfYEA8rwAtsV+r3vfY/999+fAw88kD/96U8Eg8HUKEeHgUfDt2lZ4kiGDFQco6tjNPQmteRtSi7TdPm22mtremthxZbaly1kubSmPdZauaOBWm/ToZ4f/OAHvPnmm5xzzjmUlpZ2uL7iKaec0mzaypUrufbaa3nuueeYO3cuN954Y6a6mzYDzvD69re/zc6dO7n++uvZtm0b++67LwsXLmyWcO8wQIl0XoG5OxmMYcdMsscMkSd9HV5vsB/vTO5/Okn0rX1vOBKyLeOuo3UkB5XXqxdCjb3Niy++yP/+97+UBERX2LJlC7/61a946KGHmD17Np9++ikTJ07MQC87zoBMrr/44otZv3490WiUJUuWpDVs1WFg8PclT/Z2F9rESSbuHJ0xuhzaJzmApSvnZWfrQKZjgDWlJcOnq/3vL/QHOYlMk5eXR35+fpfaqK6u5pprrmHMmDF88cUXLFq0iOeee67XjC4YoIaXw+DkhP2Po6QfhKMy8bDry3SHV0C32k5+NWmepzHYvV1JMuUV6mjeZdNPS2101fjqrZCjQ89w0003cf311xMKhTq1/m233caoUaN4/vnn+fe//817773HYYcdluFedpwBF2p0GLw4ZYL6Dpke3aiJtm9VLeUMObRP09+paRmh3n45cHKqGjBIQo1Tp05tlMv1zTffUFxczIgRIxrVawTardd47bXX4vV6GTNmDA899BAPPfRQi8v95z//6XrHO4BjeDkMGEzMfvcATieh2KF//rZ9hfbOpdYS4ZP/p2N8tXTOZuq8Tic/sj/JUnSaQWJ4JRUJMsG5557b4YT8nsAxvBz6PW2NlOoPNH1gDOiHRyfprd92ID3MO+vBamuEYmtttmfMQWbzHXvbM+eQOX71q191eJ1///vfnHzyyWRlZTWavmDBgg61s2nTJsrKypCye+83/fNJ1Qs4F3bfZ9pN6dfucuh+etNgGSjGUl+hNTmKrtBaflZL+Xpd7cNAuH+LDH0GIj/60Y+aCad3hgkTJrBu3bqud6gdHMMrTZwbed+n6IOa9hfqowzkZPveIFPHcqBd9z2pWN8S6XjH0vVuJr1tg0aqxcrQZwDSlrp+b7TTHo7h5dDvSd5wX3zuX73cE4e+woB/CHeBto5Ne4ZVunUZ26KlOo3p/l4N122vDmRDBsL5MBjlJAYqjuHl0O9peqPdY3Zu6LGDw2ClI56spiHC7pZ0aBp6dDzDDv0dx/By6Pc0ven3Z7FN56GSGZzj2DYNQ4dNPUedzZ1Kx/jqjJHWUuixYTstjaYckL+/E2ocMDiGl8OA4vi9Du3tLjj0AfpSaGmgGQHpykt0ZHno3G/WlbBpv8QxurqVnpKecAwvhwFB8ga84zuTmH7dj3u5Nw5JessA6ksP3b5kBDakJZ2tpjlUbVVZSLduY3vFtTtKRxX0HQY+FRUVzcRVO4OTXO/g0AkqJxvccP0Dvd0Nh16mrxo7fY3OhAfTMapaMtbaM4I6mpzfFh0VgO0PDMbk+g8//JAlS5Y0m75kyRI++uij1PfPP/+c8vLyVtuprq6msrKy2fTKykpqaupHw3/55ZdUVFR0sdft4xheDgOKve/YwSxvpLe74dDDNK3lOFAetj1Bpo3UviTv0FdKH2WEQZjjddFFF7Fx48Zm0zdv3sxFF12UdjtnnXUWjz76aLPpjz/+OGeddVbqe3l5OYqidK6zHcBRrncYMNg3+rWcNG0O/1v6Um93xyFBbzz4+sJDvz/RlhxDV367hsr/6eRjtaeE/9KWz/j2mpnArha3kW5fMsXTXy8nb1xGm3RowJdffsl+++3XbPrUqVP58ssv025nyZIl3H777c2mH3nkkfziF7/oUh87g+Px6ucMiDe5DPLSls+Ib93G8ROP7O2udIqBaDB09zmqW/FmRbSd66LzJEOLDT/prtPS9I5ss6V1mn5/bNSiDoUbO5Pony6njZuU0fbaYjCGGt1ud4uK9Fu3bkVV0/cbRaNR4vF4s+m6rhMOh7vUx87gGF79nIH4oM4Ewu3u7S449ABhK0oco7e7MeBpSberLcOsJ+5LyTyytlT1u1tjrEcZhKHGWbNmcd1111FdXZ2aVlVVxc9//nOOPfbYtNs58MADue+++5pNnz9/PtOmTctIXzuCE2ocAAykQr6Z4subWk+0dBg4eIWbOjPSqSJ0znXTMVoKR7Y3LVPbaitZPjm/vVGWjhe0//GHP/yBww8/nIqKCqZOnQrAp59+SnFxMQ8//HDa7dx8880cc8wxfPbZZ8ycOROARYsW8eGHH/Lyyy93S9/bwvF49UGcG0TXEIrCuB982NvdcEjQ3caNW3Tu/dExuvo26dQv7ehv2J9/88EYahw6dCjLli3jtttuY8KECUybNo0777yT5cuXtzmKsSmHHHIIixcvpry8nMcff5znnnuOMWPGsGzZMg477LBu3IOWEVZPCVf0E2pqasjJyeFITkEVXdcFAefNuqdJHu8LV33DqVnB3u5O2gzkc6S3XiYG8jHtbZre1zJ9n2uvvabnVLoJ9k2X7Uq/45bOG/yX6upqsrOzO9VGeySfSZPn/RbF5elSW0YswrIHf96t/XVoHyfU2AM4N3+H9nDOkc5jYrZYVsahe+ms8ZIpA61pblc67fbrkGMmcrT6gZvl2WefZc6cOWiaxrPPPtvmsieffHKH29d1nXXr1lFUVEROTk5nu9klHMPLYcAyRKnFiaYPbJL6XVI4v3Nfpi1jpy2DqTuMqdZqOzovP32DU089lW3btlFUVMSpp57a6nJCCAyj7YE1t912G5dccglerxfDMLjmmmu4++67icfjSCk555xz+Otf/5oR1fuO4NytHAYcyRvojaOmOjfTAY4m1GZSEi3Rb70c/YSOXmeZ/j2SyfXtGXhtrd/XGSw5XqZpUlRUlPq7tU97RhfAddddR21tLQB33HEHDzzwAPPnz2f58uUsWLCA//3vf9xxxx3duj8t4RheDgOS9U9MBuDRTYt7uScOfYF+HWIaALRk2KSTPJ+J7aQzr18wCOUkukrDFPZHHnmEW2+9lXnz5jFhwgTmzp3L7bffzj/+8Y8e75cTanQYkKw45GFmM4VZv/opH950LwDPhXyc5Av1cs+a0+8fCP2E1h7+rc1zcHDofRYtWsSiRYvYsWMHpmk2mvfAA+3X5RXC1prZsGEDBx98cKN5Bx98MGvXrs1cZ9PEMbwcBjT5f3+P2X+fwu4fHkzR+3s4aWHzel0O3YvjaXJwzoGuIywL0UURgq6u39PccMMN3Hjjjey///6UlpamjKiOcP/99+P3+3G5XM0KZdfW1uLuBbFtx/ByGPBsv+xgiu98z9E3d2iGE4J0gH4i+TNIRjU2ZP78+SxYsIBzzjmnU+sPHz6c+++/H7DLD3388cccfvjhqfmvv/46e+21V0b62hEcw6uD9IsL1IHZZVP4y4Z3+cnwQ8hZG0f6fFjRaJ970DrnUu/Sl84Fh97DGdnYN4nFYs3Cgx1h3bp1bc6fPn16I0Osp3CS61vh6a+Xtzi9Lz24+0o/+iqjVT8Avlc/xwyFsBKjYDp6czUx21/IoUVaO0eTMhC9iXP9dA/JpPmG+loOXWewjGpsyA9+8AMeeeSRbmv/oIMOSpUi6kkcj1cn6Om3o9a25bydtU/wjIPIeuJ9+4uQYNlG1Iyrf8zi389Pux1HpLNvEraieIVTEL2v0B1GljMAIsEgDDVGIhHuu+8+Xn31VSZPntxMb+v222/vUvt79uzhueee49xzz+1SOx3FeZK0wmnjJrU5vydvAk0Vmh3S5507/1r/JWF0ISTZ/0pfZsIxuDKPmaEnQKaMLufa6h7SOa59waBywox9k2XLlrHvvvsipeTzzz/nk08+SX0+/fTTLre/YcMG5s2b1/WOdhDH49XHaXjjcm4MHaO1sLD0ejBDHZOVcIyvzOLOUB3UzuIYWg79jUyECvtbqPH111/v0vo1NTVtzk+Kq/Y0ztOkj5NUZAbnYdFZ1GFDARCKkpomfT7mV9vTnRyuwYVzHfUt+srv0Vf60SqDXEB106ZNbNq0qUPr5ObmkpeX1+qnNxLrwTG8+hStXfht5Tj0+ZtFLzO7bAr/++AFjlwexnqlFAArGkUG/Dy9dyHgeLMaMv4jV293IWN05HpxvMldpyv3orbWNTGJWnqn206Hzv7+rQ3C6g4GY3K9aZrceOON5OTkUFFRQUVFBbm5udx0003NxFRbIhAIcMstt/Daa6+1+Lnvvvt6YC+a44Qa+wFtjaR0Hhjtkzx+1xV8zWymYBkG5p4qENJJmm/Civ1jGW/TOcYDn0y9APZ2rlVvb9+hMb/4xS/4+9//zq233sohhxwCwDvvvMOvf/1rIpEIv/nNb9pcf7/99gPgiCOOaHF+bm5uo7JCPYVzN+xDtGdgNZzneLo6RvJmeuGqb+wJqv3OMfmuizjhsFN7qVcDH92K94rR5XiHe450j6uZ+JdOOw3/Tp4/3f37dcTg6o46k+0yCEONDz30EH/729+48MILmTx5MpMnT+YnP/kJ999/PwsWLGh3/e9+97t4PJ5W55eUlPCrX/0qgz1OD8fw6mO0dvE3fRNrupzzUGmf2WVTODUriDJpPGY4gjqqgooHVhEvzmHOiAO6PZwxWLl4y4EZb7MtHbCOeiwcD0f30NDQ0q04hmViWB3Pp7SNd0GNGW5xfm/e+9ob/Z5pBlOYEaCyspLx48c3mz5+/Phm5X9a4oILLuDSSy9tdX5xcbFjeDnU0/Rm0t7DwXl4pM/uaXlITQVNJbxvBUp1COHzMf33zS9QJ/G+a3wQlWwN52T0OOpWHEVk7tblvLR0D0kjq6O/fUu/RxwDvZV2evPe15M5Xr3BW2+9xUknnURZWRlCCJ555plG8y3L4vrrr6e0tBSv18sxxxzDqlWrGi1TWVnJ3Llzyc7OJjc3l/PPP5+6urq0tj9lyhT+/Oc/N5v+5z//mSlTMv+7T5o0iY0bN2a83aY4hlcfxTGkuofZZVNY8tv5mLEY8ZWr0Wp0rLWbeOqLl3nnqjvYbNjDi01MdCtO1NKJWnq7YRKHlqk0/Qz3VRIyM5c7tkLX2WW0LAfSmaoEzrXWfaTj5UrnuqrM4PnTFh09F3rU42VZmfl0gGAwyJQpU7jnnntanH/bbbdx1113MX/+fJYsWUJWVhazZ88mEomklpk7dy5ffPEFr7zyCs8//zxvvfUWP/zhD9Pa/m233cYDDzzAhAkTOP/88zn//POZMGECCxYs4Pe//32H9iUd1q1bh653f+TDMbwGAE7uV+dQJo7DdEkwTF4IFWJiUWvKRg+CZH5J8gGSnJcJI2wwPPCP89Yw1F3FZ7HMjJbUrThlqkmohQdIR45ncqSck/TfvWgivfFbrb3Y6FacGiuKR0gMy+qR+1u6oq89ff1mclRjTU1No080Gm1xm3PmzOHmm2/mtNNOazbPsiz+9Kc/8ctf/pJTTjmFyZMn849//IMtW7akPGNfffUVCxcu5G9/+xvTp0/n0EMP5e677+bRRx9ly5Yt7e7zEUccwddff81pp51GVVUVVVVVfOtb32LlypUcdthhnT6WvU2/uOusW7eO888/n5EjR+L1ehk9ejS/+tWviMUavwUtW7aMww47DI/HQ3l5ObfddlvG+tDXDJrWhFUHw8M8U4hgBCUUx4rr/Pb2s3khVEaFWv+gMLFafBg4nq/0qbNijHTvYIQWzEh7JhY7DShWumbINTSiHbqHdI2u9rxihmUhEWgZDC9ngr72TOgI5eXl5OTkpD633HJLh9tYu3Yt27Zt45hjjklNy8nJYfr06SxebFcGWbx4Mbm5uez//9u78/ioqrvx45+7zZY9JBDWsMqiggg1xqq1FQVrW1t9/LlVobXYKmoVrUqtqFhF0ap1adE+Vdo+PnZvn9a6IW5VkCqKogKy7wmBkGQy6733nN8fd3JJZCchk+W8X695ZebOnTvnZJb7nbN8z/jx/j4TJkxA13UWL1683+Pbts3pp59OLBbj7rvv5i9/+Qt/+ctf+OlPf0qfPn0OubwdSadIJ7FixQqEEDzxxBMMHTqUjz/+mKlTpxKLxXjggQcAL4I/88wzmTBhAnPnzmXZsmV897vfpbCw8KCbNfenowU0zcujpkAfGoEgdv6JFCzbCYaGdF16vlPHEGu7v48tXVKZAdzBZl/4rhT++KK9tYwpLV3Yr5J/bHkPCGFLxz8ZH06KiTVOI1FhUmp4j21+vIN5/zefGfxMtA89zEa+Hjm0FQyUlg41+BBIbOkgaAqmdp+CXClwES3eIwBxKYkgsDTvNX9h6wec1af9Fzb+PO89144TctpiVmLm8Zs2bSI/P9/fHAwe+tJbVVVVgDdAvblevXr591VVVdGzZ88W95umSXFxsb/PvliWxUcffXTI5eoMOsXZYtKkSTz99NOceeaZDB48mG984xvceOON/PWvf/X3eeaZZ0in0zz11FMcffTRXHjhhVx77bUHXEQzlUrt0eza2aig69A0ihS7LmwEx8XYEUUPh9E3bycmvVaU5r++LU0/qJYR1Xqyb/UixUbH68po6lLa5h56C1hS6pQa3omutUsO/XbTiaSlceAdlSNCR8No9tnyWpflXluZ1zu7A4TEYcw8PpyWqY7YmqWJtrkA5Ofnt7gcTuDVHr797W/z61//OtvFaHOdIvDam/r6eoqLi/3bixYt4tRTTyUQ2N0FMXHiRFauXMmuXbv2eZzZs2e3aHLt37//ES03dMwPdXeiozFt5BuIjZtxehWAkKx+rC/3n3GO3wrT/Mvf/dx4on11jajga++K9BAbnQJgd1Db28jBlo5/2R9bOqx3ouRoLnnNWkgOtitrb64sf4OtdtFB768+sy0dah4rBxcHNxN2SwxNx5XeOLuEtElJh5R0iEsbW3r7uVLg4NLfjLLKjpCSAhfJLpHguS1LDvq595eiZ1/7qx+zB1ZWVgZAdXV1i+3V1dX+fWVlZWzfvr3F/Y7jUFtb6++zP47j8Mtf/pLx48fz/e9/n+nTp7e4dFadMvBavXo1jz76KN///vf9bVVVVXtt8my6b19mzJhBfX29f9nbVNK2/tJVH+rsshFcVbgZkU5jVtVRd/5YzhiygpWzCrGl6+/nInGlxNA0HNw9jtMUgB1ufqJD0ZlP/F/rO46TQnEMTcfQdD9fWtPJ+EA2ukmSUiekaeho9NTDh1WO5v/DmAhyRcGawzpOd9QUaB1O4tBGmSYuHZLSxc6MrWsKuOxmnxsXSbUrqRcpbOm9N5LSpVjXKTSSuEhSUlDjwhb30IKvvWne9ZyVhKiHqoMlUB00aBBlZWUsWLDA39bQ0MDixYuprKwEoLKykrq6OpYs2f1avfrqqwghqKioOOBzfPzxxxx//PHk5eXx2Wef8cEHH/iXpUuXHla5m8+4/LwnnnhijzjiSMjqGK9bbrmF++67b7/7LF++vEUCtS1btjBp0iTOP/98pk6d2uoyBIPBAzazdvRASY3xOjRx6dLU1iEKcwjtckm4FmcetRxD0xBIknLvAUHT2JSmv3vef3Bjl7pbks+w5n3GbOkQ1KwWgWrTuJ+9tWDZ0qGPYeFKSb20sTSjTXJ4nRZZg074oP+vnf3/31r7W1XjQCx0Us0C7KR0EUjqhKRY3/1aGmi4eD+MvBYv6QdmIQ2SUiNHg6gIkNRc+rZhT3Fr6tde2iIJ6qE+vrGxkdWrV/u3161bx9KlSykuLmbAgAFcd911/PSnP2XYsGEMGjSI2267jT59+vDNb34TgJEjRzJp0iSmTp3K3LlzsW2bq6++mgsvvPCgBsi/9tprh1bgfRBCcPfddzN37lyqq6v57LPPGDx4MLfddhsDBw7k8ssvB7xM9+0hq4HXDTfcwJQpU/a7z+DBg/3rW7du5ctf/jInnXTSHotblpWV7bXJs+m+ruzzA+0/v01pqa+R518XHywnnBjKa+8fTb8h27F7C/TMWBNXStDAwPuGb2qdsaXE0g7tW79RJMnV9710RVfXFJA2BVfbRZyYhJAmsTIBbJEe2mNgtYOLiYGuSXpqJpZmtkmXblSYWOaBv/7O+LiR+cfktvr5OrPDDUiaugttBDoaqUwQpQMbnKA3xs6MYyExNAhpOkLqRIWOlRm0biNJSg1bathSpw4DS3NJStOf/NIaTQFXp+hePIw8XHs9xiF47733+PKXv+zfburemzx5MvPmzeOmm24iFotxxRVXUFdXx8knn8yLL77YYpmeZ555hquvvprTTz8dXdc577zzeOSRR1pXj0P005/+lN/85jfMmTOnRYPNMcccw8MPP+wHXu0lq4FXaWkppaWlB7Xvli1b+PKXv8y4ceN4+umn0fWWv3orKyu59dZbsW0by/IG3s6fP5/hw4dTVHTwYzk6uw7/5dEBHPfuhSwe/zvvhhS4yz8jsPMkzjt1KVHptBhHBLToDrGazWjUaRl8Nc14bAoydok4BXoIVwqCrRiP1BU0n4VoS4cVdh4WbuY/JehvxrzAttl5oamrKaLpLWbAtcUM0n7mwZ2AVNB1+K1AzVs1q11JSJPUCQtbGuwUOeRoabY6uYQ0m0I9RVKTuGggdapdyNMdbKl524CkNAlpDg0iiKEJdgib329exIX9Kltdz5+s/ZCfDlbfnZ932mmn7XcRaU3TmDVrFrNmzdrnPsXFxfzv//7vYT1/LBbj3nvvZcGCBWzfvh0hWv7oWrt27UEd57e//S1PPvkkp59+Oj/4wQ/87WPGjGHFihWHVbbW6BRngy1btnDaaadRXl7OAw88QE1NjX9fU2vWxRdfzJ133snll1/OzTffzMcff8zPf/5zHnrooWwVW+mgbhv1L7a5SYy8PNyol6leT8ObtcO4rODT/T7WD8IkmHv2NPoEgpBm4ErBLpGkp9G9T+BNmpb7SUoLNNhiF1FoxMkXKUoNSEnHb020paDalfQxHMKtnMXYPICwpcOTdaO5uXj1fh6hfF7TJIiDmdTQvFXSoFmLlQiz081FSB1X1zE0gY4gJk0MKYmJACHdwUAQkwYG0g+8YjLgzzwO4FInLAr0tklk/NSmt1p9nCMtG12N2fa9732PN954g0svvZTevXujafv50t2PLVu2MHTo0D22CyHaJVP953WKwGv+/PmsXr2a1atX069fvxb3NUXjBQUFvPzyy0ybNo1x48ZRUlLCzJkz2ySHV3tQ47Taz/O1o6nNz0Ukdg+y7D8/xpTL3ga8Qb6Af+pwkZnxJ7u/tXQ0vxus+biv5m1gQc1iuZ3kaKtl0NUdX+emLp2UtHknqRPSbJLSIqC5JKVFUppERcprUZRgaFpmYLU3Ji+sWYeV+6v58z+3ZYkfNEwvWkEn+frrMJpmIu7rdWi+hqYtXeLSJpQJotMY1Li5WLjERRAdgSvC5OgpbM2gToTJ0dKEdAchNci8D+Jyd9ciQFJaxESQHLOWqAgRl9E2qdt3+5/c8b+D2zCPV2fxwgsv8K9//YsvfvGLrTrOqFGj+Pe//015eXmL7X/+858ZO7b9c8J1im+eKVOmHHAsGMDo0aP597//feQLdAR06A98F/PGqmEkB1tUTRtJr58vBEBPOfvN69Q86LKl8Lscd8/K87rDmrpXmk5AcWGxJJ1mXKBtlszp7ATCb8Gwpen9z6VBUlrUi5TXgqFBSkpqhcYWJ59jA/U0yjS2ECSlZICZd4Bn2bumbs6m68qh0dFJYWPQvLtdb5EO5PMLYyelS60QREWEPC1JrcjFlTpbnUKKjRiW1nKclpBN7w0dQaabMfP+iIlgZh/d76qMirabmK++gzueoqKiFmmjDtfMmTOZPHkyW7ZsQQjBX//6V1auXMlvf/tbnnvuuTYo6aHplOkkFKU1CgvjLPpoGA2jvSZmPRCAFeu45W+XYEtBSgqSmZxB8b3MbhR4M69c6c1+jGdOPE0JIAE/R9FxAY1jLM0fvNvdv9zDWpAyoxGApLAQma+gmAxQJ4JUuwZR4ZKUgjxdMNCqx9A0ql3JJjdw2EFXk6aA60C5w5Q92dLxJjpkgi1vdQc7k59L+ulBHFxc6X0WUlLwabonVU4h6+0SquwCoiKEkF53c9QNY0sDV+q4mUArnbmdznQ1pqWBLQ3iIkidG6HOjWDhEpMB1tg9+P3mRdn+17SLtlyrsbO46667mDlzJvF461aYOOecc/jnP//JK6+8Qk5ODjNnzmT58uX885//5Iwzzmij0h489bNP6XbiyQBIjZE3rcEBRDqNbprMv/B+RLMUEa4EQ9udQsKWAkPT0PFavYS2O8/XZjdFP8P7Re7gBWO5WgBLM7t9sNVcQu5ejDcpd4/bSgqLneQQ0mwgTkR3qXIi9DdjLEvnERNBPk72Y1wbjMvaJZLUCxhmqXF3ByshU34eLm/pHpFZ1cE7kzdPrWJL4c9GjAuDYr2RmAhS6+aSEhZJYWHpDpbmYmkOLjouu98Pbqa1y9Jc6twIhiaIiSAxEfSDtk12D2rdHHqZ9URFzd6K3PVkYVZjNowdO7bFWK7Vq1fTq1cvBg4c6E+ca/L+++8f9HFPOeUU5s+f32blbA0VeCndTrIxCLpERHePD5FpG0trNp5Lgo2GgcSWEt1vyfL+2kh/vIQtJXmalygyiEGjdOiRSR2hgq7ddnfzSfL0FJbm4srd3Y6GlLhSx8IFUpSZcWw0tthFrEj0ISUtEjLl5wQ7XAV6kLWOxtXqtTkoTa+bLb2uXkuDpJTYmW52V0JI07CR2BJcNITUSEqDBhHExsCVGo1uiFwjiYtGSlhgJFo8T1JamcAbXHRibqZrEZ1kZjbkLicHS3Opd8NE9DS2NKkX6jTWlTTlAGtL3/ve9/j2t7/Naaed1ubHPhzqHat0OyNvWEf9V4Yh0mmMvDyk4xA9ewxR8QZ5uiAtpT+w3pZekBXK/ALT8W670gvSAppGTIKBJC+TfLUp6Ppa33HZqWAHlZA2OhpJqZOj2eToKWIimDmpmkT0FHZmPE+dE2GItZP1ThG1bi49Aw18NfdTVtomx7VyuFxQszixYy5N1yE5eC1dUQl1IphZ1sckpLlEdO+zEpUQFyaWJrAz3Ya2NLAxiIowId2ml1VPjZOHgSTX8Ca2CHRiIugHXFEZznQxCpIyQEhLZ1q6vC7JzckiCq0EKddED0TZ4eTxy5rT+N2mBVzav3UDsDu67jKr8fbbb2/zY9bU1DBp0iRKS0u58MILueSSSzjuuOPa/HkOlhrj1Y2ctixx4J26gYbThpH713cBEPE4IpFg0A0rWGP38Fu6mgaAu3hdiy4SF+8k40pvnFdc6sQk1IkAebpOUgqi0iEhbRV07UWNcNnsuqy1SwDI0xN+S4YtvRO0i05cBtlqF7HFyefTZF9Cms3AwA5+uvUsfrTmv/ZIoKpaFY+Mv2/5j3/dRWJLjQAuURHARWOLm0etaxKTBslMsBUVgcwM1RDpTBC908kl6oa9LkSpY2fGbjUNpG8a72VLg7Q0EFL3A/KkDBAX3mWXk0NAd1gX68GOdA5V6Xx22F5qimrX6PpjvTrYkkHt4d1332Xx4sV7bF+8eDHvvffeQR/n//7v/9i2bRu33XYb7777LuPGjePoo4/mnnvuYf369W1Y4oOjAq9u5PVjD2+Nu66mZoyOZngzGKXrdZeMzd/IiMAOfx/R7AuqKdgC/NYwHQhpXgCQr6WpcSEqdGpcq9U5p7qyVXYpm9LeLCUDiUDzT7qu1LCliSu98T0fJgcAEBUhPoiXk2OmKAnFWyTmPJSgq/m+Klg7NF6qFOmndbClQaGeII3hzUCUXgtX0wB5F42o9Fp+690ItjSodyPomiCo2+iaQNe8ruUmLrr3+mf+ArhS8yZhSJ246zV16khqUxGE1KhJ52LqLp/ZPf3xZkrXMW3atL2un7xlyxamTZt2SMcqKiriiiuu4PXXX2fDhg1MmTKF3/3ud3vN73Wkqa5GpdtJ9baRmchKMwyk6/LkJycz7PhqRgW2IzLjVFzpjUfyWr+8HF0CsKWGpUmSUseWOhHd9QOzKjefmweOzFbVOrS4MOhv1qIjMPwxc14LCBpERZhCI06dm8MOJ4/V8Z5siRcg0Mg109SlQzhCx8HF4vAmLaiA69B5C1wL0hiENAcXjZjIBEGazLx+Xj62pnUb6twIMRHElibrkz3IN5MYmaCr0Q0R0dOEDBuRmcVIJpWLoUlcqSHQ0JHERZCktLxxY+gkXIuka5JyTBxpEHeCNNoh5otjOMrans1/0xHXXboam/v00085/vjj99g+duxYPv10/8mu98W2bd577z0WL17M+vXr22VR7M9TLV5Kt9Onf63f0qWZFmg66e1h5m374u6gq1l3I+Bf15vdTmZOFlVOxM+wnRSqtWt/XLxuJV0DHZGZ2eZ6J2+gzo1Q6+ZgS4OEa+FInZgdoCaRg5Cal3agE8zM6gq2unZmNqMgKb0B8+lmKYKb571LStMb14WRSf9gEhVhf6ZioxtkXbyETcliv8ULvNYrQ/MuQCbo0psd13t8SlgENdvrlnQzrW7CQEiNunQIW+osSbZMjtnlCNk2l04kGAzusQYzwLZt2zAPYq3V5l577TWmTp1Kr169mDJlCvn5+Tz33HNs3ry5rYp70FTgpXQ72zb0gEx3lRbwvth7LtaZ0vttP8DanchR87+rmtJL6BrkaF5XWRqDfD3Ff5IDWJrsxxBrx55PqACw0Smixs1leaIvcWGQo6exNMcfWC0yJ/cNiRI2JHqga5KA7hI0HFKuSdKxCBpOt1/3sr1cNeCLXmoI6bVWJqWJnekaNDSBoQkvGMuM5WrKx9UUfBkIDLwuxagTojgQo8jcnY9pd/oILXPM3a2gzcf+WVpm9iQ6uiYIGQ55gRQNdoika5JwLKoS+XzQ2MUDr244xuvMM89kxowZ1NfX+9vq6ur48Y9/fEj5t/r27ctXv/pVduzYwZNPPkl1dTVPPfUUp59++mEvQ9Qa6htMaROhN8pIfqkq28U4KHpi9++Nrd89lngfybMXPEJUBElmBv5CU/ZsiQ2EcBEaGJBZ7FcnT3ewNIek1DgqUM2KdG8sTfC/mxdycb+TslO5DqzaKcCVOh829OPbhe+yJNWHvtYutthFJKXFDiePiJ6m1o6gI2mwQ5i6wLEzmdKlRmEgqda+bEdbXW9EY9PYLvACoKaxWTFpYWdawaKuN3uxqcUrKS1vzUXHm0Iac4IYlgQHiqwY4I3/6hfYicgkTBXomWz2AZLS8lJHOBFsYeBIA0sTFAfj3ntDE6BD2LRJuwY5Zgpo/5OocuQ88MADnHrqqZSXl/tL+yxdupRevXrxu9/97qCPc8cdd3D++edTWFh4hEp6aFSLl9ImOkvQBTBk9O6m5RMvWYrUoMxIkaOl/S6TJs1nN/rbMr8avdlcmp9dW0ewNNVPdYXtwx9GlPFpvA8B3SEpdf6xw/siDWRaNOJugO12PnEngK5JdE3iCO8kL6VGPG2xpq4Hebrqzm1PTe/9pozyQnpdiv5Fml4rlbS81i9h+S1gSWn5SYmDuoOZea1FZobj57vnvTF/u4M8Ib2FtMHrmvaCKzA1gZMpi5AaScfyA7yuSqMNMtdnuxKHqG/fvnz00UfMmTOHUaNGMW7cOH7+85+zbNky+vfvf9DHmTp1qh90bd68OSvdi82pwEvpVsr/k8PaJbs/sBtiRTx47m95PV7OinTvzJpwgUy3iuHP1AKv2zEpNaKZbUlpEhcGdcIiKkNstov5ybvnfC7ZgdLct3ssom+4nlV2Kf9V+h5REUbXhP+/3pmOAJAWBo7QiaaDJNIWDYkgiWSAiwe9S42bznItuo8flp9EnRsiJgPEZYA6ESEmAy3WTmxwQ/5SPrVOLjucfBrdkH9pCrYAUsLcPSA/o2kmo0D3Z7m66Jk0E7tnUQp0fwiAI3U/MG9IhoilAwSNLr4MVFPm+tZeOoGZM2eyZMkSAHJycrjiiit4/PHHeeCBB7jsssv2yGB/IEIIZs2aRUFBAeXl5ZSXl1NYWMhdd92FEO3/ja26GpVuJcdIMfhHXr6fmmkn8eWCxYS0NB+kyjk6vNkbd6Lhj1fJ0VOQCQpCmgMSP+gykGwXudgYvB09Clsa/OGLTzK5iydybI0fD/wCD6xfSJ0IUyciWJq3OHmxEaNKK6TBDmNqgrgToDYZIe0YBEyXnbsCfH3kMtYmSiktVAuOt6cqtwCAHD2FQCcqvCSnAc0F6Y3NSgqvWzEqvBQSLhq2MHDRKbQSONLAFjoR3QuaLc3NZLj3fvu7mYkTSWGha5KUsIiLgN/CJtCJu17XY46ZIu4ESLomAo2A6RKNhlhW1xvYkpX/kdK2Nm/ezFlnnUUgEODrX/863/jGNzj99NMJBA7vs3/rrbfy61//mnvvvZcvftH7fn7rrbe44447SCaT3H333W1Z/ANSLV5Kt/Ly+hH+9YbKBK9tGYaLTqMbIqTZmYzZma4SDGIi6Ld4xaSVyVvkda80zeqypUlKWmxJFnrBmbJfH6X6AmBpDnlakpxMxvqUa5J2DXoEG0kLA1foGLpkRzSHvP+E6RmI8qX8lUSFneUadD+2NP0cazERpD6TLqJpOZ96N+J3L4I3CzElLb+FqklcBDA04c9qbJJqGpyP7rd+Ns1atDNBW1p4rdC7E696fxtTARxHpywcpSvrTotkP/XUU1RVVfHss8+Sl5fHddddR0lJCeeddx6//e1vqa2tPaTj/eY3v+G///u/ufLKKxk9ejSjR4/mqquu4le/+hXz5s07MpXYDxV4Kd2K/k6+f72wME5dTS499BhFZoyA5tAgwv4SNklhZdaZ02kQoczSJUHqRJgGEaJW5BLQXEJamv7BndSmIuQ161ZR9i6guaxI9SYmgnya6sumdA/WJHti6i4R0ybqeAOnhdSIJoPkhNIUrHV4a+cQ/r5jLCVGROXjakcGgqgbYqeTy8eJ/tQ4edQ6udQ4eTS4IaIiRFwEvOBZWDS6IeJuAFvomW1ex4qlCxKu5SdCTQnLX1rIlbofdO1yctiezmOnnUOjG6TRDdLgeC1paWESc4J+mpGGVAgpNezGAGlh7LMOXUI3m9Wo6zqnnHIKc+bMYeXKlSxevJiKigqeeOIJ+vTpw6mnnsoDDzzAli0HbuWsra1lxIgRe2wfMWLEIQdxbUEFXkq3Yp/Q6F+vq49w9OAt5OlpjglvxkXnk0S/zKwtDTfz8Whq/YrLoD/+BLwWGxeNiJZmcGA7DakQUwecnJV6dSZVTgEfNA4gKbyZjFERImKkSbgWpu7SkA7RaAdwhI4QGoYm2HWUyfL1fTitaCW6+tpqV0kZYIeTR1JafoBlS4N6J0Ktm0tK7G7psjPBj55pWhFS89NEBDWboO74ebqaArWoCPmtZU1dj/7xpEFamDTaIRKulZnd2PL1TyQDaEkdp6sHXt3cyJEjuemmm3j77bfZtGkTkydP5t///jfPPvvsAR87ZswYHnvssT22P/bYY4wZ0/4/4tQYL6VbKc33Ai89EuHcUR/y56XHs6ZfD4r1RpLSYmVjL4YEq/2ThS1dbHZ3K8ZEkBw9haU55GjeeBWBNxbspiEv8RjDslOxTuS5UUV87dNtrEn1QkfS6IZwpc62RAG5VoqA4ZKIB3CFRkEkyfadeeSnoLBHIxE9pVq72tkp4Y28WjeSeiuMQGd1vCe6JrE012/NSkkvKLJ0LyEuOv59Tdnsa9J53pgs6bApWewfv2n1goRrUWdH6BVsIC1MdCSO1KhPh4k7XjJdUxMkXdPLXu+axFIB7KSJDAoa7C4+q1FKtFYOjm/t4zuK0tJSLr/8ci6//PKD2n/OnDmcffbZvPLKK1RWVgKwaNEiNm3axPPPP38ki7pX6qej0q1s3uAt0FxzyXFUJ/MYMqCatemefotWSSBGVISJuiF/nbi0NIi64cwl5C/6u94uoU5E2OIUZblWnY+QOpuTRey0c9icLGJFtIy0MGhIh6hJ5BC20gQMl1gqQDgnTfjr1TTGgowOqsHT7e27/U8m4XqzyKqTeTjSoCaZR0qY7HIi7HIi1NlhbGlQYCSwpUGjG/J/vAh0Uq6JqbvsTOVQb4epsyP+gtkJEWBbsoA6O+KtwZg5LcXcAAnXosH2uhbjjkVtKuxdtwPE0xaxWAiZ1gnUWNTEunhuN9FGl27oS1/6Ep999hnf+ta3qKuro66ujnPPPZeVK1dyyimntHt5VIuX0q0Ei5IAhGsFQcNhy65C1heVMCK4lRonLzPTSsPGIoRNWuLPanTR2W7nE9Rt+lm1RN0QOgJbmswePJorVq3NbuU6kVGhzaxNlCKkd1JOuibRdJAcK40rdHRdkhNIo2lQs6oHbl8dKXSGWuq3YjYIqbEpUYQjDATeWoopYSKkTthI+12MTYPiXan5LV4AjjAwdRddkzTaQW9FAt2biBLHSw/hCIPe4YYWz+kIg7RrEDBc6pNhwlYaR+jYrkHaNrECDk7cJN3TpigcR1H2pU+fPu0+e3FfVOCldCvuhhwAov28E/43h37Ektr+TCr4iNnvn8X5o95nW7oQFx0jIMgzktjSICpC2NJAz4xOjYqwn3vI0hy+vXILTw4bnM2qdSouOhMKP+HV+pHE3QAb6oqIxYP0LIpS2xgh1RjACjvYtSFyNut85Ysr+Vbxe2p8V5YMz63mw/p+NNoBQoaDqQvq0hGSrklxME6BlSAlTOIiQKPrdfmlM4FXUx6vqB0iZNjEZYDaVBhdk4QMm5QwKbbiVCXzEWjEM2O5AGoSOThSJ+2amIZLwg5gGi5J2yQZD2AGXDRdojWaFAcT1GXlv9M+VFdj6+zatYtf//rXLF++HIBRo0bxne98h+Li4gM8su2pbzGlW5Gm98VjNYKpuzjS4JSSNdS5OeT/O0zCtahO57MjnUtUhIi6IWqcPLan82l0QjS4YVLCYoedR0izibohBDp1biTLNetcHhoykjKjnrWNJWxqKCRtmyA16uMhUjvC5BfFCQVtCLm4FVHKwzuoDKb5Rt/x2S56t7U9nkvcDlCfDhF3LC+PltRIuyb1dpiEG6DRDRFzg8TcIK7UMuO0vJmNAs0fAO8KnbQwqEuHabBDVCXzqU2FidohYk6Q2pTX7ahlVjCwdBfH9Vq/UraJ7RhIR8dOmBA3kPmOv3h2l9XNZjW2pTfffJOBAwfyyCOPsGvXLnbt2sUjjzzCoEGDePPNN9u9PF38naooLYW3eb81QnXeYIdGJ0CukWSnm0u8F8TcoD9zKiUs4m7QWwwYnbjwTiC5htdd2bTIry0NnhulxnkdqmWpfowr2sgzVV9ACA0nZpKbmwCNTA4vQX5xjB45MXqZ9SroyiJX6jQkQoQsG9PwuuNNTWDo3tI9dYlchuTtIO5a6Eh0TeBmFtXeXLF7JnH+W6X+9W2N+YStNIXBJI7U2ZWIEDFt6tIhYnYAK9M1mXZ1dN0lYWdOV7qO4xheUiqhQa6DFXYIGQ7J9v7HtKe2yDzfTVu8pk2bxgUXXMAvf/lLDCMT/LsuV111FdOmTWPZsmXtWh7V4qV0K7FR3lpvwVobI/Nr2pU6L2w/BjRIuFZmuRpvzbmECLAznUvctahN5/gLaAs0f0mUZbF+2axSpxV1w+QaSey6IG59gLOOW8YXyjZxYcVi4o1B8kIpohsKqCjZwBmRjdkubre2084hlTaJJkI4ro7jemO54naAXckwAd0lmsm1ZUudLfFCNlc0tgi6ABpOrqHxlO2Uhr1FshN2gLRrEDHTCKmxJVrA5rpCrxvS9Lo0Ld3FFgaaBqm0RTJtIlwdhIYRcgnnpdANQd3JO9r9/6J0DqtXr+aGG27wgy4AwzCYPn06q1evbvfyqBYvpVspe8lL3ihNb0kTU3NJCG95GrvAawVLuhamJog5QX/9NyeTRdtFI+5641jKAg1YusOn41S2+kM15gOdHXYu6xM9GDSkisJgEiF1v2vq4mPfxUXnZdtbJkYtjJ1dm2JFuI4Blust4yMkmia95KXCIOmapF2TtOGdUpJfqtrv8QKGgys0Uo4J5BAwvHFgybSJaQh/YWxH6H4GeyE0JCCEjps2wNZxhEZOTpLCSOJIVr9DaIvM850lc31bO/7441m+fDnDhw9vsX358uUqj5eiHGmZWfGYr7xPw8wShNT8ZI89h+8gnRkn4kidzYlCegRjJFwLRxiEDJuEa1FvhwFvvTmPCrwOlS100C3e+ngYOT3i5PZIs6K+J2HTJmLaXNd3Pu8nBvLssU9haZJv9lWJabOpqjEPADthEtckoaBNGgiZDq7QMXWBQGPDCbGDOt72yjqCLxehaRBNBumVo5FIWQhXpygnipQaCdvL3WXpLinXxDJdNE2SSAUgpUNah5BLyjYJnrH+yFW+o1BdjYfko48+8q9fe+21/PCHP2T16tWceOKJALzzzjs8/vjj3Hvvve1eNhV4Kd1K/ddiFP4GUl8bT9XORob22EHYsMkNpAjorj9guMm2uLfEUMh0qEuHvROM1Pyp7t6A3uos1abz+nScQ5938ikqi2I7BrtSYUYUbue11Ufhpg3ucb7KjQNeQtfg+2o1gKw659Od/HLl0QhXQzo6qYRFMhagsDiGK3SSjolpB8i3Uod03LTjrc1p2wb1qRCGnmlxdkxcXfd/FDkYuELzgrFkACE0sAShrSZuQCdQenDBntK9HHfccWiahmwWbN5000177HfxxRdzwQUXtGfRVOCldC/ap7nogQCRN1dS970+CKmxKx1pEWx5OYW8X/GO8IZBBgw3M4PLG3ivI4lL64BdKsq+CanRKzfKhp3F9Io08tGOPgztvZ36ZJjTSj8jX09y1YAvZruY3V5SWt4sQldHuhqgY+XYxJMB6hMRghGbwlDCSxFxCMct+Ooqtv7taHrkx0g6Fq7QcR0dV+w+StM5M+WYaE0JWV0dYibCBKlDTjDddpXtwDThXVp7jO5i3bp12S7CPqnAS+k2Vv/8RGRBGpFOw/hRBM0YjXaAuB0gaDgEdK/rsDEdRNMkSUfDymxrCsBMXYDY3fVSiAq8DldVZT2hN8JU9NvAmoYeFHx1FQLIA14lh1dRsxg7gpeOzic9z4K4geZqEPDO3uXnf3SARx6Y6+rkTlrDhj+ORtclUuhEG0MYpjdj0jIzY79SFjIzzkvYOpgSPQ12gSDvrCM7OHrUErNjjONUXY2HpLy8fI9tn376KRs3biSd3h2sa5q2132PJBV4Kd2G5moI22vZqh0VwdJ3z7gSaKQzg3j9bZnr/n1f3kLkzV4kXZOg5fhjw5TDFzBcHKkTPrPj/jpVQKu30G0NNyyQhsRuDLT6mPXPD0PEvM+YlBoSiWvr6KbwtzmunmkJ82ajCVcDVwcX0EFztH0dvs384+3xDOWdI/48ypGzdu1avvWtb7Fs2bIW3Y+a5r1/XNfd38PbnEonoXQbesr7kOmBADvHCKrW9iDlmt7YkbRFKjOw3hU6acdE1yQp18R2DRKORfylwcRPrYavbCZ85rruMaD3CGs4uYbtlXXZLoZyAEN/+A5mTENzNY763rsMu/zdVh+z4Kur/FYz3RA4aRPdFEhXw7W9sV+plIWdMr3xZQKk8P5a9QaaC1o7NEQNvfYdNt550pF/ogNRCVQP2w9/+EMGDRrE9u3biUQifPzxx7z55puMHz+e119/vd3Lo1q8lG7DTEJwlYUcPRwjpVH+gk10uulNj5capitwhXfdlRqObfmtXgnbmw6p8tMr3dWA2xcekeOuefhESKagJoQospGOhnQkNDVmZf5KAdLV0OMGkW3eeKXEUPuIlOnzjBREXxh6xLs190ctGXT4Fi1axKuvvkpJSQm6rmMYBieffDKzZ8/m2muv5YMPPmjX8qgWL6Vb2HDXSThhKFgrSPQJU/QJ1IwJUh8L44pMjiCpkczMtErbpr80iRAarqtjO8aBn0hRlENi1euItMGQ6xchba9VDVtH2roXhKV1pO1t09I6RlIjWC8J1Uk0vX1Gi9s5EEu1vntVyQ7XdcnL88bllpSUsHXrVsAbB7Zy5cp2L48KvJRuIbQDdAfyV+wisqmR/PVpGssF6cYAjtu0fpxGPBkgmbJIpixSKZN02vRvO67OqnlqwLeitKUBty9k2HffA+Coqe+C47VqGY0GetxAT3gBl5bSMRsMzLhG/vok6RwNkW6fH0O6A7E1Bax99rh2eb69ahpc39pLN3TMMcfw4YcfAlBRUcGcOXN4++23mTVrFoMHD2738qiuRqVbMBOgp0CEvF+t1eOD6GnpjdN1de8idDRNYtsGUui4to6mexm6NUMiXBOtQX1kFOVI0hxt93hMW8MNS7SkhpHQCNRB/kaX6nFhDBuO+l7rx5odjAG3L2Tt/ZUEPsniYAMJtLaBr3vGXfzkJz8hFvPyvc2aNYuvfe1rnHLKKfTo0YM//OEP7V4edRZRugWRyVhv7GoE2yY2Mohe522UeMNIvAV5vTXhHFsHiZe7SIAedBGOzrBrO//sJm38scj32ndRWEU5WJqroTtgJLyWJtD8HFYFG1yklvk86/DZr77gtZK1U7kC9e3yVHt/fjXG67BNnDjRvz506FBWrFhBbW0tRUVF/szG9qS6GpVuoeSjBLoLbo9c1l4+AC1qIoptjICLlBq6LojHgwhXx45ZaHWWN209qaPXW7hxE5JdY4yXCrqUjiy0Q0NqoKcBAZFt4AbAaoBED4NdIwySpZJET9ot6ALQXIiX7b69ZUYHmOmoHLbi4uKsBF2gAi+lm5CGhhEHPZrCSIEMCZDeNHYpNG+9uUBmbrqtYzXoYGsgNERAoCe88SaK0paMgoJsF6HD6XvPQq+FS4IbAjsXREBi50GqENL54IYlItC+rTcDb12IkYZNt52UnbGekjYY43XwT3fHHXegaVqLy4gRI/z7k8kk06ZNo0ePHuTm5nLeeedRXa2WTzsYKvBSujx5ylga+wWxEpDuk4cwILTVG69lJ0yE0NAA19ExTRc9xybd00FL696YCumNOxly/aJsV0XpYtz6LPZddWDlty1EGiACXktToE7DDXu30STDrnmHIdPb9/O4aeZJhHZAoAFK3rB2p7toL1kYXH/00Uezbds2//LWW2/5911//fX885//5E9/+hNvvPEGW7du5dxzz23rWndJnS7wSqVS/uKXS5cubXHfRx99xCmnnEIoFKJ///7MmTMnO4VUOhTt3x/gBDU0B+xck0DU+zKXeQ7S8QbUC6mhaZBOWRiWwCpMIQMCM6YTqjHa/UteUbq7PvctpPy2hfT+2UL637WQgT9eiJ0Lg27OzmfRagCrUVK00ibeW6PvPUcmr1lHYpomZWVl/qWkpASA+vp6fv3rX/Pggw/yla98hXHjxvH000+zcOFC3nmn84+DPdI6XeB100030adPnz22NzQ0cOaZZ1JeXs6SJUu4//77ueOOO3jyySezUEqlownWC29wqivRbW/grnS9YEvTvIzYzQlXB1dj0M2L6H9n1/+CVZTOYOCPs/NZ3H7NSVgJKFibpLGf5U/WaVeijS5458vml1QqtdenXLVqFX369GHw4MFccsklbNy4EYAlS5Zg2zYTJkzw9x0xYgQDBgxg0SL1I/VAOlXg9cILL/Dyyy/zwAMP7HHfM888Qzqd5qmnnuLoo4/mwgsv5Nprr+XBBx/c7zFTqdQeb0Kl6xEBjUiNS6gmidQh1QNyP7PQYgZ23ELTpd8KL4SGa+sMm7Y4u4VWFIUdV2Z/ELubyZ0a7xUkUUpWfow1zWps7QWgf//+FBQU+JfZs2fv8XwVFRXMmzePF198kV/+8pesW7eOU045hWg0SlVVFYFAgMLCwhaP6dWrF1VVVe3x7+jUOk06ierqaqZOncrf//53IpE9c6ksWrSIU089lUBgd3bhiRMnct9997Fr1y6Kior2etzZs2dz5513HrFyKx1DsN4lvKGedK9cAIo/laRzNdydOsmgjpMyvHXgmhbJbsjGT1pFUT5P38uqQBvvPOmILWG0N71/5j1XzbSTvNmWndymTZvIz8/3bweDwT32Oeuss/zro0ePpqKigvLycv74xz8SDofbpZxdVado8ZJSMmXKFH7wgx8wfvzeZ5NUVVXRq1evFtuabu8vAp8xYwb19fX+ZdOmTW1XcKVjOHEMqQKDRP98gpvr0W0I1rmYSYnp5dRDMyS6KdF0CY6Ons7ONGNFUVoq/u+FbL+mZauXsfeesSMuK12MTdpwcH1+fn6Ly94Cr88rLCzkqKOOYvXq1ZSVlZFOp6mrq2uxT3V1NWVlZXs/gOLLauB1yy237DFd9fOXFStW8OijjxKNRpkxY0ablyEYDO7xJlS6FnPjdgINLpEPNyNCAXKqXJJFBm5AQ7fB2mHiJkwvtYSrQVpnyA1qnIKidBSBBkndlEoANt96EqIdM7s0Xngi227wAr9wjfRbv9pdlpcMamxsZM2aNfTu3Ztx48ZhWRYLFizw71+5ciUbN26ksrKyLWrbpWW1q/GGG25gypQp+91n8ODBvPrqqyxatGiPqHz8+PFccskl/OY3v6GsrGyPHCJNt1UE3s05DpoE8nJw84OYCUE6T0cT3i/nQAPYPXQGfvdDVs0bl+3SKoryOYGowIwLdlx5EmYM7Lz2e27X0jATUHX9SVlracuGG2+8ka9//euUl5ezdetWbr/9dgzD4KKLLqKgoIDLL7+c6dOnU1xcTH5+Ptdccw2VlZWceOKJ2S56h5fVwKu0tJTS0tID7vfII4/w05/+1L+9detWJk6cyB/+8AcqKioAqKys5NZbb8W2bSzLaw+eP38+w4cP3+f4LqV7kGUlaLaARBJz2Q7Mvj1xg4WYcUG0v4WR0tBSXuPvsClLslxaRVE+T3ck4c0NGHYu0f4BRKB9hgI0XngioToXJ2xS+os9uzzbVVsscn0Ij9+8eTMXXXQRO3fupLS0lJNPPpl33nnHP2c/9NBD6LrOeeedRyqVYuLEifziF79oXfm6iU4xuH7AgAEtbufmegOkhwwZQr9+/QC4+OKLufPOO7n88su5+eab+fjjj/n5z3/OQw891O7lVToWrSGO7JuLu7UabfRRxPvlENnUCJqGUWaRKPWyZK964gS0pM7QH6o8NIrSkYT+8R9ExWiCq6pJFfTFDbRPX6PmQvC595Bf98YW93w0i6llBK1P2noIi2z//ve/3+/9oVCIxx9/nMcff7yVhep+OkXgdTAKCgp4+eWXmTZtGuPGjaOkpISZM2dyxRVXZLtoSpa5m7diDuzh385ZHyXRP4/G3iaaK7Fi4IY1tKSO5qhB9YrSEblBA3dwT0I70tg5oSP+fDXTTiJ/o4NZ1hPdPeJPd0Bqkeyuo1MGXgMHDkTu5Q00evRo/v3vf2ehREpHZvQsIR3QMQNWJluqJF5i0OOjKNUVeaSKJZoA0AjUqcBLUToiI+5gbKyi5uyhFD195Ce/5GxzyXlvI9vPHkzxf6skykrb6RTpJBSltcLLNqPn5qDXx9HiKcI7XbadnEeqCIyEhtRAGpL+d6kvWEXpiOR7y5DxBEXL40f8udzTx5Hzj/dp/MKAjhN0ZXlWo9J2VOB1ADXTsp81WWkdZ+s2CIcQjTHcHrm4JXkEa9Pe4teZLgQzrqmxXYrSwWnhEJo4hIFKh6H+0kqMBUvQRwwmVmYS+68OMktPyLa5KFnXKbsa21OgQb1ROzujsBBn3UaM/DxIOsiQiRs0CNZJhKUhAt4CuIqidGxOzQ6o2XHEji++dDxFf/mQ9ITxREtNNAE5f1Y/yJS2pVq8DsBMqsCrKzBLipGJBJrjkCoJeQNVBUjTC7qMLrAMiKIoraO/8T56/z6IoI4T0jpONyOorsYuRAVeB5DzJ/Vrp7OT8Thu7S4AtFgKzRYYjTZ2roYVBamDs+fyn4qidCN6IIBZ3p/G4cWE31yO2eGSpbZF0KUCr45AdTUq3YOW+Y0hXNA0okNzEKY3xqvP/R3oV62iKO1Oj0QQ8Thsq8Ya3BMtL5e8/1XLhilHhmrxUrq+TNCl9+4FkTC6I8jdmMRIQaTmyA7UVRSlE3AFeiCAGDcSzRWIsuJsl2hPqquxy1AtXkrXp2vIlI2o2YlekI9RFKGxPEwgKmkYqJOb7fIpipJVWiiIVlSIwFueSFrtuAr3wRJt0FWoZjV2CCrwUro8PT8PmU6DK4iNH4Ad0XGCGpqASJX6IlKU7s6tr4f6eoz8CFosibNmXbaLpHRhqqtR6dI0wwDHRc/NRaTThF9aSv6KBgrWJHCDGmZKBV6Koni0tNNxgy4p2uaiZJ1q8VK6NOm6OLW7MPuUYZomiXGDCK+tBSBSEwQpcc4YT2BnAvH+J1kuraIo2aKZFs6KVdkuxr61xRgtNcarQ1CBl9K1aTpIgajZgRSS0KYGMLyGXqvRwQkb3nJBumr8VZTuTDp2touwf2qMV5ehAi+lS9N0Dc0I7N6ggwgE0NIOespFNzSMpIt8b1n2CqkoSnZlfqApSntQgZfSpUnXRY9EwDC8bPWxFJphY/cuwIl4S4LojvoVqCjdWmcIulRXY5ehAi+ly5OOg56X6y2WPWogetpFcyS6LTFjaeR/VGuXoigdnKQNAq82KYnSSmpgi9LlaaYJeTmYvXpi1CVw8gLY+RZGwkFPdPBxHYqiKEqXogIvpcuTaRtn5WrIz0PbUUtgXQ1m3EFPO2gNsWwXT1EU5cBU5vouQ3U1Kl2frqEHAqBrEAkjivPQbQGuxNmwKdulUxRFOTAhgFaORROdYCxbN6BavJQuTyRTaIGA1+rlCvRdMYzqesSHn2a7aIqiKEo3o1q8lC5Pt0yk7WAUFHitXlKAZWW7WIqiKAdPzWrsMlTgpXR5Ip32rqSSmKEgBAOQSGa3UIqiKIdCBV5dhgq8lG5BD4e9fF5CgOOqLyBFURQlK1TgpXQLIpEA10ULh9FALZ2hKErnopYM6jJU4KV0G9J10Zpm9RhqXomiKJ2HlALZygz7rX280jZU4KV0G9J1EfG4P5XXKCjAra/PapkURVEOipStb7FSQyw6BPWzX+l2RDwOhgGum+2iKIqiKN2MavFSuh0pJDIeB9NED4YQKTXDUVGUDk62wRgv1eLVIajAS+lWpJBeXi/X9Zrt1ZgHRVE6AyFAa+X3lfq+6xBU4KV0L1LszuuF6mpUFEVR2pcKvBRFURSlo1NdjV2GCrwURVEUpYOTQiBb2dWo0kl0DGpWo6IoiqIoSjtRLV6KoiiK0tGprsYuQwVeiqIoitLRCQmaCry6AtXVqCiKoiiK0k5Ui5eiKIqidHRSAq3N46VavDoCFXgpiqIoSgcnhUS2sqtRqsCrQ1CBl6IoiqJ0dFLQ+hYvlU6iI+hUY7z+9a9/UVFRQTgcpqioiG9+85st7t+4cSNnn302kUiEnj178qMf/QjHcbJTWEVRFEXp5B5//HEGDhxIKBSioqKC//znP9kuUqfXaVq8/vKXvzB16lTuuecevvKVr+A4Dh9//LF/v+u6nH322ZSVlbFw4UK2bdvGZZddhmVZ3HPPPVksuaIoiqK0Tja6Gv/whz8wffp05s6dS0VFBQ8//DATJ05k5cqV9OzZs1Vl6c402Qk6fR3HYeDAgdx5551cfvnle93nhRde4Gtf+xpbt26lV69eAMydO5ebb76ZmpoaAoHAQT1XQ0MDBQUFnMY5mJrVZnVQFEVRuhZH2rzO/1FfX09+fv4ReY62PCcdankrKir4whe+wGOPPQaAEIL+/ftzzTXXcMstt7SqLN1Zp2jxev/999myZQu6rjN27Fiqqqo47rjjuP/++znmmGMAWLRoEccee6wfdAFMnDiRK6+8kk8++YSxY8fu9dipVIpUKuXfrq+vB8DBbnWuOkVRFKXrcrCB9hm03hbnpKbyNjQ0tNgeDAYJBoMttqXTaZYsWcKMGTP8bbquM2HCBBYtWtS6gnRznSLwWrt2LQB33HEHDz74IAMHDuRnP/sZp512Gp999hnFxcVUVVW1CLoA/3ZVVdU+jz179mzuvPPOPba/xfNtWANFURSlq4pGoxQUFByRYwcCAcrKynirqm3OSbm5ufTv37/Ftttvv5077rijxbYdO3bguu5ez6srVqxok7J0V1kNvG655Rbuu+++/e6zfPlyhPBmYtx6662cd955ADz99NP069ePP/3pT3z/+98/7DLMmDGD6dOn+7eFENTW1tKjRw80TTvs47ZGQ0MD/fv3Z9OmTUes+TpbVN06J1W3zknV7ciSUhKNRunTp88Re45QKMS6detIp9Ntcjwp5R7nts+3dilHVlYDrxtuuIEpU6bsd5/Bgwezbds2AEaNGuVvDwaDDB48mI0bNwJQVla2x2yL6upq/7592VsTa2Fh4cFW4YjKz8/vcl+WTVTdOidVt85J1e3IOVItXc2FQiFCodARf57mSkpKMAzDP482qa6u3u85VTmwrAZepaWllJaWHnC/cePGEQwGWblyJSeffDIAtm2zfv16ysvLAaisrOTuu+9m+/bt/myL+fPnk5+f3yJgUxRFURRl/wKBAOPGjWPBggV+6iYhBAsWLODqq6/ObuE6uU4xxis/P58f/OAH3H777fTv35/y8nLuv/9+AM4//3wAzjzzTEaNGsWll17KnDlzqKqq4ic/+QnTpk1TzaiKoiiKcoimT5/O5MmTGT9+PCeccAIPP/wwsViM73znO9kuWqfWKQIvgPvvvx/TNLn00ktJJBJUVFTw6quvUlRUBIBhGDz33HNceeWVVFZWkpOTw+TJk5k1a1aWS37ogsEgt99+e5cMGFXdOidVt85J1U1pjQsuuICamhpmzpzpZxN48cUX9xhwrxyaTpHHS1EURVEUpSvoVEsGKYqiKIqidGYq8FIURVEURWknKvBSFEVRFEVpJyrwUhRFURRFaScq8Mqiu+++m5NOOolIJLLPpK2apu1x+f3vf99in9dff53jjz+eYDDI0KFDmTdv3pEv/AEcTN02btzI2WefTSQSoWfPnvzoRz/CcZwW+3TEuu3NwIED93id7r333hb7fPTRR5xyyimEQiH69+/PnDlzslTaQ/P4448zcOBAQqEQFRUVeyQq7gzuuOOOPV6fESNG+Pcnk0mmTZtGjx49yM3N5bzzztsjcWRH8uabb/L1r3+dPn36oGkaf//731vcL6Vk5syZ9O7dm3A4zIQJE1i1alWLfWpra7nkkkvIz8+nsLCQyy+/nMbGxnasxd4dqG5TpkzZ47WcNGlSi306at0UBVTglVXpdJrzzz+fK6+8cr/7Pf3002zbts2/NCWzA1i3bh1nn302X/7yl1m6dCnXXXcd3/ve93jppZeOcOn370B1c12Xs88+m3Q6zcKFC/nNb37DvHnzmDlzpr9PR63bvsyaNavF63TNNdf49zU0NHDmmWdSXl7OkiVLuP/++7njjjt48skns1jiA/vDH/7A9OnTuf3223n//fcZM2YMEydOZPv27dku2iE7+uijW7w+b731ln/f9ddfzz//+U/+9Kc/8cYbb7B161bOPffcLJZ2/2KxGGPGjOHxxx/f6/1z5szhkUceYe7cuSxevJicnBwmTpxIMpn097nkkkv45JNPmD9/Ps899xxvvvkmV1xxRXtVYZ8OVDeASZMmtXgtn3322Rb3d9S6KQoAUsm6p59+WhYUFOz1PkD+7W9/2+djb7rpJnn00Ue32HbBBRfIiRMntmEJD9++6vb8889LXddlVVWVv+2Xv/ylzM/Pl6lUSkrZ8evWXHl5uXzooYf2ef8vfvELWVRU5NdNSilvvvlmOXz48HYo3eE74YQT5LRp0/zbruvKPn36yNmzZ2exVIfu9ttvl2PGjNnrfXV1ddKyLPmnP/3J37Z8+XIJyEWLFrVTCQ/f578jhBCyrKxM3n///f62uro6GQwG5bPPPiullPLTTz+VgHz33Xf9fV544QWpaZrcsmVLu5X9QPb2/Td58mR5zjnn7PMxnaVuSvelWrw6gWnTplFSUsIJJ5zAU089hWyWem3RokVMmDChxf4TJ05k0aJF7V3MQ7Jo0SKOPfbYFon4Jk6cSENDA5988om/T2eq27333kuPHj0YO3Ys999/f4tu00WLFnHqqacSCAT8bRMnTmTlypXs2rUrG8U9oHQ6zZIlS1q8BrquM2HChA77GuzPqlWr6NOnD4MHD+aSSy7x13ldsmQJtm23qOeIESMYMGBAp6znunXrqKqqalGfgoICKioq/PosWrSIwsJCxo8f7+8zYcIEdF1n8eLF7V7mQ/X666/Ts2dPhg8fzpVXXsnOnTv9+zp73ZSur9Nkru+uZs2axVe+8hUikQgvv/wyV111FY2NjVx77bUAVFVV7ZFFuFevXjQ0NJBIJAiHw9ko9gHtq9xN9+1vn45Yt2uvvZbjjz+e4uJiFi5cyIwZM9i2bRsPPvgg4NVl0KBBLR7TvL5NKzB0JDt27MB13b2+BitWrMhSqQ5PRUUF8+bNY/jw4Wzbto0777yTU045hY8//piqqioCgcAeYxF79erlvxc7k6Yy7+11a/7ZalrTtolpmhQXF3f4Ok+aNIlzzz2XQYMGsWbNGn784x9z1llnsWjRIgzD6NR1U7oHFXi1sVtuuYX77rtvv/ssX768xcDe/bntttv862PHjiUWi3H//ff7gVd7auu6dXSHUt/p06f720aPHk0gEOD73/8+s2fPVkuadABnnXWWf3306NFUVFRQXl7OH//4xw4VwCsHduGFF/rXjz32WEaPHs2QIUN4/fXXOf3007NYMkU5OCrwamM33HADU6ZM2e8+gwcPPuzjV1RUcNddd5FKpQgGg5SVle0x+6q6upr8/Pw2P6G0Zd3Kysr2mB3XVI+ysjL/b3vVbW9aU9+Kigocx2H9+vUMHz58n3WB3fXtaEpKSjAMY6/l7qhlPliFhYUcddRRrF69mjPOOIN0Ok1dXV2LVq/OWs+mMldXV9O7d29/e3V1Nccdd5y/z+cnSDiOQ21tbaer8+DBgykpKWH16tWcfvrpXapuStekAq82VlpaSmlp6RE7/tKlSykqKvJbUSorK3n++edb7DN//nwqKyvb/Lnbsm6VlZXcfffdbN++3e8WmD9/Pvn5+YwaNcrfp73qtjetqe/SpUvRdd2vW2VlJbfeeiu2bWNZFuDVZfjw4R2ymxEgEAgwbtw4FixY4M+kFUKwYMECrr766uwWrpUaGxtZs2YNl156KePGjcOyLBYsWMB5550HwMqVK9m4cWO7vdfa0qBBgygrK2PBggV+oNXQ0MDixYv9WcaVlZXU1dWxZMkSxo0bB8Crr76KEIKKiopsFf2wbN68mZ07d/pBZleqm9JFZXt0f3e2YcMG+cEHH8g777xT5ubmyg8++EB+8MEHMhqNSiml/Mc//iF/9atfyWXLlslVq1bJX/ziFzISiciZM2f6x1i7dq2MRCLyRz/6kVy+fLl8/PHHpWEY8sUXX8xWtaSUB66b4zjymGOOkWeeeaZcunSpfPHFF2VpaamcMWOGf4yOWrfPW7hwoXzooYfk0qVL5Zo1a+T//M//yNLSUnnZZZf5+9TV1clevXrJSy+9VH788cfy97//vYxEIvKJJ57IYskP7Pe//70MBoNy3rx58tNPP5VXXHGFLCwsbDEbtTO44YYb5Ouvvy7XrVsn3377bTlhwgRZUlIit2/fLqWU8gc/+IEcMGCAfPXVV+V7770nKysrZWVlZZZLvW/RaNT/TAHywQcflB988IHcsGGDlFLKe++9VxYWFsr/+7//kx999JE855xz5KBBg2QikfCPMWnSJDl27Fi5ePFi+dZbb8lhw4bJiy66KFtV8u2vbtFoVN54441y0aJFct26dfKVV16Rxx9/vBw2bJhMJpP+MTpq3RRFSilV4JVFkydPlsAel9dee01K6U2BPu6442Rubq7MycmRY8aMkXPnzpWu67Y4zmuvvSaPO+44GQgE5ODBg+XTTz/d/pX5nAPVTUop169fL8866ywZDodlSUmJvOGGG6Rt2y2O0xHr9nlLliyRFRUVsqCgQIZCITly5Eh5zz33tDgRSCnlhx9+KE8++WQZDAZl37595b333pulEh+aRx99VA4YMEAGAgF5wgknyHfeeSfbRTpkF1xwgezdu7cMBAKyb9++8oILLpCrV6/2708kEvKqq66SRUVFMhKJyG9961ty27ZtWSzx/r322mt7/XxNnjxZSumllLjttttkr169ZDAYlKeffrpcuXJli2Ps3LlTXnTRRTI3N1fm5+fL73znO/4Po2zaX93i8bg888wzZWlpqbQsS5aXl8upU6fu8UOgo9ZNUaSUUpOyWW4CRVEURVEU5YhRebwURVEURVHaiQq8FEVRFEVR2okKvBRFURRFUdqJCrwURVEURVHaiQq8FEVRFEVR2okKvBRFURRFUdqJCrwURVEURVHaiQq8FEVRFEVR2okKvBSlkzjttNO47rrrusxzTpkyxV8DUlEUpbtQi2QrirJPf/3rX/1FvQEGDhzIdddd1+4BoKIoSlehAi9FUfapuLg420VQFEXpUlRXo6J0Qrt27eKyyy6jqKiISCTCWWedxapVq/z7582bR2FhIS+99BIjR44kNzeXSZMmsW3bNn8fx3G49tprKSwspEePHtx8881Mnjy5Rfdf867G0047jQ0bNnD99dejaRqapgFwxx13cNxxx7Uo38MPP8zAgQP9267rMn36dP+5brrpJj6/TKwQgtmzZzNo0CDC4TBjxozhz3/+c9v8wxRFUToIFXgpSic0ZcoU3nvvPf7xj3+waNEipJR89atfxbZtf594PM4DDzzA7373O9588002btzIjTfe6N9/33338cwzz/D000/z9ttv09DQwN///vd9Pudf//pX+vXrx6xZs9i2bVuLIO5AfvaznzFv3jyeeuop3nrrLWpra/nb3/7WYp/Zs2fz29/+lrlz5/LJJ59w/fXX8+1vf5s33njj4P8xiqIoHZzqalSUTmbVqlX84x//4O233+akk04C4JlnnqF///78/e9/5/zzzwfAtm3mzp3LkCFDALj66quZNWuWf5xHH32UGTNm8K1vfQuAxx57jOeff36fz1tcXIxhGOTl5VFWVnZIZX744YeZMWMG5557LgBz587lpZde8u9PpVLcc889vPLKK1RWVgIwePBg3nrrLZ544gm+9KUvHdLzKYqidFQq8FKUTmb58uWYpklFRYW/rUePHgwfPpzly5f72yKRiB90AfTu3Zvt27cDUF9fT3V1NSeccIJ/v2EYjBs3DiFEm5a3vr6ebdu2tSivaZqMHz/e725cvXo18XicM844o8Vj0+k0Y8eObdPyKIqiZJMKvBSli2o+GxFA07Q9xlW1BV3X9zhu8y7Pg9HY2AjAv/71L/r27dvivmAw2LoCKoqidCBqjJeidDIjR47EcRwWL17sb9u5cycrV65k1KhRB3WMgoICevXqxbvvvutvc12X999/f7+PCwQCuK7bYltpaSlVVVUtgq+lS5e2eK7evXu3KK/jOCxZssS/PWrUKILBIBs3bmTo0KEtLv379z+oOimKonQGqsVLUTqZYcOGcc455zB16lSeeOIJ8vLyuOWWW+jbty/nnHPOQR/nmmuuYfbs2QwdOpQRI0bw6KOPsmvXLn+24t4MHDiQN998kwsvvJBgMEhJSQmnnXYaNTU1zJkzh//6r//ixRdf5IUXXiA/P99/3A9/+EPuvfdehg0bxogRI3jwwQepq6vz78/Ly+PGG2/k+uuvRwjBySefTH19PW+//Tb5+flMnjz5sP5XiqIoHY1q8VKUTujpp59m3LhxfO1rX6OyshIpJc8///we3Yv7c/PNN3PRRRdx2WWXUVlZSW5uLhMnTiQUCu3zMbNmzWL9+vUMGTKE0tJSwGuB+8UvfsHjjz/OmDFj+M9//tNi9iTADTfcwKWXXsrkyZOprKwkLy/PH9Tf5K677uK2225j9uzZjBw5kkmTJvGvf/2LQYMGHcJ/RlEUpWPT5JEY9KEoSqcjhGDkyJH8v//3/7jrrruyXRxFUZQuSXU1Kko3tWHDBl5++WW+9KUvkUqleOyxx1i3bh0XX3xxtoumKIrSZamuRkXppnRdZ968eXzhC1/gi1/8IsuWLeOVV15h5MiR2S6aoihKl6W6GhVFURRFUdqJavFSFEVRFEVpJyrwUhRFURRFaScq8FIURVEURWknKvBSFEVRFEVpJyrwUhRFURRFaScq8FIURVEURWknKvBSFEVRFEVpJyrwUhRFURRFaSf/H4fmN/yzxeshAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from hazard.sources.osc_zarr import OscZarr # noqa: E402\n", "import os\n", "import os.path # noqa: E402\n", "\n", "target = OscZarr(prefix=\"hazard_test\")\n", "da = target.read(\"chronic_heat/osc/v2/days_tas_above_15c_NorESM2-MM_ssp585_2030\")\n", "da.plot()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### List contents of 'directory'\n", "\n", "Use s3fs to treat like directory structure, but some care needed:\n", "\n", "- s3fs caches so care needed if objects are changed outside of s3fs\n", "- Best to use boto3 client for handling large number of objects (see below)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import s3fs # noqa: E402\n", "\n", "s3 = s3fs.S3FileSystem(\n", " anon=False,\n", " key=os.environ[\"OSC_S3_ACCESS_KEY\"],\n", " secret=os.environ[\"OSC_S3_SECRET_KEY\"],\n", ")\n", "s3.ls(os.environ[\"OSC_S3_BUCKET\"] + \"/hazard_test/hazard.zarr\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Copy from one bucket to another bucket\n", "\n", "Use boto3 client and paginator for dealing with large number of objects.\n", "\n", "Some care needed if trying to move objects between buckets with different credentials: \\\n", "https://stackoverflow.com/questions/65577223/aws-s3-copy-object-from-one-bucket-to-another-with-different-credentials" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import boto3 # noqa: E402\n", "\n", "bucket_name = os.environ[\"OSC_S3_BUCKET\"]\n", "prefix = \"hazard_test/hazard.zarr/chronic_heat/osc/v2\"\n", "\n", "s3_client = boto3.client(\n", " \"s3\",\n", " aws_access_key_id=os.environ[\"OSC_S3_ACCESS_KEY\"],\n", " aws_secret_access_key=os.environ[\"OSC_S3_SECRET_KEY\"],\n", ")\n", "\n", "paginator = s3_client.get_paginator(\"list_objects_v2\")\n", "\n", "pages = paginator.paginate(Bucket=bucket_name, Prefix=prefix)\n", "\n", "# get the list of keys with the given prefix\n", "keys = []\n", "for page in pages:\n", " for objs in page[\"Contents\"]:\n", " if isinstance(objs, list):\n", " keys.extend([obj[\"Key\"] for obj in objs])\n", " else:\n", " keys.append(objs[\"Key\"])\n", "\n", "print(keys)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Use this script to promote from hazard_test to hazard\n", "\n", "target_bucket_name = \"...\"\n", "# might be same as bucket_name\n", "\n", "for key in keys:\n", " copy_source = {\"Bucket\": bucket_name, \"Key\": key}\n", " target_key = key.replace(\"hazard_test/hazard.zarr\", \"hazard/hazard.zarr\")\n", " print(f\"{key} to {target_key} for bucket {bucket_name}\")\n", " s3_client.copy_object(\n", " CopySource=copy_source, Bucket=target_bucket_name, Key=target_key\n", " )" ] } ], "metadata": { "kernelspec": { "display_name": "hazard-eB0uxNRl", "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": "3.8.13" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }